Search

Your search keyword '"A. Alfarra"' showing total 1,059 results
Start Over Author "A. Alfarra"
1,059 results on '"A. Alfarra"'

1. EAGLE: Enhanced Visual Grounding Minimizes Hallucinations in Instructional Multimodal Models

Author

Villa, Andrés, Alcázar, Juan León, Alfarra, Motasem, Araujo, Vladimir, Soto, Alvaro, and Ghanem, Bernard

Subjects
Computer Science - Computer Vision and Pattern Recognition, Computer Science - Artificial Intelligence
Abstract

Large language models and vision transformers have demonstrated impressive zero-shot capabilities, enabling significant transferability in downstream tasks. The fusion of these models has resulted in multi-modal architectures with enhanced instructional capabilities. Despite incorporating vast image and language pre-training, these multi-modal architectures often generate responses that deviate from the ground truth in the image data. These failure cases are known as hallucinations. Current methods for mitigating hallucinations generally focus on regularizing the language component, improving the fusion module, or ensembling multiple visual encoders to improve visual representation. In this paper, we address the hallucination issue by directly enhancing the capabilities of the visual component. Our approach, named EAGLE, is fully agnostic to the LLM or fusion module and works as a post-pretraining approach that improves the grounding and language alignment of the visual encoder. We show that a straightforward reformulation of the original contrastive pre-training task results in an improved visual encoder that can be incorporated into the instructional multi-modal architecture without additional instructional training. As a result, EAGLE achieves a significant reduction in hallucinations across multiple challenging benchmarks and tasks., Comment: 12 pages, 4 figures, 8 tables

Published
2025

2. Deep Learning at the Intersection: Certified Robustness as a Tool for 3D Vision

Author

S, Gabriel Pérez, Pérez, Juan C., Alfarra, Motasem, Zarzar, Jesús, Rojas, Sara, Ghanem, Bernard, and Arbeláez, Pablo

Subjects
Computer Science - Computer Vision and Pattern Recognition, Computer Science - Artificial Intelligence
Abstract

This paper presents preliminary work on a novel connection between certified robustness in machine learning and the modeling of 3D objects. We highlight an intriguing link between the Maximal Certified Radius (MCR) of a classifier representing a space's occupancy and the space's Signed Distance Function (SDF). Leveraging this relationship, we propose to use the certification method of randomized smoothing (RS) to compute SDFs. Since RS' high computational cost prevents its practical usage as a way to compute SDFs, we propose an algorithm to efficiently run RS in low-dimensional applications, such as 3D space, by expressing RS' fundamental operations as Gaussian smoothing on pre-computed voxel grids. Our approach offers an innovative and practical tool to compute SDFs, validated through proof-of-concept experiments in novel view synthesis. This paper bridges two previously disparate areas of machine learning, opening new avenues for further exploration and potential cross-domain advancements., Comment: This paper is an accepted extended abstract to the LatinX workshop at ICCV 2023. This was uploaded a year late

Published
2024

3. Asphaltene aggregation studied by molecular dynamics simulations: role of the molecular architecture and solvents on the supramolecular or colloidal behavior

Author

H. Santos Silva, A. Alfarra, G. Vallverdu, D. Bégué, B. Bouyssiere, and I. Baraille

Subjects
Asphaltenes, Molecular dynamics, Aggregation, Heavy oil, Science, Petrology, QE420-499
Abstract

Abstract Asphaltene aggregation is a subject under vivid discussion: There are several parameters one needs to determine before its behavior can be mastered and better target solutions can be tailored. The nature of asphaltene aggregation (colloidal or supramolecular) and the role of solvents and their mixtures are among the least understood parameters in asphaltene science. This paper addresses molecular dynamic simulations to correlate the aggregation properties of asphaltenes, their molecular structure and the concentration of these solvents. We show that the formation of the nanoaggregate depends, primarily, on the size of the conjugated core and on the eventual presence of polar groups capable of forming H-bonds. Heteroatoms on the conjugated core do not change their shape or type of aggregation but may induce stronger $$\uppi - \uppi$$ π-π interactions. The macroaggregation formation depends upon the length of the lateral chains of asphaltenes and also on the presence of polar groups at its end. Moreover, n-heptane and water may interact selectively with asphaltenes in function of their molecular architecture. Given this fact and the aggregation behavior observed, we advocate toward the assumption that a colloidal behavior of asphaltenes might be a particular case of a more general model, based on a supramolecular description.

Published
2019
Full Text
View/download PDF

4. FedMedICL: Towards Holistic Evaluation of Distribution Shifts in Federated Medical Imaging

Author

Alhamoud, Kumail, Ghunaim, Yasir, Alfarra, Motasem, Hartvigsen, Thomas, Torr, Philip, Ghanem, Bernard, Bibi, Adel, and Ghassemi, Marzyeh

Subjects
Electrical Engineering and Systems Science - Image and Video Processing, Computer Science - Artificial Intelligence, Computer Science - Computer Vision and Pattern Recognition
Abstract

For medical imaging AI models to be clinically impactful, they must generalize. However, this goal is hindered by (i) diverse types of distribution shifts, such as temporal, demographic, and label shifts, and (ii) limited diversity in datasets that are siloed within single medical institutions. While these limitations have spurred interest in federated learning, current evaluation benchmarks fail to evaluate different shifts simultaneously. However, in real healthcare settings, multiple types of shifts co-exist, yet their impact on medical imaging performance remains unstudied. In response, we introduce FedMedICL, a unified framework and benchmark to holistically evaluate federated medical imaging challenges, simultaneously capturing label, demographic, and temporal distribution shifts. We comprehensively evaluate several popular methods on six diverse medical imaging datasets (totaling 550 GPU hours). Furthermore, we use FedMedICL to simulate COVID-19 propagation across hospitals and evaluate whether methods can adapt to pandemic changes in disease prevalence. We find that a simple batch balancing technique surpasses advanced methods in average performance across FedMedICL experiments. This finding questions the applicability of results from previous, narrow benchmarks in real-world medical settings., Comment: Accepted at MICCAI 2024. Code is available at: https://github.com/m1k2zoo/FedMedICL

Published
2024

5. Towards Interpretable Deep Local Learning with Successive Gradient Reconciliation

Author

Yang, Yibo, Li, Xiaojie, Alfarra, Motasem, Hammoud, Hasan, Bibi, Adel, Torr, Philip, and Ghanem, Bernard

Subjects
Computer Science - Machine Learning, Computer Science - Neural and Evolutionary Computing
Abstract

Relieving the reliance of neural network training on a global back-propagation (BP) has emerged as a notable research topic due to the biological implausibility and huge memory consumption caused by BP. Among the existing solutions, local learning optimizes gradient-isolated modules of a neural network with local errors and has been proved to be effective even on large-scale datasets. However, the reconciliation among local errors has never been investigated. In this paper, we first theoretically study non-greedy layer-wise training and show that the convergence cannot be assured when the local gradient in a module w.r.t. its input is not reconciled with the local gradient in the previous module w.r.t. its output. Inspired by the theoretical result, we further propose a local training strategy that successively regularizes the gradient reconciliation between neighboring modules without breaking gradient isolation or introducing any learnable parameters. Our method can be integrated into both local-BP and BP-free settings. In experiments, we achieve significant performance improvements compared to previous methods. Particularly, our method for CNN and Transformer architectures on ImageNet is able to attain a competitive performance with global BP, saving more than 40% memory consumption., Comment: ICML 2024

Published
2024

6. The future of date palm cultivation in the Lower Jordan Valley of the West Bank

Author

B. G. J. S. Sonneveld, A. Marei, M. D. Merbis, and A. Alfarra

Subjects
Date palm, Irrigation, West Bank, Salinity, Cost benefit analysis, Water supply for domestic and industrial purposes, TD201-500
Abstract

Abstract High water consumption and specific soil requirements warrant a long-term planning for date palm cultivation. Hence, this study presents a detailed procedure to calculate water and land balances that assess the suitability for date palm cultivation in three districts of the West Bank. It applies crop response functions to relate spatially explicit land suitability and salinity levels to net revenues. Furthermore, it compares net present values and benefit–cost ratios under various discount rates and salinity levels to assess economic feasibility. Date palm cultivation in Jericho-Al Ghoor is economically achievable, but additional land amendments are required for expansion in Nablus and Tubas districts. Prevailing average salinity levels have minor negative influence on future date palm developments.

Published
2018
Full Text
View/download PDF

7. Combating Missing Modalities in Egocentric Videos at Test Time

Author

Ramazanova, Merey, Pardo, Alejandro, Ghanem, Bernard, and Alfarra, Motasem

Subjects
Computer Science - Computer Vision and Pattern Recognition
Abstract

Understanding videos that contain multiple modalities is crucial, especially in egocentric videos, where combining various sensory inputs significantly improves tasks like action recognition and moment localization. However, real-world applications often face challenges with incomplete modalities due to privacy concerns, efficiency needs, or hardware issues. Current methods, while effective, often necessitate retraining the model entirely to handle missing modalities, making them computationally intensive, particularly with large training datasets. In this study, we propose a novel approach to address this issue at test time without requiring retraining. We frame the problem as a test-time adaptation task, where the model adjusts to the available unlabeled data at test time. Our method, MiDl~(Mutual information with self-Distillation), encourages the model to be insensitive to the specific modality source present during testing by minimizing the mutual information between the prediction and the available modality. Additionally, we incorporate self-distillation to maintain the model's original performance when both modalities are available. MiDl represents the first self-supervised, online solution for handling missing modalities exclusively at test time. Through experiments with various pretrained models and datasets, MiDl demonstrates substantial performance improvement without the need for retraining.

Published
2024

10. Evaluation of Test-Time Adaptation Under Computational Time Constraints

Author

Alfarra, Motasem, Itani, Hani, Pardo, Alejandro, Alhuwaider, Shyma, Ramazanova, Merey, Pérez, Juan C., Cai, Zhipeng, Müller, Matthias, and Ghanem, Bernard

Subjects
Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Computer Vision and Pattern Recognition
Abstract

This paper proposes a novel online evaluation protocol for Test Time Adaptation (TTA) methods, which penalizes slower methods by providing them with fewer samples for adaptation. TTA methods leverage unlabeled data at test time to adapt to distribution shifts. Although many effective methods have been proposed, their impressive performance usually comes at the cost of significantly increased computation budgets. Current evaluation protocols overlook the effect of this extra computation cost, affecting their real-world applicability. To address this issue, we propose a more realistic evaluation protocol for TTA methods, where data is received in an online fashion from a constant-speed data stream, thereby accounting for the method's adaptation speed. We apply our proposed protocol to benchmark several TTA methods on multiple datasets and scenarios. Extensive experiments show that, when accounting for inference speed, simple and fast approaches can outperform more sophisticated but slower methods. For example, SHOT from 2020, outperforms the state-of-the-art method SAR from 2023 in this setting. Our results reveal the importance of developing practical TTA methods that are both accurate and efficient., Comment: Accepted to ICML 2024

Published
2023

11. Online Distillation with Continual Learning for Cyclic Domain Shifts

Author

Houyon, Joachim, Cioppa, Anthony, Ghunaim, Yasir, Alfarra, Motasem, Halin, Anaïs, Henry, Maxim, Ghanem, Bernard, and Van Droogenbroeck, Marc

Subjects
Computer Science - Computer Vision and Pattern Recognition, Computer Science - Machine Learning
Abstract

In recent years, online distillation has emerged as a powerful technique for adapting real-time deep neural networks on the fly using a slow, but accurate teacher model. However, a major challenge in online distillation is catastrophic forgetting when the domain shifts, which occurs when the student model is updated with data from the new domain and forgets previously learned knowledge. In this paper, we propose a solution to this issue by leveraging the power of continual learning methods to reduce the impact of domain shifts. Specifically, we integrate several state-of-the-art continual learning methods in the context of online distillation and demonstrate their effectiveness in reducing catastrophic forgetting. Furthermore, we provide a detailed analysis of our proposed solution in the case of cyclic domain shifts. Our experimental results demonstrate the efficacy of our approach in improving the robustness and accuracy of online distillation, with potential applications in domains such as video surveillance or autonomous driving. Overall, our work represents an important step forward in the field of online distillation and continual learning, with the potential to significantly impact real-world applications., Comment: Accepted at the 4th Workshop on Continual Learning in Computer Vision (CVPR 2023)

Published
2023

12. Real-Time Evaluation in Online Continual Learning: A New Hope

Author

Ghunaim, Yasir, Bibi, Adel, Alhamoud, Kumail, Alfarra, Motasem, Hammoud, Hasan Abed Al Kader, Prabhu, Ameya, Torr, Philip H. S., and Ghanem, Bernard

Subjects
Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Computer Vision and Pattern Recognition
Abstract

Current evaluations of Continual Learning (CL) methods typically assume that there is no constraint on training time and computation. This is an unrealistic assumption for any real-world setting, which motivates us to propose: a practical real-time evaluation of continual learning, in which the stream does not wait for the model to complete training before revealing the next data for predictions. To do this, we evaluate current CL methods with respect to their computational costs. We conduct extensive experiments on CLOC, a large-scale dataset containing 39 million time-stamped images with geolocation labels. We show that a simple baseline outperforms state-of-the-art CL methods under this evaluation, questioning the applicability of existing methods in realistic settings. In addition, we explore various CL components commonly used in the literature, including memory sampling strategies and regularization approaches. We find that all considered methods fail to be competitive against our simple baseline. This surprisingly suggests that the majority of existing CL literature is tailored to a specific class of streams that is not practical. We hope that the evaluation we provide will be the first step towards a paradigm shift to consider the computational cost in the development of online continual learning methods., Comment: Accepted at CVPR'23 as Highlight (Top 2.5%)

Published
2023

13. PIVOT: Prompting for Video Continual Learning

Author

Villa, Andrés, Alcázar, Juan León, Alfarra, Motasem, Alhamoud, Kumail, Hurtado, Julio, Heilbron, Fabian Caba, Soto, Alvaro, and Ghanem, Bernard

Subjects
Computer Science - Computer Vision and Pattern Recognition, Computer Science - Artificial Intelligence
Abstract

Modern machine learning pipelines are limited due to data availability, storage quotas, privacy regulations, and expensive annotation processes. These constraints make it difficult or impossible to train and update large-scale models on such dynamic annotated sets. Continual learning directly approaches this problem, with the ultimate goal of devising methods where a deep neural network effectively learns relevant patterns for new (unseen) classes, without significantly altering its performance on previously learned ones. In this paper, we address the problem of continual learning for video data. We introduce PIVOT, a novel method that leverages extensive knowledge in pre-trained models from the image domain, thereby reducing the number of trainable parameters and the associated forgetting. Unlike previous methods, ours is the first approach that effectively uses prompting mechanisms for continual learning without any in-domain pre-training. Our experiments show that PIVOT improves state-of-the-art methods by a significant 27% on the 20-task ActivityNet setup., Comment: CVPR 2023

Published
2022

14. SimCS: Simulation for Domain Incremental Online Continual Segmentation

Author

Alfarra, Motasem, Cai, Zhipeng, Bibi, Adel, Ghanem, Bernard, and Müller, Matthias

Subjects
Computer Science - Computer Vision and Pattern Recognition, Computer Science - Machine Learning
Abstract

Continual Learning is a step towards lifelong intelligence where models continuously learn from recently collected data without forgetting previous knowledge. Existing continual learning approaches mostly focus on image classification in the class-incremental setup with clear task boundaries and unlimited computational budget. This work explores the problem of Online Domain-Incremental Continual Segmentation (ODICS), where the model is continually trained over batches of densely labeled images from different domains, with limited computation and no information about the task boundaries. ODICS arises in many practical applications. In autonomous driving, this may correspond to the realistic scenario of training a segmentation model over time on a sequence of cities. We analyze several existing continual learning methods and show that they perform poorly in this setting despite working well in class-incremental segmentation. We propose SimCS, a parameter-free method complementary to existing ones that uses simulated data to regularize continual learning. Experiments show that SimCS provides consistent improvements when combined with different CL methods., Comment: Accepted to AAAI Conference on Artificial Intelligence (AAAI'24)

Published
2022

16. Generalizability of Adversarial Robustness Under Distribution Shifts

Author

Alhamoud, Kumail, Hammoud, Hasan Abed Al Kader, Alfarra, Motasem, and Ghanem, Bernard

Subjects
Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Computer Vision and Pattern Recognition
Abstract

Recent progress in empirical and certified robustness promises to deliver reliable and deployable Deep Neural Networks (DNNs). Despite that success, most existing evaluations of DNN robustness have been done on images sampled from the same distribution on which the model was trained. However, in the real world, DNNs may be deployed in dynamic environments that exhibit significant distribution shifts. In this work, we take a first step towards thoroughly investigating the interplay between empirical and certified adversarial robustness on one hand and domain generalization on another. To do so, we train robust models on multiple domains and evaluate their accuracy and robustness on an unseen domain. We observe that: (1) both empirical and certified robustness generalize to unseen domains, and (2) the level of generalizability does not correlate well with input visual similarity, measured by the FID between source and target domains. We also extend our study to cover a real-world medical application, in which adversarial augmentation significantly boosts the generalization of robustness with minimal effect on clean data accuracy., Comment: TMLR 2023 (Featured Certification)

Published
2022

19. Certified Robustness in Federated Learning

Author

Alfarra, Motasem, Pérez, Juan C., Shulgin, Egor, Richtárik, Peter, and Ghanem, Bernard

Subjects
Computer Science - Machine Learning
Abstract

Federated learning has recently gained significant attention and popularity due to its effectiveness in training machine learning models on distributed data privately. However, as in the single-node supervised learning setup, models trained in federated learning suffer from vulnerability to imperceptible input transformations known as adversarial attacks, questioning their deployment in security-related applications. In this work, we study the interplay between federated training, personalization, and certified robustness. In particular, we deploy randomized smoothing, a widely-used and scalable certification method, to certify deep networks trained on a federated setup against input perturbations and transformations. We find that the simple federated averaging technique is effective in building not only more accurate, but also more certifiably-robust models, compared to training solely on local data. We further analyze personalization, a popular technique in federated training that increases the model's bias towards local data, on robustness. We show several advantages of personalization over both~(that is, only training on local data and federated training) in building more robust models with faster training. Finally, we explore the robustness of mixtures of global and local~(i.e. personalized) models, and find that the robustness of local models degrades as they diverge from the global model, Comment: Accepted at Workshop on Federated Learning: Recent Advances and New Challenges, NeurIPS 2022

Published
2022

20. Maximal Analgesic Effect Attained by the Use of Objective Neurophysiological Measurements With Closed-Loop Spinal Cord Stimulation

Author

Levy, Robert M., Mekhail, Nagy A., Kapural, Leonardo, Gilmore, Christopher A., Petersen, Erika A., Goree, Johnathan H., Pope, Jason E., Costandi, Shrif J., Kallewaard, Jan Willem, Thomson, Simon, Gilligan, Christopher, AlFarra, Tariq, Broachwala, Mustafa Y., Chopra, Harman, Hunter, Corey W., Rosen, Steven M., Amirdelfan, Kasra, Falowski, Steven M., Li, Sean, Scowcroft, James, Lad, Shivanand P., Sayed, Dawood, Antony, Ajay, Deer, Timothy R., Hayek, Salim M., Guirguis, Maged N., Boeding, Ronald B., Calodney, Aaron K., Bruel, Brian, Buchanan, Patrick, Soliday, Nicole, Duarte, Rui V., Leitner, Angela, and Staats, Peter S.

Published
2024
Full Text
View/download PDF

23. Prevalence of Paternal Prenatal Depression and Its Associated Factors in Saudi Arabia

Author

Younis AS, Julaidan GS, Alsuwaylimi RA, Almajed BM, AlShammari RT, AlFirm RB, and Alfarra LA

Subjects
paternal depression, prenatal period, expectant fathers, determinants of depression, Public aspects of medicine, RA1-1270
Abstract

Afnan S Younis,1 Gharam S Julaidan,2 Renad A Alsuwaylimi,2 Buthaina Majed Almajed,2 Rahaf T AlShammari,2 Renad B AlFirm,2 Lena A Alfarra3 1Department of Family and Community Medicine, College of Medicine, King Saud University, Riyadh, Saudi Arabia; 2College of Medicine, King Saud University, Riyadh, Saudi Arabia; 3Department of Obstetrics and Gynecology, King Saud University Medical City, Riyadh, Saudi ArabiaCorrespondence: Afnan S Younis, Department of Family and Community Medicine, College of Medicine, King Saud University, P.O.Box 2925, Riyadh, 11461, Saudi Arabia, Tel +966-505657525, Email afnan.younis@gmail.comBackground: Paternal prenatal depression affects not only the fathers but also their spouses and children’s future lives. Many socioeconomic and cultural factors affect the probability of paternal depression. Little is known about the prevalence of and factors associated with paternal prenatal depression in the Middle East.Aim: To estimate the prevalence of paternal prenatal depression among fathers visiting a tertiary university hospital, as well as to determine the factors associated with paternal prenatal depression within study participants.Methods: This analytical cross-sectional study included 442 fathers whose wives were pregnant and were undergoing regular assessments at antenatal clinics in a tertiary university hospital in Riyadh, Saudi Arabia. The Edinburgh Postnatal Depression Scale (EPDS) was used to assess paternal depression. Bivariate and multivariate analyses were performed.Results: The prevalence of paternal prenatal depression was 26.9%. It was correlated with smoking (odds ratio (OR)=1.8, p=0.006), maternal depression (OR=4.59, p< 0.001), and experiencing isolation (OR=5.34, p< 0.001). The odds of paternal prenatal depression decreased with social support from friends and family (OR=0.227 and 0.133, respectively) and p< 0.001.Discussion and Conclusion: Paternal prenatal depression was prevalent within the study participants. Notably, experiences of isolation and maternal depression emerged as prominent factors that were significantly associated with the manifestation of paternal depression. Consequently, it becomes imperative to implement systematic depression screenings for expectant fathers and to meticulously consider the array of the factors associated with paternal depression.Keywords: paternal depression, prenatal period, expectant fathers, determinants of depression

Published
2024

24. 3DeformRS: Certifying Spatial Deformations on Point Clouds

Author

S., Gabriel Pérez, Pérez, Juan C., Alfarra, Motasem, Giancola, Silvio, and Ghanem, Bernard

Subjects
Computer Science - Computer Vision and Pattern Recognition
Abstract

3D computer vision models are commonly used in security-critical applications such as autonomous driving and surgical robotics. Emerging concerns over the robustness of these models against real-world deformations must be addressed practically and reliably. In this work, we propose 3DeformRS, a method to certify the robustness of point cloud Deep Neural Networks (DNNs) against real-world deformations. We developed 3DeformRS by building upon recent work that generalized Randomized Smoothing (RS) from pixel-intensity perturbations to vector-field deformations. In particular, we specialized RS to certify DNNs against parameterized deformations (e.g. rotation, twisting), while enjoying practical computational costs. We leverage the virtues of 3DeformRS to conduct a comprehensive empirical study on the certified robustness of four representative point cloud DNNs on two datasets and against seven different deformations. Compared to previous approaches for certifying point cloud DNNs, 3DeformRS is fast, scales well with point cloud size, and provides comparable-to-better certificates. For instance, when certifying a plain PointNet against a 3{\deg} z-rotation on 1024-point clouds, 3DeformRS grants a certificate 3x larger and 20x faster than previous work., Comment: Accepted at CVPR 2022

Published
2022

25. Towards Assessing and Characterizing the Semantic Robustness of Face Recognition

Author

Pérez, Juan C., Alfarra, Motasem, Thabet, Ali, Arbeláez, Pablo, and Ghanem, Bernard

Subjects
Computer Science - Computer Vision and Pattern Recognition
Abstract

Deep Neural Networks (DNNs) lack robustness against imperceptible perturbations to their input. Face Recognition Models (FRMs) based on DNNs inherit this vulnerability. We propose a methodology for assessing and characterizing the robustness of FRMs against semantic perturbations to their input. Our methodology causes FRMs to malfunction by designing adversarial attacks that search for identity-preserving modifications to faces. In particular, given a face, our attacks find identity-preserving variants of the face such that an FRM fails to recognize the images belonging to the same identity. We model these identity-preserving semantic modifications via direction- and magnitude-constrained perturbations in the latent space of StyleGAN. We further propose to characterize the semantic robustness of an FRM by statistically describing the perturbations that induce the FRM to malfunction. Finally, we combine our methodology with a certification technique, thus providing (i) theoretical guarantees on the performance of an FRM, and (ii) a formal description of how an FRM may model the notion of face identity., Comment: 26 pages, 18 figures

Published
2022

26. On the Robustness of Quality Measures for GANs

Author

Alfarra, Motasem, Pérez, Juan C., Frühstück, Anna, Torr, Philip H. S., Wonka, Peter, and Ghanem, Bernard

Subjects
Computer Science - Machine Learning
Abstract

This work evaluates the robustness of quality measures of generative models such as Inception Score (IS) and Fr\'echet Inception Distance (FID). Analogous to the vulnerability of deep models against a variety of adversarial attacks, we show that such metrics can also be manipulated by additive pixel perturbations. Our experiments indicate that one can generate a distribution of images with very high scores but low perceptual quality. Conversely, one can optimize for small imperceptible perturbations that, when added to real world images, deteriorate their scores. We further extend our evaluation to generative models themselves, including the state of the art network StyleGANv2. We show the vulnerability of both the generative model and the FID against additive perturbations in the latent space. Finally, we show that the FID can be robustified by simply replacing the standard Inception with a robust Inception. We validate the effectiveness of the robustified metric through extensive experiments, showing it is more robust against manipulation., Comment: Accepted at the European Conference in Computer Vision (ECCV 2022)

Published
2022

28. A prognostic model for use before elective surgery to estimate the risk of postoperative pulmonary complications (GSU-Pulmonary Score): a development and validation study in three international cohorts

Author

Bravo, Laura, Simões, Joana FF, Cardoso, Victor R, Adisa, Adewale, Aguilera, Maria L, Arnaud, Alexis, Biccard, Bruce, Calvache, Jose, Chernbumroong, Saisakul, Elhadi, Muhammed, Ghosh, Dhruv, Gujjuri, Rohan, Harrison, Ewen, Ho, Michael WS, Kasivisvanathan, Veerappan, Kouli, Omar, Lederhuber, Hans, Li, Elizabeth, Löffler, Markus W, Isik, Arda, Marcus, Hani, Martin, Janet, McLean, Kenneth A, Minaya-Bravo, Ana, Modolo, María Marta, Nepogodiev, Dmitri, Pellino, Gianluca, Picciochi, Maria, Pockney, Peter, van Ramshorst, Gabriëlle, Riad, Aya, Sayyed, Raza, Sund, Malin, Gkoutos, Georgios, Bhangu, Aneel A, Glasbey, James C, Bravo, L, Cardoso, V, Glasbey, J, Chernbumroong, S, Nepogodiev, D, Simoes, JFF, Mclean, KA, Bhangu, AA, Gkoutos, G, Kadir, B, Omar, O, Revell, E, Bahrami-Hessari, M, Ahmed, Waheed-Ul-Rahman, Argus, Leah, Ball, Alasdair, Bhangu, Aneel, Bywater, Edward P, Blanco-Colino, Ruth, Brar, Amanpreet, Chaudhry, Daoud, Dawson, Brett E, Duran, Irani, Gujjuri, Rohan R, Jones, Conor S, Harrison, Ewen M, Kamarajah, Sivesh K, Keatley, James M, Lawday, Samuel, Mann, Harvinder, Marson, Ella J, Mclean, Kenneth A, Norman, Lisa, Ots, Riinu, Outani, Oumaima, Santos, Irène, Shaw, Catherine, Taylor, Elliott H, Trout, Isobel M, Varghese, Chris, Venn, Mary L, Xu, William, Dajti, Irida, Gjata, Arben, Kacimi, Salah Eddine Oussama, Boccalatte, Luis, Cox, Daniel, Aigner, Felix, Kronberger, Irmgard Elisabeth, Samadov, Elgun, Alderazi, Amer, Padmore, Greg, van Ramshorst, Gabrielle, Lawani, Ismaïl, Cerovac, Anis, Delibegovic, Samir, Baiocchi, Glauco, Gomes, Gustavo Mendonça Ataíde, Lima Buarque, Igor, Gohar, Muhammad, Slavchev, Mihail, Nwegbu, Chukwuemeka, Agarwal, Arnav, Ng-Kamstra, Joshua, Olivos, Maricarmen, Lou, Wenhui, Ren, Dong-Lin, Calvache, Jose Andres, Perez Rivera, Carlos J, Danic Hadzibegovic, Ana, Kopjar, Tomislav, Mihanovic, Jakov, Avilés Jiménez, Pablo Mijahil, Gouvas, Nikolaos, Klat, Jaroslav, Novysedlák, René, Amisi, Nicolas, Christensen, Peter, El-Hussuna, Alaa, Batista, Sylvia, Lincango-Naranjo, Eddy, Emile, Sameh, Arévalo Sandoval, Danilo Alfonso, Dhufera, Hailu, Hailu, Samuel, Mengesha, Mengistu G, Kauppila, Joonas H, Arnaud, Alexis P, Demetrashvili, Zaza, Albertsmeier, Markus, Löffler, Markus W., Kwesi Acquah, Daniel, Ofori, Bernard, Tabiri, Stephen, Metallidis, Symeon, Tsoulfas, Georgios, Aguilera-Arevalo, Maria-Lorena, Recinos, Gustavo, Mersich, Tamás, Wettstein, Dániel, Ghosh, Dhruva, Kembuan, Gabriele, Brouki Milan, Peiman, Khosravi, Mohammad Hossein, Mozafari, Masoud, Hilmi, Ahmed, Mohan, Helen, Zmora, Oded, Gallo, Gaetano, Pata, Francesco, Fujimoto, Yuki, Kuroda, Naoto, Satoi, Sohei, Abou Chaar, Mohamad K., Ayasra, Faris, Fakhradiyev, Ildar, Hamdun, Intisar Hisham Said, Jin-Young, Jang, Jamal, Mohammad, Karout, Lina, Gulla, Aiste, Rasoaherinomenjanahary, Fanjandrainy, Samison, Luc Hervé, Roslani, April Camilla, Durán Sánchez, Iran Irani, Gonzalez, Diana Samantha, Martinez, Laura, Martínez, María José, Nayen, Alejandra, Ramos-De la Medina, Antonio, Nunez, Jade, Nashidengo, Pueya Rashid, Shrestha, Ashish Lal, Jonker, Pascal, Kruijff, Schelto, Noltes, Milou, Steinkamp, Pieter, Wright, Deborah, Abdur-Rahman, Lukman, Ademuyiwa, Adesoji, Osinaike, Babatunde, Seyi-Olajide, Justina, Williams, Omolara, Williams, Emmanuel, Pejkova, Sofija, Al Balushi, Zainab, Qureshi, Ahmad Uzair, Abo Mohsen, Mustafa, Abukhalaf, Sadi A., Cukier, Moises, Gomez-Fernandez, Hugo, Shu Yip, Sebastian, Vasquez Ojeda, Ximena Paola, Sacdalan, Marie Dione, Major, Piotr, Azevedo, José, Cunha, Miguel F., Zarour, Ahmad, Bonci, Eduard-Alexandru, Negoi, Ionut, Efetov, Sergey, Kochetkov, Viktor, Litvin, Andrey, Allen Ingabire, Jc, Bucyibaruta, Georges, Faustin, Ntirenganya, Habumuremyi, Sosthene, Imanishimwe, Alphonsine, Jean de Dieu, Haragirimana, Munyaneza, Emmanuel, Ncogoza, Isaie, Alameer, Ehab, Ndong, Abdourahmane, Radenkovic, Dejan, Chew, Min Hoe, Koh, Frederick, Ngu, James, Panyko, Arpád, Bele, Uros, Košir, Jurij Aleš, Daoud, Hassan, Minaya Bravo, Ana Maria, Jayarajah, Umesh, Wickramasinghe, Dakshitha, Adam Essa Adam, Mohammed Elmujtba, Rutegård, Martin, Adamina, Michel, Gialamas, Eleftherios, Horisberger, Karoline, Alshaar, Muhammad, Lohsiriwat, Varut, Charles, Shane, Leventoğlu, Sezai, Lekuya, Hervé Monka, Lule, Herman, Kopetskyi, Slava, Alsaadi, Hayder, Alshryda, Sattar, Alser, Osaid, Bankhead-Kendall, Brittany, Breen, Kerry, Kaafarani, Haytham, Mashbari, Hassan, Bonilla Cal, Fernando, Al-Naggar, Hamza, Maimbo, Mayaba, Mazingi, Dennis, Abbott, Tom, Akhbari, Melika, Bhanderi, Shivam, Chakrabortee, Sohini, Costas-Chavarri, Ainhoa, Demetriades, Andreas K, Desai, Anant, Di Saverio, Salomone, Drake, Thomas, Edwards, John, Evans, Jonathan, Fiore, Marco, Ford, Samuel, Fotopoulou, Christina, Fowler, Alexander, Futaba, Kaori, Ganly, Ian, Grace James, Harelimana, Griffiths, Ewen, Hutchinson, Peter, Hyman, Gabriella Yael, Incorvia, Joseph, Jain, Ritu, Jenkinson, Michael, Khan, Tabassum, Knight, Stephen Richard, Kolias, Angelos, Kudsk-Iversen, Søren, Kwan, Tsun Yu, Leung, Elaine, Mayol, Julio, McKay, Siobhan, Meara, John G., Mills, Emily, Moug, Susan, Patel, Akshay, Perinotti, Roberto, Rice, Henry E., Roberts, Keith, Schache, Andrew, Shaw, Richard, Smart, Neil, Stephens, Matthew, Stewart, Grant D., Teasdale, Ella, Vidya, Raghavan, Wright, Naomi, Wuraola, Funmilola, Agastra, Ervis, Thereska, Dariel, Lucchini, Sergio Martin, Laudani, Veronica, Chwat, Carina, Pedraza Salazar, Ivana Ines, Pantoja Pachajoa, Diana Alejandra, Duro, Agustin, Calderón Arancibia, José Alfredo, Bright, Tim, Hollington, Paul, Zhou, Xuanyu, Kroon, Hidde M, Farfus, Anthony, Barker, John, Watson, Eleanor, Stevens, Sean, Latif, Haider, Dawson, Amanda Caroline, Chuan, Alwin, Muralidharan, Vijayaragavan, Wong, Enoch, Ackermann, Travis, Pacilli, Maurizio, Hodgson, Russell, Heriot, Alexander, Choong, Peter, Brown, Wendy, Lidder, Surjit, Yeung, Justin, Traeger, Luke, Regalo, Guillermo, Gourlay, Ralph, Badiani, Sarit, Koh, Cherry, Putnis, Soni, Haider, Fayza, Rahman Mitul, Ashrarur, Komen, Niels, Dhondt, Bert, Cappeliez, Serge, Pigeolet, Manon, Schoneveld, Martijn, Stijns, Jasper, Oosterlinck, Wouter, Flamey, Nicolas, Kpangon, Cyrille, Agbadebo, Mouhamed, Tobome, Sèmèvo Romaric, Vieira Barros, Aldo, Aguiar Júnior, Samuel, Campos, Heloisa Galvão do Amaral, Gross, Jefferson, José Fernandez Coimbra, Felipe, Kowalski, Luiz Paulo, Makdissi, Fabiana, Nakagawa, Suely, Pedreira Duprat Neto, Joao, Vartanian, Jose Guilherme, Yazbek, Guilherme, Zequi, Stenio C, Flumignan, Ronald, Jaworska, Natalia, Dell, Angela, Shanthanna, Harsha, Behzadi, Abdollah, Nessim, Carolyn, Mozel, Michelle, St-germain, Pascal, Russell, Crispin, Groot, Gary, Safieddine, Najib, Wijeysundera, Duminda, Eskander, Antoine, Chadi, Sami, MacKenzie, Shawn, Heredia, Fernando, Villanueva, Julio, Waissbluth, Sofia, Macchiavello, Roberto, Escudero, Mario I, Fuentes, Tyare, Mimica, Ximena, Bolivar Saenz, Dinimo, Caicedo, Lina, Alzate, Juan Pablo, Luna, Joaquin, Pedraza Alonso, Nestor Fabian, Ortiz Silva, Camilo, Rodriguez, Juliana, Silva-Igua, Liliana, Torres, Martha Luz, Trujillo, Lina María, Nieto Calvache, Albaro José, Balanta-Melo, Julián, Figueroa - Casanova, Rafael, García-Montoya, Oscar-Julián, Marulanda Toro, Carlos Andres, Mendoza Arango, Maria Clara, Diaz Martinez, Eneida, Gutiérrez Perdomo, Valentina, Montenegro, Emileth, Rodriguez-Abreu, Julia, Abouelnagah, Galal, Shehata, Sameh, Hossam Eldin Fouad Rida, Ahmed, Hassan, Ramy A., Saad, Mahmoud M., Reda Loaloa, Mohamed, Mostafa, Badr, Qassem, Mohamed, Fahmy, Mohamed, Abozied, Hesham, Azzam, Ahmed Y, Ghozy, Sherief, Sallam, Asser, Shehta, Ahmed, Abdelkhalek, Mohamed, Samaka, Rehab, Morsy, Amr, Sherif, Ahmed Elshawadfy, Abebe, Metasebia, Negussie, Abraham, Fisseha, Tigist, Shumbash, Kibruyisfaw, Yasin, Seid Mohammed, Akililu, Yemisirach Bizuneh, Megersa, Abebe, Tefera, Teshome, Melatework, Atnafu, Bahru, Tsegaye, Bereket, Bezabih, Yoseph Solomon, Sisay, Silamlak, Bekele, Kebebe, Jira, Moa, Derilo, Habtamu, Degefa, Eyueal, Tadesse, Anteneh, Nidaw, Melkamu, Sarjanoja, Elise, Testelin, Sylvie, Boucher, Sophie, Jouffret, Lionel, Lakkis, Zaher, Zarzavadjian Le Bian, Alban, Harper, Luke, Danguy des Déserts, Marc, André, Benoît, Slim, Karem, Verhaeghe, Romain, Police, Andrea, Girard, Edouard, Chebaro, Alexandre, Subayi Nkembi, Armande, Arnalsteen, Laurent, Ballouhey, Quentin, Mege, Diane, Jeandel, Clement, Duchalais, Emilie, Bouche, Pierre-Alban, Manceau, Gilles, Crétolle, Célia, Hervieux, Erik, Girard, Noémie, Seguin-Givelet, Agathe, Gaujoux, Sebastien, De Simone, Belinda, Boisson, Matthieu, Bergeat, Damien, Fredon, Fabien, Nappi, Francesco, Kassir, Radwan, Scalabre, Aurélien, Migliorelli, Federico, Ezanno, Anne-Cecile, Seeliger, Barbara, Vaysse, Charlotte, Charbonneau, Helene, Misrai, Vincent, Abbo, Olivier, Angeles, Martina Aida, Brunaud, Laurent, Modabber, Ali, Wolf, Sebastian, Kamphues, Carsten, Höhn, Philipp, Glowka, Tim R., Rokohl, Alexander Christopher, Bork, Ulrich, Fluegen, Georg, Horch, Raymund E., Schmedding, Andrea, Schnitzbauer, Andreas, Eberbach, Helge, Schlager, Daniel, Spelsberg, Fritz, Keppler, Lena, Hecker, Andreas, Wolfer, Susanne, Ronellenfitsch, Ulrich, Nitschke, Christine, Peiper, Christian, Hakami, Ibrahim, Welter, Stefan, Nikolaieva, Karine, Roth, Andreas, Lindert, Judith, Gousias, Konstantinos, Rissmann, Anke, Linz, Valerie Catherine, Rahbari, Nuh, Rassweiler-Seyfried, Marie-Claire, Gut, Anna Eleonora, Gempt, Jens, Reim, Daniel, Wagner, Arthur, Keppler, Alexander M., Stoleriu, Mircea Gabriel, Saier, Tim, Stadler, Josef, Kaiser, Julia Christina, Brunner, Stefan M., Pfister, Karin, Herzberg, Jonas, Nowak, Kai, Reinhard, Tobias, Stavrou, Gregor A., Königsrainer, Alfred, Konrads, Christian, Quante, Markus, Laban, Simon, Pusch von, Silke, Hirschburger, Markus, Doerner, Johannes, Wiegering, Armin, Tampaki, Ekaterini Christina, Gutiérrez Ruiz, Alitza, Rodas, Alejandra, Portilla, Ana Lucía, Carrera, Jacqueline, Barrios Duarte, Amalia, Lowey, Megan, Barillas, Sabrina, Vaishnav, Dhaivat, Gorantlu Chowdappa, Raghunandan, Madabhavi, Irappa, Bhat, Dhananjaya, Kumar Venkatappa, Sunil, Thakar, Sumit, Jain, Kavitha, Kumar, Aruna, Nagar, Manoj, Mishra, Tushar, Sekar, Arunkumar, Gupta, Anand, Kaman, Lileswar, Karthigeyan, Madhivanan, Tripathi, Manjul, Rammohan, Ashwin, Othiyil vayoth, Sudheer, Rajanbabu, Anupama, Subbian, Anbukkani, Gupta, Rahul, Raut, Monish, Evelyn. R, Nissi, Kannaiyan, Lavanya, Matai, Dr. Anil, Misra, Sanjeev, Bhende, Vishal, Muthu, Sathish, Ghosh, Indranil, Sharma, Abhishek, Bajaj, Ankur, Rajan, Shiv, Agarwal, Gaurav, Pawar, Pranay, Alexander, Philip, Vijayakumar, M, Hameed, BM Zeeshan, L, Badareesh, Chaudhry, Navneet Kumar, Baliarsing, Lipika, Dharap, Satish, Kulkarni, Amruta, Thyavihally, Yuvaraja, Pramesh, C S, Soni, Rajesh, Dube, Surya Kumar, Sharma, Shilpa, Singh, Harvinder, Bains, Lovenish, Ghodke, Rahul, Kumar, Ashwani, Sodhai, Vivek, Maji, Suvendu, Basu, Somprakas, Mahakalkar, Chandrashekhar, Kannan, Ravi, Mehraj, Asif, N, Ranganath, Phadnis, Ashish, Yadev, I, Kavalakat, Alfie, Mittal, Rohin, Vallam, Karthik Chandra, Akhavizadegan, Hamed, Rezghi Maleki, Esmaeil, Yousefzadeh Kandevani, Naser, Ikele, Hilary, McNestry, Catherine, Fleming, Christina, O’Brien, Stephen, Abd Elwahab, Sami, Davis, Niall, Javadpour, Mohsen, McDonnell, Brendan, O Connor, Clare, Bolger, Jarlath, Clancy, Cillian, Croghan, Stefanie M, Donlon, Noel, Cullinane, Carolyn, Creavin, Ben, Muheilan, Muheilan, Earley, Helen, Kabir, Syed Mohammad Umar, Fahadullah, Muhammad, Ryan, Éanna, Connelly, Tara, Hashimoto, Daisuke, Alqudah, Majdi Ali, Alajalen, Amer, Omari, Rand Y., Qasem, Abdulrahman, Alawneh, Yazan, Ahmad, Amer, Aladawi, Omar, Alrayes, Bourhan, Haidar, Hanan, Husain, Shatha, Qassem, Faisal, Sumadi, Adnan, Al-Manaseer, Balqees Mahmoud, Alsunna, Zaid, Ra’ed, Hazim, Reyad Bani Hamad, Faten, Abuleil, Amro, Jimaale, Elmi Ahmed Mohamed, Abu-Mehsen, Marah, Olaywah, Noor, Wafi, Omar, Ababneh, Hazim, Abu-Ismail, Luai, Khamees, Almu’atasim, Alkhatib, Ahmad, Bolatbekova, Raikhan, Kulimbet, Mukhtar, Nurgozhin, Talgat, Saliev, Timur, Zhussupov, Baurzhan, Almabayev, Ydyrys, Kaidarova, Dilyara, Tamoos, Khalil, Aqeelah, Ahmed, Khalefa mohammed, Alsnosy abdullah, Al maadany, Faraj, Alkadeeki, Ghadah, Gahwagi, Milad, Aldressi, Wafa, Amnaina, Mohamed, Alansari, Arowa hassan abdulrahman, Alkaseek, Akram, Yagoub, Ghozlan, Ben Amer, Anass, Salem, Marwa, Almugaddami, Ayman, Burgan, Dania, Abdelkabir, Mohammed, Alshareef, Khayriyah, Ben jouira, Rayet al islam, Meelad, Ayman, Bouhuwaish, Ahmad, Dwaga, Sumayya Essayah, Khalifa, Houda, Almiqlash, Bushray, Suliaman, Taha, Alawami, Mohammed, Elhajdawe, Fras, Aboazamazem, Hajir, Ellojli, Ibrahim, Msherghi, Ahmed, Saleh, Ismail Ali, Alayan, Mohammed, Ndayishyigikiye, Marcel Didier, Munyika, Akutu, Plarre, Philipp, Borowski, David W, Wells, Cameron, Teague, Rebecca, Elliott, Brodie, Kieser, David, Mohyieldin, Omar, McIntosh, Nick, Haran, Cheyaanthan, Rennie, Sarah, King, Jasmin, Ha, Jeong, McGuinness, Matthew James, Adesanya, Opeoluwa, Olaogun, Julius, Akinmade, Akinola, Bwala, Kefas, Agbonrofo, Peter, Afolabi, Akinwale, Usang, Usang, Ekenze, Sebastian, Olori, Samson, Lawal, Taiwo Akeem, Okunlola, Abiodun, Kache, Stephen, Sale, Danjuma, Anyanwu, Lofty-John, Okereke, Chukwuma, Tolani, Musliu Adetola, Filipce, Venko, Todorovic, Lazar, Stavridis, Sotir, Massoud, John George, Alsibai, Sareyah, Sultan, Rizwan, Altaf, Humera Naz, Bhatti, Abu Bakar Hafeez, Waqar, Shahzad Hussain, Aziz, Aliya, Kerawala, Asad Ali, Rai, Lajpat, Anwer, Mariyah, Tariq, Aiman, Ayub, Bushra, Niazi, Sami ullah, Naseem, Muhammad Yasir, Sarwar, Muhammad Zeeshan, Khokhar, Muhammad Imran, Zahid, Imdad Ahmad, Majid, Haroon Javaid, Talat, Nabila, Asif, Muhammad, Chaudhary, Muhammad Hamid, Farooq, Umer, Ahmad, Siddique, Mabood, Waleed, Bukhari, Syed Imran, Tariq, Muhammad, Yaqoob, Eesha, Javed, Saad, Usman Malik, Muhammad, Yaqoob, Hassan Nawaz, Falcon Pacheco, Glenda Marina, Mas Melendez, Robinson, Paucar Urbina, Arazzelly Del Pilar, Rios Chiuyari, Jose, Otiniano Alvarado, Carlos Eduardo, Fuentes Rivera Lau, Lorena, Borda-Luque, Giuliano, Niquen-Jimenez, Milagros, Arias, Claudia, Zegarra, Sergio, Betalleluz Pallardel, Jenner, Ugarte Oscco, Regina Amparo, Mendiola, Gian, Carpio Colmenares, Yahaira Tatiana, Shiraishi Zapata, Carlos, Ortiz, Maria Rosa, Castro Borges, Filipe, Viveiros, Octavio, Serralheiro, Pedro, Santos-Costa, Paulo, Mendes, Filipa, Rocha Melo, Miguel, Cardoso, Paulo, Soares, Ana, Gonçalves Pereira, Rita, Silva, Nelson, Caiado, André, Sacras, Maria Luís, Azevedo, Pedro, Almeida-Reis, Rui, Oliveira, João, Nogueiro, Jorge, Sampaio-Alves, Mafalda, Cidade Costa, Luciana, Baía, Catarina, Deus, Ana Cláudia, Branquinho, Rita, Marçal, André, Tojal, André, Makkai-Popa, Silviu Tiberiu, Mironescu, Aurel, Grama, Florin, Toma, Elena Adelina, Filipescu, Daniela, Bacalbasa, Nicolae, Motas, Natalia, Ionescu, Sebastian, Ginghina, Octav, Costea, Radu, Zarnescu, Narcis Octavian, Drasovean, Radu, Dimofte, Mihail-Gabriel, Porumb, Vlad, Kirov, Mikhail, Molitvin, Yegor, Pykhteev, Vadim, Raevskaya, Marianna, Butyrskii, Aleksandr, Alshahrani, Mushabab, Althumairi, Azah, Alzerwi, Nasser, Al Ameer, Ahmed, Madkhali, Tariq, Abddulrahman, Ghazwani, Salman, Ayoub, Abdu, Iskander, Othman, Ghunaim, Mohammed, Alharthi, Mohammed, Alzaidi, Turki M, Alyami, Mohammad, Al Amri, Abdulrahman, AlFakhri, Abdullah, Alhefdhi, Amal, Chowdhury, Sharfuddin, Nouh, Thamer, Alshehri, Ameen, Alzahrani, Abdulrahman, Alalawi, Dr Yousef, Awad, Selmy, Konate, Ibrahima, Tendeng, Jacques, Teo, Nan Zun, Aqil, Sabra, Barrena López, Cristina, Sánchez Mozo, Ana, Rodriguez Infante, Antonio, Caja Vivancos, Patricia, Prieto, Mikel, Alberdi San Roman, Igor, Gomez Fernandez, Laura, Muñoz Vives, Josep Maria, Carreras-Castañer, Anna, Díaz-Feijoo, Berta, Sieira-Gil, Ramon, Turrado-Rodriguez, Victor, Sánchez López, Anna, Sánchez-Cabús, Santiago, Jimenez Toscano, Marta, Canals Sin, MªPilar, Laura, Saura García, Martin Sole, Oriol, Palazon Bellver, Pedro, Pérez-Bertólez, Sonia, Prat-Ortells, Jordi, Riba Martínez, Mireia, Rubio-Palau, Josep, Tarrado, Xavier, Nuñez, Jorge, Alonso Mendoza, Veronica, Bescós, Coro, Espin-Basany, Eloy, Espinosa-Bravo, Martin, Gil-Sala, Daniel, González-Suárez, Susana, Montferrer Estruch, Nuria, Porteiro Mariño, Lucia, Rodríguez-Tesouro, Ana, Rojas Portilla, Fabian, Tormos Pérez, M Pilar, Vives, Inmaculada, Garcia De Cortazar, Unai, Tudela, Kiara, Landaluce-Olavarria, Aitor, Estaire Gómez, Mercedes, Almoguera, Jorge, Ugarte-Sierra, Bakarne, Jimenez, Virginia, Bertrand, Marta, Cárdenas Puiggrós, Laura, Delisau-Puig, Olga, Garcia-Adamez, Jorge, Julià Bergkvist, David, Maldonado-Marcos, Eloy, Diego García, Lucia, Roldón Golet, Marta, Soto-Darias, Iván, Rahy-Martín, Aida Cristina, Enjuto, Diego, Ramos-Luengo, Adolfo, Delgado Fernandez, Juan, Lugo Duarte, Carolina, Marquez, Lucila, Crego Vita, Diana, Dziakova, Jana, Caño Velasco, Jorge, Mateo-Sierra, Olga, Quintana-Villamandos, Begoña, Rey Valcarcel, Cristina, Rio, Javier, Román García de León, Laura, Di Martino, Marcello, Prada, Jorge, Serrano González, Javier, Losada, Manuel, Castell Gomez, Jose Tomas, Corripio-Sanchez, Ramon, Forero-Torres, Alexander, Morales-Puebla, José Manuel, Perez-Chrzanowska, Hanna, Valderrabano Gonzalez, Santiago, Yebes, Alvaro, Zapardiel, Ignacio, Diez Alonso, Manuel, Morales Palacios, Nelson, Cabañero Sánchez, Alberto, Sánchez Fernández, Fátima, Abad Gurumeta, Alfredo, Abad-Motos, Ane, Corella, Fernando, Ripollés-Melchor, Javier, Sanz-Gonzalez, Rosa, Alcaraz Fuentes, Marta, Fernández Martín, Maria Teresa, Calvo Espino, Pablo, Carrasco Prats, Milagros, Fernández-López, Antonio-José, García Escudero, Damián, Garcia Soria, Vanesa, Martínez Alonso, Jesús Aarón, Ruiz-Marín, Miguel, Gómez Pérez, Beatriz, Moya-Angeler, Joaquin, Fernández Martínez, Daniel, Llaquet Bayo, Heura, Colás-Ruiz, Enrique, Bella Romera, Susana, Ruiz Velasquez, Enrique Jose, Núñez, Bernardo, Jimenez, Raul, Zabaleta, Jon, González-Gimeno, Maria Jose, Ortega Vázquez, Irene, Perez Ferrer, Antonio, Martín-Láez, Rubén, Moreno Suarez, Marcelo, Freiria Eiras, Miguel Angel, Ramallo-Solís, Irene, Gomez-Rosado, Juan-Carlos, Oliver Guillen, Jose Ramon, Achalandabaso Boira, Mar, Catalá Bauset, Juan Carlos, Domenech, Julio, Badenes, Rafael, Bernal-Sprekelsen, Juan Carlos, Sancho-Muriel, Jorge, De Andrés-Asenjo, Beatriz, Tejero-Pintor, Francisco J, Vallve-Bernal, Marc, Vazquez Melero, Alba, Sánchez Blasco, Laura, Escartin, Jorge, Duque Mallén, Victoria, Srishankar, Selvaratnam, Sooriyabandara, Charitha, Basnayake, Oshan, Gunawansa, Nalaka, Weeraddana, Prabuth dulanjan, Vimalakanthan, Thanusan, Gishanthan, Shanthamoorthy, Chandrasinghe, Pramodh, Sauvain, Marc-Olivier, Ghazal, Ahmad, Al-Sabbagh, Yusra, Alhassoun, Turki, Maa Albared, Sara, Naem, Antoine, Alnahr, Hareth, Jisry, Ghassan, Hammed, Ali, Francis Xaviour, Okedi, Turinawe, Gaston, Mubezi, Isaac, Sikakulya, Franck K., Kakeeto, Andrew, Kabweru, Dr. Wilberforce M., Kiweewa, Ronald, Matovu, Paul, Isaac, Otolia, Mashhour, Mohamed, El Helw, Amin, Mohamed, Awadelkarim, Abbas, Ferial Mohamed Ali, Mohammed, Diary, Aldlyami, Ehab, Kundra, Rakesh, Michael, Antony Louis Rex, Khalil, Kareem S., Dbeis, Rachel, Shaikh, Shafaque, Ferry, Jenny, Jamal, Aiman, Siddique, Haleema, Das, Rishi, Ponugoti, Nikhil, Rattanasirivilai, Pornjittra, Sultana, Asma, Mosley, Frances, Chan, Matthew, Bateman, Antony, Davies-Jones, Gareth, Georgiades, Fanourios, Ahmadi, Navid, Coonar, Aman, Baig, Mariam, Khatri, Chetan, Surendran, Arthika, Sonksen, Julian, Sinnerton, Robert, Brennan, Caitlin, Gemma, Greenhalgh, Michael, Emerson, Hannah, Singisetti, Kiran, Totty, Joshua, Wilson, Michael, Lo, Terence, Corbett, Harriet, Okonkwo, Ijeoma, Arbane, Gill, El-Boghdadly, Kariem, Kerawala, Cyrus, Parmar, Chetan, Bath, Michael, Odejinmi, Funlayo, Sagar, Jayesh, Talwar, Rishi, Newman, Samuel, Hammond, John, Moir, John, Duric, Natalie, Szakmany, Tamas, Iftikhar Talib, Ahmar, Youssef, Mina, Lewis-Lloyd, Christopher, Lami, Mariam, Ayub, Khurram, Dean, Benjamin, Balasubramanya, Supriya, Lakpriya, Sathya, Rogers, Luke, Turner, Paul, Maher, Mark, Sigamoney, Kohila, El Kafsi, Jihène, Hardie, John, Johnson, David, Henein, Christin, Hollyman, Marianne, Agarwal, Ketan, Powell, Simon, Chauhan, Govind Singh, Patel, Rakesh, Gagnier, Joel, Carmichael, Heather, Olson, Kristofor A., Etchill, Eric, Hirji, Sameer, Naunheim, Matthew, Drake, Frederick, Reinke, Caroline, Alecci, Anna, Vaysburg, Dennis, Rodriquez, Jennifer, Shih, Emily, Ban, Vin Shen, Coleman, Julia, Kaups, Krista, Giorgakis, Emmanouil, DiNome, Maggie, Bhutiani, Neal, Aiken, Taylor, Diehl, Thomas, Gosain, Ankush, Rattan, Rishi, Ghani, Muhammad Owais Abdul, Ruzgar, Nensi Melissa, Liveris, Anna, Glass, Nina, Paranjape, Charu, Chin, Theresa, Meola, Antonio, Nicholson, Kristina, Squiers, John, Lueckel, Stephanie, Reisenauer, Janani, Callcut, Rachael, Mansour, Ahmed, Berndtson, Allison, Kornblith, Lucy, Seegert, Sara, Martins, Paulo, Al-Shehari, Mohammed, Al-Raimi, Ibrahim, Ngulube, Allan, Siamuchembu, Maphios, Mushiwokufa, Willard, Mlambo, Busisiwe, Chinyowa, Simbarashe, Bollano, Enton, Zijaj, Lorena, Fatima zohra, Belabbes, Bali, Oussama, Benallel, Nassim, Abdoun, Meriem, Bouchenak, Kamel, Soualili, Zineddine, Bastet, Joaquin, Capitaine, Daniel, Centeno Lozada, Jorge, Esquivel, Carlos, Figueroa, Rodrigo, García, Pablo Martín, Mondino, Jose, Traverso, Rogelio, Berber, Norberto, Di Vincenzo, Marcela, Grassano, Bianca, Maricic, Maximiliano, Zezular, Damaris Idara Anabel, Abuawad, Carla, Albani Forneris, Agustin, Brandariz, Rodrigo, Burchakchi, Arturo, Buttaro, Martin, Cano Busnelli, Virginia, Carminatti, Tomas, Cereghini, Julian, Crespi Amor, María Sol, Figari, Marcelo, Gonzalez Salazar, Esteban, Higuera, Felipe, Llano, Lionel, Lobos, Pablo, Mc Loughlin, Santiago, Mendoza, Efrain, Mercado, Pedro, Moyano, Pablo, Noll, Florencia, Odetto, Diego, Ramos, María Lourdes, Saadi, Jose, Scherñuk, Jordán, Slullitel, Pablo, Taboada, María Victoria, Vagni, Roberto, Montal, Silvina, Alvarez, Fernando Andres, Bruera, Nicolás, Parodi, Matias, Picon molina, Héctor, Belisle, Diego, Esteban, Agustin, García, José Sebastian, Granero, Lucas, Yaryura Montero, José Gabriel, D’Addino, José Luis, John, Brooke-Smith, Mark, Hii, Amanda, Kundu, Nikhil, Marshall-Webb, Matthew, McVeay, Christina, Ong, Bee Shan, Parker, Dominic, Barnett, Dylan Richard, Buddingh, Karel, Dobbins, Christopher, Dudi-Venkata, Nagendra, Haque, Izhar-Ul, Herath, Matheesha, Lim, Alicia, Moller, Cea-Cea, Neo, Eu Nice, Neo, Eu Ling, Russell, Christine, Tourani, Saam, Tran, Steven, Yin, Yijie, Watson, Matthew, Rugendyke, Anya, Sercombe, Ashleigh, Tee, Chin Li, Batstone, Martin, Field, Michael, Scott, Benjamin, Charlton, Gabriella, Chen, Si, Gauri, Neha, Hayhurst, Ross, Jang, Seyoung, Zhang, Helen, Nagra, Sonal, Rudock, Gareth, Tan, Hannah, Underwood, Kirk, Youssef, Daniel, Bengeri, Savitha, Cheah, Hock Ping, Chen, Paul, Clark, Sara, Devan, Eliya, Fitt, Sophia, Gaul, John, Jolly, Danielle, Kane, James Dimitri, Kwok, Kelvin, Laura, Sharon, Lee, Vivian, Liang, Ina, Luo, Haili, Miles, Stephanie, Noor, Anthony, Simpson, Renwick, Cox, Aram, Thani, Nova, Egoroff, Natasha, Farik, Shebani, Moss, Jana-Lee, Salama, Paul, Phan, Du, Townend, David, Barnett, Stephen, Hasan Kheslat, Hajar, Jamieson-Grigg, Chloe, Larner, Brett, Proud, David, Riddiough, Georgina, Seevanayagam, Sivendran, Zhao, Chris, An, Vinna, Drake, Anna, Hunt, Benjamin, Jain, Anshini, Lim, Christopher Seng Hong, Luck, Tara, Maroske, Georgia, Roubos, Nicholas, Sengupta, Shomik, Tsigaras, Zac, Ward, Salena, Zhou, Jessie, Coates, Amy, Nataraja, Ramesh, Gillard, Andrew, Petrakis, Nikki, Qureshi, Maryum, Seow, Sean Ezekiel, Vivian-Taylor, Josephine, Wheatley, Jennifer, O’Connor, Brendan, Teague, Warwick, Hii, Michael Wei, Isaacs, Anna, Johnson, Mary Ann, Price, Veronique, Rowcroft, Alistair, Shaw, Kalai, Stark, Claire, Lauritz, Brianne, Ong, Chui Foong, Tang, Howard, Davis, Amelia, Peerally, Bibi Nabeeha, Aubin, Anne-Marie, Lim, Zhi Ying, Alsoudani, Ali, Amico, Francesco, Anning, Rebecca, Dale, Tyson, Duggal, Anchal, Ennis, Brendan, Fu, Yi Xin Joanna, Gani, Jonathan, Gelzinnis, Scott, Hadlow, Claudia, Hardstaff, Ruth, Lau, Wayne Yan, Liang, Hsin-Ping, Lim, Daniel, Mcilwain, Elysse, Ming, Yan Joyce, Ocsan, Ryan James, Organ, Nicole, Paterson, Amanda, Perez Cerdeira, Marisol, Ting, Caleb, Willoughby, Ellisha, Bailey, Ashley, Narayanan, Viswanathan, Wilkes, Anna, Zhao, Jie, D’Souza, Carl, Forbes, Clara, Haddleton, Monique, Mohammed Abdul, Naseer, Archer, Leigh, Dilevska, Tina, Hans, Tasvinder, Kumar, Mohit, Pham, Terence, Picazo Pineda, Fernando, Suk-Udom, Supisara, Jeyamanoharan, Nivedan, Sala, Michael, Dravid, Madhulika, McCartney, Conor, Sam, Apostolou, Christos, Berney, Christophe, Lam, Andrew, Ma, Vanessa, Cope, Jennifer, Llorando, Alyssa, Mahin, Humaira Haider, Syed, Faisal, Ireland, Patrick, Zhu, Bonnie, Zitt, Matthias, Königsrainer, Ingmar, Allmer, Caterina, Mitteregger, Martin, Seitinger, Gerald, Duller, David, Mathew, Erwin, Skias, Christoph, Brinskelle, Petra, Holzmeister, Clemens, Kahn, Judith, Kresic, Josip, Lindenmann, Joerg, Lumenta, David, Puchwein, Paul, Singer, Georg, Wolf, Axel, Arco, Daniel, Kilic, Nura, Widschwendter, Peter, Freyschlag, Christian, Graber, Michael, Hirsch, Jakob, Kuen, Marlene, Liebensteiner, Michael, Messner, Franka, Messner, Alex, Naegele, Felix, Osl, Antonia, Ower, Cornelia, Rauchegger, Teresa, Reimer, Daniel, Sokolovski, Filipp, Süss, Markus, Thaler, Martin, Zehetner, Claus, Allerstorfer, Jakob, Haslhofer, David, Pisecky, Lorenz, Poier, Nikolaus, Schmolmüller, Christoph, Zwittag, Paul, Windischbauer, Amadeus, Fischer, Ines, Kirchweger, Patrick, Saini, Thomas, Berger, Julian, Fraz, Wolfgang, Nia, Arastoo, Kenez, Mihaly, Nichita, Margit, Noe, Chiara, Borhanian, Kurosch, Emmanuel, Klaus, Gantschnigg, Antonia, Grechenig, Michael, Gruber, Ricarda, Manzenreiter, Lisa, Schredl, Philipp, Weitzendorfer, Michael, Gruber, Michaela, Grünbart, Martin, Kemmetinger, Vanessa, Mosshammer, Victoria, Schaetz, Tobias, Lanner, Maximilian, Binder, Alf-Dorian, Bernardi, Martin H., Dawoud, Christopher, Foessleitner, Philipp, Grimm, Christoph, Pesta, Maximilian, Pillerstorff, Robert, Riss, Stefan, Scheriau, Georg, Fisus, Andreea, Ruiss, Manuel, Meindl, Nikolaus, Primavesi, Florian, Steiner, Florian, Falkensammer, Eva, Knotzer, Hans, Trivik-Barrientos, Felipe, Alam, Mahmood, Mulla, Husain, Qader, Kawthar, Shirazi, Ahmed, Juma, Isam, Waheed Akbar Mohamad Akbar Nawab Deen, Fatema, AbdulQadir, Seemal, Jabr, Abdulla, Almoosa, Noora, Alam, Mohammed Shadrul, Basher, AKM Khairul, Islam, S.M. Nazmul, Khan, Sadia, Mannan, Iftekhar Ibne, Corbin, Sasha, O’Shea, Margaret, Phillips, Emil, Straltsov, Vladislav, Lyzikov, Alexei, Borges, Mafalda, Vleminckx, Nils, Bontinck, Julie, Van Haver, Anne-Sophie, Viste, Claire, Van Daele, Elke, Jansen, Yanina, Messaoudi, Nouredin, Ruyssers, Michael, Van Eetvelde, Ellen, Akpla, Marcellin, Agossou, Hermann, Aouagbe Behanzin, Hulrich, Yome, Hugues, Boukari, Alassan, Amossou, Labissi Francois, Dossou, Francis, Boras, Miran, Čuljak Blagojević, Ivana, Gunaric, Filip, Letica, Ludvig, Martinovic, Vlatka, Miskovic, Josip, Rastović, Pejana, Sesar, Irena, Favaretto Filho, Rodolfo Jose, Rodrigues, Rodrigo, Schalge Campioto, Débora, Alonso, Nivaldo, Fernandes Rezende, Ricardo, Marson, Fernando Augusto Lima, Accorsi Neto, Alfeu, Accorsi, Guilherme, Machareth, Camila, Viegas Moura, Barbara, Guarienti, Luciano, Becker, Karin, Dias, Andre, Girardi Fachin, Camila, Stychnicki, Adriano Seikiti, Avelino, Melissa, Elaine Francisca, Amorim, Robson, Bellotti Leão, Maria Eduarda, Melo da Camara, Isabelle, Silva Junior, Rubem Alves, Soares Da Silva Menezes, Agna, Cavazzola, Leandro Totti, Roloff Cardoso, Guilherme, Silva Neto, Brasil, Soares, Tilaê, Guerra, Enilde Eloena, Salem, Moacyr, de Campos Prado, Caio Antonio, Zani, Ana Carolina Tagliatti, Lourenço Gomes dos Santos, Carolina, Quintana, Silvana Maria, Veccechi Bijos Zaccaro, Marília, Lima, Leonardo, da Cunha Viana Júnior, Alonço, Trindade Martins, Isabela, R Oliveira, Priscila, Schmitz Nunes, Kamilla, Abdallah, Emne, Facure, Luciana, Kupper, Bruna, Leite, Fernanda, Marques, Narimã, Scintini Herbst, Ana Carolina, Soares Dos Santos, Silvana, Gonçalves, Rodrigo, Machado, Vinicius, Nadal, Luis Roberto, Pansani, Adrieli, Simonsen, Marcelo, Tsuchiya, Daniela, Vasconcelos, Vladimir, Kim, Nam Jin, Nunes, Rafael, Pinto, Fabio, Sigoli Pereira, Thiago Henrique, Volpe, Gustavo Jardim, Nardi, Caroline, Braz de Oliveira, Layze, Ribeiro, Ivonizete Pires, Sousa, Álvaro Francisco Lopes de, Freitas, Marcelo Augusto Faria, Rodrigues da Cunha, Juliano, Dimitrov, Dobromir, Gyokova, Elitsa, Neykov, Vasil, Atanasov, Boyko, Kamenova, Paolina, Yotsov, Tsanko, Spassov, Kolyo, Tsankov, Tsanko, Brown, James, Bali, Krittika, Bigam, David, Dajani, Khaled, Hong, Dennis, Luketic, Lea, Mayer, Robert, McGee, Jacob, Yang, Homer, Hanson, Melissa, Hopkins, Brent, Merchant, Richard, Belzile, Etienne, Boucher-Kovalik, Sofia, Corriveau-Durand, Simon, Cote, Mathieu, Côté, Mathilde, Demers, Suzanne, Desbiens, Christine, El Ouazzani, Mehdi, Gosselin, Karo, Maheux-Lacroix, Sarah, Nadeau, Sylvie, Nguyen, Sebastien, Pelet, Stéphane, Wood, Melissa, Atrey, Amit, Ellenbogen, Yosef, Kellett, Sorcha, Suresh, Hrishikesh, Gentili, Fred, St. Jacques, Leslie, Tabasinejad, Raha, Hsiao, Marvin, Broe, Claire, Grey, Rebecca, Lindberg, Andrew, Mata Gutierrez, Juan, Phillips, Drew, Fernández, Esteban, Ochoa Gaete, Katherine, Sandoval Tobar, Mauricio, Reyes, José Tomás, Rivera, Barbara, Cohn, David, Recabal, Pedro, Sandoval, Camilo, Pincheira, Camila, Torres, Janina, Valenzuela, Marco, Yang, Kun, Zhang, Yuexin, Cunchuan, Wang, Yang, Wah, Liang, Tingbo, Caicedo, Camilo, Perez Granados, Carolina, Serrano, Oscar, Vega Calvera, Andrea Juliana, Acosta Buitrago, Lina M., Cabrera Rivera, Paulo Andrés, Cormane Alfaro, Valeria, Guerrero-Becerra, Albert Franz, Kadamani Abiyomaa, Akram, Polanía Sandoval, Camilo Andrés, Roman Ortega, Carlos Fernando, Téllez, Manuela, Arias-Amézquita, Fernando, Escorcia, Elkin, Herrera-Almario, Gabriel, Monsalve, Guillermo, Caicedo Giraldo, María Alejandra, Castillo Florez, Maria Carolina, Cendales, María Angelica, Daniel, Mario, Espitia, Hernando, Navarro, Juan Carlos, Parra Abaunza, Katherine, Pulido, Eliana, Riveros Castillo, William Mauricio, Rubiano, Wilson, Salgado Tovar, Javier Mauricio, Trillos, Marcial, Villate leon, Juan pablo, Becerra Mendez, Luis, Beltran, Rafael Jose, Calderon Quiroz, Pedro Hernando, Cervera Bonilla, Sergio, Garcia Mora, Mauricio, Mariño, Ivan, Pinilla Morales, Raúl Eduardo, Puerto, Angela, Quintero-Ortíz, Ma. Andrea, Suarez, Raul, Velez Bernal, Jorge Luis, Camargo Gómez, Daniela, Christian kammerer, Acuna Saravia, Maria Fernanda, Arroyave, Roberto, Barreto Angulo, Jose Maria, Dueñas-Ramirez, Juan Carlos, Escobar Vidarte, Oscar Andres, Gomez, Laura, Gomez, Alejandro, Herrera Castañeda, Enrique, Hinaoui, Marisol, Idrobo Escobar, Anuar Armando, Llanos Lucero, Carlos Antonio, Montoya Casella, Antonio José, Perea Serna, Andrea Carolina, Ríos-Samper, Gabriel, Sandoval, John, Sarmiento Ramirez, Guillermo Alberto, Zuluaga Zuluaga, Mauricio, Figueroa, Juan Sebastian, Gonzalez Mosos, Maria Fernanda, Jaramillo Roncancio, Juan Jose, Mosos, Monica, Ramirez, Juan Sebastian, Idarraga Ramírez, Leidy Natalia, Marin Gonzalez, Ana Maria, Mejia, David Alejandro, Vanegas, Luis Emiro, Aruachan Vesga, Sandra, Martinez Estrada, Gustavo Antonio, Giraldo Velasquez, Angela Maria, Tovar, Jesus Hernan, Tovar, German Alirio, Buesaquillo, Christian Ali, Olave Montaño, Victor David, Genda, Eben-ezer, Eboma, Fabrice, Grulović, Karlo, Bosak Versic, Ana, Srsen Medancic, Suzana, Brkic, Lucija, Cokarić, Sara, Tomić, Josipa, Brzic, Domagoj, Dijan, Emilio, Grgec Dragicevic, Maja, Konjevoda, Suzana, Morović, Domagoj, Perišić, Gordan, Zuzul, Matea, Anzic, Srdan Ante, Carevic, Iva, Biočina, Bojan, Bobovec, Dino, Bumber, Boris, Duric Vukovic, Katarina, Jelčić, Ivan, Kastelan, Zeljko, Kolak, Juraj, Pasini, Miram, Penezić, Luka, Prstacic, Ratko, Romić, Ivan, Tomic, Mislav, Luksic, Ivica, Panayiotou, Yiannis, Stavrinidou, Olga, Yiallourou, Anneza, Michal, Burda, Lukáš, Gawel, Wladyslaw B., Lerch, Milan, Macečková, Nicole, Simetka, Ondrej, Vavra, Petr, Zelenik, Karol, Přibyl, Martin, Klíma, Karel, Pirmorad, Setareh, Hotová, Zuzana, Mladěnka, Aleš, Bozo, Nulvin, Hviid, Louise, Kristensen, Helle Ø, Paulsen, Laerke, Ebbehøj, Anders Lyng, Jönsson, Maria Lovisa, Krarup, Peter-Martin, Otte, Helena, Smith, Henry, Bælum, Jens Kristian, Ellebæk, Signe Bremholm, Collado Expósito, María Mabel, Crespo, Aldo, D’óleo García, Claudio Samuel, Figueroa, Jatnna, Garcia-Dubus Rodriguez, U, Guzman, Lillian, Lopez, Ariela, Maletta Francisco, Leeany, Munoz, Herisardy, Perez Fernandez, Maricely Ambar, Rodríguez, Ada, Soto, Joel, Ubinas, Raul, Villegas, Aaron, Acra-Tolari, Ricardo, Beltran, Larissa, Betances, Luis Fernand, Díaz Vásquez, Pedro Pablo, Fernandez, Damaris, Figueroa Germosen, Jiomar Manuel, Mejia De la Cruz, Dolores, Ortiz De La Cruz, Fabio, Pelletier, Gabriela, Próspero Enrique, Rodriguez Pumarol, Suero Almanzar, Irina, Negrete Ocampo, José Ricardo, Sallam, Ibrahim, Sherief, Mohamed, Abdou, Mostafa, Abo Shanab, Ahmed, Abodeeb, Aya, Aboelkhel, Roger, Abosamak, Nour Eldin, Abouelnagah, Yossof, Adel, Dina, Ahmed, Sara, Alberkamy, Abdelrahman, Ali, Ahmed, Ashraf, Olfat, Darwish, Sara, El kharashy, Rasha, Elbadawy, Seifeldin, Elsaka, Alromisaa, Ewedah, Moataz, Ezz, Yara, Gadelrab, Ziyad, Hafez, Nour, Hafez, Youssef, Hassanin, Mohamed, Hussein Aly Salama Aly, Hamza, Ibrahim, Abdelrahman, Mahmoud Abo shabana, Alaa, Mourad, Mohamed, Mubarek, Kamilia, Omar, Samaa, Ragal, Marawan, Romany, John, Salem, Alaa, Samir Abdelaal, Ahmed, Shehata, Abdelrahman, Shenit, Karim, Yehia, Nermin, Khaled Mohamed Eid, Omar, Ibrahim Elsayed, Omar, Shehata, Mostafa Ahmed, Abd El-Ghani, Wael, Abd Elazeem, Hossam Aldein S., Abdalla, Shimaa, Abdel-Aleem, Mahmoud, Abdelfattah, Mahmoud, Abdelhafez, Mohammed, Abdelkarem, Mohamed M., Abubeih, Hossam, Ahmed, Nagm Eldin Abu Elnga, Ahmed, Ahmed, Ahmed Saad, Sarah, Ali, Abdelrahman Ahmed Abdelrahman, Elmaghraby, Khaled, Elsdfy, Shady, Eltayeb, Almoutaz, Essam, Esraa, Gadelkareem, Rabea, Ghoneim, Ahmed, Hamada Takrouney, Mohammed, Hasan, Ahmad, Hassanin, Mohamed Abdelghafor, Mahran, Wesam, Mahrous, Doha, Ragab, Abdelrahman, Sabry, Aya, Safwat, Hadeer, Saleh, Ahmed, Samir, Ahmed, Sayed, Esraa, Taher, Mohamed Gamal, Yousof, Ebrahim Ahmed, Youssef, Ahmed, Zein Elabedeen, Omar, Ali, Samar, Elbehairy, Gehad, Eleisawy, Mahmoud, Elgendy, Abdelrahman, Elhawary, Rewan, Hamdy, Mahmoud, Hassan, Gehad, Nowar, Mostafa, Sabry, Hesham, Tarek Said-elnaby, Ahmed, Zahed, Mohamed, Zahran, Mohamed, Zoghary, Ahmed Zaki, Atef, Mohamed, Abdelhamid, Mahmoud Hossameldin Saad, El Fiky, Lobna, ElGarhy, Ibrahim, Wahba, Abdelrahman, Youssif Omar Fouad, Omar, Abdelsamed, Ahmed, Elsalhy, Mohamed, Eldesouky, Omnia, Wael Mostafa Khalil Bahi, Abdullah, Tawheed, Ahmed, Al-oribi, Saeid, Aly, Nuran Khaled, ElFiky, Mahmoud, Nabil, Ahmed, Samir Farahat, Ahmed, Soliman, Mostafa, Ghaly, Galal, Abbas, Alzhraa Salah, Ibraheem, Maher, Bakry, Abdelrahman, Jammal, Mohamed, M Makram, Abdelrahman, Adel abdelaty, Ahmed, Fayad, Elsayed A., Sallam, Moataz, Elfeki, Hossam, Elsaid, Mahmoud, Mostafa, Mohamed, Sakr, Ahmed, Shetiwy, Mohamed, Tawakl, Noura, Yunes, Asmaa, Atallah, Khalid, Shetiwy, Mosab, Abdelmawla, Ahmed, Abdrabou, Ahmed, Abubakr, Asmaa, Al Gohary, Rawda, Elsabagh, Alaa, Elshabrawy, Enas, Hafez, Ahmed, Mikhail, Pola, Mohamed, Mervat, Nada, Ahmed, Omran, Janna, Salem, Osama, Selim, Salma, Shalaby, Ghada, Wahbah, Mahmoud, Zakaria Abdelbary, Eman, Zayan, Ahmad Helmy, Afify, Abdelrahman, Mohamed Ahmed, Mostafa, Abdeldayem, Hesham, Abdelkader Salama, Ibrahim, Ammar, Khaled, Ayoub, Islam, Gad, Emad Hamdy, Hammad, Essam, Macshut, Mahmoud, Shoreem, Hany, Soliman, Hossam Eldeen, Eldaly, Abdullah, Mashaly, Sarah, Abd-Elsalam, Sherief, Abdel-Elsalam, Wafaa, Morsy, Mohamed Sherif, Nasreddin, Mohammed, Sarsik, Sameh, Kams, Liisa, Rätsep, Tõnu, Riips, Karolin, Abebe, Kirubel, Asfaw, Fitsum, Eshete, Mahder, Gedefaw, Yetsedaw, Menjeta, Abeje, Muleta, Mahteme Bekele, Sefera, Sena, Teklu, Daniel, Tirfe, Leake, Worku, Bereket, Eado, Yegeremu, Woldemariam, Mersha Abebe, Alemu, Megersa, Azmach, Dawit, Mamo, Dr.Mickyas, Menkir, Abel, Woldemariam, Dereje, Wubishet, Estifanos, Supha, Melka, Abebe, Nebyou, Chanie, Abera, Gebre, Hiwot, Laeke, Tsegazeab, Mammo, Tihitena Negussie, Sahlu, Abat, Tiruneh, Abraham Genetu, Zewdneh, Betelhem, Fentaw, Jibril, Tabore, Ketema, Addisalem, Abreha, Tassew, Abdissa, Desalegn, Tesfaw, Mequannet, Asmamaw, Dawit, Bedane, Dereje, Bekele, Ephrem, Getie, Aderaw, Girma, Adissu, Shimelash, Dagim, Ayalew, Tewabe, Kassahun, Berhanu, Mulugeta, Esubalew, Ibrahim, Adem, Mekete, Alem, Mohammed, Adnan Abdulkadir, Abdullahi, Yasir Younis, Adem, Ephrem, Siyoum, Eneyew Getachew, Zeleke, Ewunetu, Degefe, Derje Worku, Eliyas, Nebiyu, Deressa, Yadani, Melese, Lemi, Muleta, Lemesa, Teshome, Abraham, Tesso, Birhanu, Gebrekirstos, Dr.Gebreagziabher, Pitkänen, Joel, Qian, Cheng, Sinikumpu, Jaakko, Dakpé, Stéphanie, Devauchelle, Bernard, Lavagen, Nolwenn, Bastard, François, Bin, Kim, Moukoko, Didier, Alshawared, Fadi, Beyrne, Carlos Daniel, Lugans, Laurene, Doussot, Alexandre, Onorati, Ilaria, Radu, Dana, Marion, Herjean, Trilling, Bertrand, Boleslawski, Emmanuel, Noiret, Barbara, Aubry, Estelle, Christou, Niki, Usseglio, Julie, Denis, Waast, Regenet, Nicolas, Rigaud, Jerome, Anract, Philippe, Dohan, Anthony, Cazelles, Antoine, Chamouni, Alexandre, Karoui, Mehdi, Mejean, Arnaud, Thouement, Clermidi, Pauline, Langlais, Tristan, Leonelli, Lorenzo, Thomin, Anne, Athiel, Yoann, Cathala, Nathalie, Levy-Zauberman, Yael, Macek, Petr, Mombet, Annick, Ollat, Didier, Fabrice, Chartier-Kastler, Emmanuel, Chereau, Nathalie, Melot, Charlotte, Turco, Célia, Chouillard, Elie, Frasca, Denis, Livin, Marie, Mahmoud, Fedy, Sulpice, Laurent, Cazemajou, Clément Thierry, Nyangoh Timoh, Krystel, Renault, Annaëlle, Cherkaoui, Zineb, Vix, Michel, Gornes, Hugo, Berthoumieu, Pierre, Pierre, Trocard, Del, Mathilde, Vancon, Antoine, Machemedze, Solomon, Muhemi, Roger, Ndizeye, Olivier, O’Connor, Jennifer, Tchoba, Simplice, Schäfer, Benedikt, Wallqvist, Julia, Ziemann, Sebastian, Anthuber, Matthias, Broecheler, Tobias, Goßlau, Yvonne, Maksymiw, Florian, Sommer, Florian, Sommer, Björn, Loch, Florian N, Aghalarov, Ilgar, Braumann, Chris, Horn, Julian, Egger, Eva, Enderes, Jana, Strieth, Sebastian, Treede, Hendrik, Wittmann, Maria, Marche, Benedikt, Schulz, Sissy-Amelie, Fuchs, Hans, Meisel, Cornelia, Petzold, Andrea, Knoefel, Wolfram Trudo, Solodarenko, Oleksandra, Grützmann, Robert, Hackner, Danilo, Faqar-Uz-Zaman, Sara Fatima, Fung, Christian, Leiber, Christian, Neidert, Nicolas, Sandkamp, Richard, Strähle, Jakob, Becker, Johannes, Gonschor, Bernhard, Herbolzheimer, Marit, Hecker, Matthias, Reichert, Martin, Sander, Michael, Schmidt, Götz, Schneck, Emmanuel, Kleeff, Jorg, Lorenz, Kerstin, Thomssen, Christoph, Dumpies, Christian W., Fischer, Isabel, Gessner, Michael, Klauke, Friederike, Schmidt, Birte, Vinz, Franziska, Sander, Johannes, Betz, Christian Stephan, Bewarder, Julian, Burg, Simon, Klatte, Till Orla, König, Daniela, Köpke, Leon-Gordian, Stangenberg, Martin, Roux, Frederic, Hakami, Ibrahim Abdullah, Mall, Julian W, Graeb, Christian, Huber-Strößner, Kristin, Pempe, Christina, Kelly, Kathrin, Siebert, Julia, Agrawal, Rachit, Qureischie, Homeira, Meyer, Frank, Turial, Salmai, Al-Nawas, Bilal, Battista, Marco Johannes, Heider, Julia, Mueller, Lena Katharina, Jentschura, Sina- Louisa Patrizia, Kowalewski, Karl-Friedrich, Reissfelder, Christoph, Rotter, Nicole, Scherl, Claudia, Seyfried, Steffen, Fichter, Andreas, Schäffer, Christoph, Wegmann, Helmut, Aghamaliyev, Ughur, Böcker, Wolfgang, von Ehrlich-Treuenstätt, Viktor H., Ladurner, Roland, Schlager, Justin Gabriel, Smolka, Wenko, Glowalla, Claudio, Schneidmueller, Dorien, Henkel, Karl Wilhelm, Hölz, Katharina, Prantl, Lukas, Kröger, Marie, Niemeier, Andreas, Sras, Yara, Steidle, Christoph, Dayan, Davut, Greve, Jens, Löbig, Niklas, Schochter, Fabienne, Wezel, Felix, Schmidbauer, Stefan, Boenicke, Lars, Degener, Stephan, Seiberth, Rose, Smit, Marieke, von Rundstedt, Friedrich-Carl, Germer, Christoph-Thomas, Lock, Johan, Lotz, Christopher, Schlesinger, Tobias, Schmid, Benedikt, Treutlein, Agnes, Agyeman-Duah, Nana Kwaku, Appiah, Enoch, Gakpetor, Delali, Minlah Allah, Stephen, Adu-Aryee, Nii Armah, Agboadoh, Nelson, Bediako Bowan, Antoinette, Brown, George Darko, Clegg-Lamptey, Joe-Nat, Fenu, Benjamin Sena, Kumassah, Philemon, Hussey, Romeo, Agbeno, Evans Kofi, Amoako-Boateng, Mabel, Debrah, Samuel, Doku, Dr Kingsley, Mensah, Philip, Nortey, Michael, Opandoh, Isabella Naa Morkor, Yigah, Makafui, Jiagge, Nuna, Acquaye, Jane, Agyemang-Prempeh, Akosua, Amo-Antwi, Kwabena, Amoah, Michael, Amoah, George, Aning, Daniel Gyawu, Annor Mintah, Dominic, Arthur, Joshua, Darko- Asante, Regina, Gaveh, Valerie, Gyamfi, Frank Enoch, Jonathan, Boakye - Yiadom, Konney, Thomas Okpoti, Kyei, Ishmael, Nimako, Boateng, Ofosu-Barko, Ben Blay, Osabutey, Anita, Sagoe, Robert, Yifieyeh, Abiboye, Ansong, George, Abdul-Mumin, Alhassan, Amadu, Munira, Azahares Leal, German, Buunaaim, Alexis, Cheyuo, Ernest, Daboo Salifu, Latif, Issaka, Adamu, Yakubu, Musah, Grypiotis, Ioannis, Papadopoulou, Triada, Korkolis, Dimitrios, Thomakos, Nikolaos, Dellaportas, Dionysios, Dimitra, Papalouka, Hadjizacharias, Theodoros, Konstadoulakis, Manousos, Massaras, Dimitrios, Vezakis, Antonios, Avgerinos, Konstantinos, Kechagias, Aristotelis, Ioannidis, Argyrios, Patelis, Nikolaos, Deskou, Eirini, Stamos, Nikolaos, Tasis, Nikolaos, Danias, Nikolaos, Selmani, Jonida, Kalamatianos, Theodosis, Stranjalis, George, Kondilis, Panagiotis, Kanellopoulou, Vasiliki, Larentzakis, Andreas, Papanikolaou, Vasileios, Potamianos, Spyridon, Triantafyllou, Tania, Panagiotou, Peter, Avramidis, Emmanouil, Bessias, Nikolaos, Tsiantoula, Paraskevi, Charalabopoulos, Alexandros, Kykalos, Stylianos, Kyros, Eleandros, Machairas, Nikolaos, Mastoraki, Aikaterini, Papalampros, Alexandros, Terras, Alexis, Tsourouflis, Gerasimos, Zografos, Constantinos, Antzaka, Christina, Falara, Areti, Perreas, Konstantinos, Rellia, Panagiota, Tasouli, Androniki, Skolarikos, Andreas, Tzelves, Lazaros, Theodorakis, Emmanuel, Karona, Paraskevi, Tzouganakis, Angelos, Chrysos, Emmanuel, Nikolouzakis, Taxiarchis, Tourountzi, Paraskevi, Al, Aggeliki, Kalfountzos, Christos, Arnaoutoglou, Eleni, Christodoulidis, Gregory, Gkolias, Nick, Hajiioannou, Jiannis, Krestinidis, Giorgos, Ntalouka, Maria, Saini, Fani, Skoulakis, Charalampos, Terzoudis, Christos Dimitrios, Zacharoulis, Dimitris, Δακής, Κωνσταντίνος, Filo, Eva, Kontopoulou, Konstantina, Patoulias, Ioannis, Astreidis, Ioannis, Christidis, Panagiotis, Loutzidou, Lydia, Mantevas, Antonis, Tatsis, Dimitris, Tsakiridis, Ioannis, Iordanidou, Eirini, Brolo, Estuardo, De León Lima, María Alejandra, Flores, Mario-Andrés, Morales, Steffanía, Rivera, Pablo, Rodas, Lesly, Santos, Victor, Sosa, Dianne, Talé-Rosales, Luis-Fernando, Villeda, Sergio Alejandro, Anicetti, Joshua, Ardebol, Javier, Barillas, Kathia, Recinos, Salvador, Hon, Sophie, Liu, Alex Qinyang, Liu, Shirley, Ip, Ho Wai, Mak, Brian, Mok, Chung Ying, Wong, Kiu Fung, Au-Yeung, Kit Ying, Chan, David Yuen Chung, Chiu, Wang Kei, Ho, Jacky Yan Kit, Kung, Janet Wui Cheung, Ling, Samuel Ka Kin, Lok, Hon Ting, Teoh, Jeremy Yuen-Chun, Wong, Randolph, Antal, Zsuzsanna, Bahrehmand, Kiarash, Sztipits, Tamás, Hidi, László, Piros, Laszlo, Rózsa, Balazs, Herczeg, György, Saftics, György, Kulcsicka-Gut, Judit, Sipos, Zsófia, Majmudar, Hardil, G S, Anitha, Kesarla, Venkatesh, P B, Hareesh, Shivashankar Chikkanayakanahalli, Santhosh, Sunil, Tanvi, Rajagopal, Niranjana, P L, Thirumanikandan, Mishra, Nitu, Wadhwani, Dr Rekha, Dhurwe, Ritika, Pushpalatha, Kameshwarachari, Raj, Sumit, Singh, Pooja, Kumar, Pankaj, Mittal, Yash, Panigrahi, Sibasish, Parija, Sucheta, Patra, Saroj, Sahu, Rabi, Sultania, Mahesh, Tripathy, Sujit, Kansay, Rajeev, Gupta, Sunil Kumar, Salunke, Pravin, Singh, Kavindra, Rela, Mohamed, Goudar, Swati, Barani kumar P B, Murugesan, Anandan, Kumar, Arvind, Chauhan, Tapan singh, Govil, Akhil, Gupta, Shubhra, Sharma, Ashish, Tiwari, Saurabh, Vishwani, Vartika, Deb, Mainak, Jayaram, Harish, Nagpal, Pooja, Pathak, Prachi, Choudhary, Gautam Ram, Chugh, Ankita, Elhence, Abhay, Madduri, Vijay, Pandey, Himanshu, Saxena, Rahul, Sharma, Naveen, Shekhar, Shashank, Vishnoi, Jeewan Ram, Chatterjee, Debarshi, Naskar, Upasana, Jain, Prateek, Jain, Deepak, Kewlani, Vishal, Priya, Noopur, Parijat, Anand, Anand, Akshay, Chaurasia, Akhilanand, Enny, Loreno E., Kumar, Ambrish, Mishra, Brijesh, Pandey, Amita, Roy, Ashutosh, Sachan, Rekha, Sankhwar, Pushp, Singh, Uma, Singh, Urmila, Srivastava, Chhitij, Verma, Manju Lata, Yadav, Awdhesh, Chanthar, K.m.m.vishvak, Hoysal, Dileep, Mishra, Anjali, Batra, Nitin, Bhatti, Arun, Dhar, Tapasya, Dutta, Rohini, Haque, Parvez David, Luther, Anil, Mahajan, Amit, Pargal, Dr Pinki, Samuel, Abhishek, Singh, Inderjot, Singh Grewal, Sarvpreet, Singhania, Anusha, Thomas, Josy, Krishna, Sunil, Singh, Narinder, Agarwal, Sunny, Balasubramaniam, Srikant, Mhamane, Rameshwar, Nirgude, Anand, Parab, Sandesh, Peswani, Amit, Sahu, Anjana, Samel, Sarika, Shah, Fagun, Abraham, Bejoy, Asari, Ashishkumar, Badhe, Vivek, Badhwar, Sanjiv, Bothara, Vipul, Dalal, Anuj, Date, Avinash, Deshpande, Mandar, Doshi, Anirudha, Gade, Maya, Gajjar, Shreyash, Ghugare, Dr bhavisha, Jain, Divakar, Jenasamant, Saumya Sekhar, Joshi, Vinay, Kalwadia, Neha, Kayal, Akshat, Kulkarni, Yogesh, Mistry, Rajesh, Mulchandani, Manoj, Parab, Dr. Mrunal, Pednekar, Abhinav, Rahmani, Faizan, Rajput, Sunil, Sandlas, Gursev, Sarkar, Hrishikesh, Shetty, Sanket sadanand, Shukla kulkarni, Anshumala, Thete, Raghavendraswami, Wasnik, Shruti, Dhumane, Parag, Sharma, Rahul Deo, Deshmukh, Anuja, Gupta, Stuti, Nayak, Prakash, Thiagarajan, Shivakumar, Tiwari, Virendra Kumar, Voppuru, Saiesh Reddy, Bajpai, Minu, Farooque, Kamran, Parshad, Rajinder, Sharma, Vijay, Bansal, Kuldeep, Bhardwaj, Rohit, Mittal, Abhishek, Ponnusamy, Sabarirajan, Himani, Gadekar, Anup, Panjwani, Taufiq, Kandwal, Pankaj, Kumar, Shashank, Poonia, Dharma Ram, Sadhasivam, Saravanan, Choudhury, Yousuf, Das, Devishmita, Goala, Subhadra, Singha, S Thoibisana, Singha, Damayanti, Parray, Fazl, Shah, Raahil, Wani, Rauf, Hegde, Siddhi, Ankadavar, Dr.sushil, Bafna, Darshan, Lad, Parag, Chisthi, Meer, Jothi, Harihara, C. Mathew, Godwin David, Abel, Livingston, Barla, Ravi Kishore, Benjamin, Santosh, Bliss, Jeremy, Ete, Geley, James, Deeptiman, Jesudason, Mark Ranjan, Karnan, Gomathi, Mark Samuel, Vasanth, Nathan, Senthil K, Selvaraj, Daniel, Surendran, Suraj, T D, Hariharan, Thangaraj, Santhosh Kumar, Thomas, Varghese, Dilmy, Mohammad Adya Firmansha, Pratama, Dedy, Sugiarto, Adhrie, Surya, Ilham Utama, Tango, Tamara, Hasyim, Andi, Susanti, Ade, Saputra, Teddy, Syarifuddin, Erwin, Islam, Andi Asadul, Anam, Khoirul, Sugianto, Julius Albert, Lestari, Mayang Indah, Amba, Erick Gamaliel, Apriawan, Tedy, Wathoni, Roidah Taqiyya Zahra, Widyastuti, Yunita, Yun Jufan, Akhmad, Etezadpour, Mohammad, Mehrad-Majd, Hassan, Rajaei, Parisa, Mehdizadeh, Mohammad, Soltani, Mina, Ali Moazami Pour, Gholamreza Azarnia, Alizadeh, Narges, Hossein Mokarami, Tehrani, Shahrzad, Alborzi, Majid, Bagheri, Hamed, Eshraghi, Mohsen, Fatemi manesh, Hassan, Hejazi, Seyed fakhreddin, Pezeshki Modarres, Mahdi, Shafiee, Ali, Vafaeimanesh, Jamshid, Hosseini, Elahe, Nikoupour, Hamed, Bastaninejad, Shahin, Firouzifar, Mohammadreza, Motasaddi zarandy, Masoud, Yazdani, Nasrin, Mortazavi, SM Javad, Ahmadi, Sayedali, Vosoughi, Fardis, Golbakhsh, Mohammadreza, Al-Isawi, Ali, Al-Masood, Mohammed, Gahtan, Yarub, Ahmed, Abdullah, Muhssein, Haidar, Ekwere, Bosom, Essajee, Murtaza, Chan Chin, Bruno, Edwards Murphy, Amy, Foley, Niamh, Gardiner, Padraig, Hechtl, Daniel, Kayyal, Mohd yasser, Lyons, Maria, Ng, Mei Yee, Oduola, Oladayo, Aljohmani, Lylas, Nugent, Timothy, Harris, Johnathon, Kearney, David, Keenan, Robert Anthony, Nolan, Deirdre, Salloum, Donohoe, Emma, Larkin, John, Lynch, Thomas Hugh, Manecksha, Rustom, Nagassima, Katharina, Barry, Mary, Dowdall, Joseph, Hurson, Conor, Kelly, Orlaith, Kennelly, Rory, Kiernan, Aoife, Murphy, Ben, Njeze, Nwabundo, Reynolds, Ian Sean, Winter, Des, Ravi, Akshaya, Ridgway, Paul, Fowler, Amy, McAnena, Peter, Bahadoor, Muhammad Usaama, Khalid, Mohamed Hamed, Mujtaba, Syed Nadeem, Sarwar, Muhammad assam, Sugrue, Michael, Varzgalis, Manvydas, Jones-Whiting, Larne, Lim, Seantee, Sara, Al-Mukhaizeem, Youssef, Crowley, Clare, Flanagan, Michael, Fogarty, Amy, Glynn, Orna, Hill, Rhodri, Khalid, Muhammad Abdullah, Majeed, Zubair, McCullough, Peter, Neary, Peter, Noone, Anthony, O’Kelly, John, Abu abed, Arsan, Haim, Nadav, Hershkovitz, Yehuda, Majadla, Omar, Rabin, Igor, Zmora, Osnat, Demma, Yonatan Avraham, Fishman, Yuri, Farkas, Amicur, Gozal, Yaacov, Greenman, Dmitry, Ostrovsky, Israel Alexander, Pardes, Rivka, Shahar, Tal, Teren, David, Yahud, Reuven, Yellinek, Shlomo, Cianci, Pasquale, Minafra, Marina, Restini, Enrico, Bussolin, Edoardo, De Prizio, Marco, Sulce, Rezart, Poiasina, Elia, Antonacci, Filippo, Arena, Alessandro, Belvedere, Angela, Bernagozzi, Fabio, Boussedra, Safia, Cescon, Matteo, Cipolli, Alessandro, Daddi, Niccolo’, De Crescenzo, Eugenia, De Iaco, Pierandrea, Del Gaudio, Massimo, Della Gatta, Anna Nunzia, Droghetti, Matteo, Giorgini, Federico A., Lanci Lanci, Antonio, Masetti, Michele, Minni, Francesco, Morezzi, Daniele, Perrone, Anna Myriam, Pignatti, Marco, Puglisi, Silvana Bernadetta, Rottoli, Matteo, Schiavina, Riccardo, Serenari, Matteo, Serra, Margherita, Tesei, Marco, Violante, Tommaso, Aspide, Raffaele, Carretta, Alessandro, Conti, Alfredo, De Vita, Carla, Friso, Filippo, La Corte, Emanuele, Rosetti, Vittoria, Sturiale, Carmelo, Donati, Davide Maria, Palmerini, Emanuela, Berselli, Bruno, Bolognesi, Silvia, Farnia, Francesco, Maremonti, Pietro, Razzaboni, Alessandra, La Mendola, Roberta, Arrigoni, Giulia, Baiocchi, Gian Luca, Molfino, Sarah, Panciani, Pier Paolo, Sartori, Enrico, Zanin, Luca, Perrone, Fabrizio, Cappellani, Alessandro, Giaquinta, Alessia, Gioco, Rossella, Veroux, Pierfrancesco, Cianci, Antonio, Lo Giudice, Arturo, Russo, Giorgio Ivan, Sarpietro, Giuseppe, Scandura, Carmen Emanuela, Barca, Ida, Carnevali, Adriano, De Paola, Gilda, Giannaccare, Giuseppe, Sammarco, Giuseppe, D’Andrea, Marcello, Tosatto, Luigino, Mucilli, Felice, Muraglia, Angelo, Giuliani, Domenico Benvenuto, Segalini, Edoardo, Daniele, Alberto, Gelarda, Enrico, Olearo, Elena, Puppo, Andrea, Testa, Valentina, Porta, Andrea, Birindelli, Arianna, Bernabei, Massimiliano, Feo, Carlo V., Virgilio, Edoardo, Bartolini, Ilenia, Bottari, Andrea, Checcucci, Carlotta, De Vincenti, Rosita, Fambrini, Massimiliano, Fortuna, Laura, Gallo, Oreste, Maltinti, Gherardo, Taddei, Antonio, Michelagnoli, Stefano, Maccagnano, Giuseppe, Pesce, Vito, Ercolani, Giorgio, Fappiano, Francesca, Barberis, Andrea, Filauro, Marco, Santoliquido, Matteo, Aprile, Alessandra, Barra, Fabio, De Rosa, Raffaele, Ferrero, Simone, Sparavigna, Marco, Vagge, Aldo, Gambardella, Denise, Tedesco, Manfredo, Spampinato, Marcello Giuseppe, Chiarelli, Marco, Grandi, Samuele, Lenzi, Riccardo, Muscatello, Luca, Germano’, Antonino Francesco, Giani, Alessandro, Bissacco, Daniele, Cassinotti, Elisa, Pignataro, Lorenzo, Torretta, Sara, Armellin, Daniele, Basato, Silvia, Carrano, Francesco Maria, Colombo, Giovanni, De Lucia, Francesca, De Virgilio, Armando, Ferreli, Fabio, La Raja, Carlotta, Milana, Flavio, Rossi, Vanessa, Russo, Elena, Tamburello, Sara, Zerbi, Alessandro, Bona, Davide, Adamoli, Laura, Ansarin, Mohssen, Chu, Francesco, De Berardinis, Rita, Pietrobon, Giacomo, Sedda, Giulia, Caputo, Maria, Cellerino, Paola, Crespi, Michele Achille, Danelli, Piergiorgio, Ferrara, Francesco, Baccellieri, Domenico, Candiani, Massimo, Casiraghi, Arianna, Cipriani, Federica, De Nardi, Paola, Mortini, Pietro, Nocera, Gianluca, Pozzoni, Mirko, Ruffolo, Alessandro Ferdinando, Spina, Alfio, Barberio, Cristina, Beretta, Luigi, Cavenago, Francesca, Fresilli, Stefano, Landoni, Giovanni, Lombardi, Gaetano, Bonomi, Stefano, Guaglio, Marcello, Sala, Laura, Segattini, Silvia, Piccoli, Micaela, Migliore, Marco, Sasia, Diego, Cereda, Marco, Dell’Oro, Cristina, Fogliati, Alessandro, Tamini, Nicolò, Castaldi, Antonio, Bracale, Umberto, Lionetti, Ruggero, Pagano, Gianluca, Peltrini, Roberto, Pirozzi, Nello, D’amico, Maria, Izzo, Francesco, Marra, Ester, Marte, Gianpaolo, Bianco, Francesco, Cappiello, Antonio, Iovino, Claudio, Menna, Maria Paola, Romano, Francesco maria, Rossi, Settimio, Sciaudone, Guido, Ascari, Francesca, Bellora, Paolo, Cerri, Cristina, D’Aloisio, Giordana, Ferrari, Maurizio, Chioffi, Franco, Ciccarino, Pietro, Nezi, Giulia, Bissolotti, Guido, Di Donna, Mariano Catello, Licari, Leo, Salamone, Giuseppe, Toia, Francesca, Annicchiarico, Alfredo, Berretta, Roberto, Capozzi, Vito Andrea, Freyrie, Antonio, Frusca, Tiziana, Arici, Vittorio, Bozzani, Antonio, Filardo, Matteo, de Manzoni Garberini, Andrea, Cauteruccio, Michele, Caristo, Giuseppe, Calabrò, Marcello, Andreani, Lorenzo, Antonio, D’arienzo, Berrettini, Stefano, Colangeli, Simone, Cremonini, Camilla, Dallan, Iacopo, Di Franco, Gregorio, Korasidis, Stylianos, Musetti, Serena, Neri, Carlo Maria, Palmeri, Matteo, Picariello, Miriana, Statuti, Erica, Tartaglia, Dario, Pinotti, Enrico, Basso, Stefano Maria Massimiliano, Ubiali, Paolo, Coiro, Saverio, Mele, Simone, Corbellini, Carlo, Masciandaro, Antonio, Carannante, Filippo, Denaro, Vincenzo, Mazzotta, Erica, Zampogna, Biagio, Cinquepalmi, Matteo, Del Basso, Celeste, Guglielmo, Nicola, Meniconi, Roberto Luca, Sinibaldi, Giovanni, Agnes, Annamaria, Belia, Francesco, Bianchi, Valentina, Cozza, Valerio, Fico, Valeria, Fransvea, Pietro, La Greca, Antonio, Litta, Francesco, Pascale, Marco Maria, Silvia, Tedesco, Benevolo, Maria, Campo, Flaminia, Dona’, Maria Gabriella, Marchesi, Paolo, Mastroianni, Riccardo, Mazzola, Francesco, Moretto, Silvia, Petruzzi, Gerardo, Pichi, Barbara, Tuderti, Gabriele, Bellato, Vittoria, Grande, Michele, Petagna, Lorenzo, Sensi, Bruno, Bruzzaniti, Placido, Ciccarone, Flavia, Cicerchia, Pierfranco Maria, Cirillo, Bruno, D’ambrosio, Giancarlo, De Toma, Giorgio, Familiari, Pietro, Fonsi, Giovanni Battista, Picchetto, Andrea, Salvati, Maurizio, Valentini, Valentino, Zambon, Martina, Zancana, Giuseppa, Zuppi, Emma, Ibrahim, Mohsen, Menna, Cecilia, Rendina, Erino Angelo, Accarino, Giulio, Giancarlo, Accarino, Froiio, Caterina, Copelli, Chiara, Di Maio, Pasquale, Giudice, Marco, Altana, Cristian, Ciccarello, Sandro, Cossu, Maria Laura, Dessole, Francesco, Dettori, Salvatora, Madonia, Massimo, Petrillo, Marco, Piredda, Franco, Rizzo, Davide, Scognamillo, Fabrizio, Soma, Damiano, Tanca, Anna Rita, Marano, Luigi, Pesce, Anna Lisa, Piccioni, Stefania Angela, Resca, Luca, Roviello, Franco, Abrate, Alberto, Clarizia, Guglielmo, Franzini, Marco, Fratto, Antonio, Grechi, Alessandro, Scarnecchia, Elisa, Maiuri, Vincenzo, Dalprà, Francesca, Battistella, Enrico, Romano, Maurizio, Aizza, Giada, de Manzini, Nicolò, Drigo, Davide, Mastronardi, Manuela, Palmisano, Silvia, Bardelli, Laura, Borroni, Giacomo, Livraghi, Lorenzo, Palumbo, Mara, Zullo, Alessandra, Vignotto, Chiara, Caravati, Andrea, De Cristofaro, Carlotta, Giuliani, Tommaso, Guglielmi, Alfredo, Pedrazzani, Corrado, Butturini, Giovanni, Moretto, Gianluigi, Mastriale, Francesco, Olmi, Stefano, Kushikata, Tetsuya, Oyama, Tasuku, Kamiyama, Mizue, Tarao, Kentaroh, Yamada, Takayuki, Shiga, Toshiya, Deguchi, Yoshihiko, Hoshino, Tatsuki, Inoue, Hiroyuki, Ito, Shingo, Takano, Emi, Yamamoto, Masae, Matsuki, Yuka, Matsumoto, Takashi, Sawada, Atsushi, Sato, Kozo, Makino, Jun, Mizota, Toshiyuki, Yonekura, Hiroshi, Ishikawa, Haruka, Kaiho, Yu, Ogawa, Munehiro, Endo, Shunji, Fujiwara, Yoshinori, Kubota, Hisako, Okada, Toshimasa, Hisamatsu, Yoji, Michiura, Taku, Satoshi, Okazaki, Fujita, Tomoyuki, Fukushima, Satsuki, Otsuka, Yuji, Sawada, Ikumi, Miyamoto, Morikazu, Isada, Tetsuro, Bani Amer, Qaed, Kuratani, Norifumi, Takada, Misa, Noro, Shusaku, Okamura, Yukiyasu, Uesaka, Katshuhiko, Kuroda, Kento, Abe, Nobutsugu, Ando, Tadao, Hirano, Kouichi, Kobayashi, Yoichi, Motoyasu, Akira, Noguchi, Hikari, Tajima, Atsushi, Toyama, Satoshi, Uchida, Tokujiro, Furukawa, Yuri, Hasumi, Yoko, Iida, Katsuyuki, Ikeda, Tatsuhiko, Kuzuhara, Shigeki, Yamamoto, Naoya, Yamamoto, Mari, Yokota, Toshiya, Yoshioka, Yuki, Kawai, Akira, Nakata, Yoshinori, Sawamura, Shigehito, Kobayashi, Takayuki, Alrabadi, Mera, Owais, Qais, Smadi, Aseel, Abunawas, Huthifa, Alhawatmeh, Mohammad, Alwardat, Abdel Rahman Mohannad Ahmad, Dhoon, Slsabela, Jaradat, Enas, Mubaydeen, Teeba, Alzraikat, Sayel H., Suradi, Haya H., Al Abdallah, Murad, Al Bdour, Zakaria, Al-thaher, Mohammad, Alnajjar, Tareq, AlZaatreh, Mohammad, Ghayada, Ibrahim, Hasanein, Khaled Moh’d Ahmed, Hassouneh, Anas, Hijazeen, Raid, Khasawneh, Barihan, Semrin, Qusai, Theab, Mohammad, Abazeed, Alaa, Alkurdieh, Moh’d Mujahed, Hammouri, Mohammad, Khader, Sereen, Abu Obead, Hamza, Abudari, Hadeel, Al-azzeh, Nimer, Al-Darabah, Ali, Al-Qannas, Mohammad, Ashour, Subhi, Chabaan, Reem, Fawzi, Ahmad, Haij, Manal, Hassouneh, Esraa, Ibrahim, Zainab, Mohamed, Ishak, Qandeel, Mahmoud, Shorman, Marwan, Nofal, Sandra, Salameh, Mohammed, Sanjuq, Ghaidaa, Sharabi, Alaa, Sweiti, Alaa, Baninasr, Eman, Al-latayfeh, Motasem, Al-Shudifat, Abdel-Ellah, Shaikh Ahmad, Abd Almonem, Abu Abed, Laith, Allouzi, Mohammad, Almi’ani, Sari, Alsaiad, Abdulhakim, Daoud, Maher, Dawod, Omar, Fadli, Saba, Qulaghassi, Zaki, Al-howthi, Mohammed, Ababneh, Laila, Ababneh, Roba, Al Khassawneh, Ahmad, Al Sharie, Ahmed, Al-Dabaa, Tawfik, Al-Jarrah, Salsabeel, Alshannaq, Qutaiba, Alsulaiman, Rima, Audat, Ziad, Bdour, Saja, Khatatbeh, Ro’a, Marji, Fares, Abu Ismail, Dima.Y, Alzoubi, Mai, Alzoubi, Malak, Hussein, Hasan, Rawashdeh, Shireen, Ababneh, Adnan, Abu-Eisheh, Basil, Al Shurman, Hana’, Al-atiyah, Hussam, Aljaiuossi, Anas, Hamdoni, Sara, Sakhov, Orazbek, Tanabayeva, Shynar, Amrayev, Sultan, Kukubassov, Yerlan, Parker, Robert, Mwaria, Claude, Kibunyi, Muthoni, Mailu, Claire, Osea, Lydia, Hirsi, Omar, Dashti, Mustafa, Aldalal, Shuaib, Alozairi, Ous, Al-Shaiji, Tariq, Alhunaidi, Omar, Aljewaied, Ali, Farag, Ahmed, Termos, Salah, Sivins, Armands, Apse, Ingus Arnolds, Kaminskis, Aleksejs, Pāvulāns, Jānis, Itani, Rania, Owiedat, Mustafa, Antonios, Ingrid, Milan Moussa, Rita, Abdel Sater, Ali H., Souleiman, Bassem, Ghiya, Peter, Fakih, Ghinwa, Abdulrahman, Taha, Omar Abunaaja, Hayat, Al Gasi, Abd El Jawad, Alsaeiti, Sara, Elkhafeefi, Fatimah, Alhouni, Tarek, Alkeelani, Hana, Alkuwafi, Rauoof, Elbargathe, Osama, Elfadli, Mustafa, Elmahgoub, Asma, Alhaje, Awatif, Haron, Aaya, Alsuwiyah, Suhir, Khel, Samer, Yousef, Rowaida, Abuhlaiga, Ma’aly, Abushahma, Ahmed omar, Aldelensi Alzubi, Alhosen Saleh M, Alnehum, Mohamed alnaser, Alzedam, Ahmad, Matoug, Faisel, Mohammed, Burooj, Sawalem, Mohamed, Kamoka, Elhusain, Salamah, Abdulrauf, Abdeewi, Saedah, Eshnaf, Mabroka, Yahmad, Mohammad, Aljuroushi, Omar, Attia, Hajer, Emran, Ayyah, Samer, Ashraf, Abdullah, Duha milad, Ben esmael, Esraa, Benmasoud, Fatma, Debri, Laila, Younis, Balkees, Elmabrouk, Amna, Hasan, Ameerah Mahdi Abraheem, Alshareea, Entisar, Aribi, Tomather, Lamari, Amani hamid, Mufth, Mohammed, Aburima, Sarah, Al shukri, Asmaa, Alarabi, Rehab, Alelwany, Aisha, Bashir, Rasha, Elhadi, Ahmed, Elkouba, Esraa, Elmsherghi, Nabiha, Haidar, Arwa, Helal, Hala, Kriem, Eslam, Turshani, Laila, Ben Hasan, Hayat, Shaban Ben Hasan, Najat, Shaban Ben Hasan, Rabab, Dambrauskas, Zilvinas, Dekeryte, Inga, Koženiauskaitė, Akvilė, Maleckas, Almantas, Venclauskas, Linas, Zilinskas, Justas, Syminas, Vilius, Aliosin, Oleg, Cizauskaite, Agne, Jurgaitis, Jonas, Mikutaitis, Vytenis, Samalavicius, Narimantas Evaldas, Slepavicius, Algirdas, Vasiliauskas, Bernardas, Dulskas, Audrius, Cekauskas, Albertas, Zelvys, Arunas, Noël, Audrey, Rajaonarivony, Maheriandrianina Fanambinana Voahary, Andriantsoa, Herimampionona E, Tsiambanizafy, Guillaume Odilon, Solo, Corinne Eulalie, Safiry Andofenohasina, Fanonjomahasoa, Sablon Herinirina, Angelin, Das, Andre, Osman, Mohd Firdauss, Soh, Jien Yen, Zakaria, Zaidi, Chan, Kheng Hooi, Johan, Syamim, Mah, Jin Jiun, Subramaniam, Sentilnathan, Ibrahim, Mohd Razali, Nazimi, Abd Jabar, Bal, Pavin, Fadzli, Ahmad nazran, Jamaris, Suniza, Lee, Yeong Sing, Lim, Jeffery Zk, Moh Pauzi, Siti Farhan, Nair, Ashvin Krishna, Ng, Doris Sin Wen, Ng We Yong, Yuki Julius, Saaid, Rahmah, Sethi, Neha, Syed Jafer Hussain Zaidi, Syeda Nureena, Teoh, Li Ying, Islah Munjih, Sainal, Mohd Yusof, Sarif, Mat Salleh, Chua, Richelle, Ahmad, Abdul Rauf bin, Lau, Yii Ling, Liew, Ka Yee, Palayan, Kandasami, Abdul Rahman, Noorneza, Firman, Fatin, Hazleigh, Nik Mohd, Mohd Miswan, Mohd Fairudz, Mohd Zahid, Akmal Zulayla, Yahaya, Mohd Yusoff bin Yahaya, Yusoff, Ahmad Ramzi, Darryl, Brincat, Svetlana, Caruana, Clifford, Chircop, Daniel Mario, Czok, Viktoria, Muscat, Esther, Roshan, Mohsin Hassan Khan, Schembri, Nicholas, Jonathan Rubén, Cedillo Rodrìguez, Rojas Aguilar, Antonio, Sosa Duran, Erik Efrain, Arroyo, Diego, Martinez-Said, Hector, Medina-Franco, Heriberto, Pérez de León Vázquez, Martha Patricia, Soto Hernández, Fidel, Stenner, Juan Ignacio, Zuloaga Fernandez del Valle, Carlos Jose, Colunga Tinajero, Carlos Andres, Yanowsky-Reyes, Guillermo, Camacho Gomez, Aldo, Cueva-Martinez, Esteban, Durán Anguiano, Oscar, García Castillo, Miguel, Gonzalez Ojeda, Alejandro, González-García de Rojas, Erick Alonso, Guzman Barba, Jose Aldo, Ibarrola Peña, Juan Carlos, Íñiguez Martínez, César, Llamas- Macias, Francisco Javier, Ambriz Gonzalez, Gabriela, Morales valencia, Eduardo, Santos, Blanca, Torres Cisneros, Juan Roberto, Bozada-Gutiérrez, Katya, Alvarez, Maria Regina, de la Rosa Abaroa, Marco Antonio, Hernandez, Roberto, Bernardo, Anaya, Ernesto, Arceo-Olaiz, Ricardo, Lopez Flores, Sonia, Esparza Arias, Nereida, Romero Bañuelos, Esmeralda, Salcedo-Hernández, Rosa, Buerba, Gabriela Alejandra, Chan, Carlos, Garay Lechuga, Daniel, Hinojosa, Carlos, Mercado, Miguel Ángel, Peña Gómez Portugal, Emmanuel, Posadas-Trujillo, Oscar Emmanuel, Hernandez Skewes, Karla Yareli, Licona-Meníndez, Roque Delfino, Romero Lechuga, Fernanda, Roque, Oscar, Núñez-González, Roberto Ángel, Alvarez Manilla Orendain, Alfonso, Garcia, Felipe, González León, Juan Antonio, Guzman, Marlin, Herappe, Dorihela, Lerma, Ricardo, Mendoza Pedraza, Fabián Hilario, Noguez Castillo, Monica, Resendiz, Jose Anatolio, Fernandez Rios, Laura Elena, Frigerio, Pamela, Garcia, Iset, Mendoza Frías, Gloria Isela, Anzures Mendoza, Alejandra, Hdez Miguelena, Luis, Zarate Saenz, David, Zavala gonzalez, Miguel angel, Andrade González, Francisco, Cortes, Ludivina, Gurghiș, Radu, Sanjaa, Burmaa, Ait benhamou, Rita, Rghioui, Mounir, Saaf, Sarra, Letrache, Ahmed, Zekhnini, Meryem, Abichou, Wijden, Baroudi, Salma, Hassoun, Chiraz, Zaim, Ouijdane, Arkha, Yasser, Bechri, Hajar, Benchekroun Belabbes, Meryem, Benslimane, Zaineb, Boualila, Lina, El Ouahabi, Abdessamad, Essakalli Hossyni, Leila, Tagmouti, Adam, Belkhadir, Zakaria Houssaïn, Benkabbou, Amine, Boutayeb, Saber, El Ahmadi, Brahim, Ghannam, Abdelilah, Kabbaj, Taha, Majbar, Anass Mohammed, Ndatewapo, Fillipus, Njuki, Peter Ngungi, Abrahams, Jenevive, Bhusal, Subarna, Dwa, Yam, Bloemers, Frank, Besselink, Marc, van Amstel, Paul, Smeele, Ludi, Harlaar, Niels, van der Burg, Sjirk, Franken, Josephine, Oosterling, Steven, Nolte, Peter, Alwayn, Ian, Braat, Andries, Goudsmit, Ben, van de Leemkolk, Fenna E.M., Albers, Kim, Van Goor, Harry, van Ginhoven, Tessa M., Schweitzer, Donald, Leclercq, Wouter, Vancoillie, Peter-Jan, Konsten, Joop, den Boer, Frank, Djamali, Kaveh, Ghamri, Naji, Joseph, Reece, Lie, Samuel, Olliff, Sue, Wood, Daniel, Furkert, Chris, Lim, Eric, Mclauchlan, Jared, Ailabouni, Ramez, Alqassab, Mohammed, Hawkins, Robyn, Baker, Joseph, Ou, Cindy Xin Yi, Singh, Vidit, Frunt, Brytt, Lakshman, Prashant, Henderson, Nigel, Haimona, Maira, Jury, Steffanie, Weeratunga, George, Witcomb Cahill, Henry, Abdussalam, Hameedat Opeyemi, Ahmed, Aminat Olayinka, Adeyeye, Ademola, Kayode-Nissi, Victor, Kadiri, Innih, Oduah, Stella, Abdull, Mohammed, Abdullahi, Mohammed Kabir, Ja’afar, Abubakar Bappah, Ja’afaru, Umma Hani, Yakubu Mohammed, Husseini, Edetanlen, Ekaniyere, Iribhogbe, Oseihie, Irowa, Omorodion, Nwashilli, Nnamdi, Obahiagbon, Osarobo, Onyeagwara, Ngozi, Oseghale, Eustace, Osemwegie, Osarenkhoe, Osho, Philip, Akanni, Bolaji, Ezomike, Uchechukwu, Okoro, Kelechukwu, Okwara, Blasius, Abdulsalam, Khalifa, Agida, Eyaofun, Ajibola, Hafees, Benard, Adeka, Buba, Amina, Eniola, Sefiu, Isah, Aliyu, Olute, Anne, Osagie, Olabisi, Pius Ogolekwu, Idoko, Ademola, Samuel, Afuwape, Oludolapo, Daodu, Israel, Egbuchulem, Ifeanyichukwu Kelvin, Nwaorgu, Onyekwere, Obadan, Izegaegbe, Odeyemi, Olubunmi, Ogundoyin, Omowonuola, Okere, Oghenekevwe, Oladiran, Ajibola, Olagunju, Naomi, Olawoye, Olayinka, Olusanya, Adeola, Oyelakin, Oyeleye, Ugwu, Ebere, Atoyebi, Oluwole, Bode, Chris, Chibuike George, Ihediwa, Ezenwankwo, Francis, Fatuga, Adedeji, Ladipo-Ajayi, Oluwaseun, Ojewola, Rufus Wale, Okunowo, Adeyemi, Ugwu, Aloy Okechukwu, Adebara, Idowu, Adeyemo, Olabisi, Banjo, Oluseyi, Obateru, John, Ojo, Owolabi, Oluwafemi, Fatudimu, Adelaja, Aderinsola, Atobatele, Kazeem, Ayodele, Olabamidele, Bello, Funmi, Omisanjo, Olufunmilade, Aderounmu, Adewale, Ajekwu, Temitope, Ajekwu, Samuel, Akeem Aderogba, Adeleke, Balogun, Simon, Ojo, Olugbenga, Olasehinde, Olalekan, Olugbami, Adebayo, Mohammed, Tajudeen, Afolabi, Abdulrahman O., Aremu, Isiaka, Ibraheem, Gbadebo, Odeyemi, Peter Olalekan, Olabinjo, Afusat, Raji, Hadijat Olaide, Salawu, Hafeez, Uche-Okonkwo, Kenechukwu, Anipole, Olalekan, Adesina, Oluwaseyi, Enwerem, Kenneth, Isichei, Mercy, Aghadi, Ifeanyi, Lawal, Jamila, Taingson, Matthew, Yusuf, Nuhu, Takai, Idris Usman, Aji, Sani Ali, Bello-Muhammad, Nafisatu, Garzali, Ibrahim Umar, Hasheem, Muhammad Ghazali, Hassan, Sadiq, Ibrahim Usman, Mustapha, Magashi, Mahmoud Kawu, Mukhtar, Ibrahim Aliyu, Nwachukwu, Callistus, Suleiman, Ibrahim, A, Maryam, Mahmood, Farrukh, Salihu, Mohammed, Alegbeleye, Justina Omoikhefe, Awopeju, Abimbola, Fyneface-Ogan, Sotonye, Kasso, Terhemen, Onwuagha, Ijeoma, Salami, Babatunde, Ajagha, Okeoghene, Awaisu, Mudi, Nwabuoku, Stanley Emeka, Oyelowo, Nasir, Rendevski, Vladimir, Shuntov, Blagoj, Jovanovska, Katerina, Nikolovska, Bisera, Peev, Igor, Asha, Al Amri, Ayman, Al Badaai, Ghalib, Al Farsi, Maather, Al HOSNI, Mohammed, Al Kalbani, Moza, Al Riyami, Nihal, Al shaibi, Maha, Al-Mujaini, Abdullah, AlBusaidi, Hanadi, Alwashahi, Mohammed, Alzadjali, Adil, Dalmar, Khadija, Dawud, Bashar, Gargouri, Mohamed Mourad, Laghari, Farman Ali, Manjunatha, attibele Palaksha, Mathew, Joseph Kunju, Muzaffar, Rahil, Naiya, Hafsa Ismail Ibrahim, Pillai, Silja, Rahim, Ferdous, Stephen, Edwin, Younas, Shahzad, Fatima, Mishal, Javed, Ayesha, Shakir, Fatima Tuz Zahra, Siddiqui, Riaz Hussain, Syed, Danish, Ur Rehman, Ishtiaq, Warraich, Shahrukh, Amir, Mohammed, Asghar, Saleha yurf, Haider Bangash, Ali, Ahmed, Arooj, Ansar, Mehwish, Arslan, Muhammad, Ashraf, Sumaira, Irshad, Abeer, Khan, Farheen, Shami, Dr Ali, Ul Haq, M Burhan, Ahmed, Shahnoor, Ahsan, Kunwar Armash, Akhund, Ramsha, Chishti, Uzma, Haroon, Waqqas, Kassam, Nausheen, Kazmi, Abbas, Khan, Muhammad Osama, Kumari, Sameeta, Malik, Muhammad Jehangir, Mansoor, Maheen, Mubarik, Areeba, Naz, Falak, Qamar, Javeria Bilal, Sadia, Haleema, Safri, Mohammad, Sattar, abida K., Siddiqui, Muhammad Ahsan Iqbal, Waqar, Usama, Ghufran, Muhammad Ali, Memon, Amjad Siraj, Samo, Khursheed Ahmed, Aswani, Manisha, Manzoor, Shahneela, Muhammad, Shoaib, Moin, Inshrah, Najjad, Muhammad Kazim Rahim, Zia, Kashif, Ali Shaikh, Shafqat, Hussaini, Dr, Kamal, Wajahat, Mughal, Zeeshan Uddin, Nadeem, Areeba, Nayyer, Fatima, Nisa, Kanwal, Rauf, Yaseen, Saleem, Shah Masabat, Shah, Aaqil, Siddiqui, Safia, Tariq, Nida, Zamir, Mehroz, Hafiz Muhammad Arif, Ahmed, Ehsan, Ahmed, Jawad, Akbar, Bilal, Ali, Abrar Ashraf, Iqbal, Zafar, Jameel, Muhammad Khurram, Janjua, Muhammad Haris, Janjua, Azwa, Naqi, Syed Asghar, Naumeri, Fatima, Nazir, Umer, Rafi, Yaseen, Saleem, Irfan, Shaukat, Ayesha, Sikandar, Hafiz Saqib, Tu zahara, Fatima, Ali, Ahsan, Jawad, Muhammad, Noman, Hamza, Taha, Dr Hassan, Dr. Gul e Raana, Muhammad Ghulam Qadir, Ali, Imran, Asjad, Muhammad, Ayyaz, Mahmood, Bajwa, Luqman Ali, Bhatti, Samiullah, Butt, Usman, Chishti, Muhammad Haris, Hassan, Muhammad, Hassan, Usman, Hayat, Khizar, Khan, Rohma, Latif, Usman, Majeed, Faizan, Malik, Kiren, Nabi, Muhammad shoaib, Sadiq, Muhammad Hamza, Saeed, Komal, Sarfraz, Kiran, Sohail, Rubina, Syed muhammad, Bilal, Umair, Usama, Wasim, Shafqat, Wasim, Tayyiba, Imran Anwar, Muhammad, Ali, Ammar, Aslam, Muhammad, Sher e Murtaza, Muhammad, Faizi, Fouzia, Khan, Hamza, Akhtar, Muhammad Shaheer, Amin, Hasbi Allah, Ayub, Bakhtawar, Basir, Muhammad, Gul, Hina, Khan, Muhammad faisal, Moeen, Aiman, Mohmand, Obaid, Rahim, Rehana, Shafqat, Tanveer, Ur Rehman, Shams, Daud, Mashal, Abid, Rubaba, Farkhanda, Tallat, Malik, Sobia, Salim, Ruqyyah, Shaheen, Aneela, Ahmed, Faryal, Amjid, Zarafshan, Ishtiaq, Daniyal, Nagra, Ramisha Naseer, Saleem, Maleeha, Saleem, Bushra, Shabbir, Raja Khalid, Shaheen, Azka, Awad, Hadeel, Wafi, Dalia, Al-Slaibi, Ibrahim, I. A. Alzeerelhouseini, Hussam, Aljunaidi, Roaa, Amro, Adham, Shaheen, Farah, Shawer, Balqis, Shehadeh, Daleen, Demyati, Khaled, Rodriguez-Zentner, Homero, Aguilera Maidana, Domingo Javier, Bogarin, Amalia, Britez Barrios, Edulfo, Cespedes Ramirex, Luz Maria, Dragotto, Antonella, Fernandez, Celso Ariel, Gauto, Claudia, Gómez, Nadia, Karina, Liz, Martínez, Walter, Mora, Sergio, Noguera Roman, Lidia, Ocampos, Lorena, Ojeda Rojas, Alma Maria, Vera Florentin, Jorge David, Vömel, Jacob, Ferreira Aguilera, Maria Esther, Osorio, Derlis, Villanueva, Paulo, Centurion Rolon, Sandra Elizabeth, Ohara, Rozana, Portillo, Juan Marcelo, Varela Cano, Ruben Milciades, Candia, Francisco Vidal, Chirico, Carlos, Diaz Pineda, Sofia Belen, Paiva Vera, Diego Alfonso, Cantero, Daniel, Centurión, Jessica, Olmedo Bareiro, Ricardo Ignacio, Duarte, Dayhana, Delgado Godoy, Juan Marcelo, Segovia Lohse, Helmut Alfredo, Chavez Rivaldi, Cristhian, Martinez Velázquez, Maria Jose, Pedroso Alvarenga, Brayan David, Sánchez, Rosa, Segovia Lohse, Herald Rene, Flores Anaya, Estefany Angela, Huaman Huallanca, Evy Yamil, Marchan Palma, Karla Melissa, Ordemar, Jorge, Quiroz, Manuel, Lozano, Christian, Ormeño, Martin, Quispe-Cruz, Darwin Artidoro, Yamamoto Seto, Gaby Susana, Silva Barandiaran, Jose Maria, Vergel Cabrera, Cesar Alberto, Salazar, Adolfo, Sánchez Estupiñan, Joel Jesús, Arangoytia, Roy, Bustamante Polo, Jorge Luis, Desposorio Armestar, Darwin Oliver, Lopez Blanco, Aldo, Moreno, Jaime, Cardenas, Daniel, Abella, Andrei Cesar, Bejasa, Monica Maria, Unira, Cristeta, Cajucom, Carlo Angelo, Ramos, Charmagne Loren, David, Avril, Merin, John Isaac, Candelario, Nipseey Pauloe, Lopez, Marc Paul, Violago, Khrissa Lea Elisa, Tesil, Mark Jheric, Almelor, Alyssa Carmina, Almora, Jaime Jr., Arbizo, Jeric, Barretto, Diana, de Grano, Pauleen, De Pano, Jojiemar, Delgado, Juan Miguel Roberto, Dulnuan, Heather Grace, Elises, Carlo, Hilvano-Cabungcal, Ana Melissa, Legaspi, Gerardo, Magsanoc, Nikko, Notario, Jaysonnel, Santos, Jan Armelynn, Sarmiento, Abigail, Serrano, Dennis, Siahetiong, Samantha, Valeros, Charmaine Grace, Venida, Vincent, Yap, Hans Edison, Estanislao, Grace Lynn, Ganal-Antonio, Anne Kathleen, Lim, Josephine Alexandra, Nazal, Mariles, Ong Vaño, Amanda May, Rivera, Ron Daniel, Salud, Jose Antonio, Uy, Avegail Niña, Dabalos, Jesus Jr, Yabut, Kenneth, Barcelon, Jose Carlos, Chiu, Jo Ann, Kotarski, Jan, Ferreira, Filipa, Gonçalves Nobre, José Guilherme, Henriques, Susana, Macedo, Alexandre, Mendes, Cláudia, Silva, Melissa, Ribeiro, Rui, Santos, Jos´é, B. Sousa, Liliana, Paiva-Santos, Filipe, Salgueiro Oliveira, Anabela de Sousa, Azevedo, Constança, Bolota, Joana, Oliveira, Joana, Pereira, Mário, Henriques, Pedro, Manso, Maria Isabel, Martins dos Santos, Gildasio, Pereira, Rute, Revez, Tatiana, Ribeiro, Vera Inês, Teixeira, João, Alves, Paulo, Neves, Miguel, Sousa, Inês, Campos, Ana, Galindo, Luis, Girao, Ricardo, Albuquerque Messias, Jose Henrique, Fonseca, Filipa, Salgado, Inês, Santos, Patrícia, Patena Forte, Joana, Neves, Filipe, Gil, Catarina, Almeida, Joana Isabel, Correia de Sá, Tiago, Lima da Cruz, Leticia, Machado, Nuno, Marialva, Joana, Pereira, Cristiana, Ribeiro, Ana, Valente, Pedro, Fazenda, Ana, Rachadell, Juan, Sequeira, Liliana, Davide, José, Emanuel do Vale Gonçalves de Castro Alves, Eurico, Almeida Rego, Juliana, Alvarenga, Vítor, Amaro, Duarte Nuno, Devezas, Vítor, Dias, Nuno, Faria, Carlos Silva, Gomes, Fabio, Meleiro, Hugo, Pereira, André, Pereira-Neves, António, Pina-Vaz, Teresa, Pinheiro, Gabriela, Pinho, Sílvia, Ramos, Pedro, Ramos, Patricia, Vilares Morgado, Rodrigo, Canotilho, Rita, Correia, Ana Margarida, Ferreira Pinto, Ana Paula, Claro, Mariana, Costa Santos, Daniel, Boto, Carlos, Rodrigues, Sónia, Guidi, Gonçalo, Leal, Clara, Machado, Luís, Marques, Prescillia, Martins, Daniela, Morais, Mariana, Nunes, Sara, Sapage, Rita, Sousa, Rita, Sousa, Diogo, Vaz Pereira, Ricardo, Lima Oliveira, Susana, Abdalla, Samir, Aurif, Fahad, Muzaffar, Nasir, Ahmed, Khalid, Al Dosouky, Mohammed, Al-Tarakji, Mohannad, Almudares, Saif, Elaffandi, Ahmed, Muslim, Muhammad, Qabbani, Amjad, Shah, Amjad, Khan, Mohammad Burhan, Murad, Musab, Costache, Victor, Dumitrescu, Tudor Ștefan, Muntean, George-Ovidiu, Bezede, Cosmin, Enciu, Octavian, Baraian, Sergiu Catalin, Niculae, Cristina, Goicea, Raluca, Alexe, Vlad, Batog, Olivia, Iliescu, Madalina, Văcărașu, Andrei Bogdan, Negreanu, Lucian, David, Andras, Babut, Miruna, Corpodean, Alma-Andreea, Dumitraș, Cătălin, Florin, Ignat, Jako, Patricia, Kallos, Katinka, Lazar, Gabriel, Matei, Sergiu, Muntean, Maximilian, Petrusan, Alexandru, Petruț, Bogdan, Puscas, Irina-Maria, Tohatan, Calin, Lunca, Sorinel, Musina, Ana-Maria, Velenciuc, Natalia, Kuzkov, Vsevolod, Ramazanov, Makhmud, Budyakova, Veronika, Evgeny, Anokhin, Iudin, Stoian, Karpov, Ilya, Kurtenkov, Mikhail, Pobelenko, Artem, Durleshter, Vladimir, Markov, Pavel, Kriger, Andrey, Magomedaliev, Abdula, Pirakhmedov, Mirzemagomed, Sergey, Erin, Barkhatov, Sergey, Lazarev, Kirill, Rudenko, Irina, Shlyk, Darya, Sidorova, Ludmila, Garmanova, Tatyana, Kakotkin, Victor, Kubyshkin, Valery, Markaryan, Daniil, Gordeyev, Sergey, Mamedli, Zaman, Galchikova, Zinaida, Shemetova, Maria, Sugaipov, Emin, Suvorin, Pavel, Usachev, Kirill, Varvarin, Vladimir, Маланова, Анна, Frolova, Yulia, Petrenko, Konstantin, Македонская, Татьяна, Yanishev, Alexey, Nikolai, Kiselev, Torgomyan, Gaik, Dorofeev, Vitaly, Panov, Igor, Perepelitsa, Oleg, Alexey, Burlov, Nikita, Karpenko, Mariia, Shostka, Kirill, Zagaynov, Evgeny, Манкевич, Николай, Ten, Oleg, Zakharenko, Aleksandr, Kim, Gleb, Shkarupa, Dmitry, Shulgin, Andrei, Swetlana, Nepomnyaschaya, Trofimow, Alexey, Zinkevich, Denis, Zolotoukho, Anna, Байбуз, Дмитрий, Drozdov, Evgeniy, Chavkin, Petr, Shamsutdinov, Saydash, Abdullaev, Abakar, Gachabayov, Mahir, Кудрявцева, Анна, Umutesi, Sandrine, Eugene, Ngoga, Joseph, Lule, Liliane, Nzabamwita, Runanira, Daniel MUHIRE, Shumbusho, Jean Paul, Shyaka, Ian, Sibomana, Alphonse Marie, Bizimana, Achille, Bunogerane Juru, Gisele, Gilbert, Gasengayire, Irakoze, Magnifique, Muneza, Severien, Nshuti, Steven, Nyirahabimana, Jeannette, Mutimamwiza, Immaculee, Niyongombwa, Irénée, Alghamdi, Abdulaziz, Almutawa, Abdulrahman, Rayzah, Musaed, Abd ElGhany, Reda, Bawa, Dauda, Elzain, Mohammed, Wakill, Fadi, Fahiem-ul-Hassan, Mir, Al Duhileb, Mohammed, Alazzeh, Ghaleb, Alghazal, Thabet, Alkhatib, Abdulrahman, Almatar, Bikheet, Alnaimi, Manal, Alsuwaimel, Munir, Balhareth, Ameera, Abutaleb, Malak, Ageeli, Mohammed, Alhazmi, Barrag, Alkhayrat, Saud, Miftah, Mohammed, Otayfah, Sameer, Sari, AbdulRahman, Alsadiq, Mohammed, Fouad, Mohammed, Al Athath, Samer, Bayazid, Muhannad, Al-Radi, Osman, Altaf, Abdulmalik, Arab, Fatima, Bangash, Mohammed, Basendowah, Mohammed, Farsi, Deema, Farsi, Ali, Habeebullah, Alaa, Malibary, Ziad, Nassif, Mohammed, Nawawi, Anfal, Sabbagh, Abdulrahman J, Sait, Salma, Saleem, Abdulaziz, Trabulsi, Nora, Altalhi, Bassam, Mughal, Samiullah, Samadony, Mustafa, Althobaiti, Awwadh, Hakami, Hadi, Al Jamahir, Mohammed, Al Wadei, Hajr, Al-Qannass, Ali, Al-Qurashi, Qusay, Albakry, Ibrahim, Alkarak, Samer, Alkhanbashi, Omar, Alqannas, Mashhour, Alsakkaf, Mazen, Alzamanan, Mohammed, Mahnashi, Taher, Mohammed, Rawabi, Taha, Youssef, AlAamer, Ohood, Alaglan, Abeer, Alriyees, Lolwah, Alromaihi, Meaad, Alsafi, Maryam, Alsahabi, Jawaher, Alselaim, Nahar, Bin Saad, Khalid, Binjaloud, Ahmed, Dagestani, Hattan, Abaalkhail, Muath, Abukhater, Muhammad, Al Saied, Ghiath, Albarrak, Majed, Alghamdi, Ahmad, Alhogbani, Mofarej, Ali, Aisha Mansoor, Almushawah, Fatema, Alqahtani, Loai, Alqasem, Saad, AlRayih, Mohammed, Alsaleh, Khaled, Alsamari, Alanoud, Alshammari, Abdulaziz, AlSolami, Zeyad, AlSubaie, Fahd, Alsuliman, Yazeed, Alsuwaydani, Saleh, Alzahrani, Saud, Alanoud, Abu-Zaid, Ahmed, Aburahmah, Mohammad, Al Humaid, Lama, Al-Qattan, Mohammad, Alabbasi, Amira, Alahmari, Ahmed, Alaqel, Sara, Alassiri, Ali, Aldaghiri, Khalid, Alhaidari, Ammar, Alhazmi, Alaa, Alhazzaa, Norah, Alhelal, Boshra, Alhuthayl, Meshari, Alkassim, Abdullah, Alkhayal, Wafa, Almalaq, Ali, Almalik, Osama, AlMarshad, Felwa, Almeshal, Meshal, Almohsen, Hadi, Almutairi, Hanan, Alomar, Osama, AlQahtani, Abdulmajeed, Alqarni, Saad, Alresaini, Fay, Alsakka, Musab, Alsemari, Muhannad, Alshahri, Jaffar, Alshanafey, Saud, AlShehri, Yasir, AlSumai, Thuraya, Altaher, Assma, Asiri, Ibrahim, Farrash, Faisal, Hassounah, Maher, Jarman, Abdulaziz, Maqbol, Sabreen, Mrad, Mohamed Amir, Othman, Eyas, Pant, Rajeev, Spangenberg, Peter, Tulbah, Maha, Ajomah, Nadia, Alghamdi, Rami, Almufarrih, Abdullah, Alsaloom, AlHanouf, Alsubaie, Norah, Siddiqui, Abu Talha, Ahmed, Kaleem, Ajlan, Abdulrazag, Alawi, Khalil, Alghuson, Lolowah, Alhalal, Hani, Alhassan, Basmah, Aljassir, Fawzi, Aljunaydil, Abdullah, Alkhamis, Waleed H., Almalki, Ahmad, Alowais, Jalal, Alsaleh, Nuha, Alsanawi, Hisham, Alyahya, Reem, Alzahrani, Meshari, Bassi, Ali, Mansour Alshammari, Nayef, Mortada, Hatan, Sabr, Yasser, Alajmi, Turki, Alrashed, Muath, Alsabahi, Tareq, Altahan, Talal, Altuwaijri, Mohammad, Alwabel, Muath, Alzahrani, Mosa, Al Faifi, Jubran, Alobaysi, Saad, Modahi, Nawaf, AI Nwijy, Khaled, AI Zahrani, Turki, Alahmad, Feras, Awaji, Ahmed, Emara, Sherif, Musawa, Nizar, Zakaria, Mahmoud, Althobaiti, Waleed, Paunovic, Ivan, Alajaji, Nouf, Ivanović, Nenad, Kmezić, Stefan, Knezevic, Djordje, Krivokapic, Zoran, Latinčić, Stojan, Markovic, Velimir, Miladinov, Marko, Ninic, Aleksandar, Gregoric, Pavle, Loncar, Zlatibor, Bogdanovic, Ivan, Milisavljević, Filip, Paunovic, Aleksandra, Trivic, Aleksandar, Bumbasirevic, Uros, Lazic, Aleksandar, Djurisic, Igor, Jevric, Marko, Kocic, Milan, Kozomara, Zoran, Markovic, Ivan, Dejanovic, Tatjana, Marinković, Srdjan, Milanovic, Miljan, Lazovic, Mikan, Cuk, Vladica, Milutinović, Vladan, Djan, Vladimir, Trajkovic, Velicko, Lukic, Dejan, Radovanovic, Zoran, Zahorjanski, Sanja, Hing, Jun Xian, Arbab, Hana, Dimatatac, Doris Mae, Tan, Kiat Tee Benita, Ang, Wei-Wen, Chong, Yew-Lam, Tan, Ming Ngan Aloysius, Wong, Kar Yong, Gális, Branislav, Avsenak, Andrej, Bergauer, Andrej, Bratus, Dejan, Flis, Vojko, Gajsek, Urska, Gregorič, Minja, Jagric, Tomaz, Knez, Jure, Kovačič, Rok, Potrč, Stojan, Senica Verbic, Milena, Ali, Abdifatah Dahir, Omar, Kadra, Noel, Colin, Kaplan, Nathan, Kayombo, Emile, Steyn, Gert, Kariem, Maahir, Kloppers, Christo, Gool, Ferhana, Rossini, Kayla, Laubscher, Annamart, Quirke, Sinead, Swart, Reinier, Koto, Modise Zacharia, Sardiwalla, Imraan, Areu, Mapuor, Ferrara, Paula, Sandoval, Hernan, Andrés Ros, Conrado, Angulo Artal, Raquel, Jiménez-Jiménez, Marta, Oñate, Mikel, Pesántez Peralta, María Alexandra, Villalabeitia Ateca, Ibabe, Triana, Guillermo, Alias, Alfonso, Balaguer-Castro, Mariano, Camacho Carrasco, María Pilar, Campuzano Bitterling, Borja, Fabregas, Neus, Ferrer Fuertes, Ada, Ferrés, Abel, Hoyos Castro, Jhon Alexander, Reyes Figueroa, Luis Alberto, Roldan Ramos, Pedro, Rumià Arboix, Jordi, Sabater-Martos, Marta, Topczewski, Thomaz E., Vives-Barquiel, Marian, Ballester, Eulalia, Giulia, Vitiello, Miralpeix, Ester, Riba Combatti, Luisana, Sanz Llorente, Andrea, Bejarano Serrano, Miguel, Capdevila Vilaró, Blanca, Cuesta Argos, Mario, de Haro Jorge, Irene, García-Aparicio, Luis, Massaguer, Clara, Moraleda Gudayol, Ines, Muñoz Fernández, María Elena, Rojas-Ticona, Javier, Pascual, Montserrat, de la Torre, Javier, Alvarez Saez, Iago, Conesa, Anna, de Pablo García-Cuenca, Alba, Dediulia, Natalija, Guillén, Juan sebastian, Lopez, Manuel, Mateo Arzo, Maria Dolores, Murillo, Judith, Perera Sarri, Remei, Reche Padilla, Maria José, Rodriguez, Natalia, Soler, Iñigo, Suescun López, Maria Carmen, Teixidor Serra, Jordi, César, Vázquez García, González, Gloria, Medina Hernández, Mario Rafael, Pozo, Carolina, Valle, Antonio, Villamor, Idoia, Lecumberri, David, Martínez-Pinedo, Carlos, Alcalá Rueda, Ignacio, Díaz Tapia, Gonzalo, Dieguez López, Maria, López García, Isabel, López-Toribio López, Pilar, Bosch, Marina, Fernández Candela, Alba, Lillo García, Cristina, Oller, Inmaculada, Sánchez-Guillén, Luis, Triguero Cánovas, Daniel, Aranda Lozano, Francisca, Del Pozo Andres, Eneko, Ochoa Villalabeitia, Begoña, Ortega, Natalia, Sanz Larrainzar, Amaia, Vicente Rodriguez, Irune, Jover, Jose M, Ramos Rodriguez, Jose Luis, Antonio, Codina, Farrés Pla, Cristina, Tuca, Francesc, Guisado Calderón, Antonio Francisco, Pastor, Oscar, García Amador, Cristina, Allue, Marta, Colsa, Pablo, Ponchietti, Luca, Navarro-Sánchez, Antonio, Ortiz López, David, Berrocal, Sara, Cagigal Ortega, Elima Pilar, Díaz Peña, Patricia, Fernández Bernabé, Patricia, Fraga, Gema, García, Antonio, Garcia De Castro, Elena, García Domínguez, Antonio, Gonzalez, Judit, Busto Suarez, Sara, Castaño, Mario, De Arriba Alonso, Mario, Farrés Rabanal, Anna, Fernández-Samos Fernández, Diego, García Pérez, Cristina, Higuera Miguélez, Eva, Laguna, Gregorio, Perez, Irene, Alvarez Torres, Eva, Calderon Barajas, Zulay Adriana, Fernández, Aida, Jimenez-Roldan, Luis, Levstek, Meta, Parada Rodriguez, Ana Maria, Bonet, Mireya, Serrano Méndez, Patricia, Jorgensen, Thomas W., Alonso Juarranz, Miguel, Ávila-Ramírez, Luis Felipe, Buendia Pérez, Javier, Burgos-Blasco, Barbara, Camarero Rodríguez, Enrique, Encinas Bascones, Alejandro, Fernandez-Martin, Elena, Gil Prados, Inés, Giraldo, Maria Alejandra, Gomez Cervantes, Manuel, Guemes Villahoz, Noemi, Iglesias Moreno, Maria Cruz, Leyva Rodríguez, Francisco, Poch, Adriana, Saez Carlin, Patricia, Sánchez del Pueblo, Cristina, González, Enrique, Cuende Diez, Miguel, Polanco Pujol, Lucía, Ruiz Chiriboga, Diego Fernando, Artés Caselles, Mariano, Calles-Sastre, Laura, Casas Sánchez, Marcos, Martín Rodrigo, Pilar, Remirez Arriaga, Xabier, Rial, Xiana, Bazán Inostroza, Borja, Muñoz de Nova, Jose Luis, Revuelta Ramírez, Julia, Colao García, Laura, Gallardo, Ana Belén, Alvarez-Gallego, Mario, Aragón-Ramos, Paula, Chavarrias, Nuria, Gegúndez Simón, Alberto, Heras Garceau, María Alexandra, Lassaletta, Luis, Lopez Fernández, Fuad Samir, Pascual Miguelañez, Isabel, Peñarrocha, Julio, Sánchez Méndez, José Ignacio, Córdova García, Diego, Lasa, Inmaculada, Vera Mansilla, Cristina, Bérénice, Gutiérrez, Gadin-Lopez, Sandra Maria, Martínez-Gómiz, José María, Nieto-Moreno, Elena, Nieto-Moreno, Ana, Vazquez-Rivero, Beatriz, Vielva del Campo, Belén, Costas-Ochoa, Simbad, García Pérez, José María, Marmol, Elizabeth, Vicente, Pedro, Blaya, Aida, Bobadilla Romero, Emny Rochell, Gonzalez Celdran, Rebeca, Lanagrán Torres, Abd Al Aziz, Lax Perez, Raquel, Marco Garrido, Alfonso, Medina, Esther, Onate, Julian, Peña Ros, Emilio, Sanchez Rodriguez, Carlos, Valero Soriano, María, Yepes García, María Teresa, Conesa, Ana, Delegido García, Ana, Gómez Valles, Paula, Martínez, Francisco, Gómez Viana, Leticia, García Flórez, Luis Joaquín, Suárez Sánchez, Aida, Concepcion, Aguirre, Asier, Alomar Bofill, Marta, Baena, Santiago, Castro Suárez, Marta, Cifuentes Rodenas, José Andrés, Mata, Javier, Morell, Andreu, Pagès, Naila, Rodriguez Vaquero, Leticia, Santos Cidon, Pilar, Soler Pedrola, Maria, Tasende, Marta, Segura-Sampedro, Juan José, Tello Galindo, Isabel, Cámara Cabrera, Jaume, de la Rosa-Estadella, Marta, Molina-Corbacho, Matilde, Santos Espí, Marta, Diego-Alonso, Elisa Angela, Aguinagalde, Borja, Andres Imaz, Ainhoa, Armendariz, Mikel, Arrabal, Lorena, Augusto, Iñigo, Cuevas, Ainhoa, Elúa, Alejandro, Gallego, Lander, Garmendia, Gregorio, Grañén, Carmen, Iraola, Maria, Lizarbe, Jon Ander, Lopes Moreira, Claudia Cristina, Pastor, Tania, Recio Ayesa, Adrián, Rodríguez, Carballo, Ruiz Montesinos, Maria Inmaculada, Blanco, David, Calderón, Marta, Cuadrado-García, Angel, García Virosta, Mariana, López-Martin, Javier, Maté Mate, Paloma, Medrano, Paloma, Picardo, Antonio L., Valor Garcia, Cristina, López-Ruiz, Enrique, Vega, Miguel Ángel Gordo, Adeba García, Miguel, Alvarez Gama, Javier, Berjon De La Vega, Loreto, Calleja Hermosa, Paola, Cimadevilla Calvo, Bonifacio, de la Dehesa Cueto-Felgueroso, Paloma, Diez Zapirain, Miren Jasone, Garcia Alcalde, Lucia, García Moreno, Tito, Gonzalez Benito, Miren, Lopez Gomez, Patricia, López López, Antonia Jesús, Rabago, Jose Luis, Sanz, Juan Ramón, González Revilla, Elena, Alarcón, Isaias, Durán Muñoz-Cruzado, Virginia María, Perea del Pozo, Eduardo, Pintor-Tortolero, José, Capitan-Morales, Luis-Cristobal, Cintas Catena, Juan, López De Fernández, Alina, Ruminot, Cristian, Acosta Diaz, Hander Guillermo, Artigues, Enrique, Costa, Laura, Ferrer Gomez, Carolina, López Sánchez, Isabel, Martinez-Perez, Carolina, Renovell Ferrer, Pablo, Ricardo, Guijarro-Jorge, West, Silvia M., Zapater, Enrique, Bauzá, Mireia, Garcia, Francisco, Garzon, Luisa Paola, Izquierdo, Ana, Lapeña Rodríguez, Maria, Moro-Valdezate, David, Palomares Casasús, Sara, Albert Fort, Mara, Diez Ares, Jose Ángel, Domingo Del Pozo, Carlos, Estellés Vidagany, Nuria, Giner, Blanca Alastrue, Gomez-Abril, Segundo, Gonzálvez Guardiola, Paula, Payá-Llorente, Carmen, Picazo Pineda, Eduardo, Roca, Andrea, Trullenque Juan, Ramon, Verdejo Gimeno, Cristina, Zaragozá García, Jose Miguel, Zomeño Bravo, Gema, Ardura, Francisco, Badillo Bercebal, Carmen Elena, Bedate Núnez, María, Begoña Aranzazu, Alvarez-ramos, Casas Marcos, Ana Belén, Cervera, María Carmen, Ferreras García, Carlos, Gobernado Tejedor, Julio Alberto, Herranz Arriero, Ana, Juarez, Moises, Labrador Hernandez, Gregorio de Jesus, Leon-Andrino, Alejandro, Martinez Municio, Gonzalo, Montes-Manrique, Mario, Ortiz de Solórzano Aurusa, Francisco Javier, Pesquera, Laura, Plata, Maria, Rodriguez-Lopez, Mario, Romero de Diego, Alejandro, Ruano, Ana, Sánchez Torralvo, Cristina, Vazquez Fernandez, Andrea, Velasco García, Eduardo, Zamora Horcajada, Álvaro, Acebes García, Fernando, Asensio Díaz, Enrique, Labarga Rodríguez, Fernando, Pacheco Sánchez, David, Pérez-Saborido, Baltasar, Pinto, Pilar, Simo, Vicente, Velasco López, Rosalía, Veleda Belanche, Sandra, Balluerca, Maria, Garcia, David, Sánchez-Rubio, María, Casas, Estefania, Delfau Lafuente, Daniel, Gil Romea, Ismael, Valero Lázaro, Isabel, Carnicer Escusol, Esmeralda, Pola Bandres, Guillermo, Talal El-Abur, Issa, Yánez, Carlos, Gracia-Roche, Carlos, Jariod Ferrer, Ursula María, Simón Sanz, María Victoria, Uson, Tomas, Ahamed, Waseem, Nagarasa, Pirashanthan, Piratheep, Kanapathipillai, Rodrigo, Vithranage Srimantha Dewsiri, Arulanantham, Arulprashanth, Vimaleswaran, Koculen, Ranaweera, Probhodana, Samarasekera, Dharmabandhu N, Seneviratne, Sanjeewa, Dasanayake, Lanka, Wickramasooriya, Dj, Ganeshapillai, Kugarajh, Kaluarachchi, Athula, Abubakr, Abubakr, Mohamed, Hozifa, Sharfeldein, Mogahid, Ismail, Samir, Abdalla, Eman Adam, Abdelbagi, Mohamad, Adlan, Alsafe, Awad, Yasir, Eldirdiri, Samwal, Ahmed Mohamed, Lana Abdalgadir, Aljafari, Abdulmalek, Humidan, Abubakr Ali Mohammed Alhassan, Alhag, Albrra, Bakheit, Imad, Shaban, Walid, Siddig, Nidhal, Abbas, Omer, Abdelrahim, ElTahir, Mohamed, Ali, Ataalmanan, Malaz Amir, AtaAlmanan, Tebyan Amir, Osman, Alkhansa, Osman, Amna, Ahmed, Abdelkareem, Eljack, Mohamed, Ibrahim Mohammed Ali, Mohammed, Muhmmed, Khadija, Bashir, Osman, Pieteris, Linas, Saeed, Yousif, Björnström Karlsson, Karin, Chew, Michelle, Jonsson, Carina, Oscarsson, Anna, Pourlotfi, Arvid, Simlund, Malin, Hultgren, Rebecka, Hynning, Boel, Sparrelid, Ernesto, Svenberg Lind, Clara, Wales, Jeremy, Pieniowski, Emil, Zürner, Robert, Kollmar, Otto, Wildhaber, Barbara, Gass, Markus, Ricciardi, Pietro, Antonilli, Morena, Christoforidis, Dimitrios, Gasparri, Maria Luisa, Mongelli, Francesco, Gingert, Christian, Schöni, Daniel, Solimene, Folco, Gero, Daniel, Thalheimer, Andreas, Hmaideh, Ahmad, Kour, Alaa, Alannaz, Omar, Aljasem, Ramez, Hamoud Alhussein, M.wafa, Mohammad, Mazen, Shashaa, Mohammad Nour, Abdulsalam, Albaraa, Alfarra, Dina, Alnasser, Mahmoud, Gharib, Mulham, Kabel, Obaida, Kherallah, Osama, Najjar, Mohamed shukri, Shiekhoni, Joud, Alkhaleel, Wael, Aloulou, Mohammad, Arnaout, Khaled, Brimo Alsaman, Muhamad Zakaria, Estanbouli, Mohamad, Hawa, Hanadi, Shaikh Torab, Sana, Dalaleh, Mohammed, Danial, Aghyad, Halwani, M.yasser, Hanino, Mohammad, Hasan, Ala aldeen, Kayyali, Ammar, Kezze, Amana, Kour, Mohammad, Masri, Ruqaya, Masri, Noor, Mazketly, Muhammad, Salem, Rima, Sayed Bakir, Thabet, Sharabaji, Manaf, Shurbatji, Joudy, Ward, Fadi, Zazo, Rama, Hawa, Nouran, Al Hage Diab, Hiba, Alneser, Omar, Alsaid, Bayan, Azar, Elias, Bakr, Lubna, Hamza, Ammar, Mohammad, Alaa, Saleh, Mohannad, Abdul Salam, Omar, Alhamid, Mohammad, Hadidi, Danny, Kallas, Mamdouh, Laktine, Antoine, Fallouh, Deema, Rmman, Ahmad, Ahmad, Basel, Ahmad, Ahmad Mustafa, Alkhdor, Ali, Kozah, Youssef, Mohammad, Ammar, Shebani, Mohammed Mouaz, Sommaq, Alaa, Alsayyad, Rasha khalil, Alzabibi, Mhd Amin, Bakkar, Batoul, Ismail, Hlma, Ali, Marah, Almjersah, Abdulrahman, Almoustafa, Aya, Dahhan, Hiba, Haj Hassan, Bashar, Suliman, Siba, Hu, Yu-Ning, Tsai, Meng-Ta, Srisuworanan, Nicha, Taweerutchana, Voraboot, Siwachat, Sophon, Ramsaroop, Akash, Imed, Abbassi, Gobut, Huseyin, Gülçek, Emre, Özeller, Elif, Şahin, Can, Yavuz, Aydın, Akgor, Utku, Orhan, Nazlı, Yüksel, Cemil, Köksoy, Ülkü Ceren, Korkmaz, Deniz Serim, Şahan Çetinkaya, Zeynep, Yildirim, Elif Aybeniz, Yığman, Metin, Isik, Ozgen, Yılmazlar, Tuncay, Ince, Ilker, Ulas, Ali Bilal, Kaplan, Mehmet, Baca, Bilgi, Arikan, Akif Enes, Aytac, Erman, Ozben, Volkan, Bozkırlı, Bahadır, Api, Olus, Cil, Aylin Pelin, Urman, Cumhur BLent, Altinel, Yuksel, Calikoglu, Fikret, Durmaz, Ahmet Guray, Ercetin, Candas, Gullu, Hasim Furkan, ÖzdoÄŸan, Kamil, Vartanoglu, Talar, Yigitbas, Hakan, Bahçeci, Ece, Bilmez, Mestan, Binboa, Elif, Doğan, Keziban, Dural, Ahmet Cem, Ferahman, Sina, Guven, Fatih, Köse, Selçuk, Önder, Ayşe Büşra, Onur, Ismail Umut, Yaşar, Levent, Yigit, Ulviye, Bilgili, Ümmühan Zeynep, Ünlü, Eyyüb Selim, Alis, Halil, Caliskan, Musa Murat, Çiçek, Mahmut emin, Güler, Mert, Idiz, Ufuk Oguz, Yıldız, İshak, Atis, Gokhan, Kazan, Ozgur, Ozgur, Ilker, Bese, Tugan, Cebi, Sukru, Erginöz, Ergin, Turna, Akif, Guldogan, Cem Emir, Ozmen, Mehmet Mahir, Bozkurt, Mehmet Abdussamet, Kara, Yasin, Kocataş, Ali, Özcan, Adem, Akova Deniz, Elif, Cimenoglu, Berk, Demirhan, Recep, Gundogdu, Elif Cansu, Sarı, Ramazan, Buğra, Dursun, Kulle, Cemil Burak, Akmercan, Ahmet, Uludag, Mehmet, Yetkin, Gürkan, Ülgür, Hanife Şeyda, Divarci, Emre, Ozdemir, Egemen, Yetut, Seda Dilek, Aydin, Cengiz, Calik, Bulent, Demirli Atıcı, Semra, Kirmizi, Yasemin, Oztan, Mustafa Onur, Salimoğlu, Semra, Güler, Sertaç Ata, Tatar, Ozan Can, Ulutaş, Mehmet Eşref, Akçay, Mertcan, Akin, Emrah, Cakmak, Guner, Çapoğlu, Recayi, Çelebi, Fehmi, Firat, Necattin, Harmantepe, Ahmet Tarik, Kamburoğlu, Muhammet Burak, Kocer, Belma, Alan köylü, Zehra, Aybar, Engin, Candan, Mert, Yemez, Kürşat, Büyükkasap, Çağrı, Eyuboglu, Kayahan, Isa, Isabirye, Ibingira, Treasure, Mbiine, Ronald, Nakanwagi, Cephas, Ntege, Joseph, Ntege, Arnold, Othieno misanga, Henry, Ssenyondwa, John Baptist, Stella Alice, Nimanya, Kisuule, Castro, Magezi, Moses, Muganga, Dionizi, Musana, Othiniel, Muwanga, Twaha, Nabawanuka, Assumpta, Nassali, Goretti, Ssekweyama, Peter, Ssenyonjo, Kagga, Walusimbi, Justine, Zaake, Daniel, Hordoskyi, Vladyslav, Beznosenko, Andriy, Sergei, Sikachov, Yovenko, Ihor, Ibrahim, Ahmed, Basappanavar, Vikram Somashekhar, Kherani, Safeena, Lone, Rubina, Majid, Ibrar, Babar, Maryam, Alawadi, Khalid, Abdunabi, Murad, Abdulateef‏‬‬, ‪Omar‬‬, Al-Masari, Hayder, Ibrahim, Shaimaa, Jardine, Ruari, Osborne, Laura, Pereca, Jelizaveta, King, Angharad, Price, Cheri, Temperton, Andrew, Williams, Matthew, Woodhouse, Thomas, Hobrok, Maria, Nimale, Suad, Robin, Nicole, Faria, Giles, Relwani, Jai, Adeboyejo, Oluwaseun, Hussain, Shoaib Fahad, Issa, Fadi, Luney, Catriona, Sethi, Aman, Bye, Matthew, Kumari, Sujatha, Morris, Richard, Seymour, Zoe, Almaghrebi, Asem, Kahiu, Josephine, Ravenscroft, Selina, Ward, Alex, Wibmer, Lucy, Cross, Katie, Fakhrul-Aldeen, Mohammed, Ahmad, Shahrukh, Boyes, Joshua, Freudmann, Matthew, Patel, Panna, Sodde, Peter, Ensor, David, Sharavanan, Premalatha, Conroy, Soraya, Parsons, Thomas, Bashabayev, Beibit, Doyle, Joseph, Elshibly, Hashim, Khan, Maryam, Mutsonziwa, Nyasha, Bache, Christopher, Odeh, Abdulrahman, van Vliet, Helen, Ullah, Syed Osama Zohaib, Deshpande, Anvay, Farid, Mohammed, Howells, Michael, Leng, Catherine, Leung, Andraay, Mahmood, Ansar, Nankivell, Paul, Satsangi, Bhaskar, Surendrakumar, Veena, Tirotta, Fabio, Balai, Edward, Sillah, Abdul, Cherukat, Jayant, Ahmed, Nauman, Elniel, Mohammed, Chituku, Tsitsi, Rao, Milind, Baker, Thomas, David, Rotimi, Al-uzri, Muntadhir, Bickerdyke, Jordan, Dosis, Alexios, Hashem, Mohamed, Hodgson, Harry, Milton, Amelia, Raine, Christopher, Selwyn, David, Slark, Isabel, Watson, Jessica, Sheefat, Shahrima, Mohamed, Mazin, Kapuge, Lakith, Dewi, Ffion, Di Tommaso, Ettorino, Guida, Gustavo, Bellerby, Jack, Cullen, James, Frostick, Rhiannon, Gregory, Kate, Igbagiri, Kueni, Jichi, Tarik, Luckwell, Rhys, Shiels, Sarah, Hamilton-Baillie, Agnes, Ryan, Neil, Williams, Olatoyosi, Mangarai, Aneish, Virgincar, Ashwini, Abdelraouf Moawad, Karim, Ashcroft, James, Ashfield, Susannah, Balakrishnan, Anita, Coughlin, Patrick, Dai, Nick, Dunne, Henry, Hardwick, Sarah, Hashemipour, Yaldasadat, Hettiarachchi, Thusitha, Jackson, Claire, Khan, Wasim, Kyriacou, Harry, Mitrofan, Claudia Gabriela, O’Neill, Robert, Rooney, Siobhan Mairead, Salau, Eniola, Silva, Arnaldo Neves Santos, Singh, Aminder, Solly, Jeremy, Venturini, Sara, Walker, Catriona, Bushra, Raisa, Kalyanasundaram, Asanish, Osman, Mohamed, Sitaranjan, Daniel, Smith, Christopher, Woolcock, Emma Rose Michelle, Yao, Mark, Evans, Rhodri, Mcleod, Robert, Shinkwin, Michael, Ewins, Emma, Fuller, Lucy, Krishnan, Emily, Tripathi, Dr Shiva S, AlAbdulwahed, Reem, Debo-Aina, Adeoye Oluwakanyinsola, Saha, Sunita, Campbell, William, Small, Sarah, Carlos, William, Chandla, Danny, Davis, Timothy, Dickson, Kathryn, Goodwin, Peter, Henning, Sarah, Kolokotroni, Maria, Mackay, Nicola, Stephens, Alastair, Ward, Thomas, Mena, Jimmy, Paul, Emila, Joshi, Anuja, McKay, Joanne, Weenink, Lotte, Cribb, Mark, Amin, Vishal, Dawson, Jonathon, Jangan, Akash, Mughal, Aamer, Olive, Rachel, Wall, Michael, Weedon, Stephanie, Kerr, Megan, Davison, Stephen, Doherty, Laura, Donoghue, Christopher, Faulkner, Alastair, MacInnes, Alasdair, McNicol, Rebecca, Rahman, Mohammad, Tiang, Kimberly, Foreman, Jennifer, McAllister, Ian, Collicott, Tom, Cullis, Paul, Holt, Phillip, Durden, Andrew, Linder, Gustav, McGregor, Richard, Molyneux, Samuel, Norton, Joel, Robb, Lydia, Skipworth, Richard JE, Tambyraja, Andrew, Boyle, Connor, Hodge, Katherine, Paterson, Hugh, Smith, Scott, Vaughan-Shaw, Peter G, Benjamin, Miles, Rahimzadeh, Mana, Burden, Eleanor, Cozens, Joanne, Donigiewicz, Urszula, Goubran, Alex, Hubbard, Thomas, Jukes, Matthew, Myintmo, Aye, Ng, Michael, Parker, Katie-Louise, Pringle, Heather, Yim, Guang, McCabe-Robinson, Olivia, St Aubyn Bilton, Henry, Walmsley, Matthew, Vincenti, Cara, Carson, Daniel, Holroyd, David, Jamieson, Nigel, Thomas, Rachel, Boardley, Rachael, Bridgman, Elsie, Lammy, Simon, Danton, Mark, Gradinariu, George, Dwerryhouse, Simon, Garg, Vipul, Pinjala, Muni, Bhatta, Gakul, Velchuru, Vamsi, Chin, Mei ying, Hayward, Abi, Abubakar, Ahmed, Javid, Manal, Khurana, Taran, Ko, Kar Yeung Kenneth, Horsnell, Jonathan, Madhuri, Thumuluru Kavitha, Murray, Isabella, Akthar, Farah, Crane, Emily, Jmaileh, Manal, Lu, Htoo, Mahaluxmivala, Jehangir, Sohrabi, Catrin, Cohen, Oliver, Wright, Matthew, Abdul-Jabar, Hani B, To, Christopher, Abdelmonem, Abdelmonem hassan eid, Dubey, Vivek, Smart, Yat Wing, Deacon, Laura, Garden, Laura, Oldbury, Megan, Ahmed, Faazil, Cairns, Alison, Eltayeb, Momin, Huggon, Benjamin, Jehan, Shah, Khaliq, Sameera, Loubani, Mahmoud, McClean, Adam, Modak, Gautam, Ripoll, Brianda, Watts, Arun, Yau, Jih Dar, Arya, Shobhit, Mallidis, Evangelos, Youssef, Fahed, Pamela, Alhammali, Tariq, Lynch, Michelle, Mohammad, Adam, Sambhwani, Sharan, Taylor, Ormond Mark, Wright, Michelle, Helley, Michael, Hood, Iain, Howie, Emma, Jordan, Shannon, Stickle, Duncan, Britton, John, Clarke, Theo, Weisz, Gabriella, Wallace, Lindsay, Arif, Salman, Barua, Anupama, Blackwell, Michael, Bourke, Grainne, Bowe, Conor, Chowdhury, Mahbub, Constantino-duarte, Raquel, Earl, Sophie, Elmahdy, Walid, Kanatas, Anastasios, Salt, Emily, Twigg, Josh, Wright, James, Bradshaw, Luke, Buckton-Perkins, Abbigayle, Burdge, Gemma, Clarke, Eleanor, Doxford-Hook, Elizabeth, Fraser, Sheila, Giorga, Andrea, MacInnes, Emma, Maslekar, Sushil, Nahm, Christopher, Rushton, Loren, Skinner, Helen, Toogood, Giles, Acharya, Metesh, Boyles, Rebecca, Chowdhry, Mohammed Fiyaz, Karia, Chiraag Thakrar, Koulouroudias, Marinos, Mohammed, Rayhaan, Pabari, Anishka, Tsiourva, Evangelia Ioanna, Ashford, Robert U, Chavda, Vijay, Georgieva, Irina, Kuronen-Stewart, Cameron, Ahmed, Zubair, Kulkarni, Nikhil, Prusty, Lydia, Thekkinkattil, Dinesh, Hasan, Asif, Lunevicius, Raimundas, Maple, Natalie, Pringle, Shirley, Santini, Alasdair, Ebbs, Samuel, Falder, Sian, Hanley, Margaret, Harwood, Rachel, McNamara, Anna, Panda, Abinash, Popescu, Florentina Luiza, Uddin, Mauin, Eid, Raja, Guilford, Jeremy, Kaye, Stephen, Lenihan, Rebecca, Shore, Susannah, Sochorova, Dana, Torella, Francesco, Clark, Simon, Elmoslemany, Tarek, Lemos, Chris, Nair, Vijayam Priya, Sarao, Sarbpreet, Hughes, Dominique, Mazumdar, Eshan, Motter, Dema, Lyle, Holly, Mahon-Daly, Freyia, Burdon, Zoe, Dattani, Rupen, Dela Cruz, Nina Jyne Minette, Faulkner, Jordan, Garner, Madeleine, Morgan, Catrin, Mifsud, Christopher, Stahl, Rose, Vig, Stella, Shaerf, Daniel, Sheth, Hemant, Soggiu, Fiammetta, Adams, Katie, Aduse-Poku, Maame, Arlidge, James, Baldwin, Melissa, Bidd, Heena, Brunet-Garcia, Aina, Gawad, Mothana, McCrindle, Sarah, Sahai, Arun, Salvana, Abegail, Tian, Sarah, Wong, Valerie, Yeung, Elizabeth, Merchant, Irfan, Rawaf, David, Atif, Qurrat Al Ain, Dott, Cameron, Ferguson, David, Sarodaya, Varun, Dornseifer, Mamun David, Davidson, Brian, Fusai, Giuseppe, Gilliland, Jack, Mirnezami, Reza, Patel, Krishnakumure, Varcada, Massimo, Brignall, Rhiannon, Efthimiou, Evangelos, Faimali, Martina, Iakovou, Despoina, Jayasinghe, Jayan Dewantha, Nikoloudaki, Zoi, Nnajiuba, Henry, Prakash Vel, Sankhya, Vaghela, Kalpesh, Oo, Aung, Thomas, Ashley, Wachtl, Marta, Zawadka, Mateusz, Abouelazayem, Mohamed, Hing, Caroline, Leyte Golpe, Antonio, Santhirakumaran, Gowthanan, Tan, Carol, Sarraf, Khaled, Shalhoub, Joseph, Sugand, Kapil, Alport, Poppy, Barry, Peter, Butler, John, Dawson, Hannah, Hayes, Andrew, Jones, Robin, Smrke, Alannah, Strauss, Dirk, Sharpe, Alexandra, Marzouqa, Natalie, Jesner, Ora, Sheach, Lesley, Short, Matthew, Tan, Shawn Jia Hwang, Thursz, Zoe, Ullah, Zaker, Ahmed, Safia, Harrison, Haidee, Kudchadkar, Shantata, Patel, Minil, Raithatha, Amit, Amir, Farhat Naaz, Bughio, Mumtaz, Ftaieh, Fares, Hmone, Wut, Smart, Christopher, O’Farrell, Eoin, Ahluwalia, Saravpreet, Cheyne, Natalie, Naseem, Haris, Verma, Gopalkrishna G, Waddell, Eilidh, Halim, Usman, Moret, Charlie, Clough, Ethan, de Berker, Henry, Faily, Sara, Jeelani, Ana, Murphy, Matthew, Dey, Swarnendu, Norawat, Rahul, Abdelaziz, Mohammed, Abdelghafar, Moslem, Brown, Benjamin, Haffenden, Verity, Murray, Emma, Ross, Carlo, Shahrokhi, Nazanin, Thulasiraman, Srivishnu, Varma, Anil, Viswanath, Yks, Martin, Alexander, Sin, Chin Hang Sophia, Teng, Wai Huang, Aamir, Junaid, McGladdery, Connor, Chan, Corey, Dawe, Nicholas, Salisbury, Thomas, Best, Lauren, Bosanquet, David, Elgarf, Sarah, Freeman, Hawys, Morgan, Steffan, Morgan, Ellie, Munteanu, Alexandra, Sianos, Filip, Surendran, Sumi, Amy, Angelou, Dimitrios, McCaughey, Katie, McLaughlin, Nicole, Freed, Ebru, Hasan, Raashad, Ozua, Joshua, Saad, Haisam, Toi, Teri, Mohammad, Aujla, Pritpal, Burnside, Nathan, Collins, Michelle L, Das, Nivedita, Doleman, Brett, Fennell, Nathalie, Grundy, Catherine, Kaur, Harmanpreet, Lau, Maisie, Marson, Ben, Rollett, Rebecca, Sandland-Taylor, Laura, Tamimy, Muhammad Sarmad, Whisker, Lisa, Yanni, Fady, Abbas, Asad, Boereboom, Catherine, Brewer, Hilary, Dickson, Edward, Gregory, Gordon, Jackman, Jamaall, Khanfer, Aseel, Koh, Amanda, Mohamed, Eyas, Morris, Daniel, Myint, Yulanda, Ng, Jimmy, Norrish, Alan, Oyende, Olamide, Patel, Mohammed, Reilly, John-Joe, Sanyal, Sudip, Shah, Anneka, Thomas, Kathryn, Thompson, Amari, Varghese, Benjamin, Worku, Dawit, Adapa, Akshath, Ashrafi, Mohammed, Gray, Matthew, Havenhand, Tom, Banks, Thomas, Dass, Debashis, Ismael, Salam, Chen, Pengchi, Doshi, Neel, Gorgoraptis, Stefanos, Hatim Ali, Ali Asgar, Ng, Benjamin, Risk, Omar Ben Forge, Soleymani majd, Hooman, Ali, Roshneen, Ameen, Abdur-rafee, Belcher, Elizabeth, Ganau, Mario, Hughes, Anne, McNamara, John, Plaha, Puneet, Sravanam, Sanskrithi, Norris, Jonathan, Alasadi, Ala, Donnelly, Lauren, Harding, Thomas, Shum, Christie Hok Yung, Slevin, Zack, Acharya, Shivanie, Amditis, Pantelis, Bashir, Aladdin, Khan, Maham, Marshall-Roberts, Rachel, Miller, Douglas, Miller, Sarah, Nawara, Hossam, Singh, Simran, Smolarek, Sebastian, Yao, Lu, Armstrong, Lara, Lockhart, Jessica, Ashbridge, James, Di Donato, Nadine, Dipper, Matthew, Stefan, Samuel, Khincha, Priyatma, Riaz, Kazim, Shehrazi, S Ali Raza, Anazor, Fitzgerald, Brown, Sarah, Chadha, Radhika, Crawley, Emily, Kulkarni, Avadhut, Lewis, Francesca, Messina, Gianfranco, Bird, Sophie, Chaudhry, Umer, Prakash Narayan, Prabhat, Khan, Karishma, Murali, Sreedutt, Papidze, Ketevan, Ali, Aoun, Haque, Saeef, Mukherjee, Samrat, Wickramarachchi, Lilanthi, Yang, Yu Hsuen, Bitar, Samer, Chelva, Ruth, Gabr, Abdullah, Madni, Abdul, Mohamed, Musheer Hussain, Ramesh, Ashwanth, Ugam, Al-Tamimi, Yahia, Bacon, Andrew, Catto, James, Rominiyi, Ola, Tame, Oliver, Jackson, Richard, Kiely, John, Anjarwalla, Naffis, Kahka, Ehab, Patel, Arjun, Saeid, Sawsan, Samadi, Nilofar, Karar, Shoura, McCullough, Rebekah, Punnen, Aaron Julius, Danwaththa Liyanage, Aloka Suwanna, Aleem, Muhammad, Cathcart, Russell, Cohen, Olivia, Brinkler, Rebecca, Hayat, Zara, Parry, James, Adegbola, Samuel, Yeoh, Clarence, Melissa, Bromage, Stephen, Chatterji, Somashree, George, Suku, George, Smitha, Hunt, Janette, Kujawa, Magda, Munshi, Fatema, Rooney, Joanna, Zakieh, Imad, Zhang, Yuhao, Evans, Daisy, Sachdev, Bobby, Sadia, Uzma, Rajgor, Amarkumar D, Walters, Holt, Dube, Manas, Watson, Nicholas, Ananth, Sankar, Dhillon, Dharminder, Henry, Alastair, Lau, Godfrey, Li, Zoe, Shah, Ketan, Castelhano, Rute, Shah, Vinay, Win, Khine Myat, Davoudi, Kaveh, Foster, Paul, Hunt, Louise, Kamalakannan, Bhavani, Macdonald, Hamish, Morrison, Jo, Newitt, Laura, Parwaiz, Hammad, Slade, George, Stewart, Charles Geoffrey Dermot, Rhee, Jae, Sykes, Rosemary, Dickason, Aubrey, Ekpo, Ekemini, Scott, Rupert, de Rome, Katherine, Sahnan, Kapil, Ismayl, Ghiath, Moores, Thomas, Simmons, Mark, Techaboonanake, Sita, Abdelgalel, Khaled, Amin, Verda, Bhatnagar, Anuj, Charalampakis, Vasileios, Ramcharan, Sean, Galiveeti, Venkat mukund reddy, Massri, Erfan, Hassan, Abdulhakim, Lane, Oliver, McLellan, Morag, Shamim, Sarah, Vinayagam, Raman, Ross, Fiona, Blair, James, Dewan, Varun, Drew, William, Iftikhar, Zainab, Milner, Sean, Rajdev, Kishan, Reid, Jeremy, Thomas, Osmond, Adewusi, Mas’ud, Duckett, Abigail, El Falaha, Sara, Ooi, Chun, Mohamed Salim, Mohamed Ashiq, Ireson, Rebecca, MacDonald, Luisa, Ribeiro, Barbara, Savage, Alistair, Sharma, Tanisha, Swift, Paul, Elswick, Chase, Hemmila, Mark, Wong, Jane J, Amin, Dina, Chabuz, Carolyn, Gergen, Anna, Getz, Anne, Harmon, Laura, McIntyre, Jr., Robert, Meguid, Robert, Rodriguez, Kenny, Scott, Christopher, Steward, Lauren, Stewart, Camille, Thieu, Daniel, Velopulos, Catherine, Vogel, Jon, Bengtson, Erika, Hill, Charles, Holan, Cole, Kay, Hannah, McElhinney, Kathryn, Osterberg, E. Charles, Rossano, Ayane, Trust, Marc, Bigelow, Benjamin, Jain, Amit, Yesantharao, Lekha, Zhang, Bo, Abdou, Hossam, Mazzeffi, Michael, Rock, Peter, Afshar, Salim, Carlson, Laura, Kurtz, Michael, Nathan, Meena, Taghinia, Amir, Williams, Vivian, Cooper, Zara, Mahvi, David, Okafor, Barbara, Roxo, Vanessa, Burks, Ciersten, Jabbour, Nicolette, Sabra, Joseph, Wason, Shaun, Dorken Gallastegi, Ander, Gebran, Anthony, McTague, Michael, Ross, Samuel, Alvarado, Rosalinda, Bhama, Anuradha, Govekar, Henry, Kokosis, George, Millikan, Keith, Myers, Jonathan, Pappas, Sam, Siparsky, Nicole, Tsambarlis, Peter, Quillin, Ralph, Ekrami, Elyad, Kai, Li, Decker, Cassie, Aoun, Salah, Kwon, David, Barbas, Andrew, Dotters-Katz, Sarah K., Ellett, Tressa, Flamant, Etienne, Lazarides, Alexander, Refaat, Motasem, Soderlund, Torre, Velasquez, Camilo, Arrangoiz, Rodrigo, Mijares Olivo, Maria Fernanda, Vasudevan, Vanitha, Katz, Matthew, Nguyen, Huan, Pieretti, Alberto, Roland, Christina L, Baral, Perel, Beahm, D. David, Carver, Shea, Guidry, Christopher A., Hedlund, Megan, Kumer, Sean, Larson, Kelsey E, Urich, Alissa, Rosenkranz, Kari, Bhavaraju, Avi, Kalkwarf, Kyle, Hua-Feng, Lien, Juillard, Catherine, Tillou, Areti, Mouw, Tyler, Dunn, Julie, Wyatt, Thomas, Foley, Eugene, Zafar, Syed Nabeel, Lewit, Ruth A., Cioci, Alessia, Goel, Neha, Kronenfeld, Joshua, LaRocca, Christopher J., Ramaswamy, Archana, Mattson, Jordan, Vogel, Rachel, Bethurum, Alva, Bhalla, Rohan, Bichell, David, Bonfield, Christopher, Dewan, Michael, Hawkins, Alexander, Khan, Aimal, Kynes, J. Matthew, Alqunaibit, Dalia, McNelis, John, Goldstein, Carma, Nguyen, Anh, Rattigan, Deviney, Solar, Sara, Tsui, Grace, Gaitanidis, Apostolos, Fitzmaurice, Laura, Jutric, Zeljka, Tay Lasso, Erika Linmey, Yamamoto, Maki, Holena, Daniel, Imran, Jonathan, Lorenzi, Cara, Huckaby, Lauren, Hamandi, Mohanad, Lanfear, Allison T., Behm, Kevin, Boughey, Judy, Shawki, Sherief, Wigle, Dennis, Elshabrawy, Ahmed, Todd, Grace Ihsiu, Yan, Qi, Curry, Terry, Abel, Mary Kathryn, Andaya, Veronica, Boeck, Marissa, Chen, Lee-may, Compadre, Amanda, Ha, Patrick, Kratz, Johannes R, Lane, Rondall, Lee, Rex H, Ozgediz, Doruk, Varma, Madhulika, Zimel, Melissa, Escobar, Pedro, Azam, Mohammad, Hammond, Eric, Marx, William, Angel, Carol, Stanek, Stephen, Sumra, Hibba, Fischer, Anne, Henry, Jaymie, Lottenberg, Lawrence, Kelly, John, Scott, Erin, Haro, Camila, Álvarez, Sofia, Carbajal, Ana Carmen, PereiraNuñez, Diego, Tarigo, Josefina, Al-saban, Rafat, Al-Eryani, Fatima, Reem, Al sanany, Ghadeer, Al-jarmozi, Buthina, Al-ameri, Saba, Al-surimi, Dhyia Alhuq, Alakhdury, Amira, ALhumaida, Adnan, Aljabri, Maniee, ALodine, Marwa, Alqudaimi, Basma, Alsabri, Mohammed, Alsayadi, Musaed, Atiah, Nora, Sayad, Shaima, Shukri, Amal, Zeid, Shahd, Abdullah, Nabila, Al-Garadi, Abdulrahman Faisal, Ali Al-Radhi, Ahmed M., Naji, Norhan, Al-madhrahi, Ahmed, Al-maswari, Sakhr Abdulhakeem, Alshargabi, Haneen, Mkandawire, Catherine, Nkole, Theresa, Chivanga, Shelton, Dube, Handsome, Mangena, Moses, Moyo, Nkosikhona, Tshuma, Oltah, Gwini, Grace, Moyana Muguto, Vimbai, Mushawarima, Trust, Shoko, Tinashe, Jamela, Rorisang, Machiri, Marvellous, Chimhina, Maxwell, Glasbey, James, AlAmeer, Ehab, Griffiths, Ewen A, Lawani, Ismail, Leventoglu, Sezai, McLean, Kenneth, Modolo, Maria, Moore, Rachel, Morton, Dion, Ntirenganya, Faustin, Kottayasamy Seenivasagam, Rajkumar, Simões, Joana Filipa Ferreira, Stewart, Grant D, Sullivan, Richard, Sundar, Sudha, Siaw-Acheampong, Kwabena, Benson, Ruth A, Bywater, Edward, Evans, Jonathan P, Heritage, Emily, Khaw, Rachel A, Knight, Andrew, Mann, Harvinder S, Mckay, Siobhan C, Mills, Emily C, Tiwari, Abhinav, Wilkin, Richard JW, Smart, Neil J, Vallance, Abigail, Vimalchandran, Dale, Evans, Richard PT, Townend, Philip, Isaac, John, Coonar, Aman S, Marchbank, Adrian, Caruana, Edward J, Layton, Georgia R, Brunelli, Alessandro, Gronchi, Alessandro, Almond, Max, Dumitra, Sinziana, Price, Stephen J, Fountain, Daniel M, Jenkinson, Michael D, Marcus, Hani J, Piper, Rory J, Lippa, Laura, Servadei, Franco, Esene, Ignatius, Neville, Iuri, Rosseau, Gail, Schaller, Karl, Robertson, Faith, Alamri, Alex, Schache, Andrew G, Winter, Stuart C, Ho, Michael, Rey Biel, Juan, Wilkins, Alex, Singh, Jagdeep K, Thekinkattil, Dinesh, Leung, Elaine YL, Chiva, Luis, Sehouli, Jalid, Fagotti, Anna, Cohen, Paul, Gutelkin, Murat, Ghebre, Rahel, Konney, Thomas, Pareja, Rene, Bristow, Rob, Dowdy, Sean, Shylasree, TS, Ng, Joe, Fujiwara, Keiichi, Lamb, Benjamin, Narahari, Krishna, McNeill, Alan, Colquhoun, Alexandra, McGrath, John S, Bromage, Steve, Barod, Ravi, Kasivisvanathan, Veeru, Klatte, Tobias, Abbott, Tom EF, Abukhalaf, Sadi, Ademuyiwa, Adesoji O, Akkulak, Murat, Alderson, Derek, Alakaloko, Felix, Augestad, Knut Magne, Bankhead-Kendall, Brittany K, Barlow, Emma, Beard, David, Breen, Kerry A, Bretherton, Chris, Buarque, Igor Lima, Burke, Joshua, Chaar, Mohammad, Cunha, Miguel F, Davidson, Giana H, Drake, Thomas M, Edwards, John G, Fitzgerald, J Edward, Garmanova, Tatiana, Grecinos, Gustavo, Gruendl, Magdalena, Halkias, Constantine, Hisham, Intisar, Hutchinson, Peter J, Hwang, Shelley, Kaafarani, Haytham MA, Keller, Debby, Loehrer, Andrew, Lorena, Maria Aguilera, Mashbari, Hassan N, Mohan, Helen M, Moszkowicz, David, Ng-Kamstra, Joshua S, Niquen, Milagros, Oussama, Kacimi, Parreno-Sacdalanm, Marie Dione, Rivera, Carlos Jose Perez, Pinkney, Thomas D, van der Plas, Willemijn, Qureshi, Ahmad, Richards, Toby, Roslani, April C, Schnitzbauer, Andreas A, Seyi-Olajide, Justina O, Sharma, Neil, Shaw, Catherine A, Shu, Sebastian, Soreide, Kjetil, Spinelli, Antonino, van Ramshorst, Gabrielle H, Vimalachandran, Dale, Warren, Oliver J, Wedderburn, Duane, Booth, Lesley, Runigamugabo, Emmy, Barker, Margaret, Barker, Neil, Cooke, Shirley, Doré, Suzanne, Horwood, Nigel, Tierney Weir, Carrie, Dajti, I, Allemand, C, Boccalatte, LA, Figari, M, Lamm, M, Larrañaga, J, Marchitelli, C, Noll, F, Odetto, D, Perrotta, M, Saadi, J, Zamora, L, Ballester, AM, Tapper, KE, Zeff, N, Valenzuela, JI, Alurralde, C, Anastasio, J, Apas Perez de Nucci, A, Caram, EL, Eskinazi, D, Mendoza, JP, Usandivaras, M, Badra, R, Esteban, A, García, JS, García, PM, Gerchunoff, JI, Lucchini, SM, NIgra, MA, Vargas, L, Hovhannisyan, T, Stepanyan, A, Vasey, CE, Watson, EGR, Ip, C, Kealey, J, Lim, CSH, Sengupta, S, Ward, S, Wong, E, Gould, T, Gourlay, R, Griffiths, B, Gananadha, S, McLaren, M, Cecire, J, Joshi, N, Salindera, S, Sutherland, A, Ahn, JH, Charlton, G, Chen, S, Gauri, N, Hayhurst, R, Jang, S, Jia, F, Mulligan, C, Yang, W, Ye, G, Zhang, H, Ballal, M, Gibson, D, Hayne, D, McMillan, H, Moss, J, Pugliese, MJ, Richards, T, Seow, YTN, Thian, A, Viswambaram, P, Vo, UG, Bennetts, J, Bright, T, Brooke-Smith, M, Fong, R, Gricks, B, Huang, L, Lam, YH, Nathan, A, Ong, BS, Ooi, E, Szpytma, M, Watson, D, Bagraith, K, Caird, S, Chan, E, Dawson, C, Ho, D, Hui, N, Izwan, S, Jeyarajan, E, Jordan, S, Liang, R, Lim, A, Nolan, GJ, Oar, A, Parker, D, Puhalla, H, Quennell, A, Rutherford, L, Sommerville, C, Townend, P, Von Papen, M, Wullschleger, M, Dawson, AC, Drane, A, Blatt, A, Cope, D, Egoroff, N, Fenton, M, Gani, J, Lott, N, Pockney, P, Shugg, N, Elliott, M, Phung, D, Phan, D, Townend, D, Bong, C, Gundara, J, Frankel, A, Bowman, S, Guerra, GR, Gerns, N, McGeorge, S, Riddell, A, Roberts, M, Rukin, N, Bolt, J, Buddingh, K, Dudi-Venkata, NN, Jog, S, Kroon, HM, Sammour, T, Smith, R, Stranz, C, Batstone, M, Lah, K, McGahan, W, Mitchell, D, Morton, A, Pearce, A, Sheahan, G, Swinson, B, Waldron, A, Walker, P, Alam, N, Banting, S, Chong, L, Choong, P, Clatworthy, S, Foley, D, Fox, A, Hii, MW, Knowles, B, Mack, J, Read, M, Rowcroft, A, Wright, G, Lun, EWY, Lanner, M, Burtscher, J, Trivik-Barrientos, F, Königsrainer, I, Bauer, M, Freyschlag, C, Kafka, M, Messner, F, Öfner, D, Tsibulak, I, Holawe, S, Zimmermann, M, Emmanuel, K, Grechenig, M, Gruber, R, Harald, M, Öhlberger, L, Presl, J, Wimmer, A, Namazov, İ, Samadov, E, Barker, D, Boyce, R, Corbin, S, Doyle, A, Eastmond, A, Gill, R, Haynes, A, Millar, S, O’Shea, M, Padmore, G, Paquette, N, Phillips, E, St. John, S, Walkes, K, Abeloos, J, De Backer, T, De Ceulaer, J, Dick, C, Diez-Fraile, A, Lamoral, P, Spaas, C, Ceelen, W, Pattyn, P, Van de putte, D, Van Nieuwenhove, Y, Van Ramshorst, G, Willaert, W, Bazzett-Matabele, L, Chiyapo, SP, Ramogola-Masire, D, Ramontshonyana, G, Seiphetlheng, A, Vuylsteke, P, Abdallah, EA, Aguiar Júnior, S, Baiocchi, G, Carvalho, GB, Coimbra, FJF, Kowalski, LP, Makdissi, F, Marques, N, Marques, T, Soares Dos Santos, S, Tirapelli Gonçalves, B, Vartanian, JG, Dos Reis, R, Camara, P, De Lima, RK, Della Giustina, E, Hoffmann, PV, Gatti, A, Nardi, C, Oliva, R, Nacif, L, Carvalho Ferro, C, Gomes Mendonça Ataíde, G, Lima Buarque, I, Lira dos Santos Leite, A, Pol-Fachin, L, Santos Bezerra, T, Maylson Ramos da Silva, A, Windson de Araújo Silvestre, D, Vieira Barros, A, Campbell, L, De Cicco, R, Cecconello, I, Gregorio, P, Pontual Lima, L, Ribeiro Junior, U, Takeda, FR, Terra, RM, Faccini Teixeira, M, Kulcsar, MAV, Matos, LL, Nunes, KS, Laporte, G, Salem, M, Barakat Awada, J, Ijichi, TR, Kim, NJ, Marreiro, A, Muller, B, Nunes, R, Bodanese, B, Eidt, ER, Isoton, JC, Lemos Vieira da Cunha, M, Regina de Sampaio, L, Vendrame, C, Zeni, M, Zortéa, JA, Zortéa, MR, Sokolov, M, Kidane, B, Srinathan, S, Munro, A, Helyer, L, McKeen, D, Boutros, M, Caminsky, NG, Ghitulescu, G, Jamjoum, G, Moon, J, Pelletier, J, Vanounou, T, Wong, S, Cheng, D, MacNeil, SD, Martin, J, Dumitra, S, Kouyoumdjian, A, Schmid, S, Spicer, J, Agarwal, A, Brar, A, Dada, J, Dare, A, Hameed, U, Osman, F, Johnston, B, Russell, C, Groot, G, Persad, A, Pham, H, Wood, M, Ko, M, Rajendran, L, Demyttenaere, S, Garfinkle, R, Brown, C, Karimuddin, A, Lee, N, Liu, J, Madani Kia, T, Phang, PT, Raval, M, Tom, K, Abou-Khalil, J, Martel, A, Nessim, C, Stevenson, J, Al Riyami, S, Bali, K, Bigam, D, Dajani, K, Dell, A, Modolo, MM, Ramirez Nieto, P, Sepulveda, R, Molero, A, Bolbaran, A, Ruiz, I, Heredia, F, Bellolio, F, Besser, N, Grasset, E, Guaman, JO, Inzunza, M, Irarrázaval, MJ, Jarry, C, Quintana Martinic, M, Riquoir Altamirano, C, Romero Manqui, CA, Ruiz Esquide, M, Vargas Añazco, C, Almeciga, A, Fletcher, A, Merchan, A, Quijano, T, Sanabria, D, Arias-Amézquita, F, Cétares, C, Cortes Murgueitio, N, Gomez-Mayorga, JL, Herrera-Almario, G, Rodriguez, J, Iglesias, P, Puentes, LO, Calvache, JA, Orozco-Chamorro, CM, Rojas, DA, Sánchez-Gómez, A, Abadia, M, Acosta, J, Angel Aristizabal, J, Bonilla, A, Caicedo, L, Calderon Quiroz, PH, Cervera Bonilla, S, Diaz, S, Facundo, H, Garcia Mora, M, Guevara, O, Guzman, L, Herrera Mora, DR, Jimenez Ramirez, LJ, Lehmann, C, Manrique, E, Mariño, I, Medina, M, Pinilla Morales, RE, Puerto, A, Puerto Horta, J, Quintero, M, Rey Ferro, M, Saénz, A, Santana, D, Serrano, W, Suescun, O, Trujillo Sanchez, LM, Velasquez Cuasquen, BG, Mendoza Quevedo, J, Bačić, G, Karlović, D, Kršul, D, Zelić, M, Luksic, I, Mamic, M, Bacic, I, Bakmaz, B, Ćoza, I, Dijan, E, Katusic, Z, Mihanovic, J, Morović, D, Rakvin, I, Almezghwi, H, Arslan, K, Besim, H, Özant, A, Özçay, N, Frantzeskou, K, Gouvas, N, Kokkinos, G, Papatheodorou, P, Pozotou, I, Stavrinidou, O, Yiallourou, A, Martinek, L, Skrovina, M, Straka, M, Szubota, I, Peteja, M, Žatecký, J, Javurkova, V, Klat, J, Antony, S, Avlund, T, Berg, KD, Borre, M, Christensen, P, Elkjær, MC, Ernst, A, Fensman, SK, Haldrup, M, Harbjerg, JL, Iversen, LH, Jensen, PT, Jeppesen, TD, Kjaer, DW, Kristensen, HØ, Lund, N, Maigaard Axelsen, S, Mekhael, M, Mikic, N, Ostenfeld, EB, Ebbehøj, AL, Krarup, P, Schlesinger, N, Smith, H, Batista, S, Crespo, A, Díaz, PJ, Rivas, R, Rodriguez-Abreu, J, Tactuk, N, El Kassas, M, Omar, W, Tawheed, A, Talaat, M, Abdelsamed, A, Azzam, AY, Salem, H, Seleim, A, Abdelmajeed, A, Abdou, M, Abosamak, NE, AL Sayed, M, Ashoush, F, Atta, R, Elazzazy, E, Elnemr, M, Elsayed Hewalla, ME, Elsherbini, I, Essam, E, Ewedah, M, Ghallab, I, Hassan, E, Ibrahim, M, Metwalli, M, Mourad, M, Qatora, MS, Ragab, M, Sabry, A, Saifeldin, H, Samih, A, Samir Abdelaal, A, Shehata, S, Shenit, K, Attia, D, Kamal, N, Osman, N, Abbas, AM, Abd Elazeem, HAS, Abd-Elkariem, AY, Abdelkarem, MM, Alaa, S, Ashraf, M, Ayman, A, Azizeldine, MG, Elkhayat, H, Emad Mashhour, A, Gaber, M, Hamza, HM, Hawal, I, Hetta, HF, K. Ali, A, M.elghazaly, S, Mohammed, MM, Monib, FA, Nageh, MA, Saad, A, Saad, MM, Shahine, M, Yousof, EA, Youssef, A, El-Deeb, M, Fawzy, M, Ghaly, G, Ibraheem, M, Eldaly, A, Esmail, E, ElFiky, M, Nabil, A, Alrahawy, M, Sakr, A, Soliman, H, Soltan, H, Amira, G, Sallam, I, Sherief, M, Sherif, A, Abdelrahman, A, Aboulkassem, H, Hamdy, R, Morsi, A, Sherif, G, Abdeldayem, H, Abdelkader Salama, I, Balabel, M, Fayed, Y, Sherif, AE, Elmorsi, R, Emile, S, Refky, B, Abd-elsalam, S, Badr, H, Elbahnasawy, M, Elzoghby, M, Essa, M, Gamal Badr, S, Ghoneim, A, Hamad, O, Hamada, M, Hammad, M, Hawila, A, Morsy, MS, Salman, S, Sarsik, S, Bekele, K, Kauppila, JH, Sarjanoja, E, Helminen, O, Huhta, H, Beyrne, C, Jouffret, L, Lugans, L, Marie-Macron, L, Chouillard, E, De Simone, B, Fredon, F, Roux, A, Bettoni, J, Dakpé, S, Devauchelle, B, Lavagen, N, Testelin, S, Boucher, S, Breheret, R, Gueutier, A, Kahn, A, Kün-Darbois, J, Barrabe, A, Lakkis, Z, Louvrier, A, Manfredelli, S, Mathieu, P, Chebaro, A, Drubay, V, El amrani, M, Eveno, C, Lecolle, K, Legault, G, Martin, L, Piessen, G, Pruvot, FR, Truant, S, Zerbib, P, Ballouhey, Q, Barrat, B, Fourcade, L, Laloze, J, Salle, H, Taibi, A, Tricard, J, Usseglio, J, Bergeat, D, Merdrignac, A, Le Roy, B, Perotto, LO, Scalabre, A, Gornes, H, Vaysse, C, Vergriete, K, Aimé, A, Ezanno, A, Malgras, B, Arnaud, AP, Fustec, E, Lavoue, V, Tesson, C, Bouche, P, Tzedakis, S, Cotte, E, Glehen, O, Lifante, J, Bendjemar, L, Braham, H, Charre, L, El Arbi, N, Morel-chevillet, L, Police, A, Villefranque, V, Volpin, E, D’Urso, A, Felli, E, Mutter, D, Pessaux, P, Seeliger, B, Barbé, Y, Bardet, J, Barret, E, Berry, R, Boddaert, G, Bonnet, S, Brian, E, Cathala, N, Cathelineau, X, Denet, C, Fuks, D, Gossot, D, Grigoroiu, M, Laforest, A, Levy-Zauberman, Y, Louis-Sylvestre, C, Macek, P, Mombet, A, Moumen, A, Pourcher, G, Rozet, F, Sanchez Salas, R, Seguin-givelet, A, Tribillon, E, Crenn, V, De Vergie, S, Duchalais, E, Espitalier, F, Ferron, C, Fragnaud, H, Malard, O, Regenet, N, Rigaud, J, Varenne, Y, Waast, D, Bork, U, Distler, M, Fritzmann, J, Kirchberg, J, Praetorius, C, Riediger, C, Weitz, J, Welsch, T, Wimberger, P, Beyer, K, Kamphues, C, Lauscher, J, Loch, FN, Schineis, C, Albertsmeier, M, Angele, M, Kappenberger, A, Niess, H, Schiergens, T, Werner, J, Becker, R, Jonescheit, J, Doerner, J, Seiberth, R, Pergolini, I, Reim, D, Herzberg, J, Honarpisheh, H, Strate, T, Boeker, C, Hakami, I, Mall, J, Liokatis, P, Smolka, W, Vassos, N, Nowak, K, Reinhard, T, Hölzle, F, Modabber, A, Winnand, P, Anthuber, M, Shiban, E, Sommer, B, Sommer, F, Wolf, S, Howaldt, H, Knitschke, M, Kauffmann, P, Wolfer, S, Kleeff, J, Lorenz, K, Michalski, C, Ronellenfitsch, U, Schneider, R, Bertolani, E, Königsrainer, A, Löffler, MW, Quante, M, Steidle, C, Überrück, L, Yurttas, C, Betz, CS, Bewarder, J, Böttcher, A, Burg, S, Busch, C, Dreimann, M, Frosch, KH, Gosau, M, Heuer, A, Izbicki, J, Klatte, TO, Koenig, D, Moeckelmann, N, Nitschke, C, Perez, D, Priemel, M, Reiter, A, Smeets, R, Speth, U, Stangenberg, M, Thole, S, Uzunoglu, FG, Viezens, L, Vollkommer, T, Zeller, N, Battista, MJ, Gillen, K, Hasenburg, A, Krajnak, S, Linz, VC, Schwab, R, Amo-Antwi, K, Appiah-kubi, A, Konney, T, Tawiah, A, Boatey, S, Issaka, A, Korsah, MA, Sheriff, M, Angelou, K, Haidopoulos, D, Rodolakis, A, Antonakis, P, Bramis, K, Chardalias, L, Contis, I, Dafnios, N, Dellaportas, D, Fragulidis, G, Gklavas, A, Konstadoulakis, M, Memos, N, Papaconstantinou, I, Polydorou, A, Theodosopoulos, T, Vezakis, A, Antonopoulou, MI, Manatakis, DK, Tasis, N, Arkadopoulos, N, Danias, N, Economopoulou, P, Frountzas, M, Kokoropoulos, P, Larentzakis, A, Michalopoulos, N, Nastos, C, Parasyris, S, Pikoulis, E, Selmani, J, Sidiropoulos, T, Vassiliu, P, Bouchagier, K, Klimopoulos, S, Paspaliari, D, Stylianidis, G, Akrivou, D, Baxevanidou, K, Bouliaris, K, Chatzikomnitsa, P, Delinasios, G, Doudakmanis, C, Efthimiou, M, Giaglaras, A, Kalfountzos, C, Kolla, C, Koukoulis, G, Zervas, K, Zourntou, S, Baloyiannis, I, Diamantis, A, Gkrinia, E, Hajiioannou, J, Korais, C, Koukoura, O, Perivoliotis, K, Saratziotis, A, Skoulakis, C, Symeonidis, D, Tepetes, K, Tzovaras, G, Zacharoulis, D, Alexoudi, V, Antoniades, K, Astreidis, I, Christidis, P, Deligiannidis, D, Grivas, T, Ioannidis, O, Kalaitsidou, I, Loutzidou, L, Mantevas, A, Michailidou, D, Nikolaidou, E, Papadopoulou, S, Paraskevopoulos, K, Politis, S, Stavroglou, A, Tatsis, D, Tilaveridis, I, Vahtsevanos, K, Venetis, G, Karaitianos, I, Tsirlis, T, Dinas, K, Margioula-Siarkou, C, Petousis, S, Baili, E, Charalabopoulos, A, Liakakos, T, Schizas, D, Spartalis, E, Syllaios, A, Zografos, C, Anthoulakis, C, Christou, CD, Papadopoulos, V, Tooulias, A, Tsolakidis, D, Tsoulfas, G, Zouzoulas, D, Athanasakis, E, Chrysos, E, Tsiaoussis, I, Xenaki, S, Xynos, E, Barrios Duarte, A, Lopez Muralles, I, Lowey, MJ, Portilla, AL, Recinos, G, Chan, JYK, Chan, SM, Chong, CCN, Futaba, K, Ho, MF, Hon, SF, Lau, RWH, Mak, TWC, Ng, CF, Ng, CSH, Ng, KKC, Ng, SSM, Teoh, AYB, Teoh, JY, Foo, CC, Banky, B, Suszták, N, Misra, S, Pareek, P, Vishnoi, JR, Ambre, S, Balasubiramaniyan, V, Chappity, P, Chaudhary, I, Colney, L, Das, MK, Imaduddin, M, Jain, A, Jena, SK, Kar, M, Mandal, S, Mishra, A, Mishra, SS, Mishra, TS, Mitra, JK, Mittal, Y, Muduly, DK, Nayak, P, Parida, PK, Pradhan, P, Rajan, DK, Rebba, E, Samal, DK, Singh, A, Sultania, M, Agarwal, SP, Agrawal, A, Arora, RK, Chaturvedi, J, Garg, PK, Gaurav, A, Gupta, A, Kottayasamy Seenivasagam, R, Maharaj, DD, Majumdar, KS, Mishra, N, Mittal, A, Narain, TA, Nirjhar, R, Poonia, DR, Sadhasivam, S, Singh, MP, Tiwari, AR, Akula, AK, Bandegudda, SK, Bindlish, RP, Chaitanya, A, Chandrasekhara Rao, LM, Dalakoti, P, Dasu, S, Giridhar, A, Gorijavolu, NB, Iyer, RR, Jayakarthik, Y, Jonathan, GT, Kalla, MB, Kheni, Y, Kumar, CS, Murtuza, SA, Naidu, CCK, Nalukurthi, RK, Nemade, HO, Nusrath, S, Patnaik, SC, Raju, KVVN, Ramalingam, PR, Rao, KV, Rayani, BK, Reddy Kallam, SM, Reddy, SRR, Saksena, AR, Sebastian, JA, Sharma, RM, Thammineedi, SR, Krishnamurthy, A, Madhupriya, S, Raja, A, Ramakrishnan, AS, Dutt, UK, Ghosh, DN, Grewal, S, Hans, P, Haque, PD, Jain, R, Kingsley, PA, Mahajan, A, Mandrelle, K, Michael, V, Mukherjee, P, Varghese, A, Varghese, SS, Veetil, SK, Gaikwad, P, George, AJ, James, SM, Jesudason, MR, Mittal, R, Moorthy, M, Riju, J, Sebastian, A, Sen, S, Singh, S, Sreekar, D, Thomas, V, Titus, DK, Yezzaji, HS, Aggarwal, M, Dhamija, P, Kumar, A, Chisthi, MM, Gejoe, G, Gopakumar, D, Kollengode, VV, Kuttanchettiyar, KG, Balasubramanian, A, Chaturvedula, L, Dharanipragada, K, Kalayarasan, R, Manikandan, R, Penumadu, P, Lakshminarayana, B, Mathew, S, Reddihalli, PV, Shivdas, S, Akhtar, N, Chaturvedi, A, Gupta, S, Kumar, V, Rajan, S, Agrawal, N, Ahluwalia, P, Arora, A, Batra-Modi, K, Biswas, M, Chaturvedi, H, Gautam, G, Jain, M, Jain, S, Kumar, S, Nayyar, R, Tiwari, A, Bhushan Rangappa, V, Kadapathri, A, Kolur, T, Pethkar, R, Pillai, V, Popli, G, Sharma, J, Shetty, V, Subramaniam, N, Williams, J, Agarwal, P, Agarwal, V, Baghel, A, Sharma, DB, Silodia, A, Singh, KN, Yadav, SK, Aziz, G, Chowdri, N, Mehraj, A, Parray, FQ, Shah, ZA, Wani, RA, Ahmed, Z, Bali, RS, Bhat, MA, Laharwal, AR, Mahmood, M, Mir, IS, Muzamil, J, Najar, FA, Rashid, A, Rather, MH, Zaieem, M, Aggarwal, G, Agrawal, V, Ahmed, A, Ahmed, R, Bhaumik, J, Ghosh, A, Jain, D, Jain, PV, Kewlani, V, Pipara, A, Shakya, S, Sharma, A, Thambudorai, R, Badwe, RA, Bakshi, G, Chandankhede, U, Chaudhari, V, Chaukar, D, Chitkara, G, Dash, B, Deshmukh, A, deSoouza, A, Gulia, A, Maheshwari, A, Moiyadi, A, Nair, D, Nair, NS, Niyogi, D, Pal, M, Pandey, D, Patkar, S, Poddar, P, Puri, A, Saklani, A, Shetty, P, Shrikhande, SV, Singh, V, Thiagarajan, S, Islam, AA, Kembuan, G, Pajan, H, Rahim, F, Brouki Milan, P, Mozafari, M, Rezaei Tavirani, M, Tizmaghz, A, Safari, H, Aremu, M, Canas-Martinez, A, Cullivan, O, Murphy, C, Owens, P, Pickett, L, Akmenkalne, L, Byrne, J, Corrigan, M, Cullinane, C, Daly, A, Fleming, C, Jordan, P, Kayyal, MY, Killeen, S, Lynch, N, McCarthy, A, Mustafa, H, O’Brien, S, O’Leary, P, Syed, WAS, Vernon, L, O’Duffy, F, McHugh, A, Moran, T, Callanan, D, Dias, A, Ionescu, A, Sheahan, P, Balasubramanian, I, Boland, M, Carrington, E, Conlon, K, Evoy, D, Fagan, J, Fearon, N, Gallagher, T, Geary, E, Geraghty, J, Hanly, A, Heneghan, H, Kennedy, N, Kennelly, R, Maguire, D, Martin, ST, McCartan, D, McDermott, EW, McPartland, D, Ng, KC, Prichard, RS, Stafford, T, Winter, D, Alazawi, D, Barry, C, Boyle, T, Butt, W, Connolly, E, Donlon, N, Donohue, C, Fahey, BA, Farrell, R, Fitzgerald, C, Kinsella, J, Larkin, J, Lennon, P, Maguire, PJ, Mccormick, P, Mehigan, BJ, Mohan, H, Nugent, TS, O’Sullivan, H, Ravi, N, Reynolds, JV, Rogers, A, Shokuhi, P, Smith, J, Smith, LA, Timon, C, Bashir, Y, Bass, G, Connelly, T, Creavin, B, Earley, H, Elliott, JA, Gillis, A, Kavanagh, D, Madden, A, Manecksha, RP, Neary, P, O’Connell, C, O’riordan, J, Reynolds, IS, Rice, D, Ridgway, P, Thomas, A, Umair, M, Whelan, M, Carroll, P, Collins, C, Corless, K, Finnegan, L, Fowler, AL, Hogan, A, Kerin, M, Lowery, A, McAnena, P, McKevitt, K, Nugent, E, Ryan, É, Coffey, JC, Cunningham, RM, Devine, M, Nally, DM, Peirce, C, Tormey, S, Hardy, N, O’Malley, S, Ryan, M, Gaziants, V, Gold- Deutch, R, Lavy, R, Kalmovich-Muallem, L, Zmora, O, Macina, S, Mariani, NM, Opocher, E, Pisani Ceretti, A, Ferrari, F, Odicino, F, Sartori, E, Cotsoglou, C, Granieri, S, Bianco, F, Camillo’, A, Colledan, M, Tornese, S, Zambelli, MF, Bissolotti, G, Fusetti, S, Lemma, F, Marino, M, Marino, MV, Mirabella, A, Vaccarella, G, Sena, G, Agostini, C, Alemanno, G, Bartolini, I, Bergamini, C, Bruscino, A, Checcucci, C, De Vincenti, R, Di Bella, A, Fambrini, M, Fortuna, L, Maltinti, G, Muiesan, P, Petraglia, F, Prosperi, P, Ringressi, MN, Risaliti, M, Sorbi, F, Taddei, A, Tucci, R, Bassi, C, Bortolasi, L, Campagnaro, T, Casetti, L, Conci, S, De Pastena, M, Esposito, A, Fontana, M, Guglielmi, A, Landoni, L, Malleo, G, Marchegiani, G, Nobile, S, Paiella, S, Pedrazzani, C, Rattizzato, S, Ruzzenente, A, Salvia, R, Turri, G, Tuveri, M, Altomare, DF, Papagni, V, Picciariello, A, Bellora, P, D’Aloisio, G, Ferrari, M, Francone, E, Gentilli, S, Nikaj, H, Andreani, L, Bianchini, M, Capanna, R, Caretto, M, Chiarugi, M, Coccolini, F, Cremonini, C, Di Franco, G, Domenici, L, Furbetta, N, Gadducci, A, Garibaldi, S, Gianardi, D, Giannini, A, Guadagni, S, Morelli, L, Musetti, S, Palmeri, M, Perutelli, A, Simoncini, T, Tartaglia, D, Anania, G, Carcoforo, P, Chiozza, M, De Troia, A, Koleva Radica, M, Portinari, M, Sibilla, MG, Urbani, A, Fabbri, N, Feo, CV, Gennari, S, Parini, S, Righini, E, Ampollini, L, Arcuri, MF, Bellanti, L, Bergonzani, M, Bertoli, G, Bocchialini, G, Cattelani, L, D’Angelo, G, Gussago, F, Lanfranco, D, Manigrasso, E, Musini, L, Poli, T, Polotto, S, Santoro, GP, Varazzani, A, Aguzzoli, L, Annessi, V, Borgonovo, G, Castro Ruiz, C, Coiro, S, Falco, G, Mandato, VD, Mastrofilippo, V, Montella, MT, Zizzo, M, Grossi, U, Novello, S, Romano, M, Rossi, S, Zanus, G, Esposito, G, Frongia, F, Pisanu, A, Podda, M, Belluco, C, Lauretta, A, Montori, G, Moras, L, Olivieri, M, Bussu, F, Carta, AG, Cossu, ML, Cottu, P, Fancellu, A, Feo, CF, Ginesu, GC, Giuliani, G, Madonia, M, Perra, T, Piras, A, Porcu, A, Rizzo, D, Scanu, AM, Tedde, A, Tedde, M, Aversano, A, Carbone, F, Delrio, P, Di Lauro, K, Fares Bucci, A, Rega, D, Spiezio, G, Pirozzolo, G, Recordare, A, Vignotto, C, Badalamenti, G, Campisi, G, Cordova, A, Franza, M, Maniaci, G, Rinaldi, G, Toia, F, Calabrò, M, Farnesi, F, Lunghi, EG, Muratore, A, Pipitone Federico, NS, D’Andrea, G, Familiari, P, Picotti, V, De Palma, G, Luglio, G, Pagano, G, Tropeano, FP, Antonelli, B, Baldari, L, Beltramini, GA, Boni, L, Cassinotti, E, Gianni’, A, Pignataro, L, Rossi, G, Torretta, S, Abatini, C, Baia, M, Biasoni, D, Bogani, G, Cadenelli, P, Capizzi, V, Cioffi, SPB, Citterio, D, Comini, LV, Cosimelli, M, Fiore, M, Folli, S, Gennaro, M, Giannini, L, Gronchi, A, Guaglio, M, Macchi, A, Martinelli, F, Mazzaferro, V, Mosca, A, Pasquali, S, Piazza, C, Raspagliesi, F, Rolli, L, Salvioni, R, Sarpietro, G, Sarre, C, Sorrentino, L, Agnes, A, Alfieri, S, Belia, F, Biondi, A, Cauteruccio, M, Cozza, V, D’Ugo, D, De Simone, V, Fagotti, A, Gasparini, G, Gordini, L, Litta, F, Lombardi, CP, Lorenzon, L, Maccauro, G, Marra, AA, Marzi, F, Moro, A, Parello, A, Perrone, E, Persiani, R, Ratto, C, Rosa, F, Saponaro, G, Scambia, G, Scrima, O, Sganga, G, Tudisco, R, Vitiello, R, Ziranu, A, Belli, A, Granata, V, Izzo, F, Palaia, R, Patrone, R, Carrano, FM, Carvello, MM, De Virgilio, A, Di Candido, F, Ferreli, F, Gaino, F, Mercante, G, Rossi, V, Spinelli, A, Spriano, G, De Nardi, C, Donati, DM, Frisoni, T, Palmerini, E, Aprile, A, Barra, F, Batistotti, P, Ferrero, S, Fregatti, P, Massobrio, A, Pertile, D, Scabini, S, Soriero, D, Sparavigna, M, Adamoli, L, Ansarin, M, Cenciarelli, S, Chu, F, De Berardinis, R, Fumagalli Romario, U, Mastrilli, F, Pietrobon, G, Tagliabue, M, Badellino, E, Biglia, N, Chiado’ Piat, F, Ferrero, A, Massobrio, R, De Manzoni Garberini, A, Mazzotti, F, Pasini, F, Ugolini, G, Barone, R, Birolo, SL, Caccetta, M, Deirino, A, Garino, M, Grasso, M, Marafante, C, Masciandaro, A, Moggia, E, Mungo, S, Murgese, A, Raggio, E, Federico, P, Maida, P, Marra, E, Marte, G, Petrillo, A, Tammaro, T, Tufo, A, Berselli, M, Borroni, G, Cocozza, E, Conti, L, Desio, M, Livraghi, L, Marchionni, V, Quintodei, V, Rizzi, A, Baldi, C, Corbellini, C, Sampietro, GM, Bordoni, P, Clarizia, G, Fleres, F, Franzini, M, Grechi, A, Longhini, A, Spolini, A, Cellerino, P, Galfrascoli, E, Iacob, G, Baldini, E, Capelli, P, Isolani, SM, Ribolla, M, Bondurri, A, Colombo, F, Ferrario, L, Guerci, C, Maffioli, A, Armao, T, Ballabio, M, Bisagni, P, Gagliano, A, Longhi, M, Madonini, M, Pizzini, P, Baietti, AM, Biasini, M, Maremonti, P, Neri, F, Prucher, GM, Ricci, S, Ruggiero, F, Zarabini, AG, Impellizzeri, H, Inama, M, Moretto, G, Barmasse, R, Mochet, S, Usai, A, Incollingo, P, Giacometti, M, Zonta, S, Marino Cosentino, L, Sagnotta, A, Dell’Oro, C, Fruscio, R, Grassi, T, Negri, S, Nespoli, LC, Tamini, N, Zambetti, B, Anastasi, A, Bartalucci, B, Bellacci, A, Canonico, G, Capezzuoli, L, Di Martino, C, Ipponi, P, Linari, C, Montelatici, M, Nelli, T, Spagni, G, Tirloni, L, Vitali, A, Abate, E, Casati, M, Casiraghi, T, Laface, L, Schiavo, M, Arminio, A, Cotoia, A, Lizzi, V, Vovola, F, Vergari, R, D’Ugo, S, Depalma, N, Spampinato, MG, Annicchiarico, A, Catena, F, Giuffrida, M, Perrone, G, Baronio, G, Carissimi, F, Montuori, M, Pinotti, E, Bartolucci, P, Binda, B, Brachini, G, Bruzzaniti, P, Chiappini, A, Chiarella, V, Ciccarone, F, Cicerchia, PM, Cirillo, B, Crocetti, D, De Toma, G, Di bartolomeo, A, Duranti, G, Fiori, E, Fonsi, GB, Franco, G, Frati, A, Giugliano, M, Iannone, I, La Torre, F, Lapolla, P, Leonardo, C, Marruzzo, G, Meneghini, S, Mingoli, A, Ribuffo, D, Salvati, M, Santoro, A, Sapienza, P, Scafa, AK, Simonelli, L, Zanacana, G, Zambon, M, Zuppi, E, Capolupo, GT, Carannante, F, Caricato, M, Mascianà, G, Mazzotta, E, Gattolin, A, Migliore, M, Rimonda, R, Sasia, D, Travaglio, E, Chessa, A, Fiorini, A, Norcini, C, Colletti, G, Confalonieri, M, Costanzi, A, Frattaruolo, C, Mari, G, Monteleone, M, Bandiera, A, Bocciolone, L, Bonavina, G, Candiani, M, Candotti, G, De Nardi, P, Gagliardi, F, Medone, M, Mortini, P, Negri, G, Parise, P, Piloni, M, Sileri, P, Vignali, A, Belvedere, A, Bernante, P, Bertoglio, P, Boussedra, S, Brunocilla, E, Cervellera, M, Cescon, M, Cipriani, R, Cisternino, G, De Crescenzo, E, De Iaco, P, Del Gaudio, M, Dondi, G, Droghetti, M, Germinario, G, Gori, A, Frio, F, Jovine, E, Mineo Bianchi, F, Morezzi, D, Neri, J, Parlanti, D, Perrone, AM, Pezzuto, AP, Pignatti, M, Pinto, V, Poggioli, G, Ravaioli, M, Rottoli, M, Russo, IS, Sartarelli, L, Schiavina, R, Serenari, M, Serra, M, Solli, P, Tonini, V, Taffurelli, M, Tanzanu, M, Tesei, M, Violante, T, Zanotti, S, Borghi, F, Cianflocca, D, Di Maria Grimaldi, S, Donati, D, Gelarda, E, Geretto, P, Giraudo, G, Giuffrida, MC, Maione, F, Marano, A, Palagi, S, Pellegrino, L, Peluso, C, Giaccardi, S, Testa, V, Agresta, F, Prando, D, Zese, M, Aquila, F, Gambacciani, C, Lippa, L, Pieri, F, Santonocito, OS, Armatura, G, Bertelli, G, Frena, A, Marinello, P, Notte, F, Patauner, S, Scotton, G, Fulginiti, S, Gallo, G, Sammarco, G, Vescio, G, Balercia, P, Catarzi, L, Consorti, G, Asti, ELG, Bernardi, D, Bonavina, L, Lovece, A, Di Marzo, F, Fujiwara, H, Hashimoto, D, Yamaki, S, Yamamoto, T, Daiko, H, Ishikawa, M, Ishiyama, K, Iwata, S, Kanematsu, K, Kanemitsu, Y, Kato, T, Kawai, A, Kobayashi, E, Kobayashi Kato, M, Moritani, K, Nakagawa, M, Nakatani, F, Oguma, J, Tanase, Y, Uno, M, Hada, T, Iwahashi, H, Miyamoto, M, Suminokura, J, Takano, M, Fujiwara, K, Fujiwara, N, Kurosaki, A, Ababneh, H, Al Abdallah, M, Ayasra, F, Ayasra, Y, Hammad, F, Qasem, A, Abu Za’nouneh, FJ, Al-Shraideh, AA, Fahmawee, T, Hmedat, A, Ibrahim, A, Obeidat, K, Abdel Al, S, Abdel Jalil, R, Abou Chaar, MK, Al-Masri, M, Al-Najjar, H, Alawneh, F, Alsaraireh, O, Elayyan, M, Ghanem, R, Lataifeh, I, Fakhradiyev, I, Saliev, T, Tanabayeva, S, Almahmeed, H, Almazeedi, S, Alsabah, S, Jamal, M, Aldokali, N, Senossi, O, Subhi, MT, Algallai, M, Alwarfly, S, AlZAEDE, S, Gahwagi, M, Moftah, M, Abusannoga, M, Alawami, A, Alawami, M, Albashri, M, Malek, A, Burgan, D, Kamoka, E, Kilani, AI, Salamah, A, Shuwayyah, A, Abdelkabir, M, Altomi, I, Altoumi, M, Bouhuwaish, A, Elmabri, A, Omar, M, Taher, AS, Abdulwahed, E, Alshareea, E, Aribi, N, Aribi, S, Biala, M, Ghamgh, R, Morgom, M, Alansari, SAA, Aldayri, Z, Alsoufi, A, Elhadi, A, Elhajdawe, F, Ellojli, I, ERgebi, AAD, Kredan, A, Msherghi, A, Nagib, T, Abudher, A, Alshareef, K, Elamin, F, Bradulskis, S, Dainius, E, Kubiliute, E, Kutkevičius, J, Parseliunas, A, Subocius, A, Venskutonis, D, Rasoaherinomenjanahary, F, Razafindrahita, JB, Samison, LH, Ong, EC, Abdul Maei, N, Ngo, CW, Ramasamy, S, Hamdan, KH, Ibrahim, MR, Tan, JA, Thanapal, MR, Choong, E, Lim, RZM, Amin Sahid, N, Hayati, F, Jayasilan, J, Sriram, RK, Subramaniam, S, Ibrahim, AF, Che jusoh, A, Hussain, AH, Mohamed Sidek, AS, Mohd Yunus, MF, Soh, JY, Wong, MP, Zakaria, AD, Zakaria, Z, Kampan, N, Mohd Azman, ZA, Nur Azurah, AG, Zainuddin, AA, Fadzli, AN, Fathi, NQ, Koh, PS, Liew, YT, Roslani, AC, Tang, CY, Teoh, LY, Wong, WJ, Xavier, R, Yahaya, AS, Alvarez, MR, Arrangoiz, R, Cordera, F, De la Rosa Abaroa, MA, Gómez-Pedraza, A, Hernandez, R, Maffuz-Aziz, A, Posada, JA, Lupián-Angulo, AI, Soulé Martínez, CE, Aboharp Hasan, Z, Alvarado Silva, C, Bazan Soto, A, Hernández Rubio, A, Jiménez Villanueva, X, Otoniel, LR, Sosa Duran, EE, Becerra García, FC, Melchor-Ruan, J, Romero Bañuelos, E, Vilar-Compte, D, Alfaro-Goldaracena, A, Buerba, GA, Castillejos-Molina, RA, Chan, C, Dominguez-Rosado, I, Medina-Franco, H, Mercado, MÁ, Oropeza-Aguilar, M, Peña Gómez Portugal, E, Posadas-Trujillo, OE, Rodriguez-Covarrubias, F, Salgado-Nesme, N, Vilatoba, M, Arkha, Y, Bechri, H, El Ouahabi, A, Oudrhiri, MY, El Azhari, A, Louraoui, SM, Rghioui, M, Bougrine, M, Derkaoui hassani, F, El abbadi, N, Amrani, L, Belkhadir, ZH, Benkabbou, A, Chakib, O, El Ahmadi, B, El Bouazizi, Y, Essangri, H, Ghannam, A, Majbar, AM, Mohsine, R, Souadka, A, Borgstein, ABJ, Gisbertz, SS, Van Berge Henegouwen, MI, Hompes, R, Meima-van Praag, EM, Pronk, A, Sharabiany, S, Grotenhuis, B, Hartveld, L, Reijers, S, Van Houdt, W, Baaij, J, Bolster-van Eenennaam, M, De Graaff, M, Sloothaak, D, Van Duijvendijk, P, Ebben, LDA, Kuiper, SZ, Melenhorst, J, Poeze, M, Sluijpers, NRF, Vaassen, LAA, Posma-Bouman, L, Derksen, T, Franken, J, Oosterling, S, De Bree, R, Konsten, J, Van Heinsbergen, M, Adeyeye, A, Akinmade, A, Enoch, E, Fayose, S, Abur, P, Fidelis, L, Nwabuoku, SE, Oyelowo, N, Sholadoye, TT, Tolani, MA, Olaogun, J, Abiyere, H, Adebara, I, Adeniyi, A, Adeyemo, O, Babalola, O, Bakare, A, Banjo, O, Okunlola, A, Adeniran, A, Atobatele, K, Eke, G, Faboya, O, Ogunyemi, A, Omisanjo, O, Oshodi, O, Oshodi, Y, Williams, O, Ademuyiwa, A, Afolabi, B, Akinajo, O, Alakaloko, F, Atoyebi, O, Balogun, O, Belie, O, Bode, C, Chibuike George, I, Elebute, O, Ladipo-Ajayi, O, Ohazurike, E, Okunowo, A, Olajide, TO, Seyi-Olajide, J, Daniel, A, Egbuchulem, IK, Lawal, TA, Nwaorgu, O, Ogundoyin, O, Olulana, D, Onakoya, P, Oyelakin, O, Abdullahi, H, Agida, E, Aisuodionoe-Shadrach, O, Ajibola, H, Akaba, G, Sani, AS, Chinda, J, Dawang, Y, Garba, S, Mshelbwala, P, Obande, J, Olori, S, Olute, A, Osagie, O, Pius Ogolekwu, I, Umar, A, Abdur-Rahman, L, Adeleke, N, Aremu, I, Bello, J, Olasehinde, O, Popoola, A, Raji, HO, Massoud, JG, Massoud, R, Sorour, TM, Abassy, J, Ahmed, K, Alvi, A, Arshad, M, Khan, S, Pirzada, A, Saleem, A, Siddiqui, T, Turk, K, Hanif, F, Haroon, M, Khan, MI, Jamal, A, Kerawala, AA, Memon, AS, Nafees Ahmed, R, Rai, L, Javed, S, Mahmood, U, Shabbir, RK, Yaqoob, E, Afzal, A, Ahmed Riaz, S, Akbar, A, Ali, AA, Ali, G, Janjua, A, Mohsin, M, Naqi, SA, Saleem, I, Shaukat, A, Sohail, M, Afzal, MF, Khokhar, MI, Latif, F, Ayub, B, Hassan, N, Martins, RS, Ramesh, P, Sayyed, R, Ayyaz, M, Butt, U, Kashif, M, Khan, WH, Qureshi, AU, Umar, M, Waris Farooka, M, Wasim, T, Bhatti, ABH, Ayubi, A, Rashid, I, Waqar, SH, Al-Slaibi, I, I. A. Alzeerelhouseini, H, Jobran, F, Abukhalaf, SA, Arrue, E, Cukier, M, Rodriguez-Zentner, H, Borda-Luque, G, León Palacios, JL, Lizzetti, G, Vasquez Ojeda, XP, Falcon Pacheco, GM, Robles, R, Jocson, R, Teh, C, Uy Magadia, E, Major, P, Bąk, M, Dubieńska, K, Ławnicka, A, Murawa, D, Bobiński, M, Kotarski, J, Rasoul-Pelińska, K, Brociek, A, Chloupek, A, Janik, M, Kowalewski, P, Kwiatkowski, A, Panasiewicz, P, Roszkowski, R, Rot, P, Sroczyński, P, Walędziak, M, Azevedo, C, Machado, D, Mendes, F, De Sousa, X, Fernandes, U, Ferreira, C, Guidi, G, Leal, C, Marçal, A, Marques, R, Martins, D, Melo, A, Tenreiro, N, Vaz Pereira, R, Vieira, B, Almeida, JI, Almeida-Reis, R, Correia de Sá, T, Costa, MJMA, Fernandes, V, Ferraz, I, Lima da Cruz, L, Lima da Silva, C, Lopes, L, Machado, N, Marialva, J, Nunes Coelho, M, Pedro, J, Pereira, C, Ribeiro, A, Ribeiro, CG, Santos, R, Saraiva, P, Silva, RL, Tavares, F, Teixeira, M, Valente, P, Almeida, AC, Amaral, MJ, Andrade, R, Athayde Nemésio, R, Breda, D, Camacho, C, Canhoto, C, Colino, M, Correia, S, Costa, M, De Barros, J, De Oliveira López, AL, Duque, M, Garrido, S, Guerreiro, P, Guimarães, A, Lázaro, A, Lopes, C, Martins, R, Nogueira, O, Oliveira, A, Oliveira, JM, Rodrigues, M, Ruivo, A, Santos, E, Silva, M, Simões, J, Valente da Costa, A, Almeida, A, Castanheira Rodrigues, S, Cavaleiro Leitão de Carvalho, AS, Devezas, V, Faria, CS, Jácome, F, Magalhães Maia, M, Nogueiro, J, Pereira, A, Pereira-Neves, A, Pina-Vaz, T, Santos-Sousa, H, Silveira, H, Vaz, S, Vieira, P, Gomes da Costa, A, Lobo Antunes, I, Pinto, J, Tojal, A, Cardoso, N, Cardoso, P, Domingues, JC, Henriques, P, Manso, MI, Martins dos Santos, G, Morais, H, Pereira, R, Revez, T, Ribeiro, R, Ribeiro, VI, Soares, A, Sousa, S, Teixeira, J, Amorim, E, Baptista, VH, Cunha, MF, Dias, B, Fazenda, A, Melo Neves, JP, Policarpo, F, Sampaio da Nóvoa Gomes Miguel, II, Veiga, D, Bandovas, JP, Borges, N, Branquinho, A, Chumbinho, B, Correia, J, Fidalgo, H, Figueiredo de Barros, I, Frade, S, Gomes, J, Kam da Silva Andrade, A, Maciel, J, Pereira Rodrigues, A, Pina, S, Silva, N, Silveira Nunes, I, Sousa, R, Ascensão, J, Azevedo, P, Costeira, B, Cunha, C, Garrido, R, Gomes, H, Lourenço, I, Mendinhos, G, Miranda, P, Nobre Pinto, A, Peralta Ferreira, M, Ribeiro, J, Rio Rodrigues, L, Sousa Fernandes, M, Azevedo, J, Galvão, D, Soares, AC, Vieira, A, Patrício, B, Santos, PMDD, Vieira Paiva Lopes, AC, Cunha, R, Faustino, A, Freitas, A, Jacob Oliveira, B, Martins, AB, Mendes, JR, Parreira, R, Rosa, J, Teves, M, Abreu da Silva, A, Claro, M, Costa Santos, D, Deus, AC, Grilo, JV, Castro Borges, F, Corte Real, J, Henriques, S, Lima, MJ, Matos Costa, P, Alagoa Joao, A, Camarneiro, R, Capunge, I, Fragoso, M, Frazão, J, Martins, A, Pedro, V, Pera, R, Ramalho de Almeida, F, Sampaio Soares, A, Vale, R, Vasconcelos, M, Brito da Silva, F, Caiado, A, Fonseca, F, Ângelo, M, Baiao, JM, Martins Jordão, D, Vieira Caroço, T, Messias, J, Millan, A, Salgado, I, Santos, P, Baía, C, Canotilho, R, Correia, AM, Ferreira Pinto, AP, Peyroteo, M, Videira, JF, Escobar, P, Maldonado Santiago, M, Kassir, R, Sauvat, F, Bonci, E, Gata, V, Titu, S, Bezede, C, Chitul, A, Ciofic, E, Cristian, D, Grama, F, Pirtea, L, Secosan, C, Ciubotaru, C, Negoi, I, Negoita, VM, Stoica, B, Ginghina, O, Iordache, N, Iosifescu, RV, Mardare, M, Mirica, RM, Spanu, A, Văcărașu, AB, Zamfir-Chiru-Anton, M, Garmanova, T, Kazachenko, E, Markaryan, D, Rodimov, S, Tsarkov, P, Tulina, I, Abelevich, A, Bazaev, A, Kokobelyan, AK, Yanishev, A, Litvin, A, Litvina, Y, Provozina, A, Agapov, M, Galliamov, E, Kakotkin, V, Kubyshkin, V, Semina, E, Камалов, А, Novikova, A, Zakharenko, A, Alshahrani, M, Alsharif, F, Eskander, M, Al Raddadi, R, Majrashi, S, Mashat, A, Akeel, N, Alharthi, M, Aljiffry, M, Basendowah, M, Farsi, A, Ghunaim, M, Khoja, A, Maghrabi, A, Malibary, N, Nassif, M, Nawawi, A, Samkari, A, Trabulsi, N, A Azab, M, Aldosri, M, Alghanem, A, Alguraigari, A, ALjohani, K, Alqahtani, D, Alzaidi, TM, Basyouni, A, Elhussain, E, Jaloun, H, Mudawi, I, Shafei, M, Al Awwad, S, Alghamdi, M, Alnumani, T, Nasser, M, Said bayazeed, A, Abdelrhman, S, Awad, S, Ghedan, S, I Sharara, M, Mashaly, A, Aburahmah, M, Al Otaibi, F, Al-alem, I, Al-Badawi, IA, AlDahash, H, Alhazzaa, N, Alhefdhi, A, Alhelal, B, AlKattan, K, Almalik, O, Alomair, A, Alomar, O, Alotaibi, NH, Alresaini, F, Alrifai, O, Alsakka, M, Alsalamah, R, Alsemari, M, Alsobhi, S, AlSumai, T, Farrash, F, Khan, P, Mahasin, Z, Othman, E, Pant, R, Robaidi, H, Saleh, W, Shaheen, M, Spangenberg, P, Velagapudi, S, Al Habes, H, Alamri, A, Alkarak, S, Alqannas, M, Alyami, M, Alzamanan, M, Cortés-Guiral, D, Elawad, A, Adi, H, Al ahmad, F, Al Ayed, A, Al zahrani, A, Alalawi, Y, Alishi, Y, Alqahtani, B, AlAamer, O, Alriyees, L, Alselaim, N, Alfaifi, J, Alkreedees, N, Almutrafi, SN, Alramadhan, M, Alshitwi, A, D’Souza, J, Abdulkareem, A, Ajlan, A, Akkour, K, Al-Habib, A, Al-Khayal, K, Alatar, A, Alburakan, A, Alhalal, H, Alhassan, B, Alhassan, N, Aljassir, F, Alobeed, O, Alsaif, A, Alsaif, F, Alshammari, S, Alshaygy, I, Barry, M, Bin Nasser, A, Bin Traiki, T, Bokhari, A, Elwatidy, S, Helmi, H, Madkhali, A, Nouh, T, Rabah, PD, Zubaidi, A, Abdulfattah, F, Al Hasan, I, Al-Kharashi, E, Alanazi, F, Albaqami, F, Alghamdi, A, Alghuliga, A, Aljaber, F, Alsowaina, K, Alsuhaibani, A, Arab, N, Badahdah, F, Alobaysi, S, Alshahrani, A, Paunovic, I, Slijepcevic, N, Aleksić, L, Antic, A, Barisic, G, Ceranic, M, Ebrahimi, K, Galun, D, Grubač, Ž, Ivanović, N, Jelenkovic, J, Kecmanović, D, Kmezić, S, Knezevic, D, Krivokapic, Z, Latinčić, S, Markovic, V, Matić, S, Miladinov, M, Pavlov, M, Pejovic, I, Radenkovic, D, Sabljak, P, Skrobić, O, Šljukić, V, Tadic, B, Vasljević, J, Velickovic, D, Zivanovic, M, Doklestic, K, Gregoric, P, Ivancevic, N, Loncar, Z, Micic, D, Perovic, M, Srbinovic, L, Andrijasevic, S, Bozanovic, T, Cerovic Popovic, R, Dokic, M, Janjic, T, Jeremic, K, Kadija, S, Ladjevic Likic, I, Mirkovic, L, Pantovic, S, Pilic, I, Radojevic, M, Stefanovic, A, Vidakovic, S, Vilendecic, Z, Antic, S, Dunđerović, D, Jelovac, D, Jezdic, Z, Konstantinovic, V, Kotlar, B, Kuzmanovic, C, Lazić, M, Pajić, S, Petrovic, M, Popovic, F, Pucar, A, Romic, M, Sumrak, S, Vujanac, V, Bascarevic, V, Bogdanovic, I, Grujičić, D, Ilic, R, Jokovic, M, Milićević, M, Milisavljević, F, Miljković, A, Paunovic, A, Šćepanović, V, Stanimirovic, A, Todorovic, M, Folic, M, Jotic, A, Krejovic Trivic, S, Milovanovic, J, Trivic, A, Bumbasirevic, U, Dzamic, Z, Kajmaković, B, Prijović, N, Zivkovic, M, Buta, M, Cvetkovic, A, Djurisic, I, Gacic, S, Goran, M, Inic, Z, Jeftic, N, Jevric, M, Jokic, V, Markovic, I, Milanović, M, Nikolic, S, Pejnovic, L, Savković, N, Spurnic, I, Stevic, D, Stojiljkovic, D, Vucic, N, Zegarac, M, Karamarkovic, A, Kenic, M, Kovacevic, B, Krdzic, I, Milutinović, V, Savic, G, Chan, CW, Lieske, B, Gális, B, Šimko, K, Cokan, A, Crnobrnja, B, Dovnik, A, Knez, J, Pakiž, M, Almgla, N, Bernon, M, Boutall, A, Cairncross, L, Chinnery, G, Herman, A, Hilton, T, Jonas, E, Kloppers, C, Malherbe, F, Mugla, W, Nel, D, Rayamajhi, S, Scriba, M, Van Wyngaard, T, Vogel, J, Castaño-Leon, AM, Delgado Fernandez, J, Eiriz Fernandez, C, Espino Segura-Illa, M, Esteban Sinovas, O, Garcia Perez, D, Gomez, P, Jimenez-Roldan, L, Lagares, A, Moreno-Gomez, L, Paredes, I, Pérez Núñez, A, Sánchez Aniceto, G, Santas Alegret, M, Fernández Rodríguez, P, Paniagua García Señorans, M, Sanchez-Santos, R, Vigorita, V, Acrich, E, Baena Sanfeliu, E, Barrios, O, Golda, T, Santanach, C, Serrano-Navidad, M, Sorribas Grifell, M, Vives, RV, Arce Gil, J, Escolà, D, Jiménez, A, Alcázar, JA, Angoso-Clavijo, M, Blanco-Antona, F, Carabias-Orgaz, A, Díaz Maag, R, Eguía Larrea, M, Esteban Velasco, C, Garcia, J, García-Plaza, AGP, Gonzalez-Muñoz, JI, Muñoz-Bellvis, L, Parreño-Manchado, FC, Sánchez Tocino, JM, Sanchez-Casado, AB, Trebol, J, Hernandez Gutierrez, J, Tébar Zamora, A, Sánchez Mozo, A, Cayetano Paniagua, L, Gomez Fernandez, L, Artigues, E, Bernal-Sprekelsen, JC, Catalá Bauset, JC, Gilabert-Estellés, J, Collera, P, Diaz Del Gobbo, R, Farre Font, R, Flores Clotet, R, Gómez Díaz, CJ, Guàrdia, N, Guariglia, CA, Osorio, A, Sanchez Jimenez, R, Sanchon, L, Soto Montesinos, C, Albi Martin, B, García Villayzán, JE, Alonso-Lamberti, L, Assaf, M, Baeza Pintado, N, Carabias, A, García-Quijada, J, Huertas Fernandez, MA, Jimenez Miramón, J, Jimenez, V, Jover, JM, Landeo Agüero, SA, Leon, R, Martín Salamanca, MB, Pérez Simón, V, Ponce, S, Rodriguez, JL, Salazar, A, Valle Rubio, A, Aguado, H, Aldecoa Ansorregui, I, Bravo Infante, R, De Lacy, FB, Di Somma, A, Díaz-Feijoo, B, Enseñat Nora, J, Fabregas, N, Ferrés, A, Gil Ibañez, B, Gonzalez Sanchez, JJ, Gracia, I, Hoyos Castro, JA, Lacy, AM, Langdon, C, Momblán, D, Morales, X, Oleaga, L, Otero, A, Pedrosa, L, Poblete Carrizo, J, Reyes Figueroa, LA, Roldan Ramos, P, Rumia-Arboix, J, Tercero-Uribe, AI, Topczewski, TE, Torales, J, Torne, A, Torné, R, Turrado-Rodriguez, V, Valero, R, Valverde, S, Anula, R, Avellana, R, Camarero Rodríguez, E, Catalán Garza, V, Dziakova, J, García Alonso, M, Lasses Martínez, B, López Antoñanzas, L, Muguerza, JM, Ochagavía, S, Peña Soria, MJ, Rivera-Alonso, D, Saez Carlin, P, Sánchez del Pueblo, C, Sanz Ortega, G, Sanz-Lopez, R, Torres, A, Garcés-Albir, M, Lopez, F, Martín-Arévalo, J, Moro-Valdezate, D, Pla-Marti, V, Beltrán de Heredia, J, De Andrés-Asenjo, B, Gómez Sanz, T, Jezieniecki, C, Nuñez Del Barrio, H, Ortiz de Solórzano Aurusa, FJ, Romero de Diego, A, Ruiz Soriano, M, Trujillo Díaz, J, Vazquez Fernandez, A, Lora-Cumplido, P, Sosa, MV, Balague, C, Ballester, E, Moral, A, Sánchez López, A, Targarona, EM, Galvan-Perez, A, Gonzalez-Gonzalez, E, Minaya Bravo, AM, San Miguel-Mendez, C, Alonso de la Fuente, N, Cazador Labat, M, Cecchini, L, Espinosa, CA, Jimenez Toscano, M, López Campillo, A, Mancebo, G, Martorell, P, Munarriz, M, Grau-Talens, EJ, Martin-Perez, B, Benavides Buleje, JA, Carrasco Prats, M, Fernández, PV, Fernández-López, A, García Escudero, D, García Porcel, VJ, Garcia Soria, V, Giménez Francés, C, González Valverde, FM, Gurrea-Almela, E, López-Morales, P, Marco Garrido, A, Martínez Alonso, JA, Medina, E, Muñoz Camarena, JM, Parra Baños, PA, Peña Ros, E, Ramirez Faraco, M, Ruiz-Marín, M, Sanchez Rodriguez, C, Valero Soriano, M, Allué Cabañuz, M, Colsa Gutiérrez, P, García Domínguez, M, Gimenez Maurel, T, Martín Anoro, LF, Ponchietti, L, Rodriguez Artigas, JM, Roldón Golet, M, Utrilla Fornals, A, Estaire Gómez, M, Fernández Camuñas, Á, Garcia Santos, EP, Jimenez Higuera, E, López de la Manzanara Cano, CA, Martínez-Pinedo, C, Moreno Pérez, A, Muñoz-Atienza, V, Padilla-Valverde, D, Picón Rodríguez, R, Redondo Calvo, FJ, Sánchez-García, S, Sanchez-Pelaez, D, Curtis Martínez, C, Fernández-Candela, A, Sánchez-Guillén, L, Colombari, RC, Del valle, E, Fernández, M, Lozano Lominchar, P, Rey Valcarcel, C, Steiner, MA, Tudela, M, Zorrilla Ortúzar, J, Alcaide Matas, F, García Pérez, JM, Troncoso Pereira, P, Blas Laina, JL, Cros, B, Escartin, J, Garcia Egea, J, Nogués, A, Talal El-Abur, I, Yánez, C, Mora-Guzmán, I, Cárdenas Puiggrós, L, Abellán, M, Achalandabaso Boira, M, Jorba, R, Memba Ikuga, R, Olona, C, Sales Mallafré, R, Aguilo, O, Cavallé Busquets, P, Gavalda Pellice, MGP, Jorda Sole, M, Mateu, I, Miralles Curto, M, Salinas Peña, J, Fernández Martínez, D, García Flórez, LJ, Solar-Garcia, L, Aragon Achig, EJ, Barbier, L, Caja Vivancos, P, Gainza, A, García Gutierrez, JJ, García-Operé, G, Gómez-Suárez, J, Jiménez-Jiménez, M, Mallabiabarrena Ormaechea, G, Marín, H, Martin Playa, P, Melchor Corcóstegui, I, Municio-Martín, JA, Oñate, M, Pascua-Gómez, LA, Pesántez Peralta, MA, Prieto Calvo, M, Rodriguez Fraga, A, Villalabeitia Ateca, I, De Andres Olabarria, U, Durán Ballesteros, M, Fernández Pablos, FJ, Ibáñez-Aguirre, FJ, Sanz Larrainzar, A, Ugarte-Sierra, B, Acosta Mérida, MA, Ortiz López, D, Yepes Cano, AF, Correa Bonito, A, De la Hoz Rodríguez, Á, Delgado Búrdalo, L, Di Martino, M, García Sánz, I, García Septiem, J, Maqueda González, R, Martin-Perez, E, Muñoz de Nova, JL, Calvo Espino, P, Guillamot Ruano, P, Colao García, L, Díaz Pérez, D, Esteban Agustí, E, Galindo Jara, P, Gutierrez Samaniego, M, Hernandez Bartolome, MA, Serrano González, J, Alonso Poza, A, Diéguez, B, García-Conde, M, Hernández-García, M, Losada, M, Chiesa-Estomba, CM, González García, JÁ, Larruscain, E, Sistiaga-Suárez, JA, Alvarez, E, Chavarrias, N, Frías, L, García Pineda, V, Gegúndez Simón, A, Gómez Rivas, J, Gortázar de las Casas, S, Gracia, M, Guevara, J, Hernández Gutierrez, A, Loayza, A, María Dolores, DT, Martí, C, Melendez, M, Moreno-Palacios, E, Perez, Y, Prieto Nieto, MI, Ramos-Martín, P, Rubio-Perez, I, Saavedra, J, Sánchez Méndez, JI, Siegrist Ridruejo, J, Toribio Vazquez, C, Urbieta, A, Yebes, A, Zapardiel, I, Aparicio-López, D, Cantalejo diaz, M, De Miguel Ardevines, MDC, Dobón Rascón, MÁ, Duque-Mallén, V, Gascon Ferrer, I, González-Nicolás Trébol, MT, Gracia-Roche, C, Herrero Lopez, M, Jariod Ferrer, UM, Kälviäinen, H, Lanzon, A, Martinez German, A, Matute, M, Redondo, C, Sánchez Fuentes, N, Santero-Ramirez, MS, Saudí, S, Simón Sanz, MV, Uson, T, Blazquez Martin, A, Diez Alonso, M, García Rico, E, Garcia-Loarte Gomez, E, Garcia-Moreno Nisa, F, Gutierrez Calvo, A, Hernandez, P, Lasa, I, Mendoza-Moreno, F, Morales Palacios, N, Ovejero Merino, E, Vera Mansilla, C, Acero, J, Haddad, A, Barranquero, AG, Caballero Silva, U, Cabañero Sánchez, A, Cavestany Garcia-Matres, C, Cerro Zaballos, C, Fra Fernández, S, Moreno Mata, N, Muñoz Molina, GM, Núñez, J, Ocaña, J, Ramos, D, Acebes García, F, Bailón, M, Bueno Cañones, AD, Choolani Bhojwani, E, Marcos-Santos, P, Miguel, T, Pacheco Sánchez, D, Pérez-Saborido, B, Sanchez Gonzalez, J, Tejero-Pintor, FJ, Alconchel, F, Conesa, A, Gil Martínez, J, Gutiérrez Fernández, AI, Lopez Abad, A, Nicolás-López, T, Ramirez Romero, P, Roca Calvo, MJ, Rodrigues, K, Ruiz Manzanera, JJ, Soriano, AI, Cano, A, Capitan-Morales, L, Cintas Catena, J, Gomez-Rosado, J, Oliva Mompean, F, Pérez Sánchez, MA, Río Lafuente, FD, Torres Arcos, C, Valdes-Hernandez, J, Bruna Esteban, M, Cholewa, H, Domingo, S, Frasson, M, Lago, V, Marina Martin, T, Martínez Chicote, C, Sancho-Muriel, J, Estraviz-Mateos, B, Fernández Gómez Cruzado, L, González de Miguel, M, Landaluce-olavarria, A, Lecumberri, D, Abad Gurumeta, A, Abad-Motos, A, Martínez-Hurtado, E, Ripollés-Melchor, J, Ruiz Escobar, A, Cuadrado-García, A, Garcia-Sancho Tellez, L, Heras Aznar, J, Maté Mate, P, Ortega Vázquez, I, Picardo, AL, Rojo López, JA, Sanchez Cabezudo Noguera, F, Serralta de Colsa, D, Anchuelo Latorre, J, Cagigas Fernandez, C, Caiña Ruiz, R, Fernandez Diaz, MJ, Gomez Ruiz, M, Hernanz, F, Jimeno Fraile, J, Martínez-Pérez, P, Poch, C, Santarrufina Martinez, S, Valbuena Jabares, V, Moliner-Sachez, C, Pingarron-Martin, L, Rey-Biel, J, Ruiz Martin, I, Cagigal Ortega, EP, Cervera, I, Díaz Peña, P, Garcia de Castro Rubio, E, Enjuto, D, Fernández Bernabé, P, Garcés García, R, Gonzalez, J, Hernández, I, Herrera-Merino, N, Marqueta De Salas, M, Martinez Pascual, P, Perez Gonzalez, M, Ramos Bonilla, A, Rodríguez Gómez, L, Alfonso Garcia, M, Craus-Miguel, A, Fernández Vega, L, Ferrer-Inaebnit, E, Gil Catalán, A, González Argente, FX, Jeri, S, Oseira, A, Pujol Cano, N, Segura-Sampedro, JJ, Soldevila Verdeguer, C, Villalonga, B, Bescós, C, Blanco-Colino, R, Brana, I, Caimari, B, De Pablo García-Cuenca, A, Duran-Valles, F, Espin-Basany, E, Giralt López de Sagredo, J, Pamias, J, Pellino, G, Prat, N, Pujol Pina, R, Saez barba, M, Arulanantham, A, Bandara, GBKD, Jayarajah, U, Ravindrakumar, S, Rodrigo, VSD, Ali Adil, AA, Elhafiz, MHY, Ali, EE, Awadelkarim, M, Bakheit, I, Elbahri, H, Hamid, HKS, Essa, MEA, Ahmed, AA, Hassan, A, Hilles, MMY, Saleh, M, Arkani, S, Freedman, J, Elbe, P, Lindqvist, EK, Angenete, E, Park, J, Taflin, H, Greiff, L, Hagander, L, Älgå, A, Heinius, G, Nordberg, M, Pieniowski, E, Gkekas, I, Löfgren, N, Rutegård, M, Sund, M, Arigoni, M, Bernasconi, M, Christoforidis, D, Di Giuseppe, M, La Regina, D, Mongelli, F, Chevallay, M, Dwidar, O, Gialamas, E, Sauvain, M, Giger, R, Hool, S, Klenke, F, Kollàr, A, Kurze, C, Mueller, SA, Kiessling, S, Stoeckli, S, Adamina, M, Bächler, T, Crugnale, AS, Giardini, M, Guglielmetti, L, Peros, G, Solimene, F, Gass, M, Metzger, J, Scheiwiller, A, Gutschow, C, Turina, M, Al Asadi, T, Alkhateb, S, Altom, R, Bakkar, B, Maa Albared, S, Melhem, S, Hamdan, A, Hammed, A, Hammed, S, Hossain, M, Mahfoud, M, Moussa, A, Alsayyad, R, Alsrouji, S, Ashour, G, Hareth Al-Nahr, M, Slitin, A, Tanos, C, Kacem, MJ, Maghrebi, H, Sebai, A, Aghayeva, A, Hamzaoglu, I, Sahin, I, Akaydin, E, Aliyeva, Z, Aytac, E, Baca, B, Dülgeroğlu, O, Ozben, V, Ozmen, BB, Uras, C, Arikan, AE, Bilgin, IA, Bozkırlı, B, Ceyhan, GO, Kara, H, Karahasanoğlu, T, Celik, H, Meydanli, MM, Akbas, A, Altinel, Y, Calikoglu, F, Ercan, G, Ercetin, C, Hacım, NA, Meriç, S, Tokocin, M, Vartanoglu, T, Yigitbas, H, Akilli, H, Ayhan, A, Kuscu, E, Doğangün, M, Iflazoğlu, N, Yalkın, Ö, Turna, A, Onan, MA, Akgor, U, Cennet, O, Dincer, HA, Erol, T, Gultekin, M, Orhan, N, Ozgul, N, Salman, MC, Soyak, B, Aydemir, L, Başaran, B, Sen, C, Ulusan, M, Açıkgöz, AS, Alhamed, A, Aykanat, Y, Bese, T, Cebi, S, Demirkıran, F, Ergün, S, Kayan, B, OZcelık, MF, Sanli, AN, Uludağ, SS, Velidedeoglu, M, Zengin, AK, Bozkurt, MA, Kara, Y, Kocatas, A, Candas Altinbas, B, Çekiç, AB, Eyuboglu, K, Guner, A, Türkyılmaz, S, Usta, MA, Cimenoglu, B, Demirhan, R, Saracoglu, K, Azamat, İF, Balik, E, Buğra, D, Giray, B, Kulle, CB, Taskiran, C, Vatansever, D, Güler, SA, Güreşin, A, Tatar, OC, Utkan, NZ, Yildirim, A, Yüksel, E, Abbasov, A, Yanar, H, Ugurlu, MU, Akin, E, Altintoprak, F, Bayhan, Z, Cakmak, G, Çapoğlu, R, Çelebi, F, Demir, H, Dikicier, E, Firat, N, Gönüllü, E, Kamburoğlu, MB, Kocer, B, Küçük, IF, Mantoglu, B, Çolak, E, Kucuk, GO, Uyanik, MS, Goksoy, B, Bozkurt, E, Citgez, B, Mihmanli, M, Tanal, M, Yetkin, G, Akalin, M, Arican, C, Avci, EK, Aydin, C, Demirli Atıcı, S, Emiroglu, M, Kaya, T, Kebabçı, E, Kilinc, G, Kirmizi, Y, Öğücü, H, Salimoğlu, S, Sert, İ, Tugmen, C, Tuncer, K, Uslu, G, Yeşilyurt, D, Karaman, E, Kolusarı, A, Yildiz, A, Gultekin, FA, Lule, H, Oguttu, B, Abdelgalil, K, Agilinko, J, Ahmeidat, A, Barabasz, M, Bekheit, M, Cheung, LK, Colloc, T, Cymes, W, Elhusseini, M, Gradinariu, G, Hannah, A, Kamera, BS, Mignot, G, Shaikh, S, Sharma, P, Abu-Nayla, I, Al-Mohammad, A, Ali, S, Ashcroft, J, Azizi, A, Baker, O, Balakrishnan, A, Byrne, M, Colquhoun, A, Cotter, A, Coughlin, P, Davies, RJ, Durrani, A, Elshaer, M, Fordington, S, Forouhi, P, Georgiades, F, Grimes, H, Habeeb, A, Hudson, V, Hutchinson, P, Irune, E, Jah, A, Khan, DZ, Kolias, A, Kyriacou, H, Lamb, B, Liau, S, Luke, L, Mahmoud, R, Mannion, R, Masterson, L, Mitrofan, C, Mohan, M, Morris, A, Murphy, S, O’Neill, JR, Price, S, Pushpa-rajah, J, Raby-Smith, W, Ramzi, J, Rooney, SM, Santarius, T, Singh, AA, Stewart, GD, Tan, XS, Townson, A, Tweedle, E, Walker, C, Waseem, S, Yordanov, S, Jones, T, Kattakayam, A, Loh, C, Lunevicius, R, Nunes, Q, Pringle, S, Schache, A, Shaw, R, Sheel, A, Sud, A, Sundhu, M, Rossborough, C, Angelou, D, Choynowski, M, McAree, B, McCanny, A, Neely, D, Kamel, F, Kumar, L, Madani, R, Nisar, P, Tutoveanu, G, Bittar, MN, Creanga, M, Elniel, M, Law, J, Youssef, M, Ahad, S, De La Cruz Monroy, MFI, Hashem, M, Langlands, F, Mosley, F, Oktseloglou, V, Omar, I, Patel, F, Alanbuki, A, Patel, M, Shabana, A, Rathinaezhil, R, Perera, E, Raveendran, D, Ravi-Shankar, K, Thiruchelvam, J, Che Bakri, NA, Jawad, Z, Jiao, L, Nazarian, S, Vashisht, R, Arrowsmith, L, Campbell, W, Grove, T, Kontovounisios, C, Warren, O, Rolland, P, Aggarwal, A, Brown, S, Jelley, C, Neal, N, Kaur, R, Leung, E, Sundar, S, Doulias, T, Li, M, Martin, E, Rodwell, H, Clifford, R, Eardley, N, Krishnan, E, Manu, N, Roy Mahapatra, S, Serevina, OL, Smith, C, Vimalachandran, D, Bordenave, M, Houston, R, Putnam, G, Robson, A, Tustin, H, Emslie, K, Labib, PL, Marchbank, A, Miller, D, Minto, G, Natale, J, Nwinee, H, Panahi, P, Rogers, L, Abubakar, A, Akhter Rahman, MM, O’Brien, H, Sasapu, K, Inglis, R, Ng, HJ, De Gea Rico, A, Ghazali, N, Lambert, J, Markose, G, Math, S, Sarantitis, I, Shreshtha, D, Simpson, R, Sonanis, S, Sultana, A, Taggarsi, M, Timbrell, S, Vaz, OP, Vitone, L, Day, A, Dent, H, Fahim, M, Waheed, S, Hunt, A, Laskar, N, Steinke, J, Thrumurthy, S, Massie, E, McGivern, K, Rutherford, D, Wilson, M, Hardie, J, Kazzaz, S, Bacarese-Hamilton, T, Ip, M, James, A, Salerno, G, Stockdale, T, Handa, S, Kaushal, M, Kler, A, Patel, P, Redfern, J, Tezas, S, Aawsaj, Y, Amonkar, S, Blackwell, L, Blake, D, Carter, J, Emerson, H, Fisher, A, Katory, M, Korompelis, P, McCormick, W, Mustafa, A, Pearce, L, Ratnavelu, N, Reehal, R, Damola, A, Kretzmer, L, Lalou, L, Lim, P, Manku, B, Parwaiz, I, Sandher, M, Stafford, J, Abdelkarim, M, Asqalan, A, Gala, T, Ibrahim, S, Maw, A, Mithany, R, Morgan, R, Sundaram Venkatesan, G, Holroyd, D, Jamieson, N, Jones, C, Shin, JS, Ang, K, Caruana, EJ, Chandarana, K, Chowdhry, MF, Mohammad, A, Nakas, A, Rathinam, S, Banfield, D, Boal, M, Brown, O, Dean, H, Dwerryhouse, S, Higgs, S, Vallance, A, Boyd, E, Irvine, V, Kirk, A, Bakolas, G, Boulton, A, Chandock, A, Khan, T, Kumar, M, Agoston, P, Billè, A, Challacombe, B, Fraser, S, Harrison-Phipps, K, King, J, McCrindle, S, Mehra, G, Mills, L, Najdy, M, Nath, R, Okiror, L, Pilling, J, Rizzo, V, Routledge, T, Sayasneh, A, Stroman, L, Wali, A, Fehervari, M, Fotopoulou, C, Habib, N, Hamrang-Yousefi, S, Pai, M, Ploski, J, Rajagopal, P, Saso, S, Sodergren, M, Spalding, D, Laws, S, Hardie, C, McNaught, C, Alam, R, Budacan, A, Cahill, J, Kalkat, M, Karandikar, S, Kenyon, L, Naumann, D, Patel, A, Chen, F, Cheung, J, Ayorinde, J, Chase, T, Cuming, T, Ghanbari, A, Humphreys, L, Tayeh, S, Aboelkassem Ibrahim, A, Bichoo, R, Cao, H, Chai, AKW, Choudhury, J, Evans, C, Fitzjohn, H, Ikram, H, Khalifa, E, Langstroth, M, Loubani, M, McMillan, A, Nazir, S, Qadri, SSA, Robinson, A, Ross, E, Sehgal, T, Wilkins, A, Dixon, J, Dunning, J, Freystaetter, K, Jha, M, Kusuma, VRM, Lester, S, Madhavan, A, Thulasiraman, SV, Viswanath, Y, Curl-Roper, T, Delimpalta, C, Liao, CCL, Velchuru, V, Westwood, E, Belcher, E, Bond-Smith, G, Chidambaram, S, Di Chiara, F, Fasanmade, K, Fraser, L, Fu, H, Ganau, M, Gore, S, Goricar, M, Graystone, J, Jeyaretna, D, Khatkar, H, Lami, M, Maher, M, Mastoridis, S, McVeigh, J, Mihai, R, Myatt, R, Piper, R, Prabhu, S, Risk, OBF, Selbong, U, Shah, K, Silva, P, Smillie, R, Soleymani majd, H, Sravanam, S, Stavroulias, D, Tebala, GD, Vatish, M, Verberne, C, Wallwork, K, Williams, MA, Winter, SC, Ahmed, I, Djouani, A, Eddy, B, Folkard, S, Hassan, F, Kommu, S, Papadopoulos, G, Simoes, A, Streeter, E, Tait-Bailey, J, Thomas, M, Wang, W, Yao, M, Anscomb, N, Baldwin-Smith, R, Davies, M, Grainger, C, Haji, A, Haq, A, Nunoo-Mensah, JW, Rizk, M, Bhatti, MI, Boyd-Carson, H, Elsey, E, Gemmill, E, Herrod, P, Jibreel, M, Lenzi, E, Saafan, T, Sapre, D, Sian, T, Watson, N, Athanasiou, A, Borg, E, Bourke, G, Bradshaw, L, Brunelli, A, Burke, J, Coe, P, Costigan, F, Elkadi, H, Ho, M, Johnstone, J, Kanatas, A, Kantola, V, Kaufmann, A, Laios, A, Lam, S, MacInnes, E, Munot, S, Nahm, C, Otify, M, Pompili, C, Raslan, M, Salminen, H, Smith, I, Theophilou, G, Toogood, G, Wade, R, Ward, D, West, C, Al-Harbawee, A, Alharawee, A, Annamalai, S, Ashmore, C, Boddy, A, Hossain, T, Irvine, E, Kassam, K, Kourdouli, A, Chean, CS, Dharamavaram, S, Gvaramadze, A, Jibril, A, Kulkarni, N, Pereira, I, Prusty, L, Shanthakunalan, K, Srikumar, B, Thekkinkattil, D, Adegbola, S, Menakaya, C, Noel, J, Harky, A, Shackcloth, M, Askari, A, Cirocchi, N, Kudchadkar, S, Patel, K, Sagar, J, Shaw, S, Talwar, R, Abdalla, M, Edmondson, R, Ismail, O, Jones, D, Newton, K, Stylianides, N, Aderombi, A, Andaleeb, U, Bajomo, O, Beatson, K, Garrett, W, Mehmood, M, Ng, V, Al-Habsi, R, Brimioulle, M, Divya, GS, Keeler, B, Soulsby, RE, Taylor, A, Al-Sarireh, B, Clancy, R, Cripps, P, Dobbs, T, Egan, R, Fabre, I, Harries, R, Henry, A, Kittur, M, Li, Z, Parkins, K, Soliman, F, Spencer, N, Thompson, D, Burgess, C, Gemmell, C, Grieco, C, Hollyman, M, Hunt, L, Morrison, J, Ojha, S, Abbadessa, F, Barnard, S, Dawe, N, Hammond, J, Koshy, RM, Mahmoud Ali, F, McPherson, I, Mellor, C, Moir, J, Pandanaboyana, S, Powell, J, Rai, B, Roy, C, Sachdeva, A, Saleh, C, Tingle, S, Williams, T, Manickavasagam, J, McDonald, C, McGrath, N, McSorley, N, Ragupathy, K, Ramsay, L, Solth, A, Aristotelous, C, Kakisi, O, Seebah, K, Shaikh, I, Sreedharan, L, Touil, L, Shah, J, Ameerally, P, Baguley, M, Gnanachandran, C, Heer, B, Rogers, M, Woods, R, Aujayeb, A, Mills, S, Abu, J, Addae-Boateng, E, Bratt, D, Brock, L, Burnside, N, Cadwell-Sneath, S, Gajjar, K, Gan, C, Grundy, C, Hallam, K, Hassell, K, Hawari, M, Joshi, A, Khout, H, Konstantinidi, K, Lee, RXN, Nunns, D, Schiemer, R, Walton, T, Weaver, H, Whisker, L, Williamson, K, Ahmed, ME, Bukhari, SI, Illingworth, B, Kanthasamy, S, Knights, E, Ong, SL, Pujari, R, Tan, KHM, Vanker, R, Michel, M, Patil, S, Ravindran, S, Sarveswaran, J, Scott, L, Biliatis, I, Edmond, M, King, E, Babawale, O, Hodgson, D, Ismail, M, Khan, J, Lokman, U, Phan, YC, Almond, M, Bhangu, A, Breik, O, Cato, LD, Chowdhury, YA, Desai, A, Ford, S, Griffiths, E, Idle, M, Kamal, M, Karia, K, Kisiel, A, Kulkarni, R, Mak, JKC, Martin, T, Nankivell, P, Parente, A, Parmar, S, Pathanki, AM, Phelan, L, Praveen, P, Saeed, S, Sharma, N, Singh, J, Solomou, G, Soon, WC, Stevens, A, Tirotta, F, Topham, C, Ughratdar, I, Vijayan, D, Ballantyne, K, Barker, L, Chapman, K, Charalambous, M, Chianakwalam, C, English, C, Evans, J, Fell, A, Frimpong, D, Halkias, C, Iyer, R, Merh, R, Neagu, G, Nikolaou, S, Poddar, A, Pronisceva, V, Reddy, V, Williams, N, Alakandy, L, Bhattathiri, P, Brown, J, Canty, M, Day, E, Geddes, A, Grivas, A, Hassan, S, Lammy, S, Littlechild, P, Maseland, C, Mathieson, C, McCaul, J, McMahon, J, O’Kane, R, St. George, E, Suttner, N, Taylor, W, Tilling, E, English, W, Kaul, S, Khan, AH, Khan, F, Mansuri, A, Mukherjee, S, Sarigul, M, Tan, KL, Vulliamy, P, Woodham, A, Yang, YH, Adiamah, A, Brewer, H, Chowdhury, A, Humes, D, Jackman, J, Koh, A, Lewis-Lloyd, C, Navarro, A, Oyende, O, Reilly, J, Vohra, R, Worku, D, Cool, P, Cribb, G, Shepherd, K, Bisset, C, Moug, S, Chadha, R, Elson, N, Galleano, R, Faulkner, G, Langone, A, Panayi, Z, Saleh, P, Tuminello, F, Underwood, C, Brixton, G, Findlay, L, Klatte, T, Majkowska, A, Manson, J, Potter, R, Al-Khyatt, W, Bhalla, A, Chia, Z, Daliya, P, Goyal, A, Grimley, E, Hamad, A, Malcolm, FL, Ng, JCK, Phillips, A, Theophilidou, E, Williams, S, Bowden, J, Campain, N, Daniels, I, Fowler, G, John, J, Massey, L, McDermott, F, McGrath, J, McLennan, A, Ng, M, Pascoe, J, Rajaretnam, N, Angamuthu, N, Bulathsinhala, S, Chowdhury, S, Davidson, B, Fusai, G, Gilliland, J, Hart, C, Hidalgo Salinas, C, Knowles, J, Machairas, N, Mirnezami, R, Pissanou, T, Pollok, JM, Raptis, DA, Soggiu, F, Tzerbinis, H, Varcada, M, Xyda, S, Beamish, A, Davies, E, Foulkes, R, Magowan, D, Nassa, H, Ooi, R, Price, C, Smith, L, Solari, F, Tang, A, Williams, G, Abd Kahar, NN, Al-Tamimi, Y, Bacon, A, Beasley, N, Catto, J, Chan, LH, Chew, D, Crank, M, Ilenkovan, N, Macdonald, M, Narice, B, Rominiyi, O, Saad, S, Sinha, S, Thompson, A, Varley, I, Brennan, P, Drake, T, Harrison, EM, Linder, G, Mayes, J, McGregor, R, Pasricha, R, Skipworth, RJE, Zamvar, V, Hawkin, P, Raymond, T, Ryska, O, Baron, R, Dunne, D, Gahunia, S, Halloran, C, Howes, N, McKinney, R, McNicol, F, Rajput, K, Russ, J, Sutton, R, Szatmary, P, Tan, JR, Whelan, P, Anzak, A, Banerjee, A, Fuwa, O, Hughes, F, Jayasinghe, JD, Knowles, C, Kocher, HM, Leal Silva, I, Ledesma, FS, Minicozzi, A, Navaratne, L, Patki, P, Rahman, R, Ramamoorthy, R, Sohrabi, C, Tanabalan, C, Thaha, M, Thakur, B, Venn, M, Yip, V, Baumber, R, Parry, J, Evans, S, Jeys, L, Morris, G, Parry, M, Ahmadi, N, Aresu, G, Barrett-Brown, ZM, Coonar, A, Durio Yates, H, Gearon, D, Hogan, J, King, M, Peryt, A, Pradeep, IS, Adishesh, M, Atherton, R, Baxter, K, Brocklehurst, M, Chaudhury, M, Krishnamohan, N, McAleer, J, Owens, G, Parkin, E, Patkar, P, Phang, I, Aladeojebi, A, Ali, M, Barmayehvar, B, Gaunt, A, Gowda, M, Halliday, E, Kitchen, M, Mansour, F, Nanjaiah, P, Zakai, D, Abbassi-Ghadi, N, Assalaarachchi, H, Currie, A, Flavin, M, Frampton, A, Hague, M, Hammer, C, Hopper, J, Horsnell, J, Humphries, S, Kamocka, A, Madhuri, TK, Preston, S, Singh, P, Stebbing, J, Tailor, A, Walker, D, Coomber, E, Jaunoo, S, Kennedy, L, Airey, A, Bunni, J, Crowley, R, Fairhurst, K, Frost, J, George, R, Lee, S, Mitchell, S, Phull, J, Richards, S, Aljanadi, F, Campbell, A, Glass, A, Hraishawi, I, Jones, M, McIlmunn, C, McIntosh, S, Mhandu, P, O’Donnell, C, Turkington, R, Al-Ishaq, Z, Bhasin, S, Bodla, AS, Burahee, A, Crichton, A, El-Ghobashy, A, Fossett, R, Pigadas, N, Rahman, E, Snee, D, Vidya, R, Yassin, N, Fountain, D, Hasan, MT, Karabatsou, K, Laurente, R, Pathmanaban, O, Barlow, C, Ding, D, Foster, J, Longstaff, L, Brett-Miller, C, Buruiana, FE, Al-mukhtar, A, Edwards, J, Giblin, A, Kelty, C, Lee, M, Lye, G, Newman, T, Sharkey, A, Steele, C, Sureshkumar Shah, N, Whitehall, E, Blair, J, Lakhiani, A, Parry-Smith, W, Sahu, B, Athwal, R, Baker, A, Jones, L, Konstantinou, C, Ramcharan, S, Vatish, J, Wilkin, R, Alzetani, A, Amer, K, Badran, A, Colvin, HV, Ethunandan, M, Sekhon, GK, Shakoor, Z, Shields, H, Singh, R, Talbot, T, Wensley, F, Lawday, S, Lyons, A, Newman, S, Chung, E, Hagger, R, Hainsworth, A, Hunt, I, Karim, A, Owen, H, Ramwell, A, Santhirakumaran, G, Smelt, J, Tan, C, Vaughan, P, Williams, K, Baker, C, Davies, A, Gossage, J, Kelly, M, Knight, W, Bromage, S, Hall, J, Kaushik, V, Rudic, M, Vallabh, N, Zhang, Y, Harris, G, James, G, Kang, C, Lin, DJ, Rajgor, AD, Royle, T, Scurrah, R, Steel, B, Watson, LJ, Choi, D, Hutchison, R, Luoma, V, Marcus, HJ, May, R, Menon, A, Pramodana, B, Webber, L, Hayes, A, Jones, R, Sivarajah, G, Smith, M, Smrke, A, Strauss, D, Abouelela, FAM, Aneke, IA, Asaad, P, Brown, B, Collis, J, Duff, S, Khan, A, Moura, F, Taylor, M, Wadham, B, Warburton, H, Elmoslemany, T, Jenkinson, MD, Millward, CP, Zakaria, R, Mccluney, S, Parmar, C, Shah, S, Allison, J, Babar, MS, Bowen, J, Collard, B, Goodrum, S, Lau, K, Sargent, M, Scott, R, Thomas, E, Whitmore, H, Balasubramaniam, D, Jayasankar, B, Kapoor, S, Ramachandran, A, Semple, C, Elhamshary, A, Imam, SMB, Kapriniotis, K, Kasivisvanathan, V, Lindsay, J, Rakhshani-Moghadam, S, Beech, N, Chand, M, Green, L, Kalavrezos, N, Kiconco, H, McEwen, R, Schilling, C, Sinha, D, Pereca, J, Chopra, S, Egbeare, D, Thomas, R, Arumugam, S, Ibrahim, B, Khan, K, Combellack, T, Hill, G, Jones, S, Kornaszewska, M, Mohammed, M, Tahhan, G, Valtzoglou, V, Blencowe, N, Eskander, P, Gash, K, Gourbault, L, Hanna, M, Maccabe, TA, Main, B, Olivier, J, Newton, C, Roswadowski, S, Ryan, N, Teh, E, West, D, Al-omishy, H, Baig, M, Bates, H, Di Taranto, G, Dickson, K, Dunne, N, Gill, C, Howe, D, Jeevan, D, Khajuria, A, Martin-Ucar, A, McEvoy, K, Naredla, P, Robertson, S, Sait, M, Sarma, DR, Shanbhag, S, Shortland, T, Simmonds, S, Skillman, J, Tewari, N, Walton, G, Akhtar, MA, Brunt, A, McIntyre, J, Milne, K, Rashid, MM, Sgrò, A, Stewart, KE, Turnbull, A, Abou-Foul, AK, Gossedge, G, O’Donnell, S, Oldfield, F, Thomson, S, Aguilar Gonzalez, M, Talukder, S, Boyle, C, Fernando, D, Gallagher, K, Laird, A, Tham, D, Bath, M, Basnyat, P, Davis, H, Montauban, P, Shrestha, A, Agarwal, K, Arif, T, Magee, C, Nambirajan, T, Powell, S, Vinayagam, R, Flindall, I, Hanson, A, Mahendran, V, Green, S, Lim, M, MacDonald, L, Miu, V, Onos, L, Sheridan, K, Young, R, Alam, F, Griffiths, O, Houlden, C, Kolli, VS, Lala, AK, Leeson, S, Peevor, R, Seymour, Z, Consorti, E, Gonzalez, R, Grolman, R, Kwan-Feinberg, R, Liu, T, Merzlikin, O, Brown, A, Cooper, Z, Hirji, S, Jolissaint, J, Mahvi, D, Okafor, B, Raut, CP, Roxo, V, Salim, A, Bessen, S, Chen, L, Dagrosa, L, Fay, K, Fleischer, C, Hasson, R, Henderson, E, Leech, M, Loehrer, A, Markey, C, Paydarfar, J, Rosenkranz, K, Telma, K, Tocci, N, Wilkinson-Ryan, I, Bokenkamp, M, Brown, K, Fleming, D, Heron, C, Hill, C, Kay, H, Leede, E, McElhinney, K, Olson, KA, Osterberg, EC, Riley, C, Srikanth, P, Barbour, J, Blazer, D, DiLalla, GA, Fayanju, O, Hwang, ES, Kahmke, R, Kazaure, H, Lazarides, A, Lee, W, Lidsky, M, Menendez, C, Moris, D, Plichta, J, Pradhan, MC, Puscas, L, Rice, HE, Rocke, D, Rosenberger, L, Scheri, R, Smith, BD, Stang, MT, Tolnitch, L, Turnage, K, Visgauss, J, Walton, FS, Watts, T, Zani, S, Farma, J, Cardona, K, Russell, MC, Clark, J, Kwon, D, Goel, N, Kronenfeld, J, Bigelow, B, Etchill, E, Gabre-Kidan, A, Jenny, H, Kent, A, Ladd, MR, Long, C, Malapati, H, Margalit, A, Rapaport, S, Rose, J, Stevens, K, Tsai, L, Vervoort, D, Yesantharao, P, Dehal, A, Klaristenfeld, D, Huynh, K, Kaafarani, H, Naar, L, Qadan, M, Brown, L, Ganly, I, Mullinax, JE, Alpert, N, Gillezeau, C, Miles, DDS, Taioli, E, Cha, DE, Gleeson, E, Horn, C, Sarpel, U, Gusani, N, Hazelton, J, Maines, J, Oh, JS, Ssentongo, A, Ssentongo, P, Bhama, A, Colling, K, Najarian, M, Azam, M, Choudhry, A, Marx, W, Abedin, Y, Arzumanov, G, Chokshi, R, Gabrilovich, S, Glass, N, Kalyoussef, E, Parvin-Nejad, FP, Roden, D, Stein, J, Suarez-Ligon, A, Tsui, G, Zhao, K, Fleming, J, Fuson, A, Gigliotti, J, Ovaitt, A, Ying, Y, Abel, MK, Andaya, V, Bigay, K, Boeck, MA, Chern, H, Corvera, C, El-Sayed, I, Glencer, A, Ha, P, Hamilton, BCS, Heaton, C, Hirose, K, Jablons, DM, Kirkwood, KS, Kornblith, LZ, Kratz, JR, Lee, RH, Miller, PN, Nakakura, EK, Nunez-Garcia, B, O’Donnell, RJ, Ozgediz, D, Park, P, Robinson, B, Sarin, A, Sheu, B, Varma, MG, Wai, KC, Wustrack, R, Xu, MJ, Zimel, M, Beswick, D, Goddard, J, Manor, J, Song, J, Cioci, A, Pavlis, W, Rakoczy, K, Ruiz, G, Saberi, R, Fullmer, T, Gaskill, C, Gross, N, Kiong, K, Roland, CL, Zafar, SN, Abdallah, M, Abouassi, A, Aigbivbalu, E, Eid, J, George, B, Kulkarni, G, Marwan, H, Mehdi, M, San Andrés, M, Sundaresan, J, Aoun, SG, Ban, VS, Batjer, HH, Bosler, K, Caruso, J, Sumer, B, Abbott, D, Acher, A, Aiken, T, Barrett, J, Foley, E, Schwartz, PB, Hawkins, AT, Maiga, A, Ruzgar, NM, Sion, M, Ullrich, S, Laufer, J, Scasso, S, Al-Naggar, H, Al-Shehari, M, Almassaudi, A, Alsayadi, M, Alsayadi, R, Nahshal, M, Shream, S, AL-Ameri, S, Aldawbali, M, Kouli, O, Murray, V, Bhatia, S, Cambridge, WA, Kawka, M, Shafi, S, Knight, SR, Kamarajah, SK, McLean, KA, Glasbey, JC, Khaw, RA, Ahmed, W, Akhbari, M, Baker, D, Borakati, A, Mills, E, Thavayogan, R, Yasin, I, Raubenheimer, K, Ridley, W, Sarrami, M, Zhang, G, Creagh-Brown, B, Edwards, M, Pinkney, T, Pearse, R, Smart, N, Jamieson, A, Nguyen, M, Rahman, A, Tincknell, L, Kakodkar, P, Kwek, I, Punjabi, N, Burns, J, Varghese, S, Erotocritou, M, McGuckin, S, Vayalapra, S, Dominguez, E, Moneim, J, Salehi, M, Tan, HL, Yoong, A, Zhu, L, Seale, B, Nowinka, Z, Patel, N, Chrisp, B, Harris, J, Maleyko, I, Muneeb, F, Gough, M, James, CE, Skan, O, Rebuffa, N, Khan, H, Down, B, Fatimah Hussain, Q, Adams, M, Bailey, A, Cullen, G, Fu, YXJ, McClement, B, Aitken, S, Bachelet, B, Brousse de Gersigny, J, Chang, C, Khehra, B, Lahoud, N, Lee Solano, M, Louca, M, Rozenbroek, P, Rozitis, E, Agbinya, N, Anderson, E, Arwi, G, Barry, I, Batchelor, C, Chong, T, Choo, LY, Clark, L, Daniels, M, Goh, J, Handa, A, Hanna, J, Huynh, L, Jeon, A, Kanbour, A, Lee, A, Lee, J, Lee, T, Leigh, J, Ly, D, McGregor, F, Nejatian, M, O’Loughlin, E, Ramos, I, Sanchez, B, Shrivathsa, A, Sincari, A, Sobhi, S, Swart, R, Trimboli, J, Wignall, P, Bourke, E, Chong, A, Clayton, S, Dawson, A, Hardy, E, Iqbal, R, Le, L, Mao, S, Marinelli, I, Metcalfe, H, Panicker, D, R, HH, Ridgway, S, Tan, HH, Thong, S, Van, M, Woon, S, Woon-Shoo-Tong, XS, Yu, S, Ali, K, Chee, J, Chiu, C, Chow, YW, Duller, A, Nagappan, P, Ng, S, Selvanathan, M, Sheridan, C, Temple, M, Do, JE, Humphries, E, Li, L, Mansour, LT, Massy-Westropp, C, Fang, B, Farbood, K, Hong, H, Huang, Y, Joan, M, Koh, C, Liu, YHA, Mahajan, T, Muller, E, Park, R, Tanudisastro, M, Wu, JJG, Chopra, P, Giang, S, Radcliffe, S, Thach, P, Wallace, D, Wilkes, A, Chinta, SH, Li, J, Phan, J, Rahman, F, Segaran, A, Shannon, J, Zhang, M, Adams, N, Bonte, A, Colterjohn, N, Croyle, JA, Donohue, J, Feighery, A, Keane, A, McNamara, D, Munir, K, Roche, D, Sabnani, R, Seligman, D, Sharma, S, Stickney, Z, Suchy, H, Tan, R, Yordi, S, Aranha, M, El Sabawy, D, Garwood, P, Harnett, M, Holohan, R, Howard, R, Kayyal, Y, Krakoski, N, Lupo, M, McGilberry, W, Nepon, H, Scoleri, Y, Urbina, C, Ahmad Fuad, MF, Ahmed, O, Jaswantlal, D, Kelly, E, Khan, MHT, Naidu, D, Neo, WX, O‚ÄôNeill, R, Sugrue, M, Abbas, JD, Abdul-Fattah, S, Azlan, A, Barry, K, Idris, NS, Kaka, N, Mc Dermott, D, Mohammad Nasir, MN, Mozo, M, Rehal, A, Shaikh Yousef, M, Wong, RH, Curran, E, Gardner, M, Julka, R, Lasser, G, N√≠ Chorr√°in, N, Ting, J, Browne, R, George, S, Janjua, Z, Leung Shing, V, Megally, M, Ravenscroft, L, Vedadi, A, Vyas, V, Bryan, A, Sheikh, A, Ubhi, J, Vannelli, K, Vawda, A, Adeusi, L, Doherty, C, Gallagher, H, Gill, P, Hamza, H, Hogan, M, Kelly, S, Larry, J, Lynch, P, Mazeni, NA, O’Connell, R, O’Loghlin, R, Singh, K, Abbas Syed, R, Ali, A, Alkandari, B, Arnold, A, Arora, E, Azam, R, Breathnach, C, Cheema, J, Compton, M, Curran, S, Jayasamraj, O, Mohammed, N, Noone, A, Pal, A, Pandey, S, Quinn, P, Sheridan, R, Siew, L, Tan, EP, Tio, SW, Toh, VTR, Walsh, M, Yap, C, Yassa, J, Young, T, Agarwal, N, Almoosawy, SA, Bowen, K, Bruce, D, Connachan, R, Cook, A, Daniell, A, Fung, HKF, Irving, A, Laurie, S, Lee, YJ, Lim, ZX, Maddineni, S, McClenaghan, RE, Muthuganesan, V, Ravichandran, P, Roberts, N, Shaji, S, Solt, S, Toshney, E, Arnold, C, Belais, F, Bojanic, C, Chau, CYC, De Soysa, S, Eldridge, M, Fairey, M, Fearnhead, N, Gu√©roult, A, Ho, JSY, Joshi, K, Kadiyala, N, Khalid, S, Kumar, K, Lewis, E, Magee, J, Manetta-Jones, D, Mann, S, McKeown, L, Mohamed, T, Monnickendam, A, Ng, AYKC, Ortu, A, Pope, T, Pressling, S, Purohit, K, Saji, S, Shah Foridi, J, Shah, R, Siddiqui, SS, Surman, K, Utukuri, M, Williams, CYK, Yang, JJ, Billson, E, Cheah, E, Holmes, P, Hussain, S, Murdock, D, Nicholls, A, Ramana, G, Saleki, M, Spence, H, Thomas, D, Yu, C, Abousamra, M, Conti, I, Donnelly, A, Durand, M, French, N, Goan, R, O’Kane, E, Rubinchik, P, Gardiner, H, Kempf, B, Lai, YL, Matthews, H, Minford, E, Rafferty, C, Reid, C, Sheridan, N, Al Bahri, T, Bhoombla, N, Rao, BM, Titu, L, Chatha, S, Field, C, Gandhi, T, Gulati, R, Jha, R, Jones Sam, MT, Karim, S, Patel, R, Saunders, M, Sharma, K, Abid, S, Heath, E, Kurup, D, Cresswell, B, Felstead, D, Jennings, K, Kaluarachchi, T, Lazzereschi, L, Mayson, H, Miah, JE, Reinders, B, Rosser, A, Thomas, C, Williams, H, Al-Hamid, Z, Alsadoun, L, Chlubek, M, Fernando, P, Gaunt, E, Gercek, Y, Maniar, R, Ma, R, Matson, M, Moore, S, Nagappan, PG, Ratnayake, M, Rockall, L, Shallcross, O, Sinha, A, Tan, KE, Virdee, S, Wenlock, R, Donnelly, HA, Ghazal, R, Hughes, I, Liu, X, McFadden, M, Misbert, E, Mogey, P, O‚ÄôHara, A, Peace, C, Rainey, C, Raja, P, Salmon, J, Tan, CH, Alves, D, Bahl, S, Coulthurst, J, Koysombat, K, Linn, T, Rai, P, Shergill, A, Ahmed, M, Ahmed, S, Belk, LH, Choudhry, H, Cummings, D, Dixon, Y, Dobinson, C, Flint, J, Franco Da Silva, C, Gallie, R, Gardener, M, Glover, T, Greasley, M, Hatab, A, Howells, R, Hussey, T, Mann, A, Morrison, H, Ng, A, Osmond, R, Padmakumar, N, Pervaiz, F, Prince, R, Qureshi, A, Sawhney, R, Sigurdson, B, Stephenson, L, Vora, K, Zacken, A, Cope, P, Di Traglia, R, Ferarrio, I, Hackett, N, Healicon, R, Horseman, L, Lam, LI, Meerdink, M, Menham, D, Murphy, R, Nimmo, I, Ramaesh, A, Rees, J, Soame, R, Dilaver, N, Adebambo, D, Brown, E, Burt, J, Foster, K, Kaliyappan, L, Knight, P, Politis, A, Richardson, E, Townsend, J, Abdi, M, Ball, M, Easby, S, Gill, N, Ho, E, Iqbal, H, Matthews, M, Nubi, S, Nwokocha, JO, Okafor, I, Perry, G, Sinartio, B, Vanukuru, N, Walkley, D, Welch, T, Yates, J, Yeshitila, N, Bryans, K, Campbell, B, Gray, C, Keys, R, Macartney, M, Chamberlain, G, Khatri, A, Kucheria, A, Lee, STP, Reese, G, Roy choudhury, J, Tan, WYR, Teh, JJ, Ting, A, Kazi, S, Vutipongsatorn, K, Amarnath, T, Balasubramanian, N, Bassett, E, Gurung, P, Lim, J, Panjikkaran, A, Sanalla, A, Alkoot, M, Bacigalupo, V, Horton, M, Hurry, A, Isti, C, Maskell, P, Nursiah, K, Punn, G, Salih, H, Epanomeritakis, E, Foulkes, A, Henderson, R, Johnston, E, McCullough, H, McLarnon, M, Morrison, E, Cheung, A, Cho, SH, Eriksson, F, Hedges, J, Low, Z, May, C, Musto, L, Nagi, S, Nur, S, Salau, E, Shabbir, S, Thomas, MC, Uthayanan, L, Vig, S, Zaheer, M, Zeng, G, Ashcroft-Quinn, S, Brown, R, Hayes, J, McConville, R, French, R, Gilliam, A, Sheetal, S, Shehzad, MU, Bani, W, Christie, I, Franklyn, J, Khan, M, Russell, J, Smolarek, S, Varadarassou, R, Ahmed, SK, Narayanaswamy, S, Sealy, J, Shah, M, Dodhia, V, Manukyan, A, O‚ÄôHare, R, Orbell, J, Chung, I, Forenc, K, Al Dabbagh, A, Bennewith, R, Bottomley, J, Chu, TSM, Chu, YYA, Doherty, W, Evans, B, Hainsworth, P, Hosfield, T, Li, CH, McCullagh, I, Mehta, A, Thaker, A, Thompson, B, Virdi, A, Walker, H, Wilkins, E, Dixon, C, Hassan, MR, Lotca, N, Tong, KS, Batchelor-Parry, H, Chaudhari, S, Harris, T, Hooper, J, Johnson, C, Mulvihill, C, Nayler, J, Olutobi, O, Piramanayagam, B, Stones, K, Sussman, M, Weaver, C, Al Rawi, M, Andrew, F, Arrayeh, A, Azizan, N, Iqbal, Z, John, I, Kalake, O, Keast, M, Nicholas, J, Patil, A, Powell, K, Roberts, P, Sabri, A, Segue, AK, Shah, A, Shaik Mohamed, SA, Shehadeh, A, Shenoy, S, Tong, A, Upcott, M, Vijayasingam, D, Anarfi, S, Dauncey, J, Devindaran, A, Havalda, P, Komninos, G, Mwendwa, E, Norman, C, Richards, J, Urquhart, A, Allan, J, Cahya, E, Hunt, H, McWhirter, C, Norton, R, Roxburgh, C, Tan, JY, Ali Butt, S, Hansdot, S, Haq, I, Mootien, A, Sanchez, I, Vainas, T, Deliyannis, E, Tan, M, Vipond, M, Chittoor Satish, NN, Dattani, A, De Carvalho, L, Gaston-Grubb, M, Karunanithy, L, Lowe, B, Pace, C, Raju, K, Roope, J, Taylor, C, Youssef, H, Munro, T, Thorn, C, Wong, KHF, Yunus, A, Chawla, S, Datta, A, Dinesh, AA, Field, D, Georgi, T, Gwozdz, A, Hamstead, E, Howard, N, Isleyen, N, Jackson, N, Kingdon, J, Sagoo, KS, Schizas, A, Yin, L, Aung, E, Aung, YY, Franklin, S, Han, SM, Kim, WC, Martin Segura, A, Rossi, M, Ross, T, Tirimanna, R, Wang, B, Zakieh, O, Ben-Arzi, H, Flach, A, Jackson, E, Magers, S, Olu abara, C, Rogers, E, Sugden, K, Tan, H, Veliah, S, Walton, U, Asif, A, Bharwada, Y, Bowley, D, Broekhuizen, A, Cooper, L, Evans, N, Girdlestone, H, Ling, C, Mann, H, Mehmood, N, Mulvenna, CL, Rainer, N, Trout, I, Gujjuri, R, Jeyaraman, D, Leong, E, Singh, D, Smith, E, Anderton, J, Barabas, M, Goyal, S, Howard, D, Weatherby, T, Badminton, R, Bird, R, Burtle, D, Choi, NY, Devalia, K, Farr, E, Fischer, F, Fish, J, Gunn, F, Jacobs, D, Johnston, P, Kalakoutas, A, Lau, E, Loo, YNAF, Louden, H, Makariou, N, Mohammadi, K, Nayab, Y, Ruhomaun, S, Ryliskyte, R, Saeed, M, Shinde, P, Sudul, M, Theodoropoulou, K, Valadao-Spoorenberg, J, Vlachou, F, Arshad, SR, Janmohamed, AM, Noor, M, Oyerinde, O, Saha, A, Syed, Y, Watkinson, W, Ahmadi, H, Akintunde, A, Alsaady, A, Bradley, J, Brothwood, D, Burton, M, Higgs, M, Hoyle, C, Katsura, C, Lathan, R, Louani, A, Mandalia, R, Prihartadi, AS, Qaddoura, B, Sandland-Taylor, L, Thadani, S, Walshaw, J, Teo, S, Bawa, JH, Fox, S, Gargan, K, Haider, SA, Hanna, N, Hatoum, A, Khan, Z, Krzak, AM, Li, T, Pitt, J, Tan, GJS, Ullah, Z, Wilson, E, Cleaver, J, Colman, J, Copeland, L, Coulson, A, Davis, P, Faisal, H, Hughes, JT, Jabr, Y, Nahaboo Solim, ZN, Sangheli, A, Shaya, S, Thompson, R, Cornwall, H, De Andres Crespo, M, Fay, E, Findlay, J, Groves, E, Jones, O, Killen, A, Millo, J, Thomas, S, Ward, J, Wilkins, M, Zaki, F, Zilber, E, Bhavra, K, Bilolikar, A, Eleni, A, Fawdon, R, Gibbins, A, Livingstone, D, Mala, D, Oke, SE, Padmakumar, D, Patsalides, MA, Payne, D, Ralphs, C, Roney, A, Sardar, N, Stefanova, K, Surti, F, Timms, R, Tosney, G, Bannister, J, Clement, NS, Cullimore, V, Kamal, F, Lendor, J, McKay, J, Mcswiggan, J, Minhas, N, Seneviratne, K, Simeen, S, Valverde, J, Bloom, I, Dinh, TH, Hirniak, J, Joseph, R, Kansagra, M, Lai, CKN, Melamed, N, Patel, J, Randev, J, Sedighi, T, Shurovi, B, Sodhi, J, Vadgama, N, Abdulla, S, Adabavazeh, B, Champion, A, Chennupati, R, Chu, K, Devi, S, Schulz, J, Testa, F, Davies, P, Gurung, B, Howell, S, Modi, P, Pervaiz, A, Zahid, M, Abdolrazaghi, S, Abi Aoun, R, Anjum, Z, Bawa, G, Bhardwaj, R, Enver, M, Gill, D, Gopikrishna, D, Gurung, D, Kanwal, A, Kaushal, P, Khanna, A, Lovell, E, McEvoy, C, Mirza, M, Nabeel, S, Naseem, S, Pandya, K, Perkins, R, Pulakal, R, Ray, M, Reay, C, Reilly, S, Round, A, Seehra, J, Shakeel, NM, Singh, B, Vijay Sukhnani, M, Desai, B, Elzanati, H, Godhaniya, J, Kavanagh, E, Kent, J, Kishor, A, Liu, A, Norwood, M, Shaari, N, Wood, C, Chellapuri, A, Ferriman, A, Ghosh, I, Noton, T, Pinto, A, Rajesh, S, Varghese, B, Wenban, C, Aly, R, Barciela, C, Brookes, T, Corrin, E, Goldsworthy, M, Mohamed Azhar, MS, Moore, J, Nakhuda, S, Ng, D, Pillay, S, Port, S, Abdullah, M, Akinyemi, J, Islam, S, Kale, A, Lewis, A, Manjunath, T, McCabe, H, Stubley, T, Tam, JP, Waraich, N, Chaora, T, Ford, C, Osinkolu, I, Pong, G, Rai, J, Risquet, R, Ainsworth, J, Ayandokun, P, Barham, E, Barrett, G, Barry, J, Bisson, E, Bridges, I, Burke, D, Cann, J, Cloney, M, Coates, S, Davies, C, Francis, N, Handley, G, Hathaway, D, Hurt, L, Jenkins, S, Johnston, C, Khadka, A, McGee, U, Morris, D, Murray, R, Norbury, C, Pierrepont, Z, Richards, C, Ross, O, Ruddy, A, Salmon, C, Shield, M, Soanes, K, Taverner, S, Williams, C, Wills-Wood, W, Woodward, S, Chow, J, Fan, J, Guest, O, Hunter, I, Moon, WY, Arthur-Quarm, S, Edwards, P, Hamlyn, V, McEneaney, L, N D, G, Pranoy, S, Ting, M, Abada, S, Alawattegama, LH, Ashok, A, Carey, C, Gogna, A, Haglund, C, Hurley, P, Leelo, N, Liu, B, Mannan, F, Paramjothy, K, Ramlogan, K, Raymond-Hayling, O, Shanmugarajah, A, Solichan, D, Wilkinson, B, Ahmad, NA, Allan, D, Amin, A, Bakina, C, Burns, F, Cameron, F, Cavanagh, S, Chan, SMZ, Chapman, S, Chong, V, Edelsten, E, Ekpete, O, El Sheikh, M, Ghose, R, Hassane, A, Henderson, C, Hilton-Christie, S, Husain, M, Hussain, H, Javid, Z, Johnson-Ogbuneke, J, Johnston, A, Khalil, M, Leung, TCC, Makin, I, Muralidharan, V, Naeem, M, Patil, P, Ravichandran, S, Saraeva, D, Shankey-Smith, W, Swan, R, Waudby-West, R, Wilkinson, A, Wright, K, Bhatti, S, Chalkley, M, Chou, WK, Dixon, M, Evans, L, Fisher, K, Gandhi, P, Ho, S, Lau, YB, Lowe, S, Meechan, C, Murali, N, Musonda, C, Njoku, P, Ochieng, L, Pervez, MU, Sikder, MA, Alom, J, Bajaj, V, Coleman, O, Finch, G, Goss, J, Jenkins, C, Kontothanassis, A, Liew, MS, Ng, K, Outram, M, Shakeel, MM, Tawn, J, Zuhairy, S, Chapple, K, Cinnamond, A, Coleman, S, George, HA, Goulder, L, Hare, N, Hawksley, J, Kret, A, Luesley, A, Mecia, L, Porter, H, Puddy, E, Richardson, G, Sohail, B, Srikaran, V, Tadross, D, Tobin, J, Tokidis, E, Young, L, Ashdown, T, Bratsos, S, Koomson, A, Kufuor, A, Lim, MQ, Thorne, EPC, Warusavitarne, J, Xu, S, Abigail, S, Ahmed, J, Akmal, A, Al-Khafaji, M, Amini, B, Bogie, E, Brazkiewicz, M, Carroll, M, Chandegra, A, Cirelli, C, Deng, A, Fairclough, S, Fung, YJ, Gornell, C, Green, RL, Green, SV, Gulamhussein, AHM, Isaac, AG, Jan, R, Jegatheeswaran, L, Knee, M, Kotecha, J, Kotecha, S, Maxwell-Armstrong, C, McIntyre, C, Mendis, N, Naing, TKP, Oberman, J, Ong, ZX, Ramalingam, A, Saeed Adam, A, Tan, LL, Towell, S, Yadav, J, Anandampillai, R, Chung, S, Hounat, A, Jeyakumar, G, Khalil, A, Khan, UA, Nair, G, Owusu-Ayim, M, Kanani, A, Kilkelly, B, Ogunmwonyi, I, Ong, L, Samra, B, Schomerus, L, Shea, J, Turner, O, Yang, Y, Amin, M, Blott, N, Clark, A, Feather, A, Forrest, M, Hague, S, Hamilton, K, Higginbotham, G, Hope, E, Karimian, S, Loveday, K, Malik, H, McKenna, O, Noor, A, Onsiong, C, Patel, B, Radcliffe, N, Shah, P, Tye, L, Verma, K, Walford, R, Yusufi, U, Zachariah, M, Casey, A, Dor, C, Fludder, V, Fortescue, L, Kalapu, SS, Karel, E, Khera, G, Appleton, B, Ashaye, A, Boggon, E, Evans, A, Faris Mahmood, H, Hinchcliffe, Z, Marei, O, Silva, I, Spooner, C, Thomas, G, Timlin, M, Wellington, J, Yao, SL, Abdelrazek, M, Abdelrazik, Y, Bee, F, Joseph, A, Mounce, A, Parry, G, Vignarajah, N, Biddles, D, Creissen, A, Kolhe, S, K, T, Lea, A, Ledda, V, O’Loughlin, P, Scanlon, J, Shetty, N, Weller, C, Adeoye, A, Bhatti, M, Chadda, KR, Chu, J, Elhakim, H, Foster-Davies, H, Rabie, M, Tailor, B, Webb, S, Abdelrahim, ASA, Choo, SY, Jiwa, A, Mangam, S, Murray, S, Shandramohan, A, Aghanenu, O, Budd, W, Hayre, J, Khanom, S, Liew, ZY, Moody, N, Muhammad-Kamal, H, Odogwu, J, Patel, D, Sattar, Z, Shahrokhi, N, Sinha, I, Thomson, E, Wonga, L, Bain, J, Ricardo, D, Bevis, R, Cherry, C, Darkwa, S, Drew, W, Konda, N, Madani, D, Meda, B, Odunukwe, U, Preest, G, Raheel, F, Rajaseharan, A, Ramgopal, A, Risbrooke, C, Selvaratnam, K, Sethunath, G, Tabassum, R, Taylor, J, Thakker, A, Wijesingha, N, Wybrew, R, Yasin, T, Ahmed Osman, A, Alfadhel, S, Carberry, E, Chen, JY, Drake, I, Glen, P, Jayasuriya, N, Kawar, L, Sinan, LOH, Siu, SSY, Tjen, V, Adeboyejo, O, Bacon, H, Barnes, R, Birnie, C, D’Cunha Kamath, A, Hughes, E, Middleton, S, Owen, R, Schofield, E, Short, C, Wang, H, Willett, M, Zimmerman, M, Balfour, J, Chadwick, T, Coombe-Jones, M, Do Le, HP, Hobson, K, Shehata, Z, Beattie, M, Chmielewski, G, Chong, C, Donnelly, B, Drusch, B, Ellis, J, Farrelly, C, Feyi-Waboso, J, Hibell, I, Hoade, L, Ho, C, Jones, H, Kodiatt, B, Lidder, P, Ni Cheallaigh, L, Norman, R, Patabendi, I, Penfold, H, Playfair, M, Pomeroy, S, Ralph, C, Rottenburg, H, Sebastian, J, Sheehan, M, Stanley, V, Welchman, J, Ajdarpasic, D, Antypas, A, Azouaghe, O, Basi, S, Bettoli, G, Bhattarai, S, Bommireddy, L, Bourne, K, Budding, J, Cookey-Bresi, R, Cummins, T, Davies, G, Fabelurin, C, Gwilliam, R, Hanley, J, Hird, A, Kruczynska, A, Langhorne, B, Lund, J, Lutchman, I, McGuinness, R, Neary, M, Pampapathi, S, Pang, E, Podbicanin, S, Rai, N, Redhouse White, G, Sujith, J, Thomas, P, Walker, I, Winterton, R, Anderson, P, Barrington, M, Bhadra, K, Clark, G, Gibson, C, Hudson, S, Kaminskaite, V, Longshaw, A, MacKrill, E, McLachlan, F, Murdeshwar, A, Nieuwoudt, R, Parker, P, Randall, R, Rawlins, E, Reeves, SA, Rye, D, Sirkis, T, Sykes, B, Ventress, N, Wosinska, N, Akram, B, Burton, L, Coombs, A, Long, R, Ong, C, Sethi, M, Gaba, F, Khor, Z, Les, JW, Mak, R, Moin, S, Ng Kee Kwong, KC, Paterson-Brown, S, Tew, YY, Bardon, A, Burrell, K, Coldwell, C, Costa, I, Dexter, E, Hardy, A, Khojani, M, Mazurek, J, Reynolds, J, Soma, A, Agiotakis, S, Alsusa, H, Desai, N, Peristerakis, I, Adcock, A, Ayub, H, Bennett, T, Bibi, F, Brenac, S, Chapman, T, Clarke, G, Clark, F, Galvin, C, Gwyn-Jones, A, Henry-Blake, C, Kerner, S, Kiandee, M, Lovett, A, Pilecka, A, Ravindran, R, Siddique, H, Sikand, T, Treadwell, K, Akmal, K, Apata, A, Barton, O, Broad, G, Darling, H, Dhuga, Y, Emms, L, Habib, S, Jeater, J, Kan, CYP, Kathiravelupillai, A, Kirmani, S, Kulasabanathan, K, Lacey, H, Lal, K, Manafa, C, Mansoor, M, McDonald, S, Mustoe, S, Nottrodt, L, Oliver, P, Papapetrou, I, Pattinson, F, Raja, M, Reyhani, H, Shahmiri, A, Small, O, Soni, U, Aguirrezabala Armbruster, B, Hakim, MA, Hawkins-Hooker, L, Howell, KA, Hullait, R, Jaskowska, A, Ottewell, L, Thomas-Jones, I, Vasudev, A, Clements, B, Fenton, J, Gill, M, Haider, S, Lim, AJM, Maguire, H, McMullan, J, Nicoletti, J, Samuel, S, Unais, MA, White, N, Yao, PC, Yow, L, Brady, R, Cheekoty, P, Cheong, J, Chew, SJHL, Chow, R, Ganewatta Kankanamge, D, Mamer, L, Mohammed, B, Ng Chieng Hin, J, Renji Chungath, R, Royston, A, Sharrad, E, Sinclair, R, Treherne, K, Wyatt, F, Maniarasu, VS, Appanna, T, Bucknall, T, Hussain, F, Owen, A, Parry, R, Sagua, N, Spofforth, K, Yuen, ECT, Bosley, N, Hardie, W, Moore, T, Regas, C, Abdel-Khaleq, S, Ali, N, Bashiti, H, Buxton-Hopley, R, Constantinides, M, D’Afflitto, M, Deshpande, A, Duque Golding, J, Frisira, E, Germani Batacchi, M, Gomaa, A, Hay, D, Iakovou, A, Iakovou, D, Ismail, E, Jefferson, S, Khouli, Y, Mason, J, McCaughan, R, Moffatt, J, Morawala, A, Nadir, H, Neyroud, F, Nikookam, Y, Parmar, A, Pinto, L, Richards, E, Trainer, C, Valetopoulou, A, Vassiliou, A, Wantman, A, Wilde, S, Dickinson, M, Rockall, T, Senn, D, Wcislo, K, Zalmay, P, Adelekan, K, Allen, K, Bajaj, M, Gatumbu, P, Hang, S, Hashmi, Y, Kaur, T, Kawesha, A, Woodmass, M, Adelowo, T, Ahari, D, Alhwaishel, K, Clayton, B, Cockroft, A, Curtis Lopez, C, Hilton, M, Ismail, N, Kouadria, M, Lee, L, MacConnachie, A, Monks, F, Mungroo, S, Nikoletopoulou, C, Sara, X, Shahid, A, Suresh, G, Wilcha, R, Atiyah, A, Dermanis, A, Gibbons, H, Hyde, A, Lawson, A, Lee, C, Leung-Tack, M, Li Saw Hee, J, Mostafa, O, Pattani, N, Plumbley-Jones, J, Pufal, K, Sanghera, J, Saram, S, Scadding, S, See, S, Stringer, H, Torrance, A, Vardon, H, Wyn-Griffiths, F, Brew, A, Kaur, G, Soni, D, Tickle, A, Akbar, Z, Appleyard, T, Figg, K, Jayawardena, P, Johnson, A, Kamran Siddiqui, Z, Lacy-Colson, J, Oatham, R, Rowlands, B, Sludden, E, Turnbull, C, Allin, D, Ansar, Z, Azeez, Z, Dale, VH, Garg, J, Horner, A, Knight, S, McGregor, C, McKenna, J, McLelland, T, Packham-Smith, A, Rowsell, K, Spector-Hill, I, Adeniken, E, Baker, J, Bartlett, M, Chikomba, L, Connell, B, Deekonda, P, Dhar, M, Elmansouri, A, Gamage, K, Goodhew, R, Hanna, P, Knight, J, Luca, A, Maasoumi, N, Mahamoud, F, Manji, S, Marwaha, PK, Mason, F, Oluboyede, A, Pigott, L, Razaq, AM, Richardson, M, Saddaoui, I, Wijeyendram, P, Yau, S, Atkins, W, Liang, K, Miles, N, Praveen, B, Ashai, S, Braganza, J, Common, J, Cundy, A, Davies, R, Guthrie, J, Handa, I, Iqbal, M, Ismail, R, Jones, I, Lee, KS, Levene, A, Okocha, M, Smith, A, Subramaniam, E, Tandle, S, Wang, A, Watson, A, Wilson, C, Chan, XHF, Khoo, E, Montgomery, C, Norris, M, Pugalenthi, PP, Common, T, Cook, E, Mistry, H, Shinmar, HS, Agarwal, G, Bandyopadhyay, S, Brazier, B, Carroll, L, Goede, A, Harbourne, A, Lakhani, A, Larwood, J, Merchant, J, Pattenden, S, Pradhan, A, Raafat, N, Rothwell, E, Shammoon, Y, Sudarshan, R, Vickers, E, Wingfield, L, Ashworth, I, Azizi, S, Bhate, R, Chowdhury, T, Christou, A, Davies, L, Dwaraknath, M, Farah, Y, Garner, J, Gureviciute, E, Hart, E, Javid, S, Kankam, HK, Kaur Toor, P, Kaz, R, Kermali, M, Khan, I, Mattson, A, McManus, A, Murphy, M, Nair, K, Ngemoh, D, Norton, E, Olabiran, A, Parry, L, Payne, T, Pillai, K, Punjabi, K, Raghunathan, A, Raza, M, Ritehnia, J, Simpson, G, Smith, W, Sodeinde, S, Studd, L, Subramaniam, M, Thomas, J, Towey, S, Tsang, E, Tuteja, D, Vasani, J, Vio, M, Adams, J, Anthony Wilkinson, J, Asvandi, S, Austin, T, Bald, A, Bix, E, Carrick, M, Chander, B, Cooper Drake, B, Crosbie, S, D Portela, S, Francis, D, Gallagher, C, Gillespie, R, Gravett, H, Gupta, P, Ilyas, C, Johny, J, Jones, A, Kinder, F, MacLeod, C, Macrow, C, Maqsood-Shah, A, Mather, J, McCann, L, McMahon, R, Mitham, E, Mohamed, M, Munton, E, Nightingale, K, O‚ÄôNeill, K, Onyemuchara, I, Senior, R, Shanahan, A, Sherlock, J, Spyridoulias, A, Stavrou, C, Stokes, D, Tamang, R, Taylor, E, Trafford, C, Uden, C, Waddington, C, Yassin, D, Zaman, M, Bangi, S, Cheng, T, Hussain, N, Imani-Masouleh, S, Mahasivam, G, McKnight, G, Ng, HL, Ota, HC, Pasha, T, Ravindran, W, Vishnu K, S, Zaman, S, Carr, W, Cope, S, Eagles, EJ, Howarth-Maddison, M, Li, CY, Reed, J, Ridge, A, Stubbs, T, Teasdaled, D, Umar, R, Worthington, J, Dhebri, A, Kalenderov, R, Alattas, A, Arain, Z, Bhudia, R, Chia, D, Daniel, S, Dar, T, Garland, H, Girish, M, Hampson, A, Lehovsky, K, Mullins, W, Omorphos, N, Vasdev, N, Venkatesh, A, Waldock, W, Bhandari, A, Brown, G, Choa, G, Eichenauer, CE, Ezennia, K, Kidwai, Z, Lloyd-Thomas, A, Macaskill Stewart, A, Massardi, C, Sinclair, E, Skajaa, N, Tan, I, Afsheen, N, Anuar, A, Azam, Z, Bhatia, P, Davies-kelly, N, Dickinson, S, Elkawafi, M, Ganapathy, M, Khoury, EG, Licudi, D, Mehta, V, Neequaye, S, Nita, G, Tay, VL, Zhao, S, Botsa, E, Cuthbert, H, Elliott, J, Furlepa, M, Lehmann, J, Mangtani, A, Narayan, A, Shah, D, Shaw, C, Zhao, Z, Beck, C, Caldwell, S, Clements, JM, French, B, Kenny, R, Kirk, S, McClung, A, McLaughlin, N, Watson, S, Whiteside, E, Alyacoubi, S, Arumugam, V, Beg, R, Dawas, K, Garg, S, Lloyd, ER, Mahfouz, Y, Manobharath, N, Moonesinghe, R, Morka, N, Prashar, J, Yip, S, Adeeko, ES, Ajekigbe, F, Bhat, A, Farrugia, A, Gurung, C, Long, T, Malik, B, Manirajan, S, Newport, D, Rayer, J, Ridha, A, Saran, T, Sinker, A, Waruingi, D, Allen, R, Al Sadek, Y, Alves do Canto Brum, H, Asharaf, H, Ashman, M, Balakumar, V, Barrington, J, Baskaran, R, Berry, A, Bhachoo, H, Bilal, A, Boaden, L, Chia, WL, Covell, G, Crook, D, Dadnam, F, Davis, L, De Berker, H, Doyle, C, Fox, C, Gruffydd-Davies, M, Hafouda, Y, Hill, A, Hubbard, E, Hunter, A, Inpadhas, V, Jamshaid, M, Jandu, G, Jeyanthi, M, Kantor, C, Kwak, SY, Malik, N, Matt, R, McNulty, P, Miles, C, Mohomed, A, Myat, P, Niharika, J, Nixon, A, O‚ÄôReilly, D, Parmar, K, Pengelly, S, Price, L, Ramsden, M, Turnor, R, Wales, E, Waring, H, Wu, M, Yang, T, Ye, TTS, Zander, A, Zeicu, C, Bellam, S, Francombe, J, Kawamoto, N, Rahman, MR, Sathyanarayana, A, Tang, HT, Hollingshead, J, Page, V, Sugarman, J, Chiong, J, Fung, E, Kan, SY, Kiang, J, Kok, J, Krahelski, O, Liew, MY, Lyell, B, Sharif, Z, Speake, D, Alim, L, Amakye, NY, Chandrasekaran, J, Chandratreya, N, Drake, J, Owoso, T, Thu, YM, Abou El Ela Bourquin, B, Alberts, J, Chapman, D, Rehnnuma, N, Ainsworth, K, Carpenter, H, Emmanuel, T, Fisher, T, Gabrel, M, Guan, Z, Hollows, S, Hotouras, A, Ip Fung Chun, N, Jaffer, S, Kallikas, G, Lewinsohn, B, Liu, FY, Mohammed, S, Rutherfurd, A, Situ, T, Stammer, A, Taylor, F, Thin, N, Urgesi, E, Zhang, N, Ahmad, MA, Bishop, A, Bowes, A, Dixit, A, Glasson, R, Hatta, S, Hatt, K, Larcombe, S, Preece, J, Riordan, E, Fegredo, D, Haq, MZ, Li, C, McCann, G, Stewart, D, Baraza, W, Bhullar, D, Burt, G, Coyle, J, Deans, J, Devine, A, Hird, R, Ikotun, O, Manchip, G, Ross, C, Storey, L, Tan, WWL, Tse, C, Warner, C, Whitehead, M, Wu, F, Court, EL, Crisp, E, Huttman, M, Mayes, F, Robertson, H, Rosen, H, Sandberg, C, Al Bakry, M, Ashwell, W, Bajaj, S, Bandyopadhyay, D, Browlee, O, Burway, S, Chand, CP, Elsayeh, K, Elsharkawi, A, Evans, E, Ferrin, S, Fort-Schaale, A, Iacob, M, I, K, Impelliziere Licastro, G, Mankoo, AS, Olaniyan, T, Otun, J, Reddy, R, Saeed, D, Simmonds, O, Singhal, G, Tron, K, Wickstone, C, Williams, R, Bradshaw, E, De Kock Jewell, V, Knight, C, Metezai, H, Mirza-Davies, A, Spink, D, and Wischhusen, S

Published
2024
Full Text
View/download PDF

31. Enhancing Adversarial Robustness via Test-time Transformation Ensembling

Author

Pérez, Juan C., Alfarra, Motasem, Jeanneret, Guillaume, Rueda, Laura, Thabet, Ali, Ghanem, Bernard, and Arbeláez, Pablo

Subjects
Computer Science - Machine Learning, Computer Science - Cryptography and Security, Computer Science - Computer Vision and Pattern Recognition
Abstract

Deep learning models are prone to being fooled by imperceptible perturbations known as adversarial attacks. In this work, we study how equipping models with Test-time Transformation Ensembling (TTE) can work as a reliable defense against such attacks. While transforming the input data, both at train and test times, is known to enhance model performance, its effects on adversarial robustness have not been studied. Here, we present a comprehensive empirical study of the impact of TTE, in the form of widely-used image transforms, on adversarial robustness. We show that TTE consistently improves model robustness against a variety of powerful attacks without any need for re-training, and that this improvement comes at virtually no trade-off with accuracy on clean samples. Finally, we show that the benefits of TTE transfer even to the certified robustness domain, in which TTE provides sizable and consistent improvements.

Published
2021

32. ANCER: Anisotropic Certification via Sample-wise Volume Maximization

Author

Eiras, Francisco, Alfarra, Motasem, Kumar, M. Pawan, Torr, Philip H. S., Dokania, Puneet K., Ghanem, Bernard, and Bibi, Adel

Subjects
Computer Science - Machine Learning, Computer Science - Computer Vision and Pattern Recognition
Abstract

Randomized smoothing has recently emerged as an effective tool that enables certification of deep neural network classifiers at scale. All prior art on randomized smoothing has focused on isotropic $\ell_p$ certification, which has the advantage of yielding certificates that can be easily compared among isotropic methods via $\ell_p$-norm radius. However, isotropic certification limits the region that can be certified around an input to worst-case adversaries, i.e., it cannot reason about other "close", potentially large, constant prediction safe regions. To alleviate this issue, (i) we theoretically extend the isotropic randomized smoothing $\ell_1$ and $\ell_2$ certificates to their generalized anisotropic counterparts following a simplified analysis. Moreover, (ii) we propose evaluation metrics allowing for the comparison of general certificates - a certificate is superior to another if it certifies a superset region - with the quantification of each certificate through the volume of the certified region. We introduce ANCER, a framework for obtaining anisotropic certificates for a given test set sample via volume maximization. We achieve it by generalizing memory-based certification of data-dependent classifiers. Our empirical results demonstrate that ANCER achieves state-of-the-art $\ell_1$ and $\ell_2$ certified accuracy on CIFAR-10 and ImageNet in the data-dependence setting, while certifying larger regions in terms of volume, highlighting the benefits of moving away from isotropic analysis. Our code is available in https://github.com/MotasemAlfarra/ANCER., Comment: First two authors and the last one contributed equally to this work

Published
2021

33. DeformRS: Certifying Input Deformations with Randomized Smoothing

Author

Alfarra, Motasem, Bibi, Adel, Khan, Naeemullah, Torr, Philip H. S., and Ghanem, Bernard

Subjects
Computer Science - Machine Learning, Statistics - Machine Learning
Abstract

Deep neural networks are vulnerable to input deformations in the form of vector fields of pixel displacements and to other parameterized geometric deformations e.g. translations, rotations, etc. Current input deformation certification methods either 1. do not scale to deep networks on large input datasets, or 2. can only certify a specific class of deformations, e.g. only rotations. We reformulate certification in randomized smoothing setting for both general vector field and parameterized deformations and propose DeformRS-VF and DeformRS-Par, respectively. Our new formulation scales to large networks on large input datasets. For instance, DeformRS-Par certifies rich deformations, covering translations, rotations, scaling, affine deformations, and other visually aligned deformations such as ones parameterized by Discrete-Cosine-Transform basis. Extensive experiments on MNIST, CIFAR10, and ImageNet show competitive performance of DeformRS-Par achieving a certified accuracy of $39\%$ against perturbed rotations in the set $[-10\degree,10\degree]$ on ImageNet., Comment: Accepted to AAAI Conference on Artificial Intelligence (AAAI'22)

Published
2021

36. Combating Adversaries with Anti-Adversaries

Author

Alfarra, Motasem, Pérez, Juan C., Thabet, Ali, Bibi, Adel, Torr, Philip H. S., and Ghanem, Bernard

Subjects
Computer Science - Machine Learning, Computer Science - Computer Vision and Pattern Recognition
Abstract

Deep neural networks are vulnerable to small input perturbations known as adversarial attacks. Inspired by the fact that these adversaries are constructed by iteratively minimizing the confidence of a network for the true class label, we propose the anti-adversary layer, aimed at countering this effect. In particular, our layer generates an input perturbation in the opposite direction of the adversarial one and feeds the classifier a perturbed version of the input. Our approach is training-free and theoretically supported. We verify the effectiveness of our approach by combining our layer with both nominally and robustly trained models and conduct large-scale experiments from black-box to adaptive attacks on CIFAR10, CIFAR100, and ImageNet. Our layer significantly enhances model robustness while coming at no cost on clean accuracy., Comment: Accepted to AAAI Conference on Artificial Intelligence (AAAI'22)

Published
2021

37. Data-Dependent Randomized Smoothing

Author

Alfarra, Motasem, Bibi, Adel, Torr, Philip H. S., and Ghanem, Bernard

Subjects
Computer Science - Machine Learning
Abstract

Randomized smoothing is a recent technique that achieves state-of-art performance in training certifiably robust deep neural networks. While the smoothing family of distributions is often connected to the choice of the norm used for certification, the parameters of these distributions are always set as global hyper parameters independent from the input data on which a network is certified. In this work, we revisit Gaussian randomized smoothing and show that the variance of the Gaussian distribution can be optimized at each input so as to maximize the certification radius for the construction of the smooth classifier. Since the data dependent classifier does not directly enjoy sound certification with existing approaches, we propose a memory-enhanced data dependent smooth classifier that is certifiable by construction. This new approach is generic, parameter-free, and easy to implement. In fact, we show that our data dependent framework can be seamlessly incorporated into 3 randomized smoothing approaches, leading to consistent improved certified accuracy. When this framework is used in the training routine of these approaches followed by a data dependent certification, we achieve 9% and 6% improvement over the certified accuracy of the strongest baseline for a radius of 0.5 on CIFAR10 and ImageNet., Comment: Accepted in Uncertainty in Artificial Intelligence Conference (UAI 2022). First two authors contributed equally to this work

Published
2020

38. Rethinking Clustering for Robustness

Author

Alfarra, Motasem, Pérez, Juan C., Bibi, Adel, Thabet, Ali, Arbeláez, Pablo, and Ghanem, Bernard

Subjects
Computer Science - Machine Learning, Statistics - Machine Learning
Abstract

This paper studies how encouraging semantically-aligned features during deep neural network training can increase network robustness. Recent works observed that Adversarial Training leads to robust models, whose learnt features appear to correlate with human perception. Inspired by this connection from robustness to semantics, we study the complementary connection: from semantics to robustness. To do so, we provide a robustness certificate for distance-based classification models (clustering-based classifiers). Moreover, we show that this certificate is tight, and we leverage it to propose ClusTR (Clustering Training for Robustness), a clustering-based and adversary-free training framework to learn robust models. Interestingly, \textit{ClusTR} outperforms adversarially-trained networks by up to $4\%$ under strong PGD attacks., Comment: Accepted to the 32nd British Machine Vision Conference (BMVC'21)

Published
2020

39. Adaptive Learning of the Optimal Batch Size of SGD

Author

Alfarra, Motasem, Hanzely, Slavomir, Albasyoni, Alyazeed, Ghanem, Bernard, and Richtarik, Peter

Subjects
Computer Science - Machine Learning, Mathematics - Optimization and Control, Statistics - Machine Learning
Abstract

Recent advances in the theoretical understanding of SGD led to a formula for the optimal batch size minimizing the number of effective data passes, i.e., the number of iterations times the batch size. However, this formula is of no practical value as it depends on the knowledge of the variance of the stochastic gradients evaluated at the optimum. In this paper we design a practical SGD method capable of learning the optimal batch size adaptively throughout its iterations for strongly convex and smooth functions. Our method does this provably, and in our experiments with synthetic and real data robustly exhibits nearly optimal behaviour; that is, it works as if the optimal batch size was known a-priori. Further, we generalize our method to several new batch strategies not considered in the literature before, including a sampling suitable for distributed implementations., Comment: Accepted to the 12th Annual Workshop on Optimization for Machine Learning (OPT2020)

Published
2020

40. On the Decision Boundaries of Neural Networks: A Tropical Geometry Perspective

Author

Alfarra, Motasem, Bibi, Adel, Hammoud, Hasan, Gaafar, Mohamed, and Ghanem, Bernard

Subjects
Computer Science - Machine Learning, Statistics - Machine Learning
Abstract

This work tackles the problem of characterizing and understanding the decision boundaries of neural networks with piecewise linear non-linearity activations. We use tropical geometry, a new development in the area of algebraic geometry, to characterize the decision boundaries of a simple network of the form (Affine, ReLU, Affine). Our main finding is that the decision boundaries are a subset of a tropical hypersurface, which is intimately related to a polytope formed by the convex hull of two zonotopes. The generators of these zonotopes are functions of the network parameters. This geometric characterization provides new perspectives to three tasks. (i) We propose a new tropical perspective to the lottery ticket hypothesis, where we view the effect of different initializations on the tropical geometric representation of a network's decision boundaries. (ii) Moreover, we propose new tropical based optimization reformulations that directly influence the decision boundaries of the network for the task of network pruning. (iii) At last, we discuss the reformulation of the generation of adversarial attacks in a tropical sense. We demonstrate that one can construct adversaries in a new tropical setting by perturbing a specific set of decision boundaries by perturbing a set of parameters in the network., Comment: First two authors contributed equally to this work

Published
2020

45. Preparation of the Experiment: Addition of Particles

Author

Alfarra, Rami, Baltensperger, Urs, Bell, David M., Danelli, Silvia Giulia, Di Biagio, Claudia, Doussin, Jean-François, Formenti, Paola, Gysel-Beer, Martin, Massabò, Dario, McFiggans, Gordon, Modini, Rob L., Möhler, Ottmar, Prati, Paolo, Saathoff, Harald, Wenger, John, Doussin, Jean-François, editor, Fuchs, Hendrik, editor, Kiendler-Scharr, Astrid, editor, Seakins, Paul, editor, and Wenger, John, editor

Published
2023
Full Text
View/download PDF

46. Physical and Chemical Characterization of the Chamber

Author

Alfarra, Rami, Camredon, Marie, Cazaunau, Mathieu, Doussin, Jean-François, Fuchs, Hendrik, Jorga, Spiro, McFiggans, Gordon, Newland, Mike J., Pandis, Spyros, Rickard, Andrew R., Saathoff, Harald, Doussin, Jean-François, editor, Fuchs, Hendrik, editor, Kiendler-Scharr, Astrid, editor, Seakins, Paul, editor, and Wenger, John, editor

Published
2023
Full Text
View/download PDF

Catalog

Books, media, physical & digital resources
See catalog results