680 results on '"Langendijk P"'
Search Results
2. Het patroon van lokaal recidief na prostatectomie op PSMA PET/CT-scan
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Staal, Floor H. E., Noordzij, Walter, Janssen, Jorinde, Oprea-Lager, Daniëla E., Engelen, Antoine M., van Limbergen, Evert J., Smeenk, Robert Jan, de Jong, Marianne A. A., Budiharto, Tom C. G., Jacobs, Inge, Haverkort, M. A. Dorien, Brouwer, Charlotte L., Wei Siang, Kelvin Ng, Langendijk, Johannes A., Verzijlbergen, J. Fred, de Jong, Igle Jan, and Aluwini, Shafak
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- 2024
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3. Head and neck cancer patients with geriatric deficits are more often non-responders and lost from follow-up in quality of life studies
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de Vries, Julius, Vermue, Dannie J., Sidorenkov, Grigory, Festen, Suzanne, Langendijk, Johannes A., de Bock, Geertruida H., and Halmos, Gyorgy B.
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- 2024
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4. SynthRAD2023 Grand Challenge dataset: generating synthetic CT for radiotherapy
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Thummerer, Adrian, van der Bijl, Erik, Galapon, Arthur Jr, Verhoeff, Joost JC, Langendijk, Johannes A, Both, Stefan, Cornelis, Berg, AT van den, and Maspero, Matteo
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Physics - Medical Physics ,Computer Science - Computer Vision and Pattern Recognition - Abstract
Purpose: Medical imaging has become increasingly important in diagnosing and treating oncological patients, particularly in radiotherapy. Recent advances in synthetic computed tomography (sCT) generation have increased interest in public challenges to provide data and evaluation metrics for comparing different approaches openly. This paper describes a dataset of brain and pelvis computed tomography (CT) images with rigidly registered CBCT and MRI images to facilitate the development and evaluation of sCT generation for radiotherapy planning. Acquisition and validation methods: The dataset consists of CT, CBCT, and MRI of 540 brains and 540 pelvic radiotherapy patients from three Dutch university medical centers. Subjects' ages ranged from 3 to 93 years, with a mean age of 60. Various scanner models and acquisition settings were used across patients from the three data-providing centers. Details are available in CSV files provided with the datasets. Data format and usage notes: The data is available on Zenodo (https://doi.org/10.5281/zenodo.7260705) under the SynthRAD2023 collection. The images for each subject are available in nifti format. Potential applications: This dataset will enable the evaluation and development of image synthesis algorithms for radiotherapy purposes on a realistic multi-center dataset with varying acquisition protocols. Synthetic CT generation has numerous applications in radiation therapy, including diagnosis, treatment planning, treatment monitoring, and surgical planning., Comment: 15 pages, 4 figures, 9 tables, pre-print submitted to Medical Physics - dataset. The training dataset is available on Zenodo at https://doi.org/10.5281/zenodo.7260705 from April, 1st 2023
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- 2023
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5. Climate services: Co-development in Cork City, Ireland
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Denise McCullagh, Gaby, S. Langendijk, Gundula Winter, Ad Jeuken, Lydia Cumiskey, Peter Medway, Daniel Carr, Ronan Gingles, Declan Dunne, and Walther Camaro
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Climate tools ,Co-development ,Collaboration ,Resilient cities ,Climate adaptation ,Climate services ,Science ,Social Sciences - Abstract
Climate change is one of the greatest challenges of our time [1]. It will reshape our world and impact all of society. Cities are where the majority of people live and where most of the world’s population directly experiences climate change impacts. No one individual or organisation will be able to deliver adaptation to climate change for society – we need collaboration across scales, disciplines and societal actors. To help combat climate change impacts that are now unavoidable, Cork City (Ireland) is working in conjunction with 19 partners across Europe, as part of the EU Horizon REACHOUT project, to co-develop user friendly climate services that will help the city prepare for and adapt to these impacts, in line with the strategic development plans for the city and the region. Cork City is exposed to a range of climate related risks, including flooding, heat and wind, all of which are expected to increase in the future under climate change. Cork City Council, University College Cork and technical partners across Europe have been working with local communities to co-develop a range of climate service tools that will be particularly valuable for Cork City and its residents. These tools are intended to support building local resilience to, and understanding of, climate impacts within the city, and to motivate citizens to engage in climate action. This paper explores how these tools may be used to provide climate services in the context of Cork City and how they perform in terms of accessibility, relevance, usability and capacity.
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- 2024
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6. Slice-by-slice deep learning aided oropharyngeal cancer segmentation with adaptive thresholding for spatial uncertainty on FDG PET and CT images
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De Biase, Alessia, Sijtsema, Nanna Maria, van Dijk, Lisanne, Langendijk, Johannes A., and van Ooijen, Peter
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Electrical Engineering and Systems Science - Image and Video Processing ,Computer Science - Computer Vision and Pattern Recognition ,Computer Science - Machine Learning - Abstract
Tumor segmentation is a fundamental step for radiotherapy treatment planning. To define an accurate segmentation of the primary tumor (GTVp) of oropharyngeal cancer patients (OPC), simultaneous assessment of different image modalities is needed, and each image volume is explored slice-by-slice from different orientations. Moreover, the manual fixed boundary of segmentation neglects the spatial uncertainty known to occur in tumor delineation. This study proposes a novel automatic deep learning (DL) model to assist radiation oncologists in a slice-by-slice adaptive GTVp segmentation on registered FDG PET/CT images. We included 138 OPC patients treated with (chemo)radiation in our institute. Our DL framework exploits both inter and intra-slice context. Sequences of 3 consecutive 2D slices of concatenated FDG PET/CT images and GTVp contours were used as input. A 3-fold cross validation was performed three times, training on sequences extracted from the Axial (A), Sagittal (S), and Coronal (C) plane of 113 patients. Since consecutive sequences in a volume contain overlapping slices, each slice resulted in three outcome predictions that were averaged. In the A, S, and C planes, the output shows areas with different probabilities of predicting the tumor. The performance of the models was assessed on 25 patients at different probability thresholds using the mean Dice Score Coefficient (DSC). Predictions were the closest to the ground truth at a probability threshold of 0.9 (DSC of 0.70 in the A, 0.77 in the S, and 0.80 in the C plane). The promising results of the proposed DL model show that the probability maps on registered FDG PET/CT images could guide radiation oncologists in a slice-by-slice adaptive GTVp segmentation.
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- 2022
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7. A planning study of proton therapy dose escalation for non-small cell lung cancer
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Arno C. Hessels, Sabine Visser, Stefan Both, Erik W. Korevaar, Johannes A. Langendijk, and Robin Wijsman
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Lung Cancer ,Proton Therapy ,Dose Escalation ,Treatment Planning ,Medical physics. Medical radiology. Nuclear medicine ,R895-920 ,Neoplasms. Tumors. Oncology. Including cancer and carcinogens ,RC254-282 - Abstract
In non-small-cell lung cancer (NSCLC), improving local control through radiotherapy dose escalation might improve survival. However, a photon-based RCT showed increased organ at risk dose exposure and worse overall survival in the dose escalation arm. In this study, intensity-modulated proton therapy plans with dose escalation to the primary tumour were created for 20 NSCLC patients. The mediastinal envelope was delineated to spare structures around the heart. It was possible to increase primary tumour dose up to 74.0 Gy without a significant increase in organ at risk doses and predicted toxicity.
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- 2024
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8. Target coverage and organs at risk dose in hypofractionated salvage radiotherapy after prostatectomy
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Floor H.E. Staal, Jorinde Janssen, Sajee Krishnapillai, Johannes A. Langendijk, Stefan Both, Charlotte L. Brouwer, and Shafak Aluwini
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Prostate bed ,Salvage radiotherapy ,Hypofractionation ,PERYTON-trial ,Planning target volume margin ,Interfractional OAR volume change ,Medical physics. Medical radiology. Nuclear medicine ,R895-920 ,Neoplasms. Tumors. Oncology. Including cancer and carcinogens ,RC254-282 - Abstract
Background and purpose: Introducing moderately hypofractionated salvage radiotherapy (SRT) following prostatectomy obligates investigation of its effects on clinical target volume (CTV) coverage and organ-at-risk (OAR) doses. This study assessed interfractional volume and dose changes in OARs and CTV in moderately hypofractionated SRT and evaluated the 8-mm planning target volume (PTV) margin. Materials and methods: Twenty patients from the PERYTON-trial were included; 10 received conventional SRT (35 × 2 Gy) and 10 hypofractionated SRT (20 × 3 Gy). OARs were delineated on 539 pre-treatment Cone Beam CT (CBCT) scans to compare interfractional OAR volume changes. CTVs for the hypofractionated group were delineated on 199 CBCTs. Dose distributions with 4 and 6 mm PTV margins were generated using voxel-wise minimum robustness evaluation of the original 8-mm PTV plan, and dose changes were assessed. Results: Median volume changes for bladder and rectum were −26 % and −10 %, respectively. OAR volume changes were not significantly different between the two treatment schedules. The 8-mm PTV margin ensured optimal coverage for prostate bed and vesicle bed CTV (V95 = 100 % in >97 % fractions). However, bladder V60
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- 2024
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9. Pelvic lymph node motion during cone-beam computed tomography guided stereotactic radiotherapy
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J. Janssen, F.H.E. Staal, J.A. Langendijk, S. Both, C.L. Brouwer, and S. Aluwini
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Stereotactic radiotherapy ,Oligometastasis ,Lymph nodes ,Margins ,Target motion ,Medical physics. Medical radiology. Nuclear medicine ,R895-920 ,Neoplasms. Tumors. Oncology. Including cancer and carcinogens ,RC254-282 - Abstract
Background and purpose: Stereotactic body radiotherapy (SBRT) is increasingly applied for pelvic lymph node recurrence. Thus far, knowledge on pelvic lymph node motion during CBCT-guided SBRT is lacking and the applied margins vary between institutions. This study evaluated pelvic lymph node motion during CBCT-guided SBRT and assessed the currently applied PTV margins of 3 and 5 mm. Material and methods: In total, 45 pelvic lymph node metastases were included. One observer delineated 45 GTVs on planning CT, 224 GTVs on pre-fraction and 216 on post-fraction CBCT. The GTV centroid coordinates were derived from all images for inter- and intrafraction motion analysis. Additionally, we assessed the influence of treatment time and lesion location on lesion motion. The expected coverage of a 3-mm and 5-mm PTV margin was assessed using the inclusiveness index for GTVs on pre- and post-fraction CBCT. Results: Lymph node interfraction motion was limited to 5 mm in 96–97 % of fractions for all translational directions and intrafraction lesion motion was limited to 3 mm in 97–100 % of fractions. Para-rectal lesions (11 %) were associated with significantly larger inter- and intrafraction motion compared to other pelvic locations and treatment duration showed no correlation with lesion motion. The mean (sd) lesion inclusiveness index was 99 % (5 %) for the 5-mm PTV margin and 96 % (9 %) for the 3-mm margin. Conclusion: Pelvic lymph node motion during CBCT-guided stereotactic radiotherapy was within the widely applied PTV margin of 5 mm, providing an opportunity to reduce this margin for pelvic lymph node SBRT.
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- 2024
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10. Nasopharyngeal carcinoma: nationwide trends in subtype-specific incidence and survival over 3 decades in a non-endemic area
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van Velsen, Jort S., van der Vegt, Bert, Plaat, Boudewijn E. C., Langendijk, Johannes A., Epskamp-Kuijpers, Chantal C. H. J., van Dijk, Boukje A. C., and Oosting, Sjoukje F.
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- 2024
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11. Dietary CP and digestion kinetics influence BW loss, litter weight gain, and reproduction by affecting postprandial amino acid metabolism in lactating sows
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H. Ye, N.M. Soede, B. Kemp, J. Wang, N.W. Jaworski, and P. Langendijk
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Milk production ,Nitrogen utilization ,Protein kinetics ,Reproductive performance ,Weight loss ,Animal culture ,SF1-1100 - Abstract
To avoid a high body protein mobilization in modern lean sows during lactation, an adequate dietary amino acid (AA) supply and an efficient AA utilization are crucial. This study evaluated the effects of dietary CP and in vitro protein digestion kinetics on changes in sow body condition, litter weight gain, milk composition, blood metabolites, protein utilization efficiency and subsequent reproductive performance. We hypothesized that a slower digestion of dietary protein would improve AA availability and utilization. In total, 110 multiparous sows were fed one of four lactation diets in a 2 × 2 factorial design, with two CP concentrations: 140 g/kg vs 180 g/kg, and two protein digestion kinetics, expressed as a percentage of slow protein (in vitro degradation between 30 and 240 min): 8 vs 16% of total protein. Feeding sows the high CP diets reduced sow weight loss (Δ = 7.6 kg, P
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- 2024
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12. A Knowledge graph representation of baseline characteristics for the Dutch proton therapy research registry
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Sloep, Matthijs, Kalendralis, Petros, Choudhury, Ananya, Seyben, Lerau, Snel, Jasper, George, Nibin Moni, Veening, Martijn, Langendijk, Johannes A., Dekker, Andre, van Soest, Johan, and Fijten, Rianne
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Computer Science - Databases - Abstract
Cancer registries collect multisource data and provide valuable information that can lead to unique research opportunities. In the Netherlands, a registry and model-based approach (MBA) are used for the selection of patients that are eligible for proton therapy. We collected baseline characteristics including demographic, clinical, tumour and treatment information. These data were transformed into a machine readable format using the FAIR (Findable, Accessible, Interoperable, Reusable) data principles and resulted in a knowledge graph with baseline characteristics of proton therapy patients. With this approach, we enable the possibility of linking external data sources and optimal flexibility to easily adapt the data structure of the existing knowledge graph to the needs of the clinic.
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- 2021
13. The relation between hypoxia and proliferation biomarkers with radiosensitivity in locally advanced laryngeal cancer
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van den Bovenkamp, Karlijn, van der Vegt, Bert, Halmos, Gyorgy B., Slagter-Menkema, Lorian, Langendijk, Johannes A., van Dijk, Boukje A. C., Schuuring, Ed, and van der Laan, Bernard F. A. M.
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- 2023
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14. Dietary CP and digestion kinetics influence BW loss, litter weight gain, and reproduction by affecting postprandial amino acid metabolism in lactating sows
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Ye, H., Soede, N.M., Kemp, B., Wang, J., Jaworski, N.W., and Langendijk, P.
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- 2024
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15. Ten new insights in climate science 2022
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Martin, Maria A, Boakye, Emmanuel A, Boyd, Emily, Broadgate, Wendy, Bustamante, Mercedes, Canadell, Josep G, Carr, Edward R, Chu, Eric K, Cleugh, Helen, Csevár, Szilvia, Daoudy, Marwa, de Bremond, Ariane, Dhimal, Meghnath, Ebi, Kristie L, Edwards, Clea, Fuss, Sabine, Girardin, Martin P, Glavovic, Bruce, Hebden, Sophie, Hirota, Marina, Hsu, Huang-Hsiung, Huq, Saleemul, Ingold, Karin, Johannessen, Ola M, Kameyama, Yasuko, Kumarasinghe, Nilushi, Langendijk, Gaby S, Lissner, Tabea, Lwasa, Shuaib, Machalaba, Catherine, Maltais, Aaron, Mathai, Manu V, Mbow, McNamara, Karen E, Mukherji, Aditi, Murray, Virginia, Mysiak, Jaroslav, Okereke, Chukwumerije, Ospina, Daniel, Otto, Friederike, Prakash, Anjal, Pulhin, Juan M, Raju, Emmanuel, Redman, Aaron, Rigaud, Kanta K, Rockström, Johan, Roy, Joyashree, Schipper, E Lisa F, Schlosser, Peter, Schulz, Karsten A, Schumacher, Kim, Schwarz, Luana, Scown, Murray, Šedová, Barbora, Siddiqui, Tasneem A, Singh, Chandni, Sioen, Giles B, Stammer, Detlef, Steinert, Norman J, Suk, Sunhee, Sutton, Rowan, Thalheimer, Lisa, van Aalst, Maarten, van der Geest, Kees, and Zhao, Zhirong Jerry
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Climate Change Impacts and Adaptation ,Environmental Sciences ,Climate Action ,Life on Land ,adaptation and mitigation ,climate security ,earth systems ,ecology and biodiversity ,economics ,energy ,food ,gender ,human security ,policies ,politics and governance ,water ,Climate change impacts and adaptation ,Development studies - Abstract
Non-technical summary We summarize what we assess as the past year's most important findings within climate change research: limits to adaptation, vulnerability hotspots, new threats coming from the climate-health nexus, climate (im)mobility and security, sustainable practices for land use and finance, losses and damages, inclusive societal climate decisions and ways to overcome structural barriers to accelerate mitigation and limit global warming to below 2°C. Technical summary We synthesize 10 topics within climate research where there have been significant advances or emerging scientific consensus since January 2021. The selection of these insights was based on input from an international open call with broad disciplinary scope. Findings concern: (1) new aspects of soft and hard limits to adaptation; (2) the emergence of regional vulnerability hotspots from climate impacts and human vulnerability; (3) new threats on the climate-health horizon - some involving plants and animals; (4) climate (im)mobility and the need for anticipatory action; (5) security and climate; (6) sustainable land management as a prerequisite to land-based solutions; (7) sustainable finance practices in the private sector and the need for political guidance; (8) the urgent planetary imperative for addressing losses and damages; (9) inclusive societal choices for climate-resilient development and (10) how to overcome barriers to accelerate mitigation and limit global warming to below 2°C. Social media summary Science has evidence on barriers to mitigation and how to overcome them to avoid limits to adaptation across multiple fields.
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- 2022
16. Comparing methods addressing multi-collinearity when developing prediction models
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Leeuwenberg, Artuur M., van Smeden, Maarten, Langendijk, Johannes A., van der Schaaf, Arjen, Mauer, Murielle E., Moons, Karel G. M., Reitsma, Johannes B., and Schuit, Ewoud
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Statistics - Methodology ,60 ,G.3 - Abstract
Clinical prediction models are developed widely across medical disciplines. When predictors in such models are highly collinear, unexpected or spurious predictor-outcome associations may occur, thereby potentially reducing face-validity and explainability of the prediction model. Collinearity can be dealt with by exclusion of collinear predictors, but when there is no a priori motivation (besides collinearity) to include or exclude specific predictors, such an approach is arbitrary and possibly inappropriate. We compare different methods to address collinearity, including shrinkage, dimensionality reduction, and constrained optimization. The effectiveness of these methods is illustrated via simulations. In the conducted simulations, no effect of collinearity was observed on predictive outcomes. However, a negative effect of collinearity on the stability of predictor selection was found, affecting all compared methods, but in particular methods that perform strong predictor selection (e.g., Lasso).}
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- 2021
17. A comparison of cardiovascular and pulmonary morbidities and risk factors in breast cancer survivors compared to an age-matched female control group in the Lifelines prospective population cohort
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D.S. Spoor, V.A.B. van den Bogaard, N.M. Sijtsema, P. Van der Meer, G.H. de Bock, J.A. Langendijk, J.H. Maduro, and A.P.G. Crijns
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Survivorship ,Age-matched control group ,Late treatment-related toxicity ,Modifiable risk factors ,Neoplasms. Tumors. Oncology. Including cancer and carcinogens ,RC254-282 - Abstract
Purpose: To provide more insight into late treatment-related toxicities among breast cancer (BC) survivors by comparing morbidities and risk factors between BC survivors and age-matched controls. Materials and methods: All female participants diagnosed with BC before inclusion in Lifelines, a population-based cohort in the Netherlands, were selected and matched 1:4 to female controls without any oncological history on birth year. Baseline was defined as the age at BC diagnosis. Outcomes were obtained from questionnaires and functional analyses performed at entry to Lifelines (follow-up 1; FU1) and several years later (FU2). Cardiovascular and pulmonary events were defined as morbidities that were absent at baseline but present at FU1 or FU2. Results: The study consisted of 1,325 BC survivors and 5,300 controls. The median period from baseline (i.e., BC treatment) to FU1 and FU2 was 7 and 10 years, respectively. Among BC survivors more events of heart failure (OR: 1.72 [1.10–2.68]) and less events of hypertension (OR: 0.79 [0.66–0.94]) were observed. At FU2, more electrocardiographic abnormalities were found among BC survivors compared to controls (4.1% vs. 2.7%, respectively; p = 0.027) and Framingham scores for the 10-year risk of coronary heart disease were lower (difference: 0.37%; 95% CI [-0.70 to -0.03%]). At FU2, BC survivors had more frequently a forced vital capacity below the lower limit of normal than controls (5.4% vs. 2.9%, respectively; p = 0.040). Conclusion: BC survivors are at risk of late treatment-related toxicities despite a more favourable cardiovascular risk profile compared to age-matched female controls.
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- 2023
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18. Cardiac Magnetic Resonance-assessed Subclinical Cardiac Dysfunction During 2 Years After Breast Cancer Irradiation: The Medirad-early Heart Study
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Jérôme Lamy, PhD, Daan Spoor, MSc, Johannes Langendijk, MD, PhD, Rozemarijn Vliegenhart, MD, PhD, Arantxa Eraso, MD, PhD, Susana Constantino, PhD, Manuela Fiuza, MD, PhD, Nadjia Kachenoura, PhD, Anne Crijns, MD, PhD, and Elie Mousseaux, MD, PhD
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Diseases of the circulatory (Cardiovascular) system ,RC666-701 - Published
- 2024
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19. Mapping the Future of Particle Radiobiology in Europe: The INSPIRE Project
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Henthorn, N. T., Sokol, O., Durante, M., De Marzi, L., Pouzoulet, F., Miszczyk, J., Olko, P., Brandenburg, S., van Goethem, M-J., Barazzuol, L., Tambas, M., Langendijk, J. A., Davidkova, M., Vondravcek, V., Bodenstein, E., Pawelke, J., Lomax, A., Weber, D. C., Dasu, A., Stenerlow, B., Poulsen, P. R., Sorensen, B. S., Grau, C., Sitarz, M. K., Heuskin, A-C, Lucas, S., Warmenhoven, J. W., Merchant, M. J., Mackay, R. I., and Kirkby, K. J.
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Physics - Medical Physics - Abstract
Particle therapy is a growing cancer treatment modality worldwide. However, there still remains a number of unanswered questions considering differences in the biological response between particles and photons. These questions, and probing of biological mechanisms in general, necessitate experimental investigation. The Infrastructure in Proton International Research (INSPIRE) project was created to provide an infrastructure for European research, unify research efforts on the topic of proton and ion therapy across Europe, and to facilitate the sharing of information and resources. This work highlights the radiobiological capabilities of the INSPIRE partners, providing details of physics (available particle types and energies), biology (sample preparation and post-irradiation analysis), and researcher access (the process of applying for beam time). The collection of information reported here is designed to provide researchers both in Europe and worldwide with the tools required to select the optimal center for their research needs. We also highlight areas of redundancy in capabilities and suggest areas for future investment., Comment: 18 pages
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- 2020
20. Meta-analysis of chemotherapy in head and neck cancer (MACH-NC): An update on 107 randomized trials and 19,805 patients, on behalf of MACH-NC Group
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Lacas, Benjamin, Carmel, Alexandra, Landais, Cécile, Wong, Stuart J, Licitra, Lisa, Tobias, Jeffrey S, Burtness, Barbara, Ghi, Maria Grazia, Cohen, Ezra EW, Grau, Cai, Wolf, Gregory, Hitt, Ricardo, Corvò, Renzo, Budach, Volker, Kumar, Shaleen, Laskar, Sarbani Ghosh, Mazeron, Jean-Jacques, Zhong, Lai-Ping, Dobrowsky, Werner, Ghadjar, Pirus, Fallai, Carlo, Zakotnik, Branko, Sharma, Atul, Bensadoun, René-Jean, Redda, Maria Grazia Ruo, Racadot, Séverine, Fountzilas, George, Brizel, David, Rovea, Paolo, Argiris, Athanassios, Nagy, Zoltán Takácsi, Lee, Ju-Whei, Fortpied, Catherine, Harris, Jonathan, Bourhis, Jean, Aupérin, Anne, Blanchard, Pierre, Pignon, Jean-Pierre, Group, MACH-NC Collaborative, Adelstein, DJ, Alfonsi, M, Belkacemi, Y, Bar-Ad, V, Bernier, J, Bratland, Å, Calais, G, Campbell, B, Caudell, J, Chabaud, S, Chamorey, E, Chaukar, D, Choi, KN, Choussy, O, Collette, L, Cruz, JJ, Dani, C, Dauzier, E, Forastiere, AA, Garaud, P, Gregoire, V, Hackshaw, A, Haddad, E, Haffty, BG, Hansen, A, Hayoz, S, Horiot, JC, Jeremic, B, Karrison, TG, Langendijk, JA, Lapeyre, M, Lartigau, E, Leong, T, Le, QT, Lee, PPY, Lewin, F, Lin, A, Lopes, A, Mehta, S, Moon, J, Moyal, E, Occéan, BV, Olmi, P, Orecchia, R, O'Sullivan, B, Overgaard, J, Petit, C, Quon, H, Sanguineti, G, Satar, T, Simes, J, Simon, C, Sire, C, Staar, S, Stromberger, C, Strojan, P, Temam, S, Thomson, D, Timochenko, A, Torri, V, and Tseroni, V
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Cancer ,Clinical Trials and Supportive Activities ,Rare Diseases ,Clinical Research ,6.5 Radiotherapy and other non-invasive therapies ,Evaluation of treatments and therapeutic interventions ,Antineoplastic Combined Chemotherapy Protocols ,Carcinoma ,Squamous Cell ,Chemotherapy ,Adjuvant ,Head and Neck Neoplasms ,Humans ,Induction Chemotherapy ,Randomized Controlled Trials as Topic ,Meta-analysis ,Review ,Individual Patient Data ,Randomised Clinical Trials ,Chemotherapy ,Radiotherapy ,Head and Neck Cancer ,MACH-NC Collaborative Group ,Other Physical Sciences ,Oncology and Carcinogenesis ,Oncology & Carcinogenesis - Abstract
Background and purposeThe Meta-Analysis of Chemotherapy in squamous cell Head and Neck Cancer (MACH-NC) demonstrated that concomitant chemotherapy (CT) improved overall survival (OS) in patients without distant metastasis. We report the updated results.Materials and methodsPublished or unpublished randomized trials including patients with non-metastatic carcinoma randomized between 1965 and 2016 and comparing curative loco-regional treatment (LRT) to LRT + CT or adding another timing of CT to LRT + CT (main question), or comparing induction CT + radiotherapy to radiotherapy + concomitant (or alternating) CT (secondary question) were eligible. Individual patient data were collected and combined using a fixed-effect model. OS was the main endpoint.ResultsFor the main question, 101 trials (18951 patients, median follow-up of 6.5 years) were analyzed. For both questions, there were 16 new (2767 patients) and 11 updated trials. Around 90% of the patients had stage III or IV disease. Interaction between treatment effect on OS and the timing of CT was significant (p
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- 2021
21. Comparing supervised and semi-supervised machine learning approaches in NTCP modeling to predict complications in head and neck cancer patients
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I. Spiero, E. Schuit, O.B. Wijers, F.J.P. Hoebers, J.A. Langendijk, and A.M. Leeuwenberg
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Head and neck cancer ,Radiation-induced toxicity ,NTCP modeling ,Semi-supervised learning ,Medical physics. Medical radiology. Nuclear medicine ,R895-920 ,Neoplasms. Tumors. Oncology. Including cancer and carcinogens ,RC254-282 - Abstract
Background and purpose: Head and neck cancer (HNC) patients treated with radiotherapy often suffer from radiation-induced toxicities. Normal Tissue Complication Probability (NTCP) modeling can be used to determine the probability to develop these toxicities based on patient, tumor, treatment and dose characteristics. Since the currently used NTCP models are developed using supervised methods that discard unlabeled patient data, we assessed whether the addition of unlabeled patient data by using semi-supervised modeling would gain predictive performance. Materials and methods: The semi-supervised method of self-training was compared to supervised regression methods with and without prior multiple imputation by chained equation (MICE). The models were developed for the most common toxicity outcomes in HNC patients, xerostomia (dry mouth) and dysphagia (difficulty swallowing), measured at six months after treatment, in a development cohort of 750 HNC patients. The models were externally validated in a validation cohort of 395 HNC patients. Model performance was assessed by discrimination and calibration. Results: MICE and self-training did not improve performance in terms of discrimination or calibration at external validation compared to current regression models. In addition, the relative performance of the different models did not change upon a decrease in the amount of (labeled) data available for model development. Models using ridge regression outperformed the logistic models for the dysphagia outcome. Conclusion: Since there was no apparent gain in the addition of unlabeled patient data by using the semi-supervised method of self-training or MICE, the supervised regression models would still be preferred in current NTCP modeling for HNC patients.
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- 2023
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22. Patients’ needs in proton therapy: A survey among ten European facilities
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G.C. Mazzola, L. Bergamaschi, C. Pedone, M.G. Vincini, M. Pepa, M. Zaffaroni, S. Volpe, B. Rombi, J. Doyen, P. Fossati, K. Haustermans, M. Høyer, J.A. Langendijk, R. Matute, E. Orlandi, H. Rylander, E.G.C. Troost, R. Orecchia, D. Alterio, and B.A. Jereczek-Fossa
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Proton therapy ,Facilities ,Europe ,Survey ,Support strategies ,Patients ,Medical physics. Medical radiology. Nuclear medicine ,R895-920 ,Neoplasms. Tumors. Oncology. Including cancer and carcinogens ,RC254-282 - Abstract
Aims: The number of Proton Therapy (PT) facilities is still limited worldwide, and the access to treatment could be characterized by patients’ logistic and economic challenges. Aim of the present survey is to assess the support provided to patients undergoing PT across Europe. Methods: Through a personnel contact, an online questionnaire (62 multiple-choice and open-ended questions) via Microsoft Forms was administered to 10 European PT centers. The questionnaire consisted of 62 questions divided into 6 sections: i) personal data; ii) general information on clinical activity; iii) fractionation, concurrent systemic treatments and technical aspects of PT facility; iv) indication to PT and reimbursement policies; v) economic and/ or logistic support to patients vi) participants agreement on statements related to the possible limitation of access to PT. A qualitative analysis was performed and reported. Results: From March to May 2022 all ten involved centers filled the survey. Nine centers treat from 100 to 500 patients per year. Paediatric patients accounted for 10–30%, 30–50% and 50–70% of the entire cohort for 7, 2 and 1 center, respectively. The most frequent tumours treated in adult population were brain tumours, sarcomas and head and neck carcinomas; in all centers, the mean duration of PT is longer than 3 weeks. In 80% of cases, the treatment reimbursement for PT is supplied by the respective country’s Health National System (HNS). HNS also provides economic support to patients in 70% of centers, while logistic and meal support is provided in 20% and 40% of centers, respectively. PT facilities offer economic and/or logistic support in 90% of the cases. Logistic support for parents of pediatric patients is provided by HNS only in one-third of centers. Overall, 70% of respondents agree that geographic challenges could limit a patient’s access to proton facilities and 60% believe that additional support should be given to patients referred for PT care. Conclusions: Relevant differences exist among European countries in supporting patients referred to PT in their logistic and economic challenges. Further efforts should be made by HNSs and PT facilities to reduce the risk of inequities in access to cancer care with protons.
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- 2023
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23. Comparison of computed tomography image features extracted by radiomics, self-supervised learning and end-to-end deep learning for outcome prediction of oropharyngeal cancer
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Baoqiang Ma, Jiapan Guo, Hung Chu, Lisanne V. van Dijk, Peter M.A. van Ooijen, Johannes A. Langendijk, Stefan Both, and Nanna M. Sijtsema
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Oropharynx carcinoma ,Radiomics ,Deep learning ,Self-supervised learning ,Prognostic modeling ,Medical physics. Medical radiology. Nuclear medicine ,R895-920 ,Neoplasms. Tumors. Oncology. Including cancer and carcinogens ,RC254-282 - Abstract
Background and purpose: To compare the prediction performance of image features of computed tomography (CT) images extracted by radiomics, self-supervised learning and end-to-end deep learning for local control (LC), regional control (RC), locoregional control (LRC), distant metastasis-free survival (DMFS), tumor-specific survival (TSS), overall survival (OS) and disease-free survival (DFS) of oropharyngeal squamous cell carcinoma (OPSCC) patients after (chemo)radiotherapy. Methods and materials: The OPC-Radiomics dataset was used for model development and independent internal testing and the UMCG-OPC set for external testing. Image features were extracted from the Gross Tumor Volume contours of the primary tumor (GTVt) regions in CT scans when using radiomics or a self-supervised learning-based method (autoencoder). Clinical and combined (radiomics, autoencoder or end-to-end) models were built using multivariable Cox proportional-hazard analysis with clinical features only and both clinical and image features for LC, RC, LRC, DMFS, TSS, OS and DFS prediction, respectively. Results: In the internal test set, combined autoencoder models performed better than clinical models and combined radiomics models for LC, RC, LRC, DMFS, TSS and DFS prediction (largest improvements in C-index: 0.91 vs. 0.76 in RC and 0.74 vs. 0.60 in DMFS). In the external test set, combined radiomics models performed better than clinical and combined autoencoder models for all endpoints (largest improvements in LC, 0.82 vs. 0.71). Furthermore, combined models performed better in risk stratification than clinical models and showed good calibration for most endpoints. Conclusions: Image features extracted using self-supervised learning showed best internal prediction performance while radiomics features have better external generalizability.
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- 2023
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24. The course of health-related quality of life in the first 2 years after a diagnosis of head and neck cancer: the role of personal, clinical, psychological, physical, social, lifestyle, disease-related, and biological factors
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Verdonck-de Leeuw, Irma M., Korsten, Laura H.A., van Nieuwenhuizen, Annette, Baatenburg de Jong, Rob J., Brakenhoff, Ruud H., Buffart, Laurien M., Lamers, Femke, Langendijk, Johannes A., Leemans, C. René, Smit, Jan H., Sprangers, Mirjam A., Takes, Robert P., Terhaard, Chris H. J., Lissenberg-Witte, Birgit I., and Jansen, Femke
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- 2023
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25. Practice recommendations for risk-adapted head and neck cancer radiotherapy during the COVID-19 pandemic: An ASTRO-ESTRO consensus statement
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Thomson, David J, Palma, David, Guckenberger, Matthias, Balermpas, Panagiotis, Beitler, Jonathan J, Blanchard, Pierre, Brizel, David, Budach, Wilfred, Caudell, Jimmy, Corry, June, Corvo, Renzo, Evans, Mererid, Garden, Adam S, Giralt, Jordi, Gregoire, Vincent, Harari, Paul M, Harrington, Kevin, Hitchcock, Ying J, Johansen, Jorgen, Kaanders, Johannes, Koyfman, Shlomo, Langendijk, JA, Le, Quynh-Thu, Lee, Nancy, Margalit, Danielle, Mierzwa, Michelle, Porceddu, Sandro, Soong, Yoke Lim, Sun, Ying, Thariat, Juliette, Waldron, John, and Yom, Sue S
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Medical and Biological Physics ,Biomedical and Clinical Sciences ,Clinical Sciences ,Physical Sciences ,Oncology and Carcinogenesis ,Dental/Oral and Craniofacial Disease ,Cancer ,Prevention ,Clinical Research ,Good Health and Well Being ,Other Physical Sciences ,Oncology & Carcinogenesis ,Clinical sciences ,Oncology and carcinogenesis ,Medical and biological physics - Abstract
PurposeBecause of the unprecedented disruption of health care services caused by the COVID-19 pandemic, the American Society of Radiation Oncology (ASTRO) and the European Society for Radiotherapy and Oncology (ESTRO) identified an urgent need to issue practice recommendations for radiation oncologists treating head and neck cancer (HNC) in a time of limited resources and heightened risk for patients and staff.Methods and materialsA panel of international experts from ASTRO, ESTRO, and select Asia-Pacific countries completed a modified rapid Delphi process. Topics and questions were presented to the group, and subsequent questions were developed from iterative feedback. Each survey was open online for 24 hours, and successive rounds started within 24 hours of the previous round. The chosen cutoffs for strong agreement (≥80%) and agreement (≥66%) were extrapolated from the RAND methodology. Two pandemic scenarios, early (risk mitigation) and late (severely reduced radiation therapy resources), were evaluated. The panel developed treatment recommendations for 5 HNC cases.ResultsIn total, 29 of 31 of those invited (94%) accepted, and after a replacement 30 of 30 completed all 3 surveys (100% response rate). There was agreement or strong agreement across a number of practice areas, including treatment prioritization, whether to delay initiation or interrupt radiation therapy for intercurrent SARS-CoV-2 infection, approaches to treatment (radiation dose-fractionation schedules and use of chemotherapy in each pandemic scenario), management of surgical cases in event of operating room closures, and recommended adjustments to outpatient clinic appointments and supportive care.ConclusionsThis urgent practice recommendation was issued in the knowledge of the very difficult circumstances in which our patients find themselves at present, navigating strained health care systems functioning with limited resources and at heightened risk to their health during the COVID-19 pandemic. The aim of this consensus statement is to ensure high-quality HNC treatments continue, to save lives and for symptomatic benefit.
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- 2020
26. Practice Recommendations for Risk-Adapted Head and Neck Cancer Radiation Therapy During the COVID-19 Pandemic: An ASTRO-ESTRO Consensus Statement
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Thomson, David J, Palma, David, Guckenberger, Matthias, Balermpas, Panagiotis, Beitler, Jonathan J, Blanchard, Pierre, Brizel, David, Budach, Wilfred, Caudell, Jimmy, Corry, June, Corvo, Renzo, Evans, Mererid, Garden, Adam S, Giralt, Jordi, Gregoire, Vincent, Harari, Paul M, Harrington, Kevin, Hitchcock, Ying J, Johansen, Jorgen, Kaanders, Johannes, Koyfman, Shlomo, Langendijk, JA, Le, Quynh-Thu, Lee, Nancy, Margalit, Danielle, Mierzwa, Michelle, Porceddu, Sandro, Soong, Yoke Lim, Sun, Ying, Thariat, Juliette, Waldron, John, and Yom, Sue S
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Clinical Research ,Dental/Oral and Craniofacial Disease ,Cancer ,Prevention ,Good Health and Well Being ,COVID-19 ,Consensus ,Coronavirus Infections ,Head and Neck Neoplasms ,Humans ,Medical Oncology ,Pandemics ,Pneumonia ,Viral ,Practice Guidelines as Topic ,Societies ,Medical ,Other Physical Sciences ,Clinical Sciences ,Oncology and Carcinogenesis ,Oncology & Carcinogenesis - Abstract
PurposeBecause of the unprecedented disruption of health care services caused by the COVID-19 pandemic, the American Society of Radiation Oncology (ASTRO) and the European Society for Radiotherapy and Oncology (ESTRO) identified an urgent need to issue practice recommendations for radiation oncologists treating head and neck cancer (HNC) in a time of limited resources and heightened risk for patients and staff.Methods and materialsA panel of international experts from ASTRO, ESTRO, and select Asia-Pacific countries completed a modified rapid Delphi process. Topics and questions were presented to the group, and subsequent questions were developed from iterative feedback. Each survey was open online for 24 hours, and successive rounds started within 24 hours of the previous round. The chosen cutoffs for strong agreement (≥80%) and agreement (≥66%) were extrapolated from the RAND methodology. Two pandemic scenarios, early (risk mitigation) and late (severely reduced radiation therapy resources), were evaluated. The panel developed treatment recommendations for 5 HNC cases.ResultsIn total, 29 of 31 of those invited (94%) accepted, and after a replacement 30 of 30 completed all 3 surveys (100% response rate). There was agreement or strong agreement across a number of practice areas, including treatment prioritization, whether to delay initiation or interrupt radiation therapy for intercurrent SARS-CoV-2 infection, approaches to treatment (radiation dose-fractionation schedules and use of chemotherapy in each pandemic scenario), management of surgical cases in event of operating room closures, and recommended adjustments to outpatient clinic appointments and supportive care.ConclusionsThis urgent practice recommendation was issued in the knowledge of the very difficult circumstances in which our patients find themselves at present, navigating strained health care systems functioning with limited resources and at heightened risk to their health during the COVID-19 pandemic. The aim of this consensus statement is to ensure high-quality HNC treatments continue, to save lives and for symptomatic benefit.
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- 2020
27. Promoting involvement of early-career scientists from the Asia-Pacific region in regional integrated and sustainable development through active participation and networking
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Shuyu Wang, Iréne Lake, Gaby S. Langendijk, and Ying Yang
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Science (General) ,Q1-390 ,Environmental sciences ,GE1-350 - Abstract
Climate change is affecting global ecosystems, natural resources, and human well-being. The near- and long-term future sustainable development of society requires robust climate change information at regional scales. To contribute to the purpose mentioned above, WCRP CORDEX (the World Climate Research Programme’s Coordinated Regional Climate Downscaling Experiment) initialised a collaboration with the APN (Asia-Pacific Network for Global Change Research), as the two programmes share common goals in advocating climate science as well as transferring climate knowledge for effective management. This APN project, entitled “Promoting Involvement of Early Career Scientists from the Asia-Pacific Region in Regional Integrated and Sustainable Development through Active Participation and Networking”, was a result of this collaboration. Specifically, the project was aimed at supporting early-career scientists from the Asia-Pacific region to attend an international science conference on regional climate science (ICRC-CORDEX 2019) and facilitate them in international partnership-building. It also contributed to enhancing communication and cooperation amongst regional climate research teams within and beyond the Asia-Pacific region. As one of the most important activities of the conference, the project supported an event for early-career scientists. The completion of the project consolidated global collaboration between the climate research community and that of adaptation-impact studies, as well as facilitated interaction with end-users. It was also a successful showcase of the scientific strategies of APN and CORDEX.
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- 2023
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28. TORPEdO: A phase III trial of intensity-modulated proton beam therapy versus intensity-modulated radiotherapy for multi-toxicity reduction in oropharyngeal cancer
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David J. Thomson, Clare Cruickshank, Helen Baines, Russell Banner, Matthew Beasley, Guy Betts, Helen Bulbeck, Frances Charlwood, Judith Christian, Matthew Clarke, Olly Donnelly, Bernadette Foran, Callum Gillies, Clare Griffin, Jarrod J. Homer, Johannes A. Langendijk, Lip Wai Lee, James Lester, Matthew Lowe, Andrew McPartlin, Elizabeth Miles, Christopher Nutting, Nachi Palaniappan, Robin Prestwich, James M. Price, Clare Roberts, Justin Roe, Ramkumar Shanmugasundaram, Rita Simões, Anna Thompson, Catharine West, Lorna Wilson, Jane Wolstenholme, and Emma Hall
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Medical physics. Medical radiology. Nuclear medicine ,R895-920 ,Neoplasms. Tumors. Oncology. Including cancer and carcinogens ,RC254-282 - Published
- 2023
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29. Supraventricular cardiac conduction system exposure in breast cancer patients treated with radiotherapy and association with heart and cardiac chambers doses
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M.Y. Errahmani, M. Locquet, D. Broggio, D. Spoor, G. Jimenez, J. Camilleri, J.A. Langendijk, A.P.G. Crijns, M.O. Bernier, J. Ferrières, J. Thariat, S. Boveda, Y. Kirova, P Loap, V. Monceau, and S. Jacob
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Breast cancer ,Radiation therapy ,Conduction nodes ,Arrhythmias ,Conduction disorders ,Dosimetry ,Medical physics. Medical radiology. Nuclear medicine ,R895-920 ,Neoplasms. Tumors. Oncology. Including cancer and carcinogens ,RC254-282 - Abstract
Purpose: To assess sinoatrial node (SAN) and atrioventricular node (AVN) doses for breast cancer (BC) patients treated with 3D-CRT and evaluate whether “large” cardiac structures (whole heart and four cardiac chambers) would be relevant surrogates. Material and methods: This single center study was based on 116 BCE patients (56 left-sided, 60 right-sided) treated with 3D-CRT without respiratory gating strategies and few IMN irradiations from 2009 to 2013. The heart, the left and right ventricles (LV, RV), the left and right atria (LA, RA) were contoured using multi-atlases for auto-segmentation. The SAN and the AVN were manually delineated using a specific atlas. Based on regression analysis, the coefficients of determination (R2) were estimated to evaluate whether “large” cardiac structures were relevant surrogates (R2 > 0.70) of SAN and AVN doses. Results: For left-sided BC, mean doses were: 3.60 ± 2.28 Gy for heart, 0.47 ± 0.24 Gy for SAN and 0.74 ± 0.29 Gy for AVN. For right-sided BC, mean heart dose was 0.60 ± 0.25 Gy, mean SAN dose was 1.57 ± 0.63 Gy (>85 % of patients with SAN doses > 1 Gy) and mean AVN dose was 0.51 ± 0.14 Gy. Among all “large” cardiac structures, RA appeared as the best surrogate for SAN doses (R2 > 0.80). Regarding AVN doses, the RA may also be an interesting surrogate for left-sided BC (R2 = 0.78), but none of “large” cardiac structures appeared as relevant surrogates among right-sided BC (all R2
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- 2023
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30. The course of swallowing problems in the first 2 years after diagnosis of head and neck cancer
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Vermaire, Jorine A., Raaijmakers, Cornelis P. J., Monninkhof, Evelyn M., Leemans, C. René, Baatenburg de Jong, Robert J., Takes, Robert P., Leeuw, Irma M. Verdonck-de, Jansen, Femke, Langendijk, Johannes A., Terhaard, Chris H. J., and Speksnijder, Caroline M.
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- 2022
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31. Review: Targeted nutrition in gestating sows: opportunities to enhance sow performance and piglet vitality
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Langendijk, P., Fleuren, M., and Page, G.
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- 2023
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32. Daily dose evaluation based on corrected CBCTs for breast cancer patients: accuracy of dose and complication risk assessment
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Vincent C. Hamming, Sebastian Andersson, John H. Maduro, Johannes A. Langendijk, Stefan Both, and Nanna M. Sijtsema
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CBCT ,CBCT correction ,Breast ,Dose evaluation ,Image quality evaluation ,Medical physics. Medical radiology. Nuclear medicine ,R895-920 ,Neoplasms. Tumors. Oncology. Including cancer and carcinogens ,RC254-282 - Abstract
Abstract Objectives The goal of this study is to validate different CBCT correction methods to select the superior method that can be used for dose evaluation in breast cancer patients with large anatomical changes treated with photon irradiation. Materials and method Seventy-six breast cancer patients treated with a partial VMAT photon technique (70% conformal, 30% VMAT) were included in this study. All patients showed at least a 5 mm variation (swelling or shrinkage) of the breast on the CBCT compared to the planning-CT (pCT) and had a repeat-CT (rCT) for dose evaluation acquired within 3 days of this CBCT. The original CBCT was corrected using four methods: (1) HU-override correction (CBCT HU ), (2) analytical correction and conversion (CBCT CC ), (3) deep learning (DL) correction (CT DL ) and (4) virtual correction (CT V ). Image quality evaluation consisted of calculating the mean absolute error (MAE) and mean error (ME) within the whole breast clinical target volume (CTV) and the field of view of the CBCT minus 2 cm (CBCT-ROI) with respect to the rCT. The dose was calculated on all image sets using the clinical treatment plan for dose and gamma passing rate analysis. Results The MAE of the CBCT-ROI was below 66 HU for all corrected CBCTs, except for the CBCT HU with a MAE of 142 HU. No significant dose differences were observed in the CTV regions in the CBCT CC , CT DL and CT v . Only the CBCT HU deviated significantly (p 95% for 2%/2 mm for all corrected CBCTs. Conclusion The analytical correction and conversion, deep learning correction and virtual correction methods can be applied for an accurate CBCT correction that can be used for dose evaluation during the course of photon radiotherapy of breast cancer patients.
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- 2022
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33. Independent validation of a dysphagia dose response model for the selection of head and neck cancer patients to proton therapy
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Petros Kalendralis, Matthijs Sloep, Nibin Moni George, Jasper Snel, Joeri Veugen, Frank Hoebers, Frederik Wesseling, Mirko Unipan, Martijn Veening, Johannes A. Langendijk, Andre Dekker, Johan van Soest, and Rianne Fijten
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Medical physics. Medical radiology. Nuclear medicine ,R895-920 ,Neoplasms. Tumors. Oncology. Including cancer and carcinogens ,RC254-282 - Abstract
Background and purpose: The model based approach involves the use of normal tissue complication models for selection of head and neck cancer patients to proton therapy. Our goal was to validate the clinical utility of the related dysphagia model using an independent patient cohort. Materials and Methods: A dataset of 277 head and neck cancer (pharynx and larynx) patients treated with (chemo)radiotherapy between 2019 and 2021 was acquired. For the evaluation of the model discrimination we used statistical metrics such as the sensitivity, specificity and the area under the receiver operating characteristic curve. After the validation we evaluated if the dysphagia model can be improved using the closed testing procedure, the Brier and the Hosmer-Lemeshow score. Results: The performance of the original normal tissue complication probability model for dysphagia grade II-IV at 6 months was good (AUC = 0.80). According to the graphical calibration assessment, the original model showed underestimated dysphagia risk predictions. The closed testing procedure indicated that the model had to be updated and selected a revised model with new predictor coefficients as an optimal model. The revised model had also satisfactory discrimination (AUC = 0.83) with improved calibration. Conclusion: The validation of the normal tissue complication probability model for grade II-IV dysphagia was successful in our independent validation cohort. However, the closed testing procedure indicated that the model should be updated with new coefficients.
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- 2022
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34. Dose evaluation of inter- and intra-fraction prostate motion in extremely hypofractionated intensity-modulated proton therapy for prostate cancer
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Sen-Quan Feng, Charlotte L. Brouwer, Erik W. Korevaar, Neha Vapiwala, Ken Kang-Hsin Wang, Curtiland Deville, Jr., Johannes A. Langendijk, Stefan Both, and Shafak Aluwini
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Intensity-modulated proton therapy ,Extreme hypofractionation ,Ultra-hypofractionation ,Stereotactic body proton therapy ,Prostate inter- and intra-fraction motion ,Medical physics. Medical radiology. Nuclear medicine ,R895-920 ,Neoplasms. Tumors. Oncology. Including cancer and carcinogens ,RC254-282 - Abstract
Inter- and intra-fractional prostate motion can deteriorate the dose distribution in extremely hypofractionated intensity-modulated proton therapy. We used verification CTs and prostate motion data calculated from 1024 intra-fractional prostate motion records to develop a voxel-wise based 4-dimensional method, which had a time resolution of 1 s, to assess the dose impact of prostate motion. An example of 100 fractional simulations revealed that motion had minimal impact on planning dose, the accumulated dose in 95 % of the scenarios fulfilled the clinical goals for target coverage (D95 > 37.5 Gy). This method can serve as a complementary measure in clinical setting to guarantee plan quality.
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- 2023
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35. Simple immobilization for stereotactic radiotherapy aimed at pelvic metastases
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Jorinde Janssen, Charlotte L. Brouwer, Floor H.E. Staal, Heleen E. van Herpt, Stefan Both, Johannes A. Langendijk, and Shafak Aluwini
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Immobilization ,SBRT ,Pelvis ,Oligometastasis ,PCa ,Medical physics. Medical radiology. Nuclear medicine ,R895-920 ,Neoplasms. Tumors. Oncology. Including cancer and carcinogens ,RC254-282 - Abstract
Stereotactic body radiotherapy (SBRT) is increasingly applied for pelvic oligometastases of prostate cancer, and currently no simple immobilization method is available for cone beam computed tomography (CBCT)-guided treatment. We assessed patient set-up and intrafraction motion using simple immobilization during CBCT-guided pelvic SBRT. Forty patients were immobilized with basic arm- head- and knee support and either a thermoplastic cushion or a foam cushion. Analysis of 454 CBCTs showed mean intrafraction translation
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- 2023
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36. Performance of a trigger tool for detecting adverse drug reactions in patients with polypharmacy acutely admitted to the geriatric ward
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Noorda, Nikki M. F., Sallevelt, Bastiaan T. G. M., Langendijk, Wivien L., Egberts, Toine C. G., van Puijenbroek, Eugène P., Wilting, Ingeborg, and Knol, Wilma
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- 2022
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37. Psychoneurological Symptoms and Biomarkers of Stress and Inflammation in Newly Diagnosed Head and Neck Cancer Patients: A Network Analysis
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Angelina M. M. Santoso, Femke Jansen, Carel F. W. Peeters, Robert J. Baatenburg de Jong, Ruud H. Brakenhoff, Johannes A. Langendijk, C. René Leemans, Robert P. Takes, Chris H. J. Terhaard, Annemieke van Straten, and Irma M. Verdonck-de Leeuw
- Subjects
sleep quality ,depression ,anxiety ,pain ,fatigue ,biomarker ,Neoplasms. Tumors. Oncology. Including cancer and carcinogens ,RC254-282 - Abstract
Psychoneurological symptoms are commonly reported by newly diagnosed head and neck cancer (HNC) patients, yet there is limited research on the associations of these symptoms with biomarkers of stress and inflammation. In this article, pre-treatment data of a multi-center cohort of HNC patients were analyzed using a network analysis to examine connections between symptoms (poor sleep quality, anxiety, depression, fatigue, and oral pain), biomarkers of stress (diurnal cortisol slope), inflammation markers (c-reactive protein [CRP], interleukin [IL]-6, IL-10, and tumor necrosis factor alpha [TNF-α]), and covariates (age and body mass index [BMI]). Three centrality indices were calculated: degree (number of connections), closeness (proximity of a variable to other variables), and betweenness (based on the number of times a variable is located on the shortest path between any pair of other variables). In a sample of 264 patients, poor sleep quality and fatigue had the highest degree index; fatigue and CRP had the highest closeness index; and IL-6 had the highest betweenness index. The model yielded two clusters: a symptoms—cortisol slope—CRP cluster and a IL-6—IL-10—TNF-α—age—BMI cluster. Both clusters were connected most prominently via IL-6. Our findings provide evidence that poor sleep quality, fatigue, CRP, and IL-6 play an important role in the interconnections between psychoneurological symptoms and biomarkers of stress and inflammation in newly diagnosed HNC patients.
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- 2022
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38. Proton therapy of a pregnant patient with nasopharyngeal carcinoma
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Joosje H. Heimovaara, Jeroen Blommaert, Jeffrey Free, René A. Bolt, Elske M. Gort, Tom Depuydt, Cristina Boso Martinez, Mirthe H. Schoots, Mathilde van Gerwen, Marry van den Heuvel-Eibrink, Johannes A. Langendijk, Carolien P. Schröder, Frédéric Amant, Sanne J. Gordijn, and Edwin Oldehinkel
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Medical physics. Medical radiology. Nuclear medicine ,R895-920 ,Neoplasms. Tumors. Oncology. Including cancer and carcinogens ,RC254-282 - Abstract
Background and purpose: Radiotherapy during pregnancy is rarely administered due to lack of data and practical challenges. This is the first detailed report of proton therapy as cancer treatment for a pregnant patient with nasopharyngeal carcinoma. Materials and methods: Pencil beam scanning proton therapy was prescribed to a pregnant patient to a total dose of 70 Gy (RBE) to the therapeutic CTV and 54.25 Gy to the prophylactic CTV, delivered in 35 fractions with a simultaneous integrated boost technique. Results: Phantom measurements showed a thirty-fold decrease in fetal radiation dose when using proton compared to photon therapy, with a total fetal dose of 5.5 mSv for the complete proton treatment, compared to 185 and 298 mSv for the photon treatment with and without lead shielding, respectively. After adminstering proton therapy during pregnancy, at 39 weeks of gestation, a healthy boy with a birthweight on the 83th percentile was delivered. Pediatric follow-up at 2 months of age of the offspring showed normal growth and age-adequate motor development with no signs of neurological problems. MR follow-up of the tumor 3 months after the end of treatment showed complete remission. Conclusion: This case demonstrates the potential of proton therapy for treatment during pregnancy.Compared to photon therapy, proton therapy can significantly limit fetal dose, while simultaneously offering a more optimized treatment to the patient.
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- 2022
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39. Changes in supportive care needs over time from diagnosis up to two years after treatment in head and neck cancer patients: A prospective cohort study
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Dominique Molenaar, Irma M. Verdonck-de Leeuw, Birgit I. Lissenberg-Witte, Robert P. Takes, Chris H.J. Terhaard, Johannes A. Langendijk, C. René Leemans, and Femke Jansen
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Head and neck cancer ,Supportive care needs ,Survivorship ,Quality of life ,Psychological needs ,Sexuality needs ,Neoplasms. Tumors. Oncology. Including cancer and carcinogens ,RC254-282 - Abstract
Objectives: To investigate changes in supportive care needs (SCNs) over time from diagnosis up to 2 years after treatment among head and neck cancer (HNC) patients, in relation to demographic, personal, clinical, psychological, physical, social, lifestyle, and cancer-related quality of life factors. Materials and methods: Data of the longitudinal NETherlands QUality of Life and Biomedical Cohort study (NET-QUBIC) was used. SCNs were measured using the Supportive Care Needs Survey (SCNS-SF34) and HNC-specific module (SCNS–HNC) before treatment, three, six, 12 and 24 months after treatment. Linear mixed model analyses were used to study SCNs on the physical & daily living (PDL), psychological (PSY), sexuality (SEX), health system, information and patient support (HSIPS), HNC-functioning (HNC-Function), and lifestyle (HNC-Lifestyle) domain, in relation to demographic, personal, clinical, psychological, physical, social, lifestyle, and cancer-related symptoms as measured at baseline. Results: In total, 563 patients were included. SCNs changed significantly over time. At baseline, 65% had ≥1 moderate/high SCN, versus 42.8% at 24 months. Changes in PDL needs were associated with gender, tumor location, smoking, fear of cancer recurrence, oral pain, and appetite loss, changes in PSY with tumor location, fear of recurrence, social support, emotional functioning, physical functioning, coughing, and use of painkillers, changes in SEX with treatment, changes in HSIPS with muscle strength, changes in HNC-Function with tumor stage, location, social support, physical functioning, fatigue, nausea and vomiting, and speech problems, and changes in HNC-Lifestyle with smoking and alcohol use. Conclusion: SCNs diminish over time, but remain prevalent in HNC patients.
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- 2023
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40. Review: Targeted nutrition in gestating sows: opportunities to enhance sow performance and piglet vitality
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P. Langendijk, M. Fleuren, and G. Page
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Birth weight ,Foetus ,Mortality ,Placenta ,Pregnancy ,Animal culture ,SF1-1100 - Abstract
Birth weight is a key factor for piglet survival, and therefore, there is ongoing interest in how nutrition during gestation can influence birth weight. Interestingly, sows are generally fed one single diet throughout gestation. This paper reviews past attempts to increase foetal growth to term and discusses opportunities to target nutritional manipulations at specific windows of gestation where key developmental events occur. Birth weight limits chances to survive mainly in piglets with birth weight below 1 kg. These piglets represent around 16% of the population. Given the normal distribution of birth weight, the mean birth weight needs to be increased by at least 50–100 g to have a meaningful impact on this proportion of the population and on perinatal survival. Based on existing variation in reported mean birth weight across a number of studies, it is argued that it is unrealistic to expect an increase in mean birth weight of more than 100 g. Attempts in the past to increase birth weight have focussed on the last trimester of gestation, when foetal growth is accelerated. Increase in feed allowance or nutritional concepts that target placenta vascularisation have not been successful. It is argued that nutritional manipulations should rather focus on the middle of gestation, since in that period, placenta growth occurs and since placenta size limits the foetal size. Alternatively, nutritional manipulations can target placentation during the embryonic phase.
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- 2023
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41. Skeletal F-PSMA-1007 uptake in prostate cancer patients
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Jorinde Janssen, Walter Noordzij, Ton Velleman, Igle Jan de Jong, Johannes A. Langendijk, J. Fred Verzijlbergen, Gilles N. Stormezand, and Shafak Aluwini
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Neoplasms. Tumors. Oncology. Including cancer and carcinogens ,RC254-282 - Abstract
Background/objectives: Accurate and uniform interpretation and reporting of metastatic prostate cancer (PCa) lesions on prostate-specific membrane antigen (PSMA) positron emission tomography/computed tomography (PET/CT) are indispensable. 18 F-PSMA-1007 is increasingly used because of its favorable imaging characteristics. However, increased non-specific skeletal uptake may be an important pitfall of this radioligand. Therefore, we aimed to assess the interobserver variation in reporting skeletal 18 F-PSMA-1007 uptake on PET/CT. Design/methods: In total, 33 18 F-PSMA-1007 PET/CT scans of 21 patients with primary PCa and 12 patients with biochemical recurrence were included, and a total of 85 skeletal lesions were evaluated by three independent observers. The primary endpoint was the interobserver variability of the likelihood of malignancy of the skeletal lesions on both patient and lesion level (kappa analysis). Results: Observers qualified most lesions as not malignant (81–91%) and the overall mean interobserver agreement was moderate on both patient (κ: 0.54) and lesion level (κ: 0.55). In 52 lesions without corresponding CT substrate, the rating resulted in not malignant in 95–100%. Availability of additional imaging (60% of lesions) did not improve interobserver agreement (κ: 0.39 on lesion level) and resulted in unchanged rating for all observers in 78%. Conclusion: This interobserver analysis of skeletal 18 F-PSMA-1007 uptake resulted in moderate agreement, in line with rates reported in literature. Importantly, the presence of non-specific skeletal uptake without CT substrate, as a potential shortcoming of 18 F-PSMA-1007, did not impair interobserver agreement.
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- 2023
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42. A genome-wide association study of radiotherapy induced toxicity in head and neck cancer patients identifies a susceptibility locus associated with mucositis
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Schack, Line M. H., Naderi, Elnaz, Fachal, Laura, Dorling, Leila, Luccarini, Craig, Dunning, Alison M., Ong, Enya H. W., Chua, Melvin L. K., Langendijk, Johannes A., Alizadeh, Behrooz Z., Overgaard, Jens, Eriksen, Jesper Grau, Andreassen, Christian Nicolaj, and Alsner, Jan
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- 2022
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43. Single pharmacy governed denosumab home administration: optimal adherence by means of a fracture liaison service (FLS) and home care collaboration
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van den Berg, P., Sluiter, E., Oosterveld, M. H., van Leerdam, M., Langendijk, P., and Schweitzer, D. H.
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- 2022
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44. A year of pandemic for European particle radiotherapy: A survey on behalf of EPTN working group
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Amelia Barcellini, Maurizio Massaro, Francesca Dal Mas, Johannes A. Langendijk, Morten Høyer, Valentin Calugaru, Karin Haustermans, Beate Timmermann, Juliette Thariat, Daniele Scartoni, Sabina Vennarini, Petra Georg, and Ester Orlandi
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EPTN ,CIRT ,Covid-19 ,Hadrontherapy ,proton beam RT ,Survey ,Medical physics. Medical radiology. Nuclear medicine ,R895-920 ,Neoplasms. Tumors. Oncology. Including cancer and carcinogens ,RC254-282 - Abstract
Objectives: To provide an overview of the impact of the pandemic on the clinical activity and take a snapshot of the contingent challenges that European particle therapy centers are called to face, we surveyed the members of the European Particle Therapy Network (EPTN). Material and methods: A 52-question survey was conducted from 4th April 2021 to 30th July 2021 using the Google Forms platform. Three dedicated sections analysed the clinical context of each participating institution, the staff management, and the clinical changes in the oncological workflow. Results: Out of the 23 contacted European hubs of particle radiotherapy, a total of 9 (39%) responded to the survey. The number of in-person first evaluations and follow-up visits decreased, but telemedicine was implemented. Multidisciplinary tumour board discussions continued during the outbreak using web-based solutions. A delay in cancer diagnosis and oncological staging leading to an increment in more advanced diseases at first presentation was generally observed. Even if the total number of treatments (photons and particles) in the responding institutions showed a trend of decrease, there was or a stable situation or slight increase in particle treatments. The clinical treatment choices followed the national and international scientific recommendations and were patient/disease-oriented. Hypofractionation and short-schedule of chemotherapy, when applicable, were preferred. Conclusions: Our findings show a rapid and effective reaction of European particle RT hubs to manage the healthcare crisis. Considering the new waves and virus variants, the vaccination campaign will hopefully reduce the oncological impacts and consequences of the prolonged outbreak.
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- 2022
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45. Androgen Deprivation therapy for Oligo-recurrent Prostate cancer in addition to radioTherapy (ADOPT): study protocol for a randomised phase III trial
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J. Janssen, F. H. E. Staal, C. L. Brouwer, J. A. Langendijk, I. J. de Jong, R. J. A. van Moorselaar, E. Schuit, J. F. Verzijlbergen, R. J. Smeenk, and S. Aluwini
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Oligometastasis ,Recurrence ,Prostate Cancer ,MDRT ,SBRT ,ADT ,Neoplasms. Tumors. Oncology. Including cancer and carcinogens ,RC254-282 - Abstract
Abstract Background More than 60% of oligo-recurrent prostate cancer (PCa) patients treated with metastasis-directed radiotherapy (MDRT) develop biochemical recurrence within 2 years. This recurrence rate emphasises the need for improved treatment and patient selection. In line with the treatment of primary PCa, the efficacy of MDRT may be enhanced when combined with androgen-deprivation therapy (ADT). Furthermore, the availability of PSMA PET/CT offers an excellent tool for optimal patient selection for MDRT. This phase III randomised controlled trial will investigate the role of the addition of ADT to MDRT in oligo-recurrent PCa patients selected with PSMA PET/CT to enhance oncological outcome. Methods Two hundred and eighty patients will be randomised in a 1:1 ratio to the standard treatment arm (MDRT alone) or the experimental arm (MDRT + 6 months ADT). Patients with biochemical recurrence after primary treatment of PCa presenting with ≤ 4 metastases will be included. The primary endpoint is the 2.5-year metastases progression-free survival (MPFS). Secondary endpoints are acute and late toxicity, quality of life, biochemical progression-free survival, overall survival, and the sensitivity of the PSMA PET/CT for detecting oligometastases at low PSA-levels. So far, between March 2020 and December 2021, one hundred patients have been included. Discussion This phase III randomised controlled trial will assess the possible benefit of the addition of 6 months ADT to MDRT on metastases progression-free survival, toxicity, QoL and survival in PCa patients with 1–4 recurrent oligometastatic lesions. Trial registration ClinicalTrials.gov, NCT04302454 . Registered 10 March 2020.
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- 2022
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46. Psychological Problems among Head and Neck Cancer Patients in Relation to Utilization of Healthcare and Informal Care and Costs in the First Two Years after Diagnosis
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Florie E. van Beek, Femke Jansen, Rob J. Baatenburg de Jong, Johannes A. Langendijk, C. René Leemans, Johannes H. Smit, Robert P. Takes, Chris H. J. Terhaard, José A. E. Custers, Judith B. Prins, Birgit I. Lissenberg-Witte, and Irma M. Verdonck-de Leeuw
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psychology ,mental health ,healthcare use ,costs ,informal care ,head and neck cancer ,Neoplasms. Tumors. Oncology. Including cancer and carcinogens ,RC254-282 - Abstract
Background: To investigate associations between psychological problems and the use of healthcare and informal care and total costs among head and neck cancer (HNC) patients. Method: Data were used of the NETherlands QUality of Life and Biomedical Cohort study. Anxiety and depression disorder (diagnostic interview), distress, symptoms of anxiety and depression (HADS), and fear of cancer recurrence (FCR) and cancer worry scale (CWS) were measured at baseline and at 12-month follow-up. Care use and costs (questionnaire) were measured at baseline, 3-, 6-, 12-, and 24-month follow-up. Associations between psychological problems and care use/costs were investigated using logistic and multiple regression analyses. Results: Data of 558 patients were used. Distress, symptoms of anxiety or depression, FCR, and/or anxiety disorder at baseline were significantly associated with higher use of primary care, supportive care, and/or informal care (odds ratios (ORs) between 1.55 and 4.76). Symptoms of anxiety, FCR, and/or depression disorder at 12-month follow-up were significantly associated with use of primary care, supportive care, and/or informal care (ORs between 1.74 and 6.42). Distress, symptoms of anxiety, and FCR at baseline were associated with higher total costs. Discussion: HNC patients with psychological problems make more use of healthcare and informal care and have higher costs. This is not the result of worse clinical outcomes.
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- 2022
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47. Phase III randomised controlled trial on PSMA PET/CT guided hypofractionated salvage prostate bed radiotherapy of biochemical failure after radical prostatectomy for prostate cancer (PERYTON-trial): study protocol
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F. H. E. Staal, J. Janssen, C. L. Brouwer, J. A. Langendijk, K. Ng Wei Siang, E. Schuit, I. J. de Jong, J. F. Verzijlbergen, R. J. Smeenk, and S. Aluwini
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Salvage radiotherapy ,Biochemical recurrence ,Hypofractionation ,PSMA PET/CT scan ,Prostate cancer ,Prostatectomy ,Neoplasms. Tumors. Oncology. Including cancer and carcinogens ,RC254-282 - Abstract
Highlights • This is the first PSMA PET/CT based study addressing the role of hypofractionation in salvage external beam radiation therapy (sEBRT); • Participants will be randomised 1:1 to conventional fractionated sEBRT (35 × 2 Gy) or hypofractionated sEBRT (20 × 3 Gy); • The PSMA PET/CT-scan will be used for staging of all participants at baseline; • The primary endpoint is 5-year progression-free survival after treatment; • All participants will receive early sEBRT (PSA
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- 2022
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48. Clinical relevance of the radiation dose bath in lower grade glioma, a cross-sectional pilot study on neurocognitive and radiological outcome
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Hiska L. van der Weide, Justyna Kłos, Johannes A. Langendijk, Charlotte L. Brouwer, Peter F. Sinnige, Ronald J.H. Borra, Rudi A.J.O. Dierckx, Rients B. Huitema, Sandra E. Rakers, Anne M. Buunk, Jacoba M. Spikman, Ingeborg B. Bosma, Roelien H. Enting, Merethe Blandhol, Roland K. Chiu, Anouk van der Hoorn, and Miranda C.A. Kramer
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Radiotherapy ,Glioma ,Cerebral microbleeds ,Volumetry ,Neurocognitive function ,Verbal memory ,Medical physics. Medical radiology. Nuclear medicine ,R895-920 ,Neoplasms. Tumors. Oncology. Including cancer and carcinogens ,RC254-282 - Abstract
Aim: To investigate the clinical relevance of the radiotherapy (RT) dose bath in patients treated for lower grade glioma (LGG). Methods: Patients (n = 17) treated with RT for LGG were assessed with neurocognitive function (NCF) tests and structural Magnetic Resonance Imaging (MRI) and categorized in subgroups based on tumour lateralisation. RT dose, volumetric results and cerebral microbleed (CMB) number were extracted for contralateral cerebrum, contralateral hippocampus, and cerebellum. The RT clinical target volume (CTV) was included in the analysis as a surrogate for focal tumour and other treatment effects. The relationships between RT dose, CTV, NCF and radiological outcome were analysed per subgroup. Results: The subgroup with left-sided tumours (n = 10) performed significantly lower on verbal tests. The RT dose to the right cerebrum, as well as CTV, were related to poorer performance on tests for processing speed, attention, and visuospatial abilities, and more CMB.In the subgroup with right-sided tumours (n = 7), RT dose in the left cerebrum was related to lower verbal memory performance, (immediate and delayed recall, r = −0.821, p = 0.023 and r = −0.937, p = 0.002, respectively), and RT dose to the left hippocampus was related to hippocampal volume (r = −0.857, p = 0.014), without correlation between CTV and NCF. Conclusion: By using a novel approach, we were able to investigate the clinical relevance of the RT dose bath in patients with LGG more specifically. We used combined MRI-derived and NCF outcome measures to assess radiation-induced brain damage, and observed potential RT effects on the left-sided brain resulting in lower verbal memory performance and hippocampus volume.
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- 2022
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49. Proton Image-guided Radiation Assignment for Therapeutic Escalation via Selection of locally advanced head and neck cancer patients [PIRATES]: A Phase I safety and feasibility trial of MRI-guided adaptive particle radiotherapy
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Lisanne V. van Dijk, Steven J. Frank, Ying Yuan, Brandon Gunn, Amy C. Moreno, Abdallah S.R. Mohamed, Kathryn E. Preston, Yun Qing, Michael T. Spiotto, William H. Morrison, Anna Lee, Jack Phan, Adam S. Garden, David I. Rosenthal, Johannes A. Langendijk, and Clifton D. Fuller
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Head and neck cancer ,Radiation dose-escalation ,Proton therapy ,Image guided RT ,Hyper-fractionation ,Phase I trial ,Medical physics. Medical radiology. Nuclear medicine ,R895-920 ,Neoplasms. Tumors. Oncology. Including cancer and carcinogens ,RC254-282 - Abstract
Introduction: Radiation dose-escalation for head and neck cancer (HNC) patients aiming to improve cure rates is challenging due to the increased risk of unacceptable treatment-induced toxicities. With “Proton Image-guided Radiation Assignment for Therapeutic Escalation via Selection of locally advanced head and neck cancer patients” (PIRATES), we present a novel treatment approach that is designed to facilitate dose-escalation while minimizing the risk of dose-limiting toxicities for locally advanced HPV-negative HNC patients. The aim of this Phase I trial is to assess the safety & feasibility of PIRATES approach. Methods: The PIRATES protocol employs a multi-faceted dose-escalation approach to minimize the risk of dose-limiting toxicities (DLTs): 1) sparing surrounding normal tissue from extraneous dose with intensity-modulated proton therapy, 2) mid-treatment hybrid hyper-fractionation for radiobiologic normal tissue sparing; 3) Magnetic Resonance Imaging (MRI) guided mid-treatment boost volume adaptation, and 4) iso-effective restricted organ-at-risk dosing to mucosa and bone tissues.The time-to-event Bayesian optimal interval (TITE-BOIN) design is employed to address the challenge of the long DLT window of 6 months and find the maximum tolerated dose. The primary endpoint is unacceptable radiation-induced toxicities (Grade 4, mucositis, dermatitis, or Grade 3 myelopathy, osteoradionecrosis) occurring within 6 months following radiotherapy. The second endpoint is any grade 3 toxicity occurring in 3–6 months after radiation. Discussion: The PIRATES dose-escalation approach is designed to provide a safe avenue to intensify local treatment for HNC patients for whom therapy with conventional radiation dose levels is likely to fail. PIRATES aims to minimize the radiation damage to the tissue surrounding the tumor volume with the combination of proton therapy and adaptive radiotherapy and within the high dose tumor volume with hybrid hyper-fractionation and not boosting mucosal and bone tissues. Ultimately, if successful, PIRATES has the potential to safety increase local control rates in HNC patients with high loco-regional failure risk.Trial registration: ClinicalTrials.gov ID: NCT04870840; Registration date: May 4, 2021.Netherlands Trial Register ID: NL9603; Registration date: July 15, 2021.
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- 2022
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50. Performance of binary prediction models in high-correlation low-dimensional settings: a comparison of methods
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Artuur M. Leeuwenberg, Maarten van Smeden, Johannes A. Langendijk, Arjen van der Schaaf, Murielle E. Mauer, Karel G. M. Moons, Johannes B. Reitsma, and Ewoud Schuit
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Multi-collinearity ,Prediction models ,Normal-tissue complication probability models ,Medicine (General) ,R5-920 - Abstract
Abstract Background Clinical prediction models are developed widely across medical disciplines. When predictors in such models are highly collinear, unexpected or spurious predictor-outcome associations may occur, thereby potentially reducing face-validity of the prediction model. Collinearity can be dealt with by exclusion of collinear predictors, but when there is no a priori motivation (besides collinearity) to include or exclude specific predictors, such an approach is arbitrary and possibly inappropriate. Methods We compare different methods to address collinearity, including shrinkage, dimensionality reduction, and constrained optimization. The effectiveness of these methods is illustrated via simulations. Results In the conducted simulations, no effect of collinearity was observed on predictive outcomes (AUC, R 2, Intercept, Slope) across methods. However, a negative effect of collinearity on the stability of predictor selection was found, affecting all compared methods, but in particular methods that perform strong predictor selection (e.g., Lasso). Methods for which the included set of predictors remained most stable under increased collinearity were Ridge, PCLR, LAELR, and Dropout. Conclusions Based on the results, we would recommend refraining from data-driven predictor selection approaches in the presence of high collinearity, because of the increased instability of predictor selection, even in relatively high events-per-variable settings. The selection of certain predictors over others may disproportionally give the impression that included predictors have a stronger association with the outcome than excluded predictors.
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- 2022
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