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2. Using YOLO v7 to Detect Kidney in Magnetic Resonance Imaging

Author

Anari, Pouria Yazdian, Obiezu, Fiona, Lay, Nathan, Firouzabadi, Fatemeh Dehghani, Chaurasia, Aditi, Golagha, Mahshid, Singh, Shiva, Homayounieh, Fatemeh, Zahergivar, Aryan, Harmon, Stephanie, Turkbey, Evrim, Gautam, Rabindra, Ma, Kevin, Merino, Maria, Jones, Elizabeth C., Ball, Mark W., Linehan, W. Marston, Turkbey, Baris, and Malayeri, Ashkan A.

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

Introduction This study explores the use of the latest You Only Look Once (YOLO V7) object detection method to enhance kidney detection in medical imaging by training and testing a modified YOLO V7 on medical image formats. Methods Study includes 878 patients with various subtypes of renal cell carcinoma (RCC) and 206 patients with normal kidneys. A total of 5657 MRI scans for 1084 patients were retrieved. 326 patients with 1034 tumors recruited from a retrospective maintained database, and bounding boxes were drawn around their tumors. A primary model was trained on 80% of annotated cases, with 20% saved for testing (primary test set). The best primary model was then used to identify tumors in the remaining 861 patients and bounding box coordinates were generated on their scans using the model. Ten benchmark training sets were created with generated coordinates on not-segmented patients. The final model used to predict the kidney in the primary test set. We reported the positive predictive value (PPV), sensitivity, and mean average precision (mAP). Results The primary training set showed an average PPV of 0.94 +/- 0.01, sensitivity of 0.87 +/- 0.04, and mAP of 0.91 +/- 0.02. The best primary model yielded a PPV of 0.97, sensitivity of 0.92, and mAP of 0.95. The final model demonstrated an average PPV of 0.95 +/- 0.03, sensitivity of 0.98 +/- 0.004, and mAP of 0.95 +/- 0.01. Conclusion Using a semi-supervised approach with a medical image library, we developed a high-performing model for kidney detection. Further external validation is required to assess the model's generalizability.

Published
2024

4. Deep learning algorithm (YOLOv7) for automated renal mass detection on contrast-enhanced MRI: a 2D and 2.5D evaluation of results

Author

Anari, Pouria Yazdian, Lay, Nathan, Zahergivar, Aryan, Firouzabadi, Fatemeh Dehghani, Chaurasia, Aditi, Golagha, Mahshid, Singh, Shiva, Homayounieh, Fatemeh, Obiezu, Fiona, Harmon, Stephanie, Turkbey, Evrim, Merino, Maria, Jones, Elizabeth C., Ball, Mark W., Linehan, W. Marston, Turkbey, Baris, and Malayeri, Ashkan A.

Published
2024
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6. Automatic segmentation of clear cell renal cell tumors, kidney, and cysts in patients with von Hippel-Lindau syndrome using U-net architecture on magnetic resonance images

Author

Anari, Pouria Yazdian, Lay, Nathan, Chaurasia, Aditi, Gopal, Nikhil, Samimi, Safa, Harmon, Stephanie, Gautam, Rabindra, Ma, Kevin, Firouzabadi, Fatemeh Dehghani, Turkbey, Evrim, Merino, Maria, Jones, Elizabeth C., Ball, Mark W., Linehan, W. Marston, Turkbey, Baris, and Malayeri, Ashkan A.

Subjects
Quantitative Biology - Quantitative Methods, Physics - Medical Physics
Abstract

We demonstrate automated segmentation of clear cell renal cell carcinomas (ccRCC), cysts, and surrounding normal kidney parenchyma in patients with von Hippel-Lindau (VHL) syndrome using convolutional neural networks (CNN) on Magnetic Resonance Imaging (MRI). We queried 115 VHL patients and 117 scans (3 patients have two separate scans) with 504 ccRCCs and 1171 cysts from 2015 to 2021. Lesions were manually segmented on T1 excretory phase, co-registered on all contrast-enhanced T1 sequences and used to train 2D and 3D U-Net. The U-Net performance was evaluated on 10 randomized splits of the cohort. The models were evaluated using the dice similarity coefficient (DSC). Our 2D U-Net achieved an average ccRCC lesion detection Area under the curve (AUC) of 0.88 and DSC scores of 0.78, 0.40, and 0.46 for segmentation of the kidney, cysts, and tumors, respectively. Our 3D U-Net achieved an average ccRCC lesion detection AUC of 0.79 and DSC scores of 0.67, 0.32, and 0.34 for kidney, cysts, and tumors, respectively. We demonstrated good detection and moderate segmentation results using U-Net for ccRCC on MRI. Automatic detection and segmentation of normal renal parenchyma, cysts, and masses may assist radiologists in quantifying the burden of disease in patients with VHL.

Published
2023

10. Longitudinal analysis of the lung proteome reveals persistent repair months after mild to moderate COVID-19

Author

Pastor, Gloria, Swaim, Doris, Sahagun, Seynt Jiro, Purdy, Julia, Chairez, Cheryl, Dee, Nicola, Curl, Kara, Rehm, Catherine, Santamaria, Ulisses, Caldararo, Rocco, Alsaaty, Sara, Kanth, Shreya M., Huapaya, Julio A., Gairhe, Salina, Wang, Honghui, Tian, Xin, Demirkale, Cumhur Y., Hou, Chunyan, Ma, Junfeng, Kuhns, Douglas B., Fink, Danielle L., Malayeri, Ashkan, Turkbey, Evrim, Harmon, Stephanie A., Chen, Marcus Y., Regenold, David, Lynch, Nicolas F., Ramelli, Sabrina, Li, Willy, Krack, Janell, Kuruppu, Janaki, Lionakis, Michail S., Strich, Jeffrey R., Davey, Richard, Childs, Richard, Chertow, Daniel S., Kovacs, Joseph A., Parizi, Parizad Torabi, and Suffredini, Anthony F.

Published
2024
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15. Deep-Learning-Based Whole-Lung and Lung-Lesion Quantification Despite Inconsistent Ground Truth: Application to Computerized Tomography in SARS-CoV-2 Nonhuman Primate Models

Author

Reza, Syed M.S., Chu, Winston T., Homayounieh, Fatemeh, Blain, Maxim, Firouzabadi, Fatemeh D., Anari, Pouria Y., Lee, Ji Hyun, Worwa, Gabriella, Finch, Courtney L., Kuhn, Jens H., Malayeri, Ashkan, Crozier, Ian, Wood, Bradford J., Feuerstein, Irwin M., and Solomon, Jeffrey

Published
2023
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16. PRDM10 RCC: A Birt-Hogg-Dubé-like Syndrome Associated With Lipoma and Highly Penetrant, Aggressive Renal Tumors Morphologically Resembling Type 2 Papillary Renal Cell Carcinoma

Author

Schmidt, Laura S., Vocke, Cathy D., Ricketts, Christopher J., Blake, Zoë, Choo, Kristin K., Nielsen, Deborah, Gautam, Rabindra, Crooks, Daniel R., Reynolds, Krista L., Krolus, Janis L., Bashyal, Meena, Karim, Baktiar, Cowen, Edward W., Malayeri, Ashkan A., Merino, Maria J., Srinivasan, Ramaprasad, Ball, Mark W., Zbar, Berton, and Marston Linehan, W.

Published
2023
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20. Characterization of sarcoma topography in Li-Fraumeni syndrome.

Author

Brockman, Karin J., Thompson, Mone't B., Mirabello, Lisa, Savage, Sharon A., Malayeri, Ashkan, Hatton, Jessica N., and Khincha, Payal P.

Abstract

Introduction: Li-Fraumeni syndrome (LFS) is a hereditary cancer predisposition syndrome primarily caused by germline TP53 pathogenic/likely pathogenic (P/LP) variants. Soft tissue and bone sarcomas are among the most frequently occurring of the many LFS-associated cancer types. Cancer screening recommendations for LFS are centered around annual whole-body MRI (wbMRI), the interpretation of which can be challenging. This study aims to characterize sarcoma topography in LFS. Methods: Study subjects included individuals from clinically and genetically ascertained cohorts of germline TP53 variant-carriers, namely the National Cancer Institute's LFS longitudinal cohort study (NCI-LFS), the NCI Genetic Epidemiology of Osteosarcoma (NCI-GEO) study, and the germline TP53 Database. Results: Data was aggregated for a total of 160 sarcomas that had detailed topography available. Abdominal sarcomas and extremity osteosarcomas were among the most frequent locations of sarcomas. Chi-squared analyses showed no statistical differences in sarcoma topography based on age (pediatric vs adult) or sex (male vs female). A case series of sarcomas from the NCI-LFS study highlights the diagnostic challenges due to topography-related imaging. Discussion: While LFS-related sarcomas frequently occur in expected locations such as the extremities, they also occur in less typical sites, leading to difficulties in discerning between differential diagnoses on wbMRI and imaging. Prospective collection of detailed cancer topography in individuals with LFS will further aid in recommendations for radiologic interpretation and personalized screening in individuals with LFS. [ABSTRACT FROM AUTHOR]

Published
2024
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22. Non‐Invasive Tumor Grade Evaluation in Von Hippel–Lindau‐Associated Clear Cell Renal Cell Carcinoma: A Magnetic Resonance Imaging‐Based Study.

Author

Zahergivar, Aryan, Yazdian Anari, Pouria, Mendhiratta, Neil, Lay, Nathan, Singh, Shiva, Dehghani Firouzabadi, Fatemeh, Chaurasia, Aditi, Golagha, Mahshid, Homayounieh, Fatemeh, Gautam, Rabindra, Harmon, Stephanie, Turkbey, Evrim, Merino, Maria, Jones, Elizabeth C., Ball, Mark W., Turkbey, Baris, Linehan, W. Marston, and Malayeri, Ashkan A.

Subjects
MONTE Carlo method, RECEIVER operating characteristic curves, FEATURE extraction, MAGNETIC resonance imaging, KIDNEY tumors, VON Hippel-Lindau disease
Abstract

Background: Pathology grading is an essential step for the treatment and evaluation of the prognosis in patients with clear cell renal cell carcinoma (ccRCC). Purpose: To investigate the utility of texture analysis in evaluating Fuhrman grades of renal tumors in patients with Von Hippel–Lindau (VHL)‐associated ccRCC, aiming to improve non‐invasive diagnosis and personalized treatment. Study Type: Retrospective analysis of a prospectively maintained cohort. Population: One hundred and thirty‐six patients, 84 (61%) males and 52 (39%) females with pathology‐proven ccRCC with a mean age of 52.8 ± 12.7 from 2010 to 2023. Field Strength and Sequences: 1.5 and 3 T MRIs. Segmentations were performed on the T1‐weighted 3‐minute delayed sequence and then registered on pre‐contrast, T1‐weighted arterial and venous sequences. Assessment: A total of 404 lesions, 345 low‐grade tumors, and 59 high‐grade tumors were segmented using ITK‐SNAP on a T1‐weighted 3‐minute delayed sequence of MRI. Radiomics features were extracted from pre‐contrast, T1‐weighted arterial, venous, and delayed post‐contrast sequences. Preprocessing techniques were employed to address class imbalances. Features were then rescaled to normalize the numeric values. We developed a stacked model combining random forest and XGBoost to assess tumor grades using radiomics signatures. Statistical Tests: The model's performance was evaluated using positive predictive value (PPV), sensitivity, F1 score, area under the curve of receiver operating characteristic curve, and Matthews correlation coefficient. Using Monte Carlo technique, the average performance of 100 benchmarks of 85% train and 15% test was reported. Results: The best model displayed an accuracy of 0.79. For low‐grade tumor detection, a sensitivity of 0.79, a PPV of 0.95, and an F1 score of 0.86 were obtained. For high‐grade tumor detection, a sensitivity of 0.78, PPV of 0.39, and F1 score of 0.52 were reported. Data Conclusion: Radiomics analysis shows promise in classifying pathology grades non‐invasively for patients with VHL‐associated ccRCC, potentially leading to better diagnosis and personalized treatment. Level of Evidence: 1 Technical Efficacy: Stage 2 [ABSTRACT FROM AUTHOR]

Published
2024
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24. Lung lesion segmentation of CT scans after SARS-CoV-2 infection: combining nonhuman primate with human data for inter-species transfer learning

Author

Shinguyen, Linh, primary, Chu, Winston, additional, Rustad, Mark, additional, Malayeri, Ashkan, additional, Homayounieh, Maryam, additional, Singh, Shiva, additional, Calcagna, Claudia, additional, Sayre, Philip, additional, Crozier, Ian, additional, Worwa, Gabriella, additional, Kuhn, Jens H., additional, Wood, Bradford, additional, Castro, Marcelo, additional, and Solomon, Jeffrey, additional

Published
2024
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25. Corrigendum to “Erdheim-Chester disease with tendon and muscle involvement: Reports of a rare presentation” [Radiology Case Reports 19 (2024) 1866-1871]

Author

Golagha, Mahshid, primary, Firouzabadi, Fatemeh Dehghani, additional, Millo, Corina, additional, Nikpanah, Moozhan, additional, Ahlman, Mark A., additional, Dave, Rahul H., additional, Estrada-Veras, Juvianee I., additional, O'Brien, Kevin, additional, and Malayeri, Ashkan A., additional

Published
2024
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29. CT and clinical assessment in asymptomatic and pre-symptomatic patients with early SARS-CoV-2 in outbreak settings

Author

Varble, Nicole, Blain, Maxime, Kassin, Michael, Xu, Sheng, Turkbey, Evrim B., Amalou, Amel, Long, Dilara, Harmon, Stephanie, Sanford, Thomas, Yang, Dong, Xu, Ziyue, Xu, Daguang, Flores, Mona, An, Peng, Carrafiello, Gianpaolo, Obinata, Hirofumi, Mori, Hitoshi, Tamura, Kaku, Malayeri, Ashkan A., Holland, Steven M., Palmore, Tara, Sun, Kaiyuan, Turkbey, Baris, and Wood, Bradford J.

Published
2021
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31. Supplementary Fig 12 from Longitudinal Natural History Study of Children and Adults with Rare Solid Tumors: Initial Results for First 200 Participants

Author

Ahmed, Shadin, primary, Wedekind, Mary Frances, primary, Del Rivero, Jaydira, primary, Raygada, Margarita, primary, Lockridge, Robin, primary, Glod, John W., primary, Flowers, Crystal, primary, Thomas, BJ, primary, Bernstein, Donna B., primary, Kapustina, Oxana B., primary, Jain, Ashish, primary, Miettinen, Markku, primary, Raffeld, Mark, primary, Xi, Liqiang, primary, Tyagi, Manoj, primary, Kim, Jung, primary, Aldape, Kenneth, primary, Malayeri, Ashkan A., primary, Kaplan, Rosandra N., primary, Allen, Taryn, primary, Vivelo, Christina A., primary, Sandler, Abby B., primary, Widemann, Brigitte C., primary, and Reilly, Karlyne M., primary

Published
2023
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32. Supplementary Fig 4 from Longitudinal Natural History Study of Children and Adults with Rare Solid Tumors: Initial Results for First 200 Participants

Author

Ahmed, Shadin, primary, Wedekind, Mary Frances, primary, Del Rivero, Jaydira, primary, Raygada, Margarita, primary, Lockridge, Robin, primary, Glod, John W., primary, Flowers, Crystal, primary, Thomas, BJ, primary, Bernstein, Donna B., primary, Kapustina, Oxana B., primary, Jain, Ashish, primary, Miettinen, Markku, primary, Raffeld, Mark, primary, Xi, Liqiang, primary, Tyagi, Manoj, primary, Kim, Jung, primary, Aldape, Kenneth, primary, Malayeri, Ashkan A., primary, Kaplan, Rosandra N., primary, Allen, Taryn, primary, Vivelo, Christina A., primary, Sandler, Abby B., primary, Widemann, Brigitte C., primary, and Reilly, Karlyne M., primary

Published
2023
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33. Data from Longitudinal Natural History Study of Children and Adults with Rare Solid Tumors: Initial Results for First 200 Participants

Author

Ahmed, Shadin, primary, Wedekind, Mary Frances, primary, Del Rivero, Jaydira, primary, Raygada, Margarita, primary, Lockridge, Robin, primary, Glod, John W., primary, Flowers, Crystal, primary, Thomas, BJ, primary, Bernstein, Donna B., primary, Kapustina, Oxana B., primary, Jain, Ashish, primary, Miettinen, Markku, primary, Raffeld, Mark, primary, Xi, Liqiang, primary, Tyagi, Manoj, primary, Kim, Jung, primary, Aldape, Kenneth, primary, Malayeri, Ashkan A., primary, Kaplan, Rosandra N., primary, Allen, Taryn, primary, Vivelo, Christina A., primary, Sandler, Abby B., primary, Widemann, Brigitte C., primary, and Reilly, Karlyne M., primary

Published
2023
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34. TABLE 1 from Longitudinal Natural History Study of Children and Adults with Rare Solid Tumors: Initial Results for First 200 Participants

Author

Ahmed, Shadin, primary, Wedekind, Mary Frances, primary, Del Rivero, Jaydira, primary, Raygada, Margarita, primary, Lockridge, Robin, primary, Glod, John W., primary, Flowers, Crystal, primary, Thomas, BJ, primary, Bernstein, Donna B., primary, Kapustina, Oxana B., primary, Jain, Ashish, primary, Miettinen, Markku, primary, Raffeld, Mark, primary, Xi, Liqiang, primary, Tyagi, Manoj, primary, Kim, Jung, primary, Aldape, Kenneth, primary, Malayeri, Ashkan A., primary, Kaplan, Rosandra N., primary, Allen, Taryn, primary, Vivelo, Christina A., primary, Sandler, Abby B., primary, Widemann, Brigitte C., primary, and Reilly, Karlyne M., primary

Published
2023
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35. Supplementary Fig 5 from Longitudinal Natural History Study of Children and Adults with Rare Solid Tumors: Initial Results for First 200 Participants

Author

Ahmed, Shadin, primary, Wedekind, Mary Frances, primary, Del Rivero, Jaydira, primary, Raygada, Margarita, primary, Lockridge, Robin, primary, Glod, John W., primary, Flowers, Crystal, primary, Thomas, BJ, primary, Bernstein, Donna B., primary, Kapustina, Oxana B., primary, Jain, Ashish, primary, Miettinen, Markku, primary, Raffeld, Mark, primary, Xi, Liqiang, primary, Tyagi, Manoj, primary, Kim, Jung, primary, Aldape, Kenneth, primary, Malayeri, Ashkan A., primary, Kaplan, Rosandra N., primary, Allen, Taryn, primary, Vivelo, Christina A., primary, Sandler, Abby B., primary, Widemann, Brigitte C., primary, and Reilly, Karlyne M., primary

Published
2023
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36. FIGURE 1 from Longitudinal Natural History Study of Children and Adults with Rare Solid Tumors: Initial Results for First 200 Participants

Author

Ahmed, Shadin, primary, Wedekind, Mary Frances, primary, Del Rivero, Jaydira, primary, Raygada, Margarita, primary, Lockridge, Robin, primary, Glod, John W., primary, Flowers, Crystal, primary, Thomas, BJ, primary, Bernstein, Donna B., primary, Kapustina, Oxana B., primary, Jain, Ashish, primary, Miettinen, Markku, primary, Raffeld, Mark, primary, Xi, Liqiang, primary, Tyagi, Manoj, primary, Kim, Jung, primary, Aldape, Kenneth, primary, Malayeri, Ashkan A., primary, Kaplan, Rosandra N., primary, Allen, Taryn, primary, Vivelo, Christina A., primary, Sandler, Abby B., primary, Widemann, Brigitte C., primary, and Reilly, Karlyne M., primary

Published
2023
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37. Supplementary Tables S1 and S2 from Longitudinal Natural History Study of Children and Adults with Rare Solid Tumors: Initial Results for First 200 Participants

Author

Ahmed, Shadin, primary, Wedekind, Mary Frances, primary, Del Rivero, Jaydira, primary, Raygada, Margarita, primary, Lockridge, Robin, primary, Glod, John W., primary, Flowers, Crystal, primary, Thomas, BJ, primary, Bernstein, Donna B., primary, Kapustina, Oxana B., primary, Jain, Ashish, primary, Miettinen, Markku, primary, Raffeld, Mark, primary, Xi, Liqiang, primary, Tyagi, Manoj, primary, Kim, Jung, primary, Aldape, Kenneth, primary, Malayeri, Ashkan A., primary, Kaplan, Rosandra N., primary, Allen, Taryn, primary, Vivelo, Christina A., primary, Sandler, Abby B., primary, Widemann, Brigitte C., primary, and Reilly, Karlyne M., primary

Published
2023
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38. FIGURE 4 from Longitudinal Natural History Study of Children and Adults with Rare Solid Tumors: Initial Results for First 200 Participants

Author

Ahmed, Shadin, primary, Wedekind, Mary Frances, primary, Del Rivero, Jaydira, primary, Raygada, Margarita, primary, Lockridge, Robin, primary, Glod, John W., primary, Flowers, Crystal, primary, Thomas, BJ, primary, Bernstein, Donna B., primary, Kapustina, Oxana B., primary, Jain, Ashish, primary, Miettinen, Markku, primary, Raffeld, Mark, primary, Xi, Liqiang, primary, Tyagi, Manoj, primary, Kim, Jung, primary, Aldape, Kenneth, primary, Malayeri, Ashkan A., primary, Kaplan, Rosandra N., primary, Allen, Taryn, primary, Vivelo, Christina A., primary, Sandler, Abby B., primary, Widemann, Brigitte C., primary, and Reilly, Karlyne M., primary

Published
2023
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39. Supplementary Fig 9 from Longitudinal Natural History Study of Children and Adults with Rare Solid Tumors: Initial Results for First 200 Participants

Author

Ahmed, Shadin, primary, Wedekind, Mary Frances, primary, Del Rivero, Jaydira, primary, Raygada, Margarita, primary, Lockridge, Robin, primary, Glod, John W., primary, Flowers, Crystal, primary, Thomas, BJ, primary, Bernstein, Donna B., primary, Kapustina, Oxana B., primary, Jain, Ashish, primary, Miettinen, Markku, primary, Raffeld, Mark, primary, Xi, Liqiang, primary, Tyagi, Manoj, primary, Kim, Jung, primary, Aldape, Kenneth, primary, Malayeri, Ashkan A., primary, Kaplan, Rosandra N., primary, Allen, Taryn, primary, Vivelo, Christina A., primary, Sandler, Abby B., primary, Widemann, Brigitte C., primary, and Reilly, Karlyne M., primary

Published
2023
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40. FIGURE 2 from Longitudinal Natural History Study of Children and Adults with Rare Solid Tumors: Initial Results for First 200 Participants

Author

Ahmed, Shadin, primary, Wedekind, Mary Frances, primary, Del Rivero, Jaydira, primary, Raygada, Margarita, primary, Lockridge, Robin, primary, Glod, John W., primary, Flowers, Crystal, primary, Thomas, BJ, primary, Bernstein, Donna B., primary, Kapustina, Oxana B., primary, Jain, Ashish, primary, Miettinen, Markku, primary, Raffeld, Mark, primary, Xi, Liqiang, primary, Tyagi, Manoj, primary, Kim, Jung, primary, Aldape, Kenneth, primary, Malayeri, Ashkan A., primary, Kaplan, Rosandra N., primary, Allen, Taryn, primary, Vivelo, Christina A., primary, Sandler, Abby B., primary, Widemann, Brigitte C., primary, and Reilly, Karlyne M., primary

Published
2023
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41. Supplementary Fig 6 from Longitudinal Natural History Study of Children and Adults with Rare Solid Tumors: Initial Results for First 200 Participants

Author

Ahmed, Shadin, primary, Wedekind, Mary Frances, primary, Del Rivero, Jaydira, primary, Raygada, Margarita, primary, Lockridge, Robin, primary, Glod, John W., primary, Flowers, Crystal, primary, Thomas, BJ, primary, Bernstein, Donna B., primary, Kapustina, Oxana B., primary, Jain, Ashish, primary, Miettinen, Markku, primary, Raffeld, Mark, primary, Xi, Liqiang, primary, Tyagi, Manoj, primary, Kim, Jung, primary, Aldape, Kenneth, primary, Malayeri, Ashkan A., primary, Kaplan, Rosandra N., primary, Allen, Taryn, primary, Vivelo, Christina A., primary, Sandler, Abby B., primary, Widemann, Brigitte C., primary, and Reilly, Karlyne M., primary

Published
2023
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42. Supplementary Fig 8 from Longitudinal Natural History Study of Children and Adults with Rare Solid Tumors: Initial Results for First 200 Participants

Author

Ahmed, Shadin, primary, Wedekind, Mary Frances, primary, Del Rivero, Jaydira, primary, Raygada, Margarita, primary, Lockridge, Robin, primary, Glod, John W., primary, Flowers, Crystal, primary, Thomas, BJ, primary, Bernstein, Donna B., primary, Kapustina, Oxana B., primary, Jain, Ashish, primary, Miettinen, Markku, primary, Raffeld, Mark, primary, Xi, Liqiang, primary, Tyagi, Manoj, primary, Kim, Jung, primary, Aldape, Kenneth, primary, Malayeri, Ashkan A., primary, Kaplan, Rosandra N., primary, Allen, Taryn, primary, Vivelo, Christina A., primary, Sandler, Abby B., primary, Widemann, Brigitte C., primary, and Reilly, Karlyne M., primary

Published
2023
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43. Supplementary Fig 2 from Longitudinal Natural History Study of Children and Adults with Rare Solid Tumors: Initial Results for First 200 Participants

Author

Ahmed, Shadin, primary, Wedekind, Mary Frances, primary, Del Rivero, Jaydira, primary, Raygada, Margarita, primary, Lockridge, Robin, primary, Glod, John W., primary, Flowers, Crystal, primary, Thomas, BJ, primary, Bernstein, Donna B., primary, Kapustina, Oxana B., primary, Jain, Ashish, primary, Miettinen, Markku, primary, Raffeld, Mark, primary, Xi, Liqiang, primary, Tyagi, Manoj, primary, Kim, Jung, primary, Aldape, Kenneth, primary, Malayeri, Ashkan A., primary, Kaplan, Rosandra N., primary, Allen, Taryn, primary, Vivelo, Christina A., primary, Sandler, Abby B., primary, Widemann, Brigitte C., primary, and Reilly, Karlyne M., primary

Published
2023
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44. Supplementary Fig 3 from Longitudinal Natural History Study of Children and Adults with Rare Solid Tumors: Initial Results for First 200 Participants

Author

Ahmed, Shadin, primary, Wedekind, Mary Frances, primary, Del Rivero, Jaydira, primary, Raygada, Margarita, primary, Lockridge, Robin, primary, Glod, John W., primary, Flowers, Crystal, primary, Thomas, BJ, primary, Bernstein, Donna B., primary, Kapustina, Oxana B., primary, Jain, Ashish, primary, Miettinen, Markku, primary, Raffeld, Mark, primary, Xi, Liqiang, primary, Tyagi, Manoj, primary, Kim, Jung, primary, Aldape, Kenneth, primary, Malayeri, Ashkan A., primary, Kaplan, Rosandra N., primary, Allen, Taryn, primary, Vivelo, Christina A., primary, Sandler, Abby B., primary, Widemann, Brigitte C., primary, and Reilly, Karlyne M., primary

Published
2023
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45. Supplementary Fig 7 from Longitudinal Natural History Study of Children and Adults with Rare Solid Tumors: Initial Results for First 200 Participants

Author

Ahmed, Shadin, primary, Wedekind, Mary Frances, primary, Del Rivero, Jaydira, primary, Raygada, Margarita, primary, Lockridge, Robin, primary, Glod, John W., primary, Flowers, Crystal, primary, Thomas, BJ, primary, Bernstein, Donna B., primary, Kapustina, Oxana B., primary, Jain, Ashish, primary, Miettinen, Markku, primary, Raffeld, Mark, primary, Xi, Liqiang, primary, Tyagi, Manoj, primary, Kim, Jung, primary, Aldape, Kenneth, primary, Malayeri, Ashkan A., primary, Kaplan, Rosandra N., primary, Allen, Taryn, primary, Vivelo, Christina A., primary, Sandler, Abby B., primary, Widemann, Brigitte C., primary, and Reilly, Karlyne M., primary

Published
2023
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46. TABLE 2 from Longitudinal Natural History Study of Children and Adults with Rare Solid Tumors: Initial Results for First 200 Participants

Author

Ahmed, Shadin, primary, Wedekind, Mary Frances, primary, Del Rivero, Jaydira, primary, Raygada, Margarita, primary, Lockridge, Robin, primary, Glod, John W., primary, Flowers, Crystal, primary, Thomas, BJ, primary, Bernstein, Donna B., primary, Kapustina, Oxana B., primary, Jain, Ashish, primary, Miettinen, Markku, primary, Raffeld, Mark, primary, Xi, Liqiang, primary, Tyagi, Manoj, primary, Kim, Jung, primary, Aldape, Kenneth, primary, Malayeri, Ashkan A., primary, Kaplan, Rosandra N., primary, Allen, Taryn, primary, Vivelo, Christina A., primary, Sandler, Abby B., primary, Widemann, Brigitte C., primary, and Reilly, Karlyne M., primary

Published
2023
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47. FIGURE 3 from Longitudinal Natural History Study of Children and Adults with Rare Solid Tumors: Initial Results for First 200 Participants

Author

Ahmed, Shadin, primary, Wedekind, Mary Frances, primary, Del Rivero, Jaydira, primary, Raygada, Margarita, primary, Lockridge, Robin, primary, Glod, John W., primary, Flowers, Crystal, primary, Thomas, BJ, primary, Bernstein, Donna B., primary, Kapustina, Oxana B., primary, Jain, Ashish, primary, Miettinen, Markku, primary, Raffeld, Mark, primary, Xi, Liqiang, primary, Tyagi, Manoj, primary, Kim, Jung, primary, Aldape, Kenneth, primary, Malayeri, Ashkan A., primary, Kaplan, Rosandra N., primary, Allen, Taryn, primary, Vivelo, Christina A., primary, Sandler, Abby B., primary, Widemann, Brigitte C., primary, and Reilly, Karlyne M., primary

Published
2023
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