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Cross-oncopanel study reveals high sensitivity and accuracy with overall analytical performance depending on genomic regions
BACKGROUND: Targeted sequencing using oncopanels requires comprehensive assessments of accuracy and detection sensitivity to ensure analytical validity. By employing reference materials characterized by the U.S. Food and Drug Administration-led SEquence Quality Control project phase2 (SEQC2) effort,...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8051090/ https://www.ncbi.nlm.nih.gov/pubmed/33863344 http://dx.doi.org/10.1186/s13059-021-02315-0 |
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author | Gong, Binsheng Li, Dan Kusko, Rebecca Novoradovskaya, Natalia Zhang, Yifan Wang, Shangzi Pabón-Peña, Carlos Zhang, Zhihong Lai, Kevin Cai, Wanshi LoCoco, Jennifer S. Lader, Eric Richmond, Todd A. Mittal, Vinay K. Liu, Liang-Chun Johann, Donald J. Willey, James C. Bushel, Pierre R. Yu, Ying Xu, Chang Chen, Guangchun Burgess, Daniel Cawley, Simon Giorda, Kristina Haseley, Nathan Qiu, Fujun Wilkins, Katherine Arib, Hanane Attwooll, Claire Babson, Kevin Bao, Longlong Bao, Wenjun Lucas, Anne Bergstrom Best, Hunter Bhandari, Ambica Bisgin, Halil Blackburn, James Blomquist, Thomas M. Boardman, Lisa Burgher, Blake Butler, Daniel J. Chang, Chia-Jung Chaubey, Alka Chen, Tao Chierici, Marco Chin, Christopher R. Close, Devin Conroy, Jeffrey Coleman, Jessica Cooley Craig, Daniel J. Crawford, Erin del Pozo, Angela Deveson, Ira W. Duncan, Daniel Eterovic, Agda Karina Fan, Xiaohui Foox, Jonathan Furlanello, Cesare Ghosal, Abhisek Glenn, Sean Guan, Meijian Haag, Christine Hang, Xinyi Happe, Scott Hennigan, Brittany Hipp, Jennifer Hong, Huixiao Horvath, Kyle Hu, Jianhong Hung, Li-Yuan Jarosz, Mirna Kerkhof, Jennifer Kipp, Benjamin Kreil, David Philip Łabaj, Paweł Lapunzina, Pablo Li, Peng Li, Quan-Zhen Li, Weihua Li, Zhiguang Liang, Yu Liu, Shaoqing Liu, Zhichao Ma, Charles Marella, Narasimha Martín-Arenas, Rubén Megherbi, Dalila B. Meng, Qingchang Mieczkowski, Piotr A. Morrison, Tom Muzny, Donna Ning, Baitang Parsons, Barbara L. Paweletz, Cloud P. Pirooznia, Mehdi Qu, Wubin Raymond, Amelia Rindler, Paul Ringler, Rebecca Sadikovic, Bekim Scherer, Andreas Schulze, Egbert Sebra, Robert Shaknovich, Rita Shi, Qiang Shi, Tieliu Silla-Castro, Juan Carlos Smith, Melissa López, Mario Solís Song, Ping Stetson, Daniel Strahl, Maya Stuart, Alan Supplee, Julianna Szankasi, Philippe Tan, Haowen Tang, Lin-ya Tao, Yonghui Thakkar, Shraddha Thierry-Mieg, Danielle Thierry-Mieg, Jean Thodima, Venkat J. Thomas, David Tichý, Boris Tom, Nikola Garcia, Elena Vallespin Verma, Suman Walker, Kimbley Wang, Charles Wang, Junwen Wang, Yexun Wen, Zhining Wirta, Valtteri Wu, Leihong Xiao, Chunlin Xiao, Wenzhong Xu, Shibei Yang, Mary Ying, Jianming Yip, Shun H. Zhang, Guangliang Zhang, Sa Zhao, Meiru Zheng, Yuanting Zhou, Xiaoyan Mason, Christopher E. Mercer, Timothy Tong, Weida Shi, Leming Jones, Wendell Xu, Joshua |
author_facet | Gong, Binsheng Li, Dan Kusko, Rebecca Novoradovskaya, Natalia Zhang, Yifan Wang, Shangzi Pabón-Peña, Carlos Zhang, Zhihong Lai, Kevin Cai, Wanshi LoCoco, Jennifer S. Lader, Eric Richmond, Todd A. Mittal, Vinay K. Liu, Liang-Chun Johann, Donald J. Willey, James C. Bushel, Pierre R. Yu, Ying Xu, Chang Chen, Guangchun Burgess, Daniel Cawley, Simon Giorda, Kristina Haseley, Nathan Qiu, Fujun Wilkins, Katherine Arib, Hanane Attwooll, Claire Babson, Kevin Bao, Longlong Bao, Wenjun Lucas, Anne Bergstrom Best, Hunter Bhandari, Ambica Bisgin, Halil Blackburn, James Blomquist, Thomas M. Boardman, Lisa Burgher, Blake Butler, Daniel J. Chang, Chia-Jung Chaubey, Alka Chen, Tao Chierici, Marco Chin, Christopher R. Close, Devin Conroy, Jeffrey Coleman, Jessica Cooley Craig, Daniel J. Crawford, Erin del Pozo, Angela Deveson, Ira W. Duncan, Daniel Eterovic, Agda Karina Fan, Xiaohui Foox, Jonathan Furlanello, Cesare Ghosal, Abhisek Glenn, Sean Guan, Meijian Haag, Christine Hang, Xinyi Happe, Scott Hennigan, Brittany Hipp, Jennifer Hong, Huixiao Horvath, Kyle Hu, Jianhong Hung, Li-Yuan Jarosz, Mirna Kerkhof, Jennifer Kipp, Benjamin Kreil, David Philip Łabaj, Paweł Lapunzina, Pablo Li, Peng Li, Quan-Zhen Li, Weihua Li, Zhiguang Liang, Yu Liu, Shaoqing Liu, Zhichao Ma, Charles Marella, Narasimha Martín-Arenas, Rubén Megherbi, Dalila B. Meng, Qingchang Mieczkowski, Piotr A. Morrison, Tom Muzny, Donna Ning, Baitang Parsons, Barbara L. Paweletz, Cloud P. Pirooznia, Mehdi Qu, Wubin Raymond, Amelia Rindler, Paul Ringler, Rebecca Sadikovic, Bekim Scherer, Andreas Schulze, Egbert Sebra, Robert Shaknovich, Rita Shi, Qiang Shi, Tieliu Silla-Castro, Juan Carlos Smith, Melissa López, Mario Solís Song, Ping Stetson, Daniel Strahl, Maya Stuart, Alan Supplee, Julianna Szankasi, Philippe Tan, Haowen Tang, Lin-ya Tao, Yonghui Thakkar, Shraddha Thierry-Mieg, Danielle Thierry-Mieg, Jean Thodima, Venkat J. Thomas, David Tichý, Boris Tom, Nikola Garcia, Elena Vallespin Verma, Suman Walker, Kimbley Wang, Charles Wang, Junwen Wang, Yexun Wen, Zhining Wirta, Valtteri Wu, Leihong Xiao, Chunlin Xiao, Wenzhong Xu, Shibei Yang, Mary Ying, Jianming Yip, Shun H. Zhang, Guangliang Zhang, Sa Zhao, Meiru Zheng, Yuanting Zhou, Xiaoyan Mason, Christopher E. Mercer, Timothy Tong, Weida Shi, Leming Jones, Wendell Xu, Joshua |
author_sort | Gong, Binsheng |
collection | PubMed |
description | BACKGROUND: Targeted sequencing using oncopanels requires comprehensive assessments of accuracy and detection sensitivity to ensure analytical validity. By employing reference materials characterized by the U.S. Food and Drug Administration-led SEquence Quality Control project phase2 (SEQC2) effort, we perform a cross-platform multi-lab evaluation of eight Pan-Cancer panels to assess best practices for oncopanel sequencing. RESULTS: All panels demonstrate high sensitivity across targeted high-confidence coding regions and variant types for the variants previously verified to have variant allele frequency (VAF) in the 5–20% range. Sensitivity is reduced by utilizing VAF thresholds due to inherent variability in VAF measurements. Enforcing a VAF threshold for reporting has a positive impact on reducing false positive calls. Importantly, the false positive rate is found to be significantly higher outside the high-confidence coding regions, resulting in lower reproducibility. Thus, region restriction and VAF thresholds lead to low relative technical variability in estimating promising biomarkers and tumor mutational burden. CONCLUSION: This comprehensive study provides actionable guidelines for oncopanel sequencing and clear evidence that supports a simplified approach to assess the analytical performance of oncopanels. It will facilitate the rapid implementation, validation, and quality control of oncopanels in clinical use. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13059-021-02315-0. |
format | Online Article Text |
id | pubmed-8051090 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-80510902021-04-19 Cross-oncopanel study reveals high sensitivity and accuracy with overall analytical performance depending on genomic regions Gong, Binsheng Li, Dan Kusko, Rebecca Novoradovskaya, Natalia Zhang, Yifan Wang, Shangzi Pabón-Peña, Carlos Zhang, Zhihong Lai, Kevin Cai, Wanshi LoCoco, Jennifer S. Lader, Eric Richmond, Todd A. Mittal, Vinay K. Liu, Liang-Chun Johann, Donald J. Willey, James C. Bushel, Pierre R. Yu, Ying Xu, Chang Chen, Guangchun Burgess, Daniel Cawley, Simon Giorda, Kristina Haseley, Nathan Qiu, Fujun Wilkins, Katherine Arib, Hanane Attwooll, Claire Babson, Kevin Bao, Longlong Bao, Wenjun Lucas, Anne Bergstrom Best, Hunter Bhandari, Ambica Bisgin, Halil Blackburn, James Blomquist, Thomas M. Boardman, Lisa Burgher, Blake Butler, Daniel J. Chang, Chia-Jung Chaubey, Alka Chen, Tao Chierici, Marco Chin, Christopher R. Close, Devin Conroy, Jeffrey Coleman, Jessica Cooley Craig, Daniel J. Crawford, Erin del Pozo, Angela Deveson, Ira W. Duncan, Daniel Eterovic, Agda Karina Fan, Xiaohui Foox, Jonathan Furlanello, Cesare Ghosal, Abhisek Glenn, Sean Guan, Meijian Haag, Christine Hang, Xinyi Happe, Scott Hennigan, Brittany Hipp, Jennifer Hong, Huixiao Horvath, Kyle Hu, Jianhong Hung, Li-Yuan Jarosz, Mirna Kerkhof, Jennifer Kipp, Benjamin Kreil, David Philip Łabaj, Paweł Lapunzina, Pablo Li, Peng Li, Quan-Zhen Li, Weihua Li, Zhiguang Liang, Yu Liu, Shaoqing Liu, Zhichao Ma, Charles Marella, Narasimha Martín-Arenas, Rubén Megherbi, Dalila B. Meng, Qingchang Mieczkowski, Piotr A. Morrison, Tom Muzny, Donna Ning, Baitang Parsons, Barbara L. Paweletz, Cloud P. Pirooznia, Mehdi Qu, Wubin Raymond, Amelia Rindler, Paul Ringler, Rebecca Sadikovic, Bekim Scherer, Andreas Schulze, Egbert Sebra, Robert Shaknovich, Rita Shi, Qiang Shi, Tieliu Silla-Castro, Juan Carlos Smith, Melissa López, Mario Solís Song, Ping Stetson, Daniel Strahl, Maya Stuart, Alan Supplee, Julianna Szankasi, Philippe Tan, Haowen Tang, Lin-ya Tao, Yonghui Thakkar, Shraddha Thierry-Mieg, Danielle Thierry-Mieg, Jean Thodima, Venkat J. Thomas, David Tichý, Boris Tom, Nikola Garcia, Elena Vallespin Verma, Suman Walker, Kimbley Wang, Charles Wang, Junwen Wang, Yexun Wen, Zhining Wirta, Valtteri Wu, Leihong Xiao, Chunlin Xiao, Wenzhong Xu, Shibei Yang, Mary Ying, Jianming Yip, Shun H. Zhang, Guangliang Zhang, Sa Zhao, Meiru Zheng, Yuanting Zhou, Xiaoyan Mason, Christopher E. Mercer, Timothy Tong, Weida Shi, Leming Jones, Wendell Xu, Joshua Genome Biol Research BACKGROUND: Targeted sequencing using oncopanels requires comprehensive assessments of accuracy and detection sensitivity to ensure analytical validity. By employing reference materials characterized by the U.S. Food and Drug Administration-led SEquence Quality Control project phase2 (SEQC2) effort, we perform a cross-platform multi-lab evaluation of eight Pan-Cancer panels to assess best practices for oncopanel sequencing. RESULTS: All panels demonstrate high sensitivity across targeted high-confidence coding regions and variant types for the variants previously verified to have variant allele frequency (VAF) in the 5–20% range. Sensitivity is reduced by utilizing VAF thresholds due to inherent variability in VAF measurements. Enforcing a VAF threshold for reporting has a positive impact on reducing false positive calls. Importantly, the false positive rate is found to be significantly higher outside the high-confidence coding regions, resulting in lower reproducibility. Thus, region restriction and VAF thresholds lead to low relative technical variability in estimating promising biomarkers and tumor mutational burden. CONCLUSION: This comprehensive study provides actionable guidelines for oncopanel sequencing and clear evidence that supports a simplified approach to assess the analytical performance of oncopanels. It will facilitate the rapid implementation, validation, and quality control of oncopanels in clinical use. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13059-021-02315-0. BioMed Central 2021-04-16 /pmc/articles/PMC8051090/ /pubmed/33863344 http://dx.doi.org/10.1186/s13059-021-02315-0 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Gong, Binsheng Li, Dan Kusko, Rebecca Novoradovskaya, Natalia Zhang, Yifan Wang, Shangzi Pabón-Peña, Carlos Zhang, Zhihong Lai, Kevin Cai, Wanshi LoCoco, Jennifer S. Lader, Eric Richmond, Todd A. Mittal, Vinay K. Liu, Liang-Chun Johann, Donald J. Willey, James C. Bushel, Pierre R. Yu, Ying Xu, Chang Chen, Guangchun Burgess, Daniel Cawley, Simon Giorda, Kristina Haseley, Nathan Qiu, Fujun Wilkins, Katherine Arib, Hanane Attwooll, Claire Babson, Kevin Bao, Longlong Bao, Wenjun Lucas, Anne Bergstrom Best, Hunter Bhandari, Ambica Bisgin, Halil Blackburn, James Blomquist, Thomas M. Boardman, Lisa Burgher, Blake Butler, Daniel J. Chang, Chia-Jung Chaubey, Alka Chen, Tao Chierici, Marco Chin, Christopher R. Close, Devin Conroy, Jeffrey Coleman, Jessica Cooley Craig, Daniel J. Crawford, Erin del Pozo, Angela Deveson, Ira W. Duncan, Daniel Eterovic, Agda Karina Fan, Xiaohui Foox, Jonathan Furlanello, Cesare Ghosal, Abhisek Glenn, Sean Guan, Meijian Haag, Christine Hang, Xinyi Happe, Scott Hennigan, Brittany Hipp, Jennifer Hong, Huixiao Horvath, Kyle Hu, Jianhong Hung, Li-Yuan Jarosz, Mirna Kerkhof, Jennifer Kipp, Benjamin Kreil, David Philip Łabaj, Paweł Lapunzina, Pablo Li, Peng Li, Quan-Zhen Li, Weihua Li, Zhiguang Liang, Yu Liu, Shaoqing Liu, Zhichao Ma, Charles Marella, Narasimha Martín-Arenas, Rubén Megherbi, Dalila B. Meng, Qingchang Mieczkowski, Piotr A. Morrison, Tom Muzny, Donna Ning, Baitang Parsons, Barbara L. Paweletz, Cloud P. Pirooznia, Mehdi Qu, Wubin Raymond, Amelia Rindler, Paul Ringler, Rebecca Sadikovic, Bekim Scherer, Andreas Schulze, Egbert Sebra, Robert Shaknovich, Rita Shi, Qiang Shi, Tieliu Silla-Castro, Juan Carlos Smith, Melissa López, Mario Solís Song, Ping Stetson, Daniel Strahl, Maya Stuart, Alan Supplee, Julianna Szankasi, Philippe Tan, Haowen Tang, Lin-ya Tao, Yonghui Thakkar, Shraddha Thierry-Mieg, Danielle Thierry-Mieg, Jean Thodima, Venkat J. Thomas, David Tichý, Boris Tom, Nikola Garcia, Elena Vallespin Verma, Suman Walker, Kimbley Wang, Charles Wang, Junwen Wang, Yexun Wen, Zhining Wirta, Valtteri Wu, Leihong Xiao, Chunlin Xiao, Wenzhong Xu, Shibei Yang, Mary Ying, Jianming Yip, Shun H. Zhang, Guangliang Zhang, Sa Zhao, Meiru Zheng, Yuanting Zhou, Xiaoyan Mason, Christopher E. Mercer, Timothy Tong, Weida Shi, Leming Jones, Wendell Xu, Joshua Cross-oncopanel study reveals high sensitivity and accuracy with overall analytical performance depending on genomic regions |
title | Cross-oncopanel study reveals high sensitivity and accuracy with overall analytical performance depending on genomic regions |
title_full | Cross-oncopanel study reveals high sensitivity and accuracy with overall analytical performance depending on genomic regions |
title_fullStr | Cross-oncopanel study reveals high sensitivity and accuracy with overall analytical performance depending on genomic regions |
title_full_unstemmed | Cross-oncopanel study reveals high sensitivity and accuracy with overall analytical performance depending on genomic regions |
title_short | Cross-oncopanel study reveals high sensitivity and accuracy with overall analytical performance depending on genomic regions |
title_sort | cross-oncopanel study reveals high sensitivity and accuracy with overall analytical performance depending on genomic regions |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8051090/ https://www.ncbi.nlm.nih.gov/pubmed/33863344 http://dx.doi.org/10.1186/s13059-021-02315-0 |
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ringlerrebecca crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT sadikovicbekim crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT schererandreas crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT schulzeegbert crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT sebrarobert crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT shaknovichrita crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT shiqiang crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT shitieliu crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT sillacastrojuancarlos crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT smithmelissa crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT lopezmariosolis crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT songping crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT stetsondaniel crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT strahlmaya crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT stuartalan crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT suppleejulianna crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT szankasiphilippe crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT tanhaowen crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT tanglinya crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT taoyonghui crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT thakkarshraddha crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT thierrymiegdanielle crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT thierrymiegjean crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT thodimavenkatj crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT thomasdavid crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT tichyboris crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT tomnikola crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT garciaelenavallespin crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT vermasuman crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT walkerkimbley crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT wangcharles crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT wangjunwen crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT wangyexun crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT wenzhining crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT wirtavaltteri crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT wuleihong crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT xiaochunlin crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT xiaowenzhong crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT xushibei crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT yangmary crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT yingjianming crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT yipshunh crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT zhangguangliang crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT zhangsa crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT zhaomeiru crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT zhengyuanting crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT zhouxiaoyan crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT masonchristophere crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT mercertimothy crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT tongweida crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT shileming crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT joneswendell crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions AT xujoshua crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions |