Cargando…

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,...

Descripción completa

Detalles Bibliográficos
Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2021
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
_version_ 1783679695369273344
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
work_keys_str_mv AT gongbinsheng crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT lidan crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT kuskorebecca crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT novoradovskayanatalia crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT zhangyifan crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT wangshangzi crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT pabonpenacarlos crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT zhangzhihong crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT laikevin crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT caiwanshi crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT lococojennifers crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT ladereric crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT richmondtodda crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT mittalvinayk crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT liuliangchun crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT johanndonaldj crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT willeyjamesc crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT bushelpierrer crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT yuying crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT xuchang crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT chenguangchun crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT burgessdaniel crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT cawleysimon crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT giordakristina crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT haseleynathan crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT qiufujun crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT wilkinskatherine crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT aribhanane crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT attwoollclaire crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT babsonkevin crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT baolonglong crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT baowenjun crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT lucasannebergstrom crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT besthunter crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT bhandariambica crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT bisginhalil crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT blackburnjames crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT blomquistthomasm crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT boardmanlisa crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT burgherblake crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT butlerdanielj crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT changchiajung crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT chaubeyalka crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT chentao crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT chiericimarco crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT chinchristopherr crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT closedevin crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT conroyjeffrey crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT colemanjessicacooley crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT craigdanielj crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT crawforderin crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT delpozoangela crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT devesoniraw crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT duncandaniel crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT eterovicagdakarina crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT fanxiaohui crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT fooxjonathan crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT furlanellocesare crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT ghosalabhisek crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT glennsean crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT guanmeijian crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT haagchristine crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT hangxinyi crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT happescott crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT henniganbrittany crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT hippjennifer crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT honghuixiao crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT horvathkyle crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT hujianhong crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT hungliyuan crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT jaroszmirna crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT kerkhofjennifer crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT kippbenjamin crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT kreildavidphilip crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT łabajpaweł crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT lapunzinapablo crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT lipeng crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT liquanzhen crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT liweihua crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT lizhiguang crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT liangyu crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT liushaoqing crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT liuzhichao crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT macharles crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT marellanarasimha crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT martinarenasruben crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT megherbidalilab crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT mengqingchang crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT mieczkowskipiotra crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT morrisontom crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT muznydonna crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT ningbaitang crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT parsonsbarbaral crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT paweletzcloudp crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT piroozniamehdi crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT quwubin crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT raymondamelia crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT rindlerpaul crossoncopanelstudyrevealshighsensitivityandaccuracywithoverallanalyticalperformancedependingongenomicregions
AT 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