Cargando…
Combining Asian and European genome-wide association studies of colorectal cancer improves risk prediction across racial and ethnic populations
Polygenic risk scores (PRS) have great potential to guide precision colorectal cancer (CRC) prevention by identifying those at higher risk to undertake targeted screening. However, current PRS using European ancestry data have sub-optimal performance in non-European ancestry populations, limiting th...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10545678/ https://www.ncbi.nlm.nih.gov/pubmed/37783704 http://dx.doi.org/10.1038/s41467-023-41819-0 |
_version_ | 1785114717342138368 |
---|---|
author | Thomas, Minta Su, Yu-Ru Rosenthal, Elisabeth A. Sakoda, Lori C. Schmit, Stephanie L. Timofeeva, Maria N. Chen, Zhishan Fernandez-Rozadilla, Ceres Law, Philip J. Murphy, Neil Carreras-Torres, Robert Diez-Obrero, Virginia van Duijnhoven, Franzel J. B. Jiang, Shangqing Shin, Aesun Wolk, Alicja Phipps, Amanda I. Burnett-Hartman, Andrea Gsur, Andrea Chan, Andrew T. Zauber, Ann G. Wu, Anna H. Lindblom, Annika Um, Caroline Y. Tangen, Catherine M. Gignoux, Chris Newton, Christina Haiman, Christopher A. Qu, Conghui Bishop, D. Timothy Buchanan, Daniel D. Crosslin, David R. Conti, David V. Kim, Dong-Hyun Hauser, Elizabeth White, Emily Siegel, Erin Schumacher, Fredrick R. Rennert, Gad Giles, Graham G. Hampel, Heather Brenner, Hermann Oze, Isao Oh, Jae Hwan Lee, Jeffrey K. Schneider, Jennifer L. Chang-Claude, Jenny Kim, Jeongseon Huyghe, Jeroen R. Zheng, Jiayin Hampe, Jochen Greenson, Joel Hopper, John L. Palmer, Julie R. Visvanathan, Kala Matsuo, Keitaro Matsuda, Koichi Jung, Keum Ji Li, Li Le Marchand, Loic Vodickova, Ludmila Bujanda, Luis Gunter, Marc J. Matejcic, Marco Jenkins, Mark A. Slattery, Martha L. D’Amato, Mauro Wang, Meilin Hoffmeister, Michael Woods, Michael O. Kim, Michelle Song, Mingyang Iwasaki, Motoki Du, Mulong Udaltsova, Natalia Sawada, Norie Vodicka, Pavel Campbell, Peter T. Newcomb, Polly A. Cai, Qiuyin Pearlman, Rachel Pai, Rish K. Schoen, Robert E. Steinfelder, Robert S. Haile, Robert W. Vandenputtelaar, Rosita Prentice, Ross L. Küry, Sébastien Castellví-Bel, Sergi Tsugane, Shoichiro Berndt, Sonja I. Lee, Soo Chin Brezina, Stefanie Weinstein, Stephanie J. Chanock, Stephen J. Jee, Sun Ha Kweon, Sun-Seog Vadaparampil, Susan Harrison, Tabitha A. Yamaji, Taiki Keku, Temitope O. Vymetalkova, Veronika Arndt, Volker Jia, Wei-Hua Shu, Xiao-Ou Lin, Yi Ahn, Yoon-Ok Stadler, Zsofia K. Van Guelpen, Bethany Ulrich, Cornelia M. Platz, Elizabeth A. Potter, John D. Li, Christopher I. Meester, Reinier Moreno, Victor Figueiredo, Jane C. Casey, Graham Lansdorp Vogelaar, Iris Dunlop, Malcolm G. Gruber, Stephen B. Hayes, Richard B. Pharoah, Paul D. P. Houlston, Richard S. Jarvik, Gail P. Tomlinson, Ian P. Zheng, Wei Corley, Douglas A. Peters, Ulrike Hsu, Li |
author_facet | Thomas, Minta Su, Yu-Ru Rosenthal, Elisabeth A. Sakoda, Lori C. Schmit, Stephanie L. Timofeeva, Maria N. Chen, Zhishan Fernandez-Rozadilla, Ceres Law, Philip J. Murphy, Neil Carreras-Torres, Robert Diez-Obrero, Virginia van Duijnhoven, Franzel J. B. Jiang, Shangqing Shin, Aesun Wolk, Alicja Phipps, Amanda I. Burnett-Hartman, Andrea Gsur, Andrea Chan, Andrew T. Zauber, Ann G. Wu, Anna H. Lindblom, Annika Um, Caroline Y. Tangen, Catherine M. Gignoux, Chris Newton, Christina Haiman, Christopher A. Qu, Conghui Bishop, D. Timothy Buchanan, Daniel D. Crosslin, David R. Conti, David V. Kim, Dong-Hyun Hauser, Elizabeth White, Emily Siegel, Erin Schumacher, Fredrick R. Rennert, Gad Giles, Graham G. Hampel, Heather Brenner, Hermann Oze, Isao Oh, Jae Hwan Lee, Jeffrey K. Schneider, Jennifer L. Chang-Claude, Jenny Kim, Jeongseon Huyghe, Jeroen R. Zheng, Jiayin Hampe, Jochen Greenson, Joel Hopper, John L. Palmer, Julie R. Visvanathan, Kala Matsuo, Keitaro Matsuda, Koichi Jung, Keum Ji Li, Li Le Marchand, Loic Vodickova, Ludmila Bujanda, Luis Gunter, Marc J. Matejcic, Marco Jenkins, Mark A. Slattery, Martha L. D’Amato, Mauro Wang, Meilin Hoffmeister, Michael Woods, Michael O. Kim, Michelle Song, Mingyang Iwasaki, Motoki Du, Mulong Udaltsova, Natalia Sawada, Norie Vodicka, Pavel Campbell, Peter T. Newcomb, Polly A. Cai, Qiuyin Pearlman, Rachel Pai, Rish K. Schoen, Robert E. Steinfelder, Robert S. Haile, Robert W. Vandenputtelaar, Rosita Prentice, Ross L. Küry, Sébastien Castellví-Bel, Sergi Tsugane, Shoichiro Berndt, Sonja I. Lee, Soo Chin Brezina, Stefanie Weinstein, Stephanie J. Chanock, Stephen J. Jee, Sun Ha Kweon, Sun-Seog Vadaparampil, Susan Harrison, Tabitha A. Yamaji, Taiki Keku, Temitope O. Vymetalkova, Veronika Arndt, Volker Jia, Wei-Hua Shu, Xiao-Ou Lin, Yi Ahn, Yoon-Ok Stadler, Zsofia K. Van Guelpen, Bethany Ulrich, Cornelia M. Platz, Elizabeth A. Potter, John D. Li, Christopher I. Meester, Reinier Moreno, Victor Figueiredo, Jane C. Casey, Graham Lansdorp Vogelaar, Iris Dunlop, Malcolm G. Gruber, Stephen B. Hayes, Richard B. Pharoah, Paul D. P. Houlston, Richard S. Jarvik, Gail P. Tomlinson, Ian P. Zheng, Wei Corley, Douglas A. Peters, Ulrike Hsu, Li |
author_sort | Thomas, Minta |
collection | PubMed |
description | Polygenic risk scores (PRS) have great potential to guide precision colorectal cancer (CRC) prevention by identifying those at higher risk to undertake targeted screening. However, current PRS using European ancestry data have sub-optimal performance in non-European ancestry populations, limiting their utility among these populations. Towards addressing this deficiency, we expand PRS development for CRC by incorporating Asian ancestry data (21,731 cases; 47,444 controls) into European ancestry training datasets (78,473 cases; 107,143 controls). The AUC estimates (95% CI) of PRS are 0.63(0.62-0.64), 0.59(0.57-0.61), 0.62(0.60-0.63), and 0.65(0.63-0.66) in independent datasets including 1681-3651 cases and 8696-115,105 controls of Asian, Black/African American, Latinx/Hispanic, and non-Hispanic White, respectively. They are significantly better than the European-centric PRS in all four major US racial and ethnic groups (p-values < 0.05). Further inclusion of non-European ancestry populations, especially Black/African American and Latinx/Hispanic, is needed to improve the risk prediction and enhance equity in applying PRS in clinical practice. |
format | Online Article Text |
id | pubmed-10545678 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-105456782023-10-04 Combining Asian and European genome-wide association studies of colorectal cancer improves risk prediction across racial and ethnic populations Thomas, Minta Su, Yu-Ru Rosenthal, Elisabeth A. Sakoda, Lori C. Schmit, Stephanie L. Timofeeva, Maria N. Chen, Zhishan Fernandez-Rozadilla, Ceres Law, Philip J. Murphy, Neil Carreras-Torres, Robert Diez-Obrero, Virginia van Duijnhoven, Franzel J. B. Jiang, Shangqing Shin, Aesun Wolk, Alicja Phipps, Amanda I. Burnett-Hartman, Andrea Gsur, Andrea Chan, Andrew T. Zauber, Ann G. Wu, Anna H. Lindblom, Annika Um, Caroline Y. Tangen, Catherine M. Gignoux, Chris Newton, Christina Haiman, Christopher A. Qu, Conghui Bishop, D. Timothy Buchanan, Daniel D. Crosslin, David R. Conti, David V. Kim, Dong-Hyun Hauser, Elizabeth White, Emily Siegel, Erin Schumacher, Fredrick R. Rennert, Gad Giles, Graham G. Hampel, Heather Brenner, Hermann Oze, Isao Oh, Jae Hwan Lee, Jeffrey K. Schneider, Jennifer L. Chang-Claude, Jenny Kim, Jeongseon Huyghe, Jeroen R. Zheng, Jiayin Hampe, Jochen Greenson, Joel Hopper, John L. Palmer, Julie R. Visvanathan, Kala Matsuo, Keitaro Matsuda, Koichi Jung, Keum Ji Li, Li Le Marchand, Loic Vodickova, Ludmila Bujanda, Luis Gunter, Marc J. Matejcic, Marco Jenkins, Mark A. Slattery, Martha L. D’Amato, Mauro Wang, Meilin Hoffmeister, Michael Woods, Michael O. Kim, Michelle Song, Mingyang Iwasaki, Motoki Du, Mulong Udaltsova, Natalia Sawada, Norie Vodicka, Pavel Campbell, Peter T. Newcomb, Polly A. Cai, Qiuyin Pearlman, Rachel Pai, Rish K. Schoen, Robert E. Steinfelder, Robert S. Haile, Robert W. Vandenputtelaar, Rosita Prentice, Ross L. Küry, Sébastien Castellví-Bel, Sergi Tsugane, Shoichiro Berndt, Sonja I. Lee, Soo Chin Brezina, Stefanie Weinstein, Stephanie J. Chanock, Stephen J. Jee, Sun Ha Kweon, Sun-Seog Vadaparampil, Susan Harrison, Tabitha A. Yamaji, Taiki Keku, Temitope O. Vymetalkova, Veronika Arndt, Volker Jia, Wei-Hua Shu, Xiao-Ou Lin, Yi Ahn, Yoon-Ok Stadler, Zsofia K. Van Guelpen, Bethany Ulrich, Cornelia M. Platz, Elizabeth A. Potter, John D. Li, Christopher I. Meester, Reinier Moreno, Victor Figueiredo, Jane C. Casey, Graham Lansdorp Vogelaar, Iris Dunlop, Malcolm G. Gruber, Stephen B. Hayes, Richard B. Pharoah, Paul D. P. Houlston, Richard S. Jarvik, Gail P. Tomlinson, Ian P. Zheng, Wei Corley, Douglas A. Peters, Ulrike Hsu, Li Nat Commun Article Polygenic risk scores (PRS) have great potential to guide precision colorectal cancer (CRC) prevention by identifying those at higher risk to undertake targeted screening. However, current PRS using European ancestry data have sub-optimal performance in non-European ancestry populations, limiting their utility among these populations. Towards addressing this deficiency, we expand PRS development for CRC by incorporating Asian ancestry data (21,731 cases; 47,444 controls) into European ancestry training datasets (78,473 cases; 107,143 controls). The AUC estimates (95% CI) of PRS are 0.63(0.62-0.64), 0.59(0.57-0.61), 0.62(0.60-0.63), and 0.65(0.63-0.66) in independent datasets including 1681-3651 cases and 8696-115,105 controls of Asian, Black/African American, Latinx/Hispanic, and non-Hispanic White, respectively. They are significantly better than the European-centric PRS in all four major US racial and ethnic groups (p-values < 0.05). Further inclusion of non-European ancestry populations, especially Black/African American and Latinx/Hispanic, is needed to improve the risk prediction and enhance equity in applying PRS in clinical practice. Nature Publishing Group UK 2023-10-02 /pmc/articles/PMC10545678/ /pubmed/37783704 http://dx.doi.org/10.1038/s41467-023-41819-0 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This 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/) . |
spellingShingle | Article Thomas, Minta Su, Yu-Ru Rosenthal, Elisabeth A. Sakoda, Lori C. Schmit, Stephanie L. Timofeeva, Maria N. Chen, Zhishan Fernandez-Rozadilla, Ceres Law, Philip J. Murphy, Neil Carreras-Torres, Robert Diez-Obrero, Virginia van Duijnhoven, Franzel J. B. Jiang, Shangqing Shin, Aesun Wolk, Alicja Phipps, Amanda I. Burnett-Hartman, Andrea Gsur, Andrea Chan, Andrew T. Zauber, Ann G. Wu, Anna H. Lindblom, Annika Um, Caroline Y. Tangen, Catherine M. Gignoux, Chris Newton, Christina Haiman, Christopher A. Qu, Conghui Bishop, D. Timothy Buchanan, Daniel D. Crosslin, David R. Conti, David V. Kim, Dong-Hyun Hauser, Elizabeth White, Emily Siegel, Erin Schumacher, Fredrick R. Rennert, Gad Giles, Graham G. Hampel, Heather Brenner, Hermann Oze, Isao Oh, Jae Hwan Lee, Jeffrey K. Schneider, Jennifer L. Chang-Claude, Jenny Kim, Jeongseon Huyghe, Jeroen R. Zheng, Jiayin Hampe, Jochen Greenson, Joel Hopper, John L. Palmer, Julie R. Visvanathan, Kala Matsuo, Keitaro Matsuda, Koichi Jung, Keum Ji Li, Li Le Marchand, Loic Vodickova, Ludmila Bujanda, Luis Gunter, Marc J. Matejcic, Marco Jenkins, Mark A. Slattery, Martha L. D’Amato, Mauro Wang, Meilin Hoffmeister, Michael Woods, Michael O. Kim, Michelle Song, Mingyang Iwasaki, Motoki Du, Mulong Udaltsova, Natalia Sawada, Norie Vodicka, Pavel Campbell, Peter T. Newcomb, Polly A. Cai, Qiuyin Pearlman, Rachel Pai, Rish K. Schoen, Robert E. Steinfelder, Robert S. Haile, Robert W. Vandenputtelaar, Rosita Prentice, Ross L. Küry, Sébastien Castellví-Bel, Sergi Tsugane, Shoichiro Berndt, Sonja I. Lee, Soo Chin Brezina, Stefanie Weinstein, Stephanie J. Chanock, Stephen J. Jee, Sun Ha Kweon, Sun-Seog Vadaparampil, Susan Harrison, Tabitha A. Yamaji, Taiki Keku, Temitope O. Vymetalkova, Veronika Arndt, Volker Jia, Wei-Hua Shu, Xiao-Ou Lin, Yi Ahn, Yoon-Ok Stadler, Zsofia K. Van Guelpen, Bethany Ulrich, Cornelia M. Platz, Elizabeth A. Potter, John D. Li, Christopher I. Meester, Reinier Moreno, Victor Figueiredo, Jane C. Casey, Graham Lansdorp Vogelaar, Iris Dunlop, Malcolm G. Gruber, Stephen B. Hayes, Richard B. Pharoah, Paul D. P. Houlston, Richard S. Jarvik, Gail P. Tomlinson, Ian P. Zheng, Wei Corley, Douglas A. Peters, Ulrike Hsu, Li Combining Asian and European genome-wide association studies of colorectal cancer improves risk prediction across racial and ethnic populations |
title | Combining Asian and European genome-wide association studies of colorectal cancer improves risk prediction across racial and ethnic populations |
title_full | Combining Asian and European genome-wide association studies of colorectal cancer improves risk prediction across racial and ethnic populations |
title_fullStr | Combining Asian and European genome-wide association studies of colorectal cancer improves risk prediction across racial and ethnic populations |
title_full_unstemmed | Combining Asian and European genome-wide association studies of colorectal cancer improves risk prediction across racial and ethnic populations |
title_short | Combining Asian and European genome-wide association studies of colorectal cancer improves risk prediction across racial and ethnic populations |
title_sort | combining asian and european genome-wide association studies of colorectal cancer improves risk prediction across racial and ethnic populations |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10545678/ https://www.ncbi.nlm.nih.gov/pubmed/37783704 http://dx.doi.org/10.1038/s41467-023-41819-0 |
work_keys_str_mv | AT thomasminta combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT suyuru combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT rosenthalelisabetha combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT sakodaloric combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT schmitstephaniel combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT timofeevamarian combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT chenzhishan combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT fernandezrozadillaceres combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT lawphilipj combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT murphyneil combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT carrerastorresrobert combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT diezobrerovirginia combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT vanduijnhovenfranzeljb combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT jiangshangqing combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT shinaesun combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT wolkalicja combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT phippsamandai combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT burnetthartmanandrea combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT gsurandrea combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT chanandrewt combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT zauberanng combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT wuannah combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT lindblomannika combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT umcaroliney combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT tangencatherinem combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT gignouxchris combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT newtonchristina combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT haimanchristophera combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT quconghui combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT bishopdtimothy combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT buchanandanield combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT crosslindavidr combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT contidavidv combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT kimdonghyun combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT hauserelizabeth combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT whiteemily combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT siegelerin combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT schumacherfredrickr combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT rennertgad combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT gilesgrahamg combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT hampelheather combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT brennerhermann combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT ozeisao combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT ohjaehwan combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT leejeffreyk combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT schneiderjenniferl combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT changclaudejenny combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT kimjeongseon combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT huyghejeroenr combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT zhengjiayin combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT hampejochen combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT greensonjoel combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT hopperjohnl combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT palmerjulier combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT visvanathankala combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT matsuokeitaro combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT matsudakoichi combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT jungkeumji combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT lili combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT lemarchandloic combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT vodickovaludmila combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT bujandaluis combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT guntermarcj combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT matejcicmarco combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT jenkinsmarka combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT slatterymarthal combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT damatomauro combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT wangmeilin combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT hoffmeistermichael combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT woodsmichaelo combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT kimmichelle combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT songmingyang combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT iwasakimotoki combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT dumulong combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT udaltsovanatalia combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT sawadanorie combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT vodickapavel combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT campbellpetert combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT newcombpollya combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT caiqiuyin combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT pearlmanrachel combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT pairishk combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT schoenroberte combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT steinfelderroberts combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT hailerobertw combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT vandenputtelaarrosita combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT prenticerossl combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT kurysebastien combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT castellvibelsergi combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT tsuganeshoichiro combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT berndtsonjai combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT leesoochin combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT brezinastefanie combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT weinsteinstephaniej combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT chanockstephenj combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT jeesunha combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT kweonsunseog combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT vadaparampilsusan combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT harrisontabithaa combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT yamajitaiki combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT kekutemitopeo combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT vymetalkovaveronika combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT arndtvolker combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT jiaweihua combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT shuxiaoou combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT linyi combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT ahnyoonok combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT stadlerzsofiak combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT vanguelpenbethany combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT ulrichcorneliam combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT platzelizabetha combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT potterjohnd combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT lichristopheri combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT meesterreinier combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT morenovictor combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT figueiredojanec combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT caseygraham combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT lansdorpvogelaariris combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT dunlopmalcolmg combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT gruberstephenb combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT hayesrichardb combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT pharoahpauldp combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT houlstonrichards combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT jarvikgailp combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT tomlinsonianp combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT zhengwei combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT corleydouglasa combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT petersulrike combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations AT hsuli combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations |