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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...

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Autores principales: 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
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
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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.
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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
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AT hopperjohnl combiningasianandeuropeangenomewideassociationstudiesofcolorectalcancerimprovesriskpredictionacrossracialandethnicpopulations
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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