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Polygenic risk scores for prediction of breast cancer risk in Asian populations

PURPOSE: Non-European populations are under-represented in genetics studies, hindering clinical implementation of breast cancer polygenic risk scores (PRSs). We aimed to develop PRSs using the largest available studies of Asian ancestry and to assess the transferability of PRS across ethnic subgroup...

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Autores principales: Ho, Weang-Kee, Tai, Mei-Chee, Dennis, Joe, Shu, Xiang, Li, Jingmei, Ho, Peh Joo, Millwood, Iona Y., Lin, Kuang, Jee, Yon-Ho, Lee, Su-Hyun, Mavaddat, Nasim, Bolla, Manjeet K., Wang, Qin, Michailidou, Kyriaki, Long, Jirong, Wijaya, Eldarina Azfar, Hassan, Tiara, Rahmat, Kartini, Tan, Veronique Kiak Mien, Tan, Benita Kiat Tee, Tan, Su Ming, Tan, Ern Yu, Lim, Swee Ho, Gao, Yu-Tang, Zheng, Ying, Kang, Daehee, Choi, Ji-Yeob, Han, Wonshik, Lee, Han-Byoel, Kubo, Michiki, Okada, Yukinori, Namba, Shinichi, Park, Sue K., Kim, Sung-Won, Shen, Chen-Yang, Wu, Pei-Ei, Park, Boyoung, Muir, Kenneth R., Lophatananon, Artitaya, Wu, Anna H., Tseng, Chiu-Chen, Matsuo, Keitaro, Ito, Hidemi, Kwong, Ava, Chan, Tsun L., John, Esther M., Kurian, Allison W., Iwasaki, Motoki, Yamaji, Taiki, Kweon, Sun-Seog, Aronson, Kristan J., Murphy, Rachel A., Koh, Woon-Puay, Khor, Chiea-Chuen, Yuan, Jian-Min, Dorajoo, Rajkumar, Walters, Robin G., Chen, Zhengming, Li, Liming, Lv, Jun, Jung, Keum-Ji, Kraft, Peter, Pharoah, Paul D.B., Dunning, Alison M., Simard, Jacques, Shu, Xiao-Ou, Yip, Cheng-Har, Taib, Nur Aishah Mohd, Antoniou, Antonis C., Zheng, Wei, Hartman, Mikael, Easton, Douglas F., Teo, Soo-Hwang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7612481/
https://www.ncbi.nlm.nih.gov/pubmed/34906514
http://dx.doi.org/10.1016/j.gim.2021.11.008
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author Ho, Weang-Kee
Tai, Mei-Chee
Dennis, Joe
Shu, Xiang
Li, Jingmei
Ho, Peh Joo
Millwood, Iona Y.
Lin, Kuang
Jee, Yon-Ho
Lee, Su-Hyun
Mavaddat, Nasim
Bolla, Manjeet K.
Wang, Qin
Michailidou, Kyriaki
Long, Jirong
Wijaya, Eldarina Azfar
Hassan, Tiara
Rahmat, Kartini
Tan, Veronique Kiak Mien
Tan, Benita Kiat Tee
Tan, Su Ming
Tan, Ern Yu
Lim, Swee Ho
Gao, Yu-Tang
Zheng, Ying
Kang, Daehee
Choi, Ji-Yeob
Han, Wonshik
Lee, Han-Byoel
Kubo, Michiki
Okada, Yukinori
Namba, Shinichi
Park, Sue K.
Kim, Sung-Won
Shen, Chen-Yang
Wu, Pei-Ei
Park, Boyoung
Muir, Kenneth R.
Lophatananon, Artitaya
Wu, Anna H.
Tseng, Chiu-Chen
Matsuo, Keitaro
Ito, Hidemi
Kwong, Ava
Chan, Tsun L.
John, Esther M.
Kurian, Allison W.
Iwasaki, Motoki
Yamaji, Taiki
Kweon, Sun-Seog
Aronson, Kristan J.
Murphy, Rachel A.
Koh, Woon-Puay
Khor, Chiea-Chuen
Yuan, Jian-Min
Dorajoo, Rajkumar
Walters, Robin G.
Chen, Zhengming
Li, Liming
Lv, Jun
Jung, Keum-Ji
Kraft, Peter
Pharoah, Paul D.B.
Dunning, Alison M.
Simard, Jacques
Shu, Xiao-Ou
Yip, Cheng-Har
Taib, Nur Aishah Mohd
Antoniou, Antonis C.
Zheng, Wei
Hartman, Mikael
Easton, Douglas F.
Teo, Soo-Hwang
author_facet Ho, Weang-Kee
Tai, Mei-Chee
Dennis, Joe
Shu, Xiang
Li, Jingmei
Ho, Peh Joo
Millwood, Iona Y.
Lin, Kuang
Jee, Yon-Ho
Lee, Su-Hyun
Mavaddat, Nasim
Bolla, Manjeet K.
Wang, Qin
Michailidou, Kyriaki
Long, Jirong
Wijaya, Eldarina Azfar
Hassan, Tiara
Rahmat, Kartini
Tan, Veronique Kiak Mien
Tan, Benita Kiat Tee
Tan, Su Ming
Tan, Ern Yu
Lim, Swee Ho
Gao, Yu-Tang
Zheng, Ying
Kang, Daehee
Choi, Ji-Yeob
Han, Wonshik
Lee, Han-Byoel
Kubo, Michiki
Okada, Yukinori
Namba, Shinichi
Park, Sue K.
Kim, Sung-Won
Shen, Chen-Yang
Wu, Pei-Ei
Park, Boyoung
Muir, Kenneth R.
Lophatananon, Artitaya
Wu, Anna H.
Tseng, Chiu-Chen
Matsuo, Keitaro
Ito, Hidemi
Kwong, Ava
Chan, Tsun L.
John, Esther M.
Kurian, Allison W.
Iwasaki, Motoki
Yamaji, Taiki
Kweon, Sun-Seog
Aronson, Kristan J.
Murphy, Rachel A.
Koh, Woon-Puay
Khor, Chiea-Chuen
Yuan, Jian-Min
Dorajoo, Rajkumar
Walters, Robin G.
Chen, Zhengming
Li, Liming
Lv, Jun
Jung, Keum-Ji
Kraft, Peter
Pharoah, Paul D.B.
Dunning, Alison M.
Simard, Jacques
Shu, Xiao-Ou
Yip, Cheng-Har
Taib, Nur Aishah Mohd
Antoniou, Antonis C.
Zheng, Wei
Hartman, Mikael
Easton, Douglas F.
Teo, Soo-Hwang
author_sort Ho, Weang-Kee
collection PubMed
description PURPOSE: Non-European populations are under-represented in genetics studies, hindering clinical implementation of breast cancer polygenic risk scores (PRSs). We aimed to develop PRSs using the largest available studies of Asian ancestry and to assess the transferability of PRS across ethnic subgroups. METHODS: The development data set comprised 138,309 women from 17 case-control studies. PRSs were generated using a clumping and thresholding method, lasso penalized regression, an Empirical Bayes approach, a Bayesian polygenic prediction approach, or linear combinations of multiple PRSs. These PRSs were evaluated in 89,898 women from 3 prospective studies (1592 incident cases). RESULTS: The best performing PRS (genome-wide set of single-nucleotide variations [formerly single-nucleotide polymorphism]) had a hazard ratio per unit SD of 1.62 (95% CI = 1.46-1.80) and an area under the receiver operating curve of 0.635 (95% CI = 0.622-0.649). Combined Asian and European PRSs (333 single-nucleotide variations) had a hazard ratio per SD of 1.53 (95% CI = 1.37-1.71) and an area under the receiver operating curve of 0.621 (95% CI = 0.608-0.635). The distribution of the latter PRS was different across ethnic subgroups, confirming the importance of population-specific calibration for valid estimation of breast cancer risk. CONCLUSION: PRSs developed in this study, from association data from multiple ancestries, can enhance risk stratification for women of Asian ancestry.
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spelling pubmed-76124812022-03-08 Polygenic risk scores for prediction of breast cancer risk in Asian populations Ho, Weang-Kee Tai, Mei-Chee Dennis, Joe Shu, Xiang Li, Jingmei Ho, Peh Joo Millwood, Iona Y. Lin, Kuang Jee, Yon-Ho Lee, Su-Hyun Mavaddat, Nasim Bolla, Manjeet K. Wang, Qin Michailidou, Kyriaki Long, Jirong Wijaya, Eldarina Azfar Hassan, Tiara Rahmat, Kartini Tan, Veronique Kiak Mien Tan, Benita Kiat Tee Tan, Su Ming Tan, Ern Yu Lim, Swee Ho Gao, Yu-Tang Zheng, Ying Kang, Daehee Choi, Ji-Yeob Han, Wonshik Lee, Han-Byoel Kubo, Michiki Okada, Yukinori Namba, Shinichi Park, Sue K. Kim, Sung-Won Shen, Chen-Yang Wu, Pei-Ei Park, Boyoung Muir, Kenneth R. Lophatananon, Artitaya Wu, Anna H. Tseng, Chiu-Chen Matsuo, Keitaro Ito, Hidemi Kwong, Ava Chan, Tsun L. John, Esther M. Kurian, Allison W. Iwasaki, Motoki Yamaji, Taiki Kweon, Sun-Seog Aronson, Kristan J. Murphy, Rachel A. Koh, Woon-Puay Khor, Chiea-Chuen Yuan, Jian-Min Dorajoo, Rajkumar Walters, Robin G. Chen, Zhengming Li, Liming Lv, Jun Jung, Keum-Ji Kraft, Peter Pharoah, Paul D.B. Dunning, Alison M. Simard, Jacques Shu, Xiao-Ou Yip, Cheng-Har Taib, Nur Aishah Mohd Antoniou, Antonis C. Zheng, Wei Hartman, Mikael Easton, Douglas F. Teo, Soo-Hwang Genet Med Article PURPOSE: Non-European populations are under-represented in genetics studies, hindering clinical implementation of breast cancer polygenic risk scores (PRSs). We aimed to develop PRSs using the largest available studies of Asian ancestry and to assess the transferability of PRS across ethnic subgroups. METHODS: The development data set comprised 138,309 women from 17 case-control studies. PRSs were generated using a clumping and thresholding method, lasso penalized regression, an Empirical Bayes approach, a Bayesian polygenic prediction approach, or linear combinations of multiple PRSs. These PRSs were evaluated in 89,898 women from 3 prospective studies (1592 incident cases). RESULTS: The best performing PRS (genome-wide set of single-nucleotide variations [formerly single-nucleotide polymorphism]) had a hazard ratio per unit SD of 1.62 (95% CI = 1.46-1.80) and an area under the receiver operating curve of 0.635 (95% CI = 0.622-0.649). Combined Asian and European PRSs (333 single-nucleotide variations) had a hazard ratio per SD of 1.53 (95% CI = 1.37-1.71) and an area under the receiver operating curve of 0.621 (95% CI = 0.608-0.635). The distribution of the latter PRS was different across ethnic subgroups, confirming the importance of population-specific calibration for valid estimation of breast cancer risk. CONCLUSION: PRSs developed in this study, from association data from multiple ancestries, can enhance risk stratification for women of Asian ancestry. 2022-03-01 2021-12-15 /pmc/articles/PMC7612481/ /pubmed/34906514 http://dx.doi.org/10.1016/j.gim.2021.11.008 Text en https://creativecommons.org/licenses/by/4.0/This work is licensed under a CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/) International license.
spellingShingle Article
Ho, Weang-Kee
Tai, Mei-Chee
Dennis, Joe
Shu, Xiang
Li, Jingmei
Ho, Peh Joo
Millwood, Iona Y.
Lin, Kuang
Jee, Yon-Ho
Lee, Su-Hyun
Mavaddat, Nasim
Bolla, Manjeet K.
Wang, Qin
Michailidou, Kyriaki
Long, Jirong
Wijaya, Eldarina Azfar
Hassan, Tiara
Rahmat, Kartini
Tan, Veronique Kiak Mien
Tan, Benita Kiat Tee
Tan, Su Ming
Tan, Ern Yu
Lim, Swee Ho
Gao, Yu-Tang
Zheng, Ying
Kang, Daehee
Choi, Ji-Yeob
Han, Wonshik
Lee, Han-Byoel
Kubo, Michiki
Okada, Yukinori
Namba, Shinichi
Park, Sue K.
Kim, Sung-Won
Shen, Chen-Yang
Wu, Pei-Ei
Park, Boyoung
Muir, Kenneth R.
Lophatananon, Artitaya
Wu, Anna H.
Tseng, Chiu-Chen
Matsuo, Keitaro
Ito, Hidemi
Kwong, Ava
Chan, Tsun L.
John, Esther M.
Kurian, Allison W.
Iwasaki, Motoki
Yamaji, Taiki
Kweon, Sun-Seog
Aronson, Kristan J.
Murphy, Rachel A.
Koh, Woon-Puay
Khor, Chiea-Chuen
Yuan, Jian-Min
Dorajoo, Rajkumar
Walters, Robin G.
Chen, Zhengming
Li, Liming
Lv, Jun
Jung, Keum-Ji
Kraft, Peter
Pharoah, Paul D.B.
Dunning, Alison M.
Simard, Jacques
Shu, Xiao-Ou
Yip, Cheng-Har
Taib, Nur Aishah Mohd
Antoniou, Antonis C.
Zheng, Wei
Hartman, Mikael
Easton, Douglas F.
Teo, Soo-Hwang
Polygenic risk scores for prediction of breast cancer risk in Asian populations
title Polygenic risk scores for prediction of breast cancer risk in Asian populations
title_full Polygenic risk scores for prediction of breast cancer risk in Asian populations
title_fullStr Polygenic risk scores for prediction of breast cancer risk in Asian populations
title_full_unstemmed Polygenic risk scores for prediction of breast cancer risk in Asian populations
title_short Polygenic risk scores for prediction of breast cancer risk in Asian populations
title_sort polygenic risk scores for prediction of breast cancer risk in asian populations
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7612481/
https://www.ncbi.nlm.nih.gov/pubmed/34906514
http://dx.doi.org/10.1016/j.gim.2021.11.008
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