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Incorporating Alternative Polygenic Risk Scores into the BOADICEA Breast Cancer Risk Prediction Model
BACKGROUND: The multifactorial risk prediction model BOADICEA enables identification of women at higher or lower risk of developing breast cancer. BOADICEA models genetic susceptibility in terms of the effects of rare variants in breast cancer susceptibility genes and a polygenic component, decompos...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Association for Cancer Research
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9986688/ https://www.ncbi.nlm.nih.gov/pubmed/36649146 http://dx.doi.org/10.1158/1055-9965.EPI-22-0756 |
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author | Mavaddat, Nasim Ficorella, Lorenzo Carver, Tim Lee, Andrew Cunningham, Alex P. Lush, Michael Dennis, Joe Tischkowitz, Marc Downes, Kate Hu, Donglei Hahnen, Eric Schmutzler, Rita K. Stockley, Tracy L. Downs, Gregory S. Zhang, Tong Chiarelli, Anna M. Bojesen, Stig E. Liu, Cong Chung, Wendy K. Pardo, Monica Feliubadaló, Lidia Balmaña, Judith Simard, Jacques Antoniou, Antonis C. Easton, Douglas F. |
author_facet | Mavaddat, Nasim Ficorella, Lorenzo Carver, Tim Lee, Andrew Cunningham, Alex P. Lush, Michael Dennis, Joe Tischkowitz, Marc Downes, Kate Hu, Donglei Hahnen, Eric Schmutzler, Rita K. Stockley, Tracy L. Downs, Gregory S. Zhang, Tong Chiarelli, Anna M. Bojesen, Stig E. Liu, Cong Chung, Wendy K. Pardo, Monica Feliubadaló, Lidia Balmaña, Judith Simard, Jacques Antoniou, Antonis C. Easton, Douglas F. |
author_sort | Mavaddat, Nasim |
collection | PubMed |
description | BACKGROUND: The multifactorial risk prediction model BOADICEA enables identification of women at higher or lower risk of developing breast cancer. BOADICEA models genetic susceptibility in terms of the effects of rare variants in breast cancer susceptibility genes and a polygenic component, decomposed into an unmeasured and a measured component - the polygenic risk score (PRS). The current version was developed using a 313 SNP PRS. Here, we evaluated approaches to incorporating this PRS and alternative PRS in BOADICEA. METHODS: The mean, SD, and proportion of the overall polygenic component explained by the PRS (α(2)) need to be estimated. [Formula: see text] was estimated using logistic regression, where the age-specific log-OR is constrained to be a function of the age-dependent polygenic relative risk in BOADICEA; and using a retrospective likelihood (RL) approach that models, in addition, the unmeasured polygenic component. RESULTS: Parameters were computed for 11 PRS, including 6 variations of the 313 SNP PRS used in clinical trials and implementation studies. The logistic regression approach underestimates [Formula: see text] , as compared with the RL estimates. The RL [Formula: see text] estimates were very close to those obtained by assuming proportionality to the OR per 1 SD, with the constant of proportionality estimated using the 313 SNP PRS. Small variations in the SNPs included in the PRS can lead to large differences in the mean. CONCLUSIONS: BOADICEA can be readily adapted to different PRS in a manner that maintains consistency of the model. IMPACT: : The methods described facilitate comprehensive breast cancer risk assessment. |
format | Online Article Text |
id | pubmed-9986688 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | American Association for Cancer Research |
record_format | MEDLINE/PubMed |
spelling | pubmed-99866882023-03-07 Incorporating Alternative Polygenic Risk Scores into the BOADICEA Breast Cancer Risk Prediction Model Mavaddat, Nasim Ficorella, Lorenzo Carver, Tim Lee, Andrew Cunningham, Alex P. Lush, Michael Dennis, Joe Tischkowitz, Marc Downes, Kate Hu, Donglei Hahnen, Eric Schmutzler, Rita K. Stockley, Tracy L. Downs, Gregory S. Zhang, Tong Chiarelli, Anna M. Bojesen, Stig E. Liu, Cong Chung, Wendy K. Pardo, Monica Feliubadaló, Lidia Balmaña, Judith Simard, Jacques Antoniou, Antonis C. Easton, Douglas F. Cancer Epidemiol Biomarkers Prev Research Articles BACKGROUND: The multifactorial risk prediction model BOADICEA enables identification of women at higher or lower risk of developing breast cancer. BOADICEA models genetic susceptibility in terms of the effects of rare variants in breast cancer susceptibility genes and a polygenic component, decomposed into an unmeasured and a measured component - the polygenic risk score (PRS). The current version was developed using a 313 SNP PRS. Here, we evaluated approaches to incorporating this PRS and alternative PRS in BOADICEA. METHODS: The mean, SD, and proportion of the overall polygenic component explained by the PRS (α(2)) need to be estimated. [Formula: see text] was estimated using logistic regression, where the age-specific log-OR is constrained to be a function of the age-dependent polygenic relative risk in BOADICEA; and using a retrospective likelihood (RL) approach that models, in addition, the unmeasured polygenic component. RESULTS: Parameters were computed for 11 PRS, including 6 variations of the 313 SNP PRS used in clinical trials and implementation studies. The logistic regression approach underestimates [Formula: see text] , as compared with the RL estimates. The RL [Formula: see text] estimates were very close to those obtained by assuming proportionality to the OR per 1 SD, with the constant of proportionality estimated using the 313 SNP PRS. Small variations in the SNPs included in the PRS can lead to large differences in the mean. CONCLUSIONS: BOADICEA can be readily adapted to different PRS in a manner that maintains consistency of the model. IMPACT: : The methods described facilitate comprehensive breast cancer risk assessment. American Association for Cancer Research 2023-03-06 2023-01-13 /pmc/articles/PMC9986688/ /pubmed/36649146 http://dx.doi.org/10.1158/1055-9965.EPI-22-0756 Text en ©2023 The Authors; Published by the American Association for Cancer Research https://creativecommons.org/licenses/by/4.0/This open access article is distributed under the Creative Commons Attribution 4.0 International (CC BY 4.0) license. |
spellingShingle | Research Articles Mavaddat, Nasim Ficorella, Lorenzo Carver, Tim Lee, Andrew Cunningham, Alex P. Lush, Michael Dennis, Joe Tischkowitz, Marc Downes, Kate Hu, Donglei Hahnen, Eric Schmutzler, Rita K. Stockley, Tracy L. Downs, Gregory S. Zhang, Tong Chiarelli, Anna M. Bojesen, Stig E. Liu, Cong Chung, Wendy K. Pardo, Monica Feliubadaló, Lidia Balmaña, Judith Simard, Jacques Antoniou, Antonis C. Easton, Douglas F. Incorporating Alternative Polygenic Risk Scores into the BOADICEA Breast Cancer Risk Prediction Model |
title | Incorporating Alternative Polygenic Risk Scores into the BOADICEA Breast Cancer Risk Prediction Model |
title_full | Incorporating Alternative Polygenic Risk Scores into the BOADICEA Breast Cancer Risk Prediction Model |
title_fullStr | Incorporating Alternative Polygenic Risk Scores into the BOADICEA Breast Cancer Risk Prediction Model |
title_full_unstemmed | Incorporating Alternative Polygenic Risk Scores into the BOADICEA Breast Cancer Risk Prediction Model |
title_short | Incorporating Alternative Polygenic Risk Scores into the BOADICEA Breast Cancer Risk Prediction Model |
title_sort | incorporating alternative polygenic risk scores into the boadicea breast cancer risk prediction model |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9986688/ https://www.ncbi.nlm.nih.gov/pubmed/36649146 http://dx.doi.org/10.1158/1055-9965.EPI-22-0756 |
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