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Utility of Genetic Testing in Addition to Mammography for Determining Risk of Breast Cancer Depends on Patient Age
While screening and treatment have sharply reduced breast cancer mortality in the past 50 years, more targeted diagnostic testing may improve the accuracy and efficiency of care. Our retrospective, age-matched, case-control study evaluated the differential value of mammography and genetic variants t...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Medical Informatics Association
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5961791/ https://www.ncbi.nlm.nih.gov/pubmed/29888046 |
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author | Feld, Shara I. Fan, Jun Yuan, Ming Wu, Yirong Woo, Kaitlin M. Alexandridis, Roxana Burnside, Elizabeth S. |
author_facet | Feld, Shara I. Fan, Jun Yuan, Ming Wu, Yirong Woo, Kaitlin M. Alexandridis, Roxana Burnside, Elizabeth S. |
author_sort | Feld, Shara I. |
collection | PubMed |
description | While screening and treatment have sharply reduced breast cancer mortality in the past 50 years, more targeted diagnostic testing may improve the accuracy and efficiency of care. Our retrospective, age-matched, case-control study evaluated the differential value of mammography and genetic variants to predict breast cancer depending on patient age. We developed predictive models using logistic regression with group lasso comparing (1) diagnostic mammography findings, (2) selected genetic variants, and (3) a combination of both. For women older than 60, mammography features were most predictive of breast cancer risk (imaging AUC = 0.74, genetic variants AUC = 0.54, combined AUC = 0.71). For women younger than 60 there is additional benefit to obtaining genetic testing (imaging AUC = 0.69, genetic variants AUC = 0.70, combined AUC = 0.72). In summary, genetic testing supplements mammography in younger women while mammography appears sufficient in older women for breast cancer risk prediction. |
format | Online Article Text |
id | pubmed-5961791 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | American Medical Informatics Association |
record_format | MEDLINE/PubMed |
spelling | pubmed-59617912018-06-08 Utility of Genetic Testing in Addition to Mammography for Determining Risk of Breast Cancer Depends on Patient Age Feld, Shara I. Fan, Jun Yuan, Ming Wu, Yirong Woo, Kaitlin M. Alexandridis, Roxana Burnside, Elizabeth S. AMIA Jt Summits Transl Sci Proc Articles While screening and treatment have sharply reduced breast cancer mortality in the past 50 years, more targeted diagnostic testing may improve the accuracy and efficiency of care. Our retrospective, age-matched, case-control study evaluated the differential value of mammography and genetic variants to predict breast cancer depending on patient age. We developed predictive models using logistic regression with group lasso comparing (1) diagnostic mammography findings, (2) selected genetic variants, and (3) a combination of both. For women older than 60, mammography features were most predictive of breast cancer risk (imaging AUC = 0.74, genetic variants AUC = 0.54, combined AUC = 0.71). For women younger than 60 there is additional benefit to obtaining genetic testing (imaging AUC = 0.69, genetic variants AUC = 0.70, combined AUC = 0.72). In summary, genetic testing supplements mammography in younger women while mammography appears sufficient in older women for breast cancer risk prediction. American Medical Informatics Association 2018-05-18 /pmc/articles/PMC5961791/ /pubmed/29888046 Text en ©2018 AMIA - All rights reserved. This is an Open Access article: verbatim copying and redistribution of this article are permitted in all media for any purpose |
spellingShingle | Articles Feld, Shara I. Fan, Jun Yuan, Ming Wu, Yirong Woo, Kaitlin M. Alexandridis, Roxana Burnside, Elizabeth S. Utility of Genetic Testing in Addition to Mammography for Determining Risk of Breast Cancer Depends on Patient Age |
title | Utility of Genetic Testing in Addition to Mammography for Determining Risk of Breast Cancer Depends on Patient Age |
title_full | Utility of Genetic Testing in Addition to Mammography for Determining Risk of Breast Cancer Depends on Patient Age |
title_fullStr | Utility of Genetic Testing in Addition to Mammography for Determining Risk of Breast Cancer Depends on Patient Age |
title_full_unstemmed | Utility of Genetic Testing in Addition to Mammography for Determining Risk of Breast Cancer Depends on Patient Age |
title_short | Utility of Genetic Testing in Addition to Mammography for Determining Risk of Breast Cancer Depends on Patient Age |
title_sort | utility of genetic testing in addition to mammography for determining risk of breast cancer depends on patient age |
topic | Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5961791/ https://www.ncbi.nlm.nih.gov/pubmed/29888046 |
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