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Embryo Screening for Polygenic Disease Risk: Recent Advances and Ethical Considerations

Machine learning methods applied to large genomic datasets (such as those used in GWAS) have led to the creation of polygenic risk scores (PRSs) that can be used identify individuals who are at highly elevated risk for important disease conditions, such as coronary artery disease (CAD), diabetes, hy...

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Autores principales: Tellier, Laurent C. A. M., Eccles, Jennifer, Treff, Nathan R., Lello, Louis, Fishel, Simon, Hsu, Stephen
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8393569/
https://www.ncbi.nlm.nih.gov/pubmed/34440279
http://dx.doi.org/10.3390/genes12081105
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author Tellier, Laurent C. A. M.
Eccles, Jennifer
Treff, Nathan R.
Lello, Louis
Fishel, Simon
Hsu, Stephen
author_facet Tellier, Laurent C. A. M.
Eccles, Jennifer
Treff, Nathan R.
Lello, Louis
Fishel, Simon
Hsu, Stephen
author_sort Tellier, Laurent C. A. M.
collection PubMed
description Machine learning methods applied to large genomic datasets (such as those used in GWAS) have led to the creation of polygenic risk scores (PRSs) that can be used identify individuals who are at highly elevated risk for important disease conditions, such as coronary artery disease (CAD), diabetes, hypertension, breast cancer, and many more. PRSs have been validated in large population groups across multiple continents and are under evaluation for widespread clinical use in adult health. It has been shown that PRSs can be used to identify which of two individuals is at a lower disease risk, even when these two individuals are siblings from a shared family environment. The relative risk reduction (RRR) from choosing an embryo with a lower PRS (with respect to one chosen at random) can be quantified by using these sibling results. New technology for precise embryo genotyping allows more sophisticated preimplantation ranking with better results than the current method of selection that is based on morphology. We review the advances described above and discuss related ethical considerations.
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spelling pubmed-83935692021-08-28 Embryo Screening for Polygenic Disease Risk: Recent Advances and Ethical Considerations Tellier, Laurent C. A. M. Eccles, Jennifer Treff, Nathan R. Lello, Louis Fishel, Simon Hsu, Stephen Genes (Basel) Article Machine learning methods applied to large genomic datasets (such as those used in GWAS) have led to the creation of polygenic risk scores (PRSs) that can be used identify individuals who are at highly elevated risk for important disease conditions, such as coronary artery disease (CAD), diabetes, hypertension, breast cancer, and many more. PRSs have been validated in large population groups across multiple continents and are under evaluation for widespread clinical use in adult health. It has been shown that PRSs can be used to identify which of two individuals is at a lower disease risk, even when these two individuals are siblings from a shared family environment. The relative risk reduction (RRR) from choosing an embryo with a lower PRS (with respect to one chosen at random) can be quantified by using these sibling results. New technology for precise embryo genotyping allows more sophisticated preimplantation ranking with better results than the current method of selection that is based on morphology. We review the advances described above and discuss related ethical considerations. MDPI 2021-07-21 /pmc/articles/PMC8393569/ /pubmed/34440279 http://dx.doi.org/10.3390/genes12081105 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Tellier, Laurent C. A. M.
Eccles, Jennifer
Treff, Nathan R.
Lello, Louis
Fishel, Simon
Hsu, Stephen
Embryo Screening for Polygenic Disease Risk: Recent Advances and Ethical Considerations
title Embryo Screening for Polygenic Disease Risk: Recent Advances and Ethical Considerations
title_full Embryo Screening for Polygenic Disease Risk: Recent Advances and Ethical Considerations
title_fullStr Embryo Screening for Polygenic Disease Risk: Recent Advances and Ethical Considerations
title_full_unstemmed Embryo Screening for Polygenic Disease Risk: Recent Advances and Ethical Considerations
title_short Embryo Screening for Polygenic Disease Risk: Recent Advances and Ethical Considerations
title_sort embryo screening for polygenic disease risk: recent advances and ethical considerations
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8393569/
https://www.ncbi.nlm.nih.gov/pubmed/34440279
http://dx.doi.org/10.3390/genes12081105
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