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The functional impact of rare variation across the regulatory cascade

Each human genome has tens of thousands of rare genetic variants; however, identifying impactful rare variants remains a major challenge. We demonstrate how use of personal multi-omics can enable identification of impactful rare variants by using the Multi-Ethnic Study of Atherosclerosis, which incl...

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Autores principales: Li, Taibo, Ferraro, Nicole, Strober, Benjamin J., Aguet, Francois, Kasela, Silva, Arvanitis, Marios, Ni, Bohan, Wiel, Laurens, Hershberg, Elliot, Ardlie, Kristin, Arking, Dan E., Beer, Rebecca L., Brody, Jennifer, Blackwell, Thomas W., Clish, Clary, Gabriel, Stacey, Gerszten, Robert, Guo, Xiuqing, Gupta, Namrata, Johnson, W. Craig, Lappalainen, Tuuli, Lin, Henry J., Liu, Yongmei, Nickerson, Deborah A., Papanicolaou, George, Pritchard, Jonathan K., Qasba, Pankaj, Shojaie, Ali, Smith, Josh, Sotoodehnia, Nona, Taylor, Kent D., Tracy, Russell P., Van Den Berg, David, Wheeler, Matthew T., Rich, Stephen S., Rotter, Jerome I., Battle, Alexis, Montgomery, Stephen B.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10589633/
https://www.ncbi.nlm.nih.gov/pubmed/37868038
http://dx.doi.org/10.1016/j.xgen.2023.100401
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author Li, Taibo
Ferraro, Nicole
Strober, Benjamin J.
Aguet, Francois
Kasela, Silva
Arvanitis, Marios
Ni, Bohan
Wiel, Laurens
Hershberg, Elliot
Ardlie, Kristin
Arking, Dan E.
Beer, Rebecca L.
Brody, Jennifer
Blackwell, Thomas W.
Clish, Clary
Gabriel, Stacey
Gerszten, Robert
Guo, Xiuqing
Gupta, Namrata
Johnson, W. Craig
Lappalainen, Tuuli
Lin, Henry J.
Liu, Yongmei
Nickerson, Deborah A.
Papanicolaou, George
Pritchard, Jonathan K.
Qasba, Pankaj
Shojaie, Ali
Smith, Josh
Sotoodehnia, Nona
Taylor, Kent D.
Tracy, Russell P.
Van Den Berg, David
Wheeler, Matthew T.
Rich, Stephen S.
Rotter, Jerome I.
Battle, Alexis
Montgomery, Stephen B.
author_facet Li, Taibo
Ferraro, Nicole
Strober, Benjamin J.
Aguet, Francois
Kasela, Silva
Arvanitis, Marios
Ni, Bohan
Wiel, Laurens
Hershberg, Elliot
Ardlie, Kristin
Arking, Dan E.
Beer, Rebecca L.
Brody, Jennifer
Blackwell, Thomas W.
Clish, Clary
Gabriel, Stacey
Gerszten, Robert
Guo, Xiuqing
Gupta, Namrata
Johnson, W. Craig
Lappalainen, Tuuli
Lin, Henry J.
Liu, Yongmei
Nickerson, Deborah A.
Papanicolaou, George
Pritchard, Jonathan K.
Qasba, Pankaj
Shojaie, Ali
Smith, Josh
Sotoodehnia, Nona
Taylor, Kent D.
Tracy, Russell P.
Van Den Berg, David
Wheeler, Matthew T.
Rich, Stephen S.
Rotter, Jerome I.
Battle, Alexis
Montgomery, Stephen B.
author_sort Li, Taibo
collection PubMed
description Each human genome has tens of thousands of rare genetic variants; however, identifying impactful rare variants remains a major challenge. We demonstrate how use of personal multi-omics can enable identification of impactful rare variants by using the Multi-Ethnic Study of Atherosclerosis, which included several hundred individuals, with whole-genome sequencing, transcriptomes, methylomes, and proteomes collected across two time points, 10 years apart. We evaluated each multi-omics phenotype’s ability to separately and jointly inform functional rare variation. By combining expression and protein data, we observed rare stop variants 62 times and rare frameshift variants 216 times as frequently as controls, compared to 13–27 times as frequently for expression or protein effects alone. We extended a Bayesian hierarchical model, “Watershed,” to prioritize specific rare variants underlying multi-omics signals across the regulatory cascade. With this approach, we identified rare variants that exhibited large effect sizes on multiple complex traits including height, schizophrenia, and Alzheimer’s disease.
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spelling pubmed-105896332023-10-22 The functional impact of rare variation across the regulatory cascade Li, Taibo Ferraro, Nicole Strober, Benjamin J. Aguet, Francois Kasela, Silva Arvanitis, Marios Ni, Bohan Wiel, Laurens Hershberg, Elliot Ardlie, Kristin Arking, Dan E. Beer, Rebecca L. Brody, Jennifer Blackwell, Thomas W. Clish, Clary Gabriel, Stacey Gerszten, Robert Guo, Xiuqing Gupta, Namrata Johnson, W. Craig Lappalainen, Tuuli Lin, Henry J. Liu, Yongmei Nickerson, Deborah A. Papanicolaou, George Pritchard, Jonathan K. Qasba, Pankaj Shojaie, Ali Smith, Josh Sotoodehnia, Nona Taylor, Kent D. Tracy, Russell P. Van Den Berg, David Wheeler, Matthew T. Rich, Stephen S. Rotter, Jerome I. Battle, Alexis Montgomery, Stephen B. Cell Genom Article Each human genome has tens of thousands of rare genetic variants; however, identifying impactful rare variants remains a major challenge. We demonstrate how use of personal multi-omics can enable identification of impactful rare variants by using the Multi-Ethnic Study of Atherosclerosis, which included several hundred individuals, with whole-genome sequencing, transcriptomes, methylomes, and proteomes collected across two time points, 10 years apart. We evaluated each multi-omics phenotype’s ability to separately and jointly inform functional rare variation. By combining expression and protein data, we observed rare stop variants 62 times and rare frameshift variants 216 times as frequently as controls, compared to 13–27 times as frequently for expression or protein effects alone. We extended a Bayesian hierarchical model, “Watershed,” to prioritize specific rare variants underlying multi-omics signals across the regulatory cascade. With this approach, we identified rare variants that exhibited large effect sizes on multiple complex traits including height, schizophrenia, and Alzheimer’s disease. Elsevier 2023-09-06 /pmc/articles/PMC10589633/ /pubmed/37868038 http://dx.doi.org/10.1016/j.xgen.2023.100401 Text en © 2023 The Author(s) https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Li, Taibo
Ferraro, Nicole
Strober, Benjamin J.
Aguet, Francois
Kasela, Silva
Arvanitis, Marios
Ni, Bohan
Wiel, Laurens
Hershberg, Elliot
Ardlie, Kristin
Arking, Dan E.
Beer, Rebecca L.
Brody, Jennifer
Blackwell, Thomas W.
Clish, Clary
Gabriel, Stacey
Gerszten, Robert
Guo, Xiuqing
Gupta, Namrata
Johnson, W. Craig
Lappalainen, Tuuli
Lin, Henry J.
Liu, Yongmei
Nickerson, Deborah A.
Papanicolaou, George
Pritchard, Jonathan K.
Qasba, Pankaj
Shojaie, Ali
Smith, Josh
Sotoodehnia, Nona
Taylor, Kent D.
Tracy, Russell P.
Van Den Berg, David
Wheeler, Matthew T.
Rich, Stephen S.
Rotter, Jerome I.
Battle, Alexis
Montgomery, Stephen B.
The functional impact of rare variation across the regulatory cascade
title The functional impact of rare variation across the regulatory cascade
title_full The functional impact of rare variation across the regulatory cascade
title_fullStr The functional impact of rare variation across the regulatory cascade
title_full_unstemmed The functional impact of rare variation across the regulatory cascade
title_short The functional impact of rare variation across the regulatory cascade
title_sort functional impact of rare variation across the regulatory cascade
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10589633/
https://www.ncbi.nlm.nih.gov/pubmed/37868038
http://dx.doi.org/10.1016/j.xgen.2023.100401
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