Cargando…
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...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
---|---|
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 |
_version_ | 1785123832987648000 |
---|---|
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. |
format | Online Article Text |
id | pubmed-10589633 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT litaibo thefunctionalimpactofrarevariationacrosstheregulatorycascade AT ferraronicole thefunctionalimpactofrarevariationacrosstheregulatorycascade AT stroberbenjaminj thefunctionalimpactofrarevariationacrosstheregulatorycascade AT aguetfrancois thefunctionalimpactofrarevariationacrosstheregulatorycascade AT kaselasilva thefunctionalimpactofrarevariationacrosstheregulatorycascade AT arvanitismarios thefunctionalimpactofrarevariationacrosstheregulatorycascade AT nibohan thefunctionalimpactofrarevariationacrosstheregulatorycascade AT wiellaurens thefunctionalimpactofrarevariationacrosstheregulatorycascade AT hershbergelliot thefunctionalimpactofrarevariationacrosstheregulatorycascade AT ardliekristin thefunctionalimpactofrarevariationacrosstheregulatorycascade AT arkingdane thefunctionalimpactofrarevariationacrosstheregulatorycascade AT beerrebeccal thefunctionalimpactofrarevariationacrosstheregulatorycascade AT brodyjennifer thefunctionalimpactofrarevariationacrosstheregulatorycascade AT blackwellthomasw thefunctionalimpactofrarevariationacrosstheregulatorycascade AT clishclary thefunctionalimpactofrarevariationacrosstheregulatorycascade AT gabrielstacey thefunctionalimpactofrarevariationacrosstheregulatorycascade AT gersztenrobert thefunctionalimpactofrarevariationacrosstheregulatorycascade AT guoxiuqing thefunctionalimpactofrarevariationacrosstheregulatorycascade AT guptanamrata thefunctionalimpactofrarevariationacrosstheregulatorycascade AT johnsonwcraig thefunctionalimpactofrarevariationacrosstheregulatorycascade AT lappalainentuuli thefunctionalimpactofrarevariationacrosstheregulatorycascade AT linhenryj thefunctionalimpactofrarevariationacrosstheregulatorycascade AT liuyongmei thefunctionalimpactofrarevariationacrosstheregulatorycascade AT nickersondeboraha thefunctionalimpactofrarevariationacrosstheregulatorycascade AT papanicolaougeorge thefunctionalimpactofrarevariationacrosstheregulatorycascade AT pritchardjonathank thefunctionalimpactofrarevariationacrosstheregulatorycascade AT qasbapankaj thefunctionalimpactofrarevariationacrosstheregulatorycascade AT shojaieali thefunctionalimpactofrarevariationacrosstheregulatorycascade AT smithjosh thefunctionalimpactofrarevariationacrosstheregulatorycascade AT sotoodehnianona thefunctionalimpactofrarevariationacrosstheregulatorycascade AT taylorkentd thefunctionalimpactofrarevariationacrosstheregulatorycascade AT tracyrussellp thefunctionalimpactofrarevariationacrosstheregulatorycascade AT vandenbergdavid thefunctionalimpactofrarevariationacrosstheregulatorycascade AT wheelermatthewt thefunctionalimpactofrarevariationacrosstheregulatorycascade AT richstephens thefunctionalimpactofrarevariationacrosstheregulatorycascade AT rotterjeromei thefunctionalimpactofrarevariationacrosstheregulatorycascade AT battlealexis thefunctionalimpactofrarevariationacrosstheregulatorycascade AT montgomerystephenb thefunctionalimpactofrarevariationacrosstheregulatorycascade AT litaibo functionalimpactofrarevariationacrosstheregulatorycascade AT ferraronicole functionalimpactofrarevariationacrosstheregulatorycascade AT stroberbenjaminj functionalimpactofrarevariationacrosstheregulatorycascade AT aguetfrancois functionalimpactofrarevariationacrosstheregulatorycascade AT kaselasilva functionalimpactofrarevariationacrosstheregulatorycascade AT arvanitismarios functionalimpactofrarevariationacrosstheregulatorycascade AT nibohan functionalimpactofrarevariationacrosstheregulatorycascade AT wiellaurens functionalimpactofrarevariationacrosstheregulatorycascade AT hershbergelliot functionalimpactofrarevariationacrosstheregulatorycascade AT ardliekristin functionalimpactofrarevariationacrosstheregulatorycascade AT arkingdane functionalimpactofrarevariationacrosstheregulatorycascade AT beerrebeccal functionalimpactofrarevariationacrosstheregulatorycascade AT brodyjennifer functionalimpactofrarevariationacrosstheregulatorycascade AT blackwellthomasw functionalimpactofrarevariationacrosstheregulatorycascade AT clishclary functionalimpactofrarevariationacrosstheregulatorycascade AT gabrielstacey functionalimpactofrarevariationacrosstheregulatorycascade AT gersztenrobert functionalimpactofrarevariationacrosstheregulatorycascade AT guoxiuqing functionalimpactofrarevariationacrosstheregulatorycascade AT guptanamrata functionalimpactofrarevariationacrosstheregulatorycascade AT johnsonwcraig functionalimpactofrarevariationacrosstheregulatorycascade AT lappalainentuuli functionalimpactofrarevariationacrosstheregulatorycascade AT linhenryj functionalimpactofrarevariationacrosstheregulatorycascade AT liuyongmei functionalimpactofrarevariationacrosstheregulatorycascade AT nickersondeboraha functionalimpactofrarevariationacrosstheregulatorycascade AT papanicolaougeorge functionalimpactofrarevariationacrosstheregulatorycascade AT pritchardjonathank functionalimpactofrarevariationacrosstheregulatorycascade AT qasbapankaj functionalimpactofrarevariationacrosstheregulatorycascade AT shojaieali functionalimpactofrarevariationacrosstheregulatorycascade AT smithjosh functionalimpactofrarevariationacrosstheregulatorycascade AT sotoodehnianona functionalimpactofrarevariationacrosstheregulatorycascade AT taylorkentd functionalimpactofrarevariationacrosstheregulatorycascade AT tracyrussellp functionalimpactofrarevariationacrosstheregulatorycascade AT vandenbergdavid functionalimpactofrarevariationacrosstheregulatorycascade AT wheelermatthewt functionalimpactofrarevariationacrosstheregulatorycascade AT richstephens functionalimpactofrarevariationacrosstheregulatorycascade AT rotterjeromei functionalimpactofrarevariationacrosstheregulatorycascade AT battlealexis functionalimpactofrarevariationacrosstheregulatorycascade AT montgomerystephenb functionalimpactofrarevariationacrosstheregulatorycascade |