Resource profile and user guide of the Polygenic Index Repository
Joel Becker
1
,
Casper A P Burik
2
,
Grant Goldman
3
,
Nancy Wang
3
,
Hariharan Jayashankar
3
,
Michael Bennett
3
,
Daniel W. Belsky
4, 5
,
Robert Karlsson
2
,
Rafael Ahlskog
6
,
Aaron Kleinman
7
,
David A. Hinds
7
,
Michelle Agee
8, 9, 10, 11
,
BABAK ALIPANAHI
10
,
Adam Auton
8, 9, 10, 11
,
Robert K. Bell
12
,
Katarzyna Bryc
8
,
Sarah L. Elson
8
,
Pierre Fontanillas
13, 14
,
Nicholas A Furlotte
15
,
Karen E. Huber
15, 16
,
Nadia K. Litterman
17
,
Jennifer C. McCreight
17, 18
,
Matthew H. McIntyre
19
,
Joanna L. Mountain
19
,
Carrie A. M. Northover
20
,
Steven J. Pitts
21
,
J. Fah Sathirapongsasuti
21, 22
,
Olga V Sazonova
21, 22
,
Janie F. Shelton
23
,
Suyash Shringarpure
24
,
Chao Tian
25, 26
,
Joyce Y. Tung
27
,
Vladimir Vacic
2, 28
,
Catherine H. Wilson
6
,
Avshalom Caspi
29
,
David L. Corcoran
30
,
Terrie E. Moffitt
31
,
Richie Poulton
3, 32
,
Karen Sugden
1, 3
,
Benjamin S. Williams
3, 25, 26
,
Kathleen Mullan Harris
33, 34
,
Andrew Steptoe
2
3
National Bureau of Economic Research, Cambridge, USA
|
7
23andMe, Inc., Mountain View, USA
|
31
Center for Translational Bioethics and Health Care Policy, Geisinger Health System, Danville, USA
|
Publication type: Journal Article
Publication date: 2021-06-17
scimago Q1
wos Q1
SJR: 5.537
CiteScore: 31.0
Impact factor: 15.9
ISSN: 23973374
PubMed ID:
34140656
Experimental and Cognitive Psychology
Behavioral Neuroscience
Social Psychology
Abstract
Polygenic indexes (PGIs) are DNA-based predictors. Their value for research in many scientific disciplines is growing rapidly. As a resource for researchers, we used a consistent methodology to construct PGIs for 47 phenotypes in 11 datasets. To maximize the PGIs’ prediction accuracies, we constructed them using genome-wide association studies—some not previously published—from multiple data sources, including 23andMe and UK Biobank. We present a theoretical framework to help interpret analyses involving PGIs. A key insight is that a PGI can be understood as an unbiased but noisy measure of a latent variable we call the ‘additive SNP factor’. Regressions in which the true regressor is this factor but the PGI is used as its proxy therefore suffer from errors-in-variables bias. We derive an estimator that corrects for the bias, illustrate the correction, and make a Python tool for implementing it publicly available. Benjamin et al. construct polygenic indexes (DNA-based predictors) for 47 phenotypes and make them available to researchers in 11 datasets. They also present a theoretical framework and estimator to help interpret analyses using polygenic indexes.
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Metrics
118
Total citations:
118
Citations from 2024:
62
(52.54%)
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GOST
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Becker J. et al. Resource profile and user guide of the Polygenic Index Repository // Nature Human Behaviour. 2021. Vol. 5. No. 12. pp. 1744-1758.
GOST all authors (up to 50)
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Becker J. et al. Resource profile and user guide of the Polygenic Index Repository // Nature Human Behaviour. 2021. Vol. 5. No. 12. pp. 1744-1758.
Cite this
RIS
Copy
TY - JOUR
DO - 10.1038/s41562-021-01119-3
UR - https://doi.org/10.1038/s41562-021-01119-3
TI - Resource profile and user guide of the Polygenic Index Repository
T2 - Nature Human Behaviour
AU - Becker, Joel
AU - Burik, Casper A P
AU - Goldman, Grant
AU - Wang, Nancy
AU - Jayashankar, Hariharan
AU - Bennett, Michael
AU - Belsky, Daniel W.
AU - Karlsson, Robert
AU - Ahlskog, Rafael
AU - Kleinman, Aaron
AU - Hinds, David A.
AU - Agee, Michelle
AU - ALIPANAHI, BABAK
AU - Auton, Adam
AU - Bell, Robert K.
AU - Bryc, Katarzyna
AU - Elson, Sarah L.
AU - Fontanillas, Pierre
AU - Furlotte, Nicholas A
AU - Huber, Karen E.
AU - Litterman, Nadia K.
AU - McCreight, Jennifer C.
AU - McIntyre, Matthew H.
AU - Mountain, Joanna L.
AU - Northover, Carrie A. M.
AU - Pitts, Steven J.
AU - Sathirapongsasuti, J. Fah
AU - Sazonova, Olga V
AU - Shelton, Janie F.
AU - Shringarpure, Suyash
AU - Tian, Chao
AU - Tung, Joyce Y.
AU - Vacic, Vladimir
AU - Wilson, Catherine H.
AU - Caspi, Avshalom
AU - Corcoran, David L.
AU - Moffitt, Terrie E.
AU - Poulton, Richie
AU - Sugden, Karen
AU - Williams, Benjamin S.
AU - Harris, Kathleen Mullan
AU - Steptoe, Andrew
PY - 2021
DA - 2021/06/17
PB - Springer Nature
SP - 1744-1758
IS - 12
VL - 5
PMID - 34140656
SN - 2397-3374
ER -
Cite this
BibTex (up to 50 authors)
Copy
@article{2021_Becker,
author = {Joel Becker and Casper A P Burik and Grant Goldman and Nancy Wang and Hariharan Jayashankar and Michael Bennett and Daniel W. Belsky and Robert Karlsson and Rafael Ahlskog and Aaron Kleinman and David A. Hinds and Michelle Agee and BABAK ALIPANAHI and Adam Auton and Robert K. Bell and Katarzyna Bryc and Sarah L. Elson and Pierre Fontanillas and Nicholas A Furlotte and Karen E. Huber and Nadia K. Litterman and Jennifer C. McCreight and Matthew H. McIntyre and Joanna L. Mountain and Carrie A. M. Northover and Steven J. Pitts and J. Fah Sathirapongsasuti and Olga V Sazonova and Janie F. Shelton and Suyash Shringarpure and Chao Tian and Joyce Y. Tung and Vladimir Vacic and Catherine H. Wilson and Avshalom Caspi and David L. Corcoran and Terrie E. Moffitt and Richie Poulton and Karen Sugden and Benjamin S. Williams and Kathleen Mullan Harris and Andrew Steptoe and others},
title = {Resource profile and user guide of the Polygenic Index Repository},
journal = {Nature Human Behaviour},
year = {2021},
volume = {5},
publisher = {Springer Nature},
month = {jun},
url = {https://doi.org/10.1038/s41562-021-01119-3},
number = {12},
pages = {1744--1758},
doi = {10.1038/s41562-021-01119-3}
}
Cite this
MLA
Copy
Becker, Joel, et al. “Resource profile and user guide of the Polygenic Index Repository.” Nature Human Behaviour, vol. 5, no. 12, Jun. 2021, pp. 1744-1758. https://doi.org/10.1038/s41562-021-01119-3.