Last updated:
ID:
24983
Start date:
16 February 2017
Project status:
Current
Principal investigator:
Dr Manuel Rivas
Lead institution:
Stanford University, United States of America

This proposal seeks access to UK Biobank data to support efforts to generate effect therapeutic hypotheses from genomic and hospital in-patient data. We have developed novel statistical methods to assess the impact of genetic variation across a broad range of disease outcomes. We plan to take advantage of the tree structure of the ICD-10 codes to improve inference. By doing so we hope to prioritize genetic effects that are consistent with a protective profile. This will result in a set of therapeutic hypotheses that academics, pharmaceutical companies, and the public may be able to pursue.

The research we plan is in agreement with the stated aim of UK Biobank ?research intended to improve the prevention, diagnosis and treatment of illness and the promotion of health throughout society?.

By communicating to the public the set of therapeutic hypotheses we can generate from the data that has been generated by UK Biobank we hope that this will expedite interest in drug development from these insights. We will combine assessments of genetic associations with the tree-structure of ICD-10 codes and apply new statistical learning techniques to the summary data.

A special class of genetic variants that we will focus on are protein-truncating variants (PTVs), commonly referred to as loss-of-function variants. Scanning for protective PTVs has been a successful strategy. These protective genetic variants reveal a process that is safe (naturally occurs in healthy adults) and effective (proven to reduce risk of disease).

The full cohort.

Related publications

Author(s)
Emily Flynn, Yosuke Tanigawa, Fatima Rodriguez, Russ B. Altman, Nasa Sinnott-Armstrong, Manuel A. Rivas
Journal
European Journal of Human Genetics
Author(s)
Julián N. Acosta, Natalia Szejko, Cameron P. Both, Kevin Vanent, Rommell B. Noche, Thomas M. Gill, Charles C. Matouk, Kevin N. Sheth, Murat Gunel,…
Journal
Stroke
  • brain
Author(s)
Michael Wainberg, Anubha Mahajan, Anshul Kundaje, Mark I. McCarthy, Erik Ingelsson, Nasa Sinnott-Armstrong, Manuel A. Rivas
Journal
PLOS Medicine
  • nutrition and metabolism
Author(s)
Junyang Qian, Yosuke Tanigawa, Ruilin Li, Robert Tibshirani, Manuel A Rivas, Trevor Hastie
Journal
The Annals of Applied Statistics
Author(s)
Guhan Ram Venkataraman, Christopher DeBoever, Yosuke Tanigawa, Matthew Aguirre, Alexander G Ioannidis, Hakhamanesh Mostafavi, Chris C A Spencer, Timothy Poterba, Carlos D Bustamante, Mark…
Journal
American Journal of Human Genetics
Author(s)
Gregory McInnes, Yosuke Tanigawa, Chris DeBoever, Adam Lavertu, Julia Eve Olivieri, Matthew Aguirre, Manuel A Rivas
Journal
Bioinformatics
Author(s)
Christopher DeBoever, Yosuke Tanigawa, Malene E. Lindholm, Greg McInnes, Adam Lavertu, Erik Ingelsson, Chris Chang, Euan A. Ashley, Carlos D. Bustamante, Mark J. Daly,…
Journal
Nature Communications
Author(s)
Douglas M. Ruderfer, Colin G. Walsh, Matthew W. Aguirre, Yosuke Tanigawa, Jessica D. Ribeiro, Joseph C. Franklin, Manuel A. Rivas
Journal
Molecular Psychiatry
Author(s)
David Bonet, May Levin, Daniel Mas Montserrat, Alexander G Ioannidis
Journal
Biocomputing
Author(s)
Hakhamanesh Mostafavi, Jeffrey P. Spence, Sahin Naqvi, Jonathan K. Pritchard
Journal
Nature Genetics
Author(s)
Nasa Sinnott-Armstrong, Yosuke Tanigawa, David Amar, Nina Mars, Christian Benner, Matthew Aguirre, Guhan Ram Venkataraman, Michael Wainberg, Hanna M. Ollila, Tuomo Kiiskinen, Aki S.…
Journal
Nature Genetics
  • heart and blood vessels
  • nutrition and metabolism
  • reproductive and urinary health
Author(s)
Ruilin Li, Christopher Chang, Yosuke Tanigawa, Balasubramanian Narasimhan, Trevor Hastie, Robert Tibshirani, Manuel A Rivas
Journal
Bioinformatics
Author(s)
Goncalo Abecasis, Aris Baras, Michael Cantor, Giovanni Coppola, Andrew Deubler, Aris Economides, Katia Karalis, Luca A. Lotta, John D. Overton, Jeffrey G. Reid, Katherine…
Journal
Nature Genetics
  • heart and blood vessels
Author(s)
Courtney J Smith, Nasa Sinnott-Armstrong, Anna Cichońska, Heli Julkunen, Eric B Fauman, Peter Würtz, Jonathan K Pritchard
Journal
eLife
Author(s)
Craig Smail, Nicole M. Ferraro, Qin Hui, Matthew G. Durrant, Matthew Aguirre, Yosuke Tanigawa, Marissa R. Keever-Keigher, Abhiram S. Rao, Johanne M. Justesen, Xin…
Journal
American Journal of Human Genetics
  • nutrition and metabolism
Author(s)
Yosuke Tanigawa, Junyang Qian, Guhan Venkataraman, Johanne Marie Justesen, Ruilin Li, Robert Tibshirani, Trevor Hastie, Manuel A. Rivas
Journal
PLOS Genetics

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