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An exploration of genetic association tests for disease risk and age at onset.

Publication ,  Journal Article
Martin, ER; Gao, XR; Li, Y-J
Published in: Genet Epidemiol
April 2021

Risk genes influence the chance of an individual developing disease over their lifetime, although the age at onset (AAO) genes influence disease timing. These two categories are not disjoint; a gene that influences AAO might also appear to influence the risk. When an allele influences both AAO and risk, a reasonable question is whether we would have more power to detect association using a statistical test based on risk or AAO. To address this question, we compared power analytically for the Cochran-Armitage trend case-control test for risk and a linear regression case-only test for AAO. We also used simulations to compare the power of these tests with a 2-degree of freedom joint test (which combines the risk and AAO statistics) and the Cox proportional hazards survival model testing AAO (with censored data in controls). We found that when there is little heterogeneity, the case-control risk test has more power than the case-only AAO test (with equivalent sample sizes), but when the model is complex (e.g., with heterogeneity or reduced penetrance), the relationship reverses. The joint test generally outperforms the risk or AAO test alone and ultimately is our recommendation as a powerful alternative in many scenarios.

Duke Scholars

Published In

Genet Epidemiol

DOI

EISSN

1098-2272

Publication Date

April 2021

Volume

45

Issue

3

Start / End Page

249 / 279

Location

United States

Related Subject Headings

  • Proportional Hazards Models
  • Models, Genetic
  • Humans
  • Epidemiology
  • Case-Control Studies
  • Alleles
  • Age of Onset
  • 4202 Epidemiology
  • 3105 Genetics
  • 1117 Public Health and Health Services
 

Citation

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Martin, E. R., Gao, X. R., & Li, Y.-J. (2021). An exploration of genetic association tests for disease risk and age at onset. Genet Epidemiol, 45(3), 249–279. https://doi.org/10.1002/gepi.22368
Martin, Eden R., Xiaoyi R. Gao, and Yi-Ju Li. “An exploration of genetic association tests for disease risk and age at onset.Genet Epidemiol 45, no. 3 (April 2021): 249–79. https://doi.org/10.1002/gepi.22368.
Martin ER, Gao XR, Li Y-J. An exploration of genetic association tests for disease risk and age at onset. Genet Epidemiol. 2021 Apr;45(3):249–79.
Martin, Eden R., et al. “An exploration of genetic association tests for disease risk and age at onset.Genet Epidemiol, vol. 45, no. 3, Apr. 2021, pp. 249–79. Pubmed, doi:10.1002/gepi.22368.
Martin ER, Gao XR, Li Y-J. An exploration of genetic association tests for disease risk and age at onset. Genet Epidemiol. 2021 Apr;45(3):249–279.
Journal cover image

Published In

Genet Epidemiol

DOI

EISSN

1098-2272

Publication Date

April 2021

Volume

45

Issue

3

Start / End Page

249 / 279

Location

United States

Related Subject Headings

  • Proportional Hazards Models
  • Models, Genetic
  • Humans
  • Epidemiology
  • Case-Control Studies
  • Alleles
  • Age of Onset
  • 4202 Epidemiology
  • 3105 Genetics
  • 1117 Public Health and Health Services