Costs and benefits of environmental data in investigations of gene-disease associations

The inclusion of environmental exposure data may be beneficial, in terms of statistical power, to investigation of gene-disease association when it exists. However, resources invested in obtaining exposure data could instead be applied to measure disease status and genotype on more subjects. In a co...

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Main Author: Luo, Hao
Language:English
Published: University of British Columbia 2012
Online Access:http://hdl.handle.net/2429/43080
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spelling ndltd-LACETR-oai-collectionscanada.gc.ca-BVAU.-430802013-06-05T04:21:03ZCosts and benefits of environmental data in investigations of gene-disease associationsLuo, HaoThe inclusion of environmental exposure data may be beneficial, in terms of statistical power, to investigation of gene-disease association when it exists. However, resources invested in obtaining exposure data could instead be applied to measure disease status and genotype on more subjects. In a cohort study setting, we consider the tradeoff between measuring only disease status and genotype for a larger study sample and measuring disease status, genotype, and environmental exposure for a smaller study sample, under the ‘Mendelian randomization’ assumption that the environmental exposure is independent of genotype in the study population. We focus on the power of tests for gene-disease association, applied in situations where a gene modifies risk of disease due to particular exposure without a main effect of gene on disease. Our results are equally applicable to exploratory genome-wide association studies and more hypothesis-driven candidate gene investigations. We further consider the impact of misclassification for environmental exposures. We find that under a wide range of circumstances research resources should be allocated to genotyping larger groups of individuals, to achieve a higher power for detecting presence of gene-environment interactions by studying genedisease association.University of British Columbia2012-08-29T21:33:51Z2012-08-29T21:33:51Z20122012-08-292012-11Electronic Thesis or Dissertationhttp://hdl.handle.net/2429/43080eng
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language English
sources NDLTD
description The inclusion of environmental exposure data may be beneficial, in terms of statistical power, to investigation of gene-disease association when it exists. However, resources invested in obtaining exposure data could instead be applied to measure disease status and genotype on more subjects. In a cohort study setting, we consider the tradeoff between measuring only disease status and genotype for a larger study sample and measuring disease status, genotype, and environmental exposure for a smaller study sample, under the ‘Mendelian randomization’ assumption that the environmental exposure is independent of genotype in the study population. We focus on the power of tests for gene-disease association, applied in situations where a gene modifies risk of disease due to particular exposure without a main effect of gene on disease. Our results are equally applicable to exploratory genome-wide association studies and more hypothesis-driven candidate gene investigations. We further consider the impact of misclassification for environmental exposures. We find that under a wide range of circumstances research resources should be allocated to genotyping larger groups of individuals, to achieve a higher power for detecting presence of gene-environment interactions by studying genedisease association.
author Luo, Hao
spellingShingle Luo, Hao
Costs and benefits of environmental data in investigations of gene-disease associations
author_facet Luo, Hao
author_sort Luo, Hao
title Costs and benefits of environmental data in investigations of gene-disease associations
title_short Costs and benefits of environmental data in investigations of gene-disease associations
title_full Costs and benefits of environmental data in investigations of gene-disease associations
title_fullStr Costs and benefits of environmental data in investigations of gene-disease associations
title_full_unstemmed Costs and benefits of environmental data in investigations of gene-disease associations
title_sort costs and benefits of environmental data in investigations of gene-disease associations
publisher University of British Columbia
publishDate 2012
url http://hdl.handle.net/2429/43080
work_keys_str_mv AT luohao costsandbenefitsofenvironmentaldataininvestigationsofgenediseaseassociations
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