ArticleComputational biology and chemistry2011
Effective sample size: Quick estimation of the effect of related samples in genetic case-control association analyses.
Article in Computational biology and chemistry, 2011. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers, 3 of them syntheses that pooled it.
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Who cites it
14 citing papers in PubMed, 3 syntheses or guidelines pooled it, 23 citations in OpenAlex.
- GhostKnockoff inference empowers identification of putative causal variants in genome-wide association studies.Nature communications · 2022Pooled it
- Association study in African-admixed populations across the Americas recapitulates asthma risk loci in non-African populations.Nature communications · 2019Pooled it
- Transferability and fine mapping of type 2 diabetes loci in African Americans: the Candidate Gene Association Resource Plus Study.Diabetes · 2013Pooled it
- Detection ofAnimals : an open access journal from MDPI · 2025Article
- Beyond standard pipeline and p < 0.05 in pathway enrichment analyses.Computational biology and chemistry · 2021Review
- Analysis of Association Between Dietary Intake and Red Blood Cell Count Results in Remission Ulcerative Colitis Individuals.Medicina (Kaunas, Lithuania) · 2019Article
- Learning Bayesian Networks from Correlated Data.Scientific reports · 2016Article
- Role of Established Type 2 Diabetes-Susceptibility Genetic Variants in a High Prevalence American Indian Population.Diabetes · 2015Article
- On the Question of Effective Sample Size in Network Modeling: An Asymptotic Inquiry.Statistical science : a review journal of the Institute of Mathematical Statistics · 2015Article
- Characteristics of canonical intrinsic connectivity networks across tasks and monozygotic twin pairs.Human brain mapping · 2014Article
- Genetic and neurophysiological correlates of the age of onset of alcohol use disorders in adolescents and young adults.Behavior genetics · 2013Article
- Analysis of family- and population-based samples in cohort genome-wide association studies.Human genetics · 2012Article
- The TNF-α -308 Promoter Gene Polymorphism and Chronic HBV Infection.Hepatitis research and treatment · 2012Article
- A comparison of founder-only and all-pedigree-members genotype-expression association by regression analysis.BMC proceedings · 2007Article
Corrections and comments
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Authors and funding
6 authors at 3 institutions in 2 countries.
Funding
Abstract
Affected relatives are essential for pedigree linkage analysis, however, they cause a violation of the independent sample assumption in case-control association studies. To avoid the correlation between samples, a common practice is to take only one affected sample per pedigree in association analysis. Although several methods exist in handling correlated samples, they are still not widely used in part because these are not easily implemented, or because they are not widely known. We advocate the effective sample size method as a simple and accessible approach for case-control association analysis with correlated samples. This method modifies the chi-square test statistic, p-value, and 95% confidence interval of the odds-ratio by replacing the apparent number of allele or genotype counts with the effective ones in the standard formula, without the need for specialized computer programs. We present a simple formula for calculating effective sample size for many types of relative pairs and relative sets. For allele frequency estimation, the effective sample size method captures the variance inflation exactly. For genotype frequency, simulations showed that effective sample size provides a satisfactory approximation. A gene which is previously identified as a type 1 diabetes susceptibility locus, the interferon-induced helicase gene (IFIH1), is shown to be significantly associated with rheumatoid arthritis when the effective sample size method is applied. This significant association is not established if only one affected sib per pedigree were used in the association analysis. Relationship between the effective sample size method and other methods - the generalized estimation equation, variance of eigenvalues for correlation matrices, and genomic controls - are discussed.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.