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Updated: Aug 13, 2025

Large-Scale Multi-Omics Genome-Wide Association Studies Mo-GWAS: Guidelines for Sample Preparation and Normalization
Published on: July 27, 2021
Sample Size Calculation in Genetic Association Studies: A Practical Approach
Cristina Politi1, Stefanos Roumeliotis2, Giovanni Tripepi1
1Clinical Epidemiology and Renal Diseases and Hypertension Unit, Institute of Clinical Physiology (IFC), National Research Council (CNR), 89124 Reggio Calabria, Italy.
Abstract:
Genetic association studies, testing the relationship between genetic variants and disease status, are useful tools for identifying genes that grant susceptibility to complex disorders. In such studies, an inadequate sample size may provide unreliable results: a small sample is unable to accurately describe the population, whereas a large sample makes the study expensive and complex to run. However, in genetic association studies, the sample size calculation is often overlooked or inadequately assessed for the small number of parameters included. In light of this, herein we list and discuss the role of the statistical and genetic parameters to be considered in the sample size calculation, show examples reporting incorrect estimation and, by using a genetic software program, we provide a practical approach for the assessment of the adequate sample size in a hypothetical study aimed at analyzing a gene-disease association.
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