Volume 21, Issue 1
Research Article

Sample size requirements for matched case‐control studies of gene–environment interaction

W. James Gauderman

Corresponding Author

E-mail address: jimg@usc.edu

Department of Preventive Medicine, University of Southern California, CA, U.S.A.

Department of Preventive Medicine, University of Southern California, 1540 Alcazar St, Suite 220, Los Angeles, CA 90089, U.S.A.Search for more papers by this author
First published: 21 December 2001
Citations: 418

Abstract

Consideration of gene–environment (G×E) interaction is becoming increasingly important in the design of new epidemiologic studies. We present a method for computing required sample size or power to detect G×E interaction in the context of three specific designs: the standard matched case‐control; the case‐sibling, and the case‐parent designs. The method is based on computation of the expected value of the likelihood ratio test statistic, assuming that the data will be analysed using conditional logistic regression. Comparisons of required sample sizes indicate that the family‐based designs (case‐sibling and case‐parent) generally require fewer matched sets than the case‐control design to achieve the same power for detecting a G×E interaction. The case‐sibling design is most efficient when studying a dominant gene, while the case‐parent design is preferred for a recessive gene. Methods are also presented for computing sample size when matched sets are obtained from a stratified population, for example, when the population consists of multiple ethnic groups. A software program that implements the method is freely available, and may be downloaded from the website http://hydra.usc.edu/gxe. Copyright © 2002 John Wiley & Sons, Ltd.

Number of times cited according to CrossRef: 418

  • Genome-wide association study of Buruli ulcer in rural Benin highlights role of two LncRNAs and the autophagy pathway, Communications Biology, 10.1038/s42003-020-0920-6, 3, 1, (2020).
  • Genetic and polygenic risk score analysis for Alzheimer's disease in the Chinese population, Alzheimer's & Dementia: Diagnosis, Assessment & Disease Monitoring, 10.1002/dad2.12074, 12, 1, (2020).
  • Association of functional IL16 polymorphisms with cancer and cardiovascular disease: a meta-analysis, Oncotarget, 10.18632/oncotarget.27715, 11, 36, (3405), (2020).
  • Variants in the RARRES2 gene are associated with serum chemerin and increase the risk of diabetic kidney disease in type 2 diabetes, International Journal of Biological Macromolecules, 10.1016/j.ijbiomac.2020.10.030, (2020).
  • Variation in genes implicated in B‐cell development and antibody production affects susceptibility to pemphigus, Immunology, 10.1111/imm.13259, 0, 0, (2020).
  • Validation in a Brazilian population of gene markers of periodontitis previously investigated by GWAS and bioinformatic studies, Journal of Periodontology, 10.1002/JPER.20-0126, 0, 0, (2020).
  • Influence of inflammasome NLRP3, and IL1B and IL2 gene polymorphisms in periodontitis susceptibility, PLOS ONE, 10.1371/journal.pone.0227905, 15, 1, (e0227905), (2020).
  • BAIAP2 rs8079781, postnatal smoking exposure, and emotional problems in Japanese children aged 5 years: the Kyushu Okinawa Maternal and Child Health Study, Journal of Neural Transmission, 10.1007/s00702-020-02203-0, (2020).
  • Applicability of Obesity-Related SNPs and Their Effect Size Measures Defined on Populations with European Ancestry for Genetic Risk Estimation among Roma, Genes, 10.3390/genes11050516, 11, 5, (516), (2020).
  • Association of IL16 polymorphisms with periodontitis in Brazilians: A case- control study, PLOS ONE, 10.1371/journal.pone.0239101, 15, 9, (e0239101), (2020).
  • Case-only analysis of gene–gene interactions in inflammatory bowel disease, Scandinavian Journal of Gastroenterology, 10.1080/00365521.2020.1790646, (1-10), (2020).
  • Genetic Variants of the MTMR 9 Gene Are Associated with NonSpecific Intellectual Disability: A Family-Based Association Study , Genetic Testing and Molecular Biomarkers, 10.1089/gtmb.2020.0145, (2020).
  • Genetic interaction between placental growth factor and vascular endothelial growth factor A in psoriasis, Clinical and Experimental Dermatology, 10.1111/ced.14102, 45, 3, (302-308), (2019).
  • Circulating Lysophosphatidylcholines, Phosphatidylcholines, Ceramides, and Sphingomyelins and Ovarian Cancer Risk: A 23-Year Prospective Study, JNCI: Journal of the National Cancer Institute, 10.1093/jnci/djz195, 112, 6, (628-636), (2019).
  • Nordic OCD & Related Disorders Consortium: Rationale, design, and methods, American Journal of Medical Genetics Part B: Neuropsychiatric Genetics, 10.1002/ajmg.b.32756, 183, 1, (38-50), (2019).
  • Haplin power analysis: a software module for power and sample size calculations in genetic association analyses of family triads and unrelated controls, BMC Bioinformatics, 10.1186/s12859-019-2727-3, 20, 1, (2019).
  • Mutation and association analyses of dementia-causal genes in Han Chinese patients with early-onset and familial Alzheimer's disease, Journal of Psychiatric Research, 10.1016/j.jpsychires.2019.03.026, 113, (141-147), (2019).
  • Gene–Lifestyle Interactions in Longevity, The Cambridge Handbook of Successful Aging, 10.1017/9781316677018, (91-109), (2019).
  • Multifactorial Inheritance and Complex Diseases, Emery and Rimoin's Principles and Practice of Medical Genetics and Genomics, 10.1016/B978-0-12-812537-3.00011-1, (323-358), (2019).
  • Genome‐wide association analysis of dementia and its clinical endophenotypes reveal novel loci associated with Alzheimer's disease and three causality networks: The GR@ACE project, Alzheimer's & Dementia, 10.1016/j.jalz.2019.06.4950, 15, 10, (1333-1347), (2019).
  • In vivo measures of tau burden are associated with atrophy in early Braak stage medial temporal lobe regions in amyloid‐negative individuals, Alzheimer's & Dementia, 10.1016/j.jalz.2019.05.009, 15, 10, (1286-1295), (2019).
  • Kallikarein‐related peptidase 3 common genetic variant and the risk of prostate cancer, Journal of Cellular Biochemistry, 10.1002/jcb.28743, 120, 9, (14822-14830), (2019).
  • Association between interleukin‐10 gene polymorphisms and severe chronic periodontitis, Oral Diseases, 10.1111/odi.13114, 25, 6, (1619-1626), (2019).
  • Mitochondrial DNA Haplogroup N9a Negatively Correlates with Incidence of Hepatocellular Carcinoma in Northern China, Molecular Therapy - Nucleic Acids, 10.1016/j.omtn.2019.09.001, 18, (332-340), (2019).
  • A Unified Model for the Analysis of Gene-Environment Interaction, American Journal of Epidemiology, 10.1093/aje/kwy278, (2019).
  • GWAS and PheWAS of red blood cell components in a Northern Nevadan cohort, PLOS ONE, 10.1371/journal.pone.0218078, 14, 6, (e0218078), (2019).
  • Pharmacogenomics of statin-related myopathy: Meta-analysis of rare variants from whole-exome sequencing, PLOS ONE, 10.1371/journal.pone.0218115, 14, 6, (e0218115), (2019).
  • Analysis of Genetic Association of Intestinal Permeability in Healthy First-degree Relatives of Patients with Crohn’s Disease, Inflammatory Bowel Diseases, 10.1093/ibd/izz116, (2019).
  • Interleukin 10 gene promoter polymorphisms (rs1800896, rs1800871 and rs1800872) and haplotypes are associated with the activity of systemic lupus erythematosus and IL10 levels in an Iranian population, International Journal of Immunogenetics, 10.1111/iji.12407, 46, 1, (20-30), (2018).
  • Whole-exome sequencing in maya indigenous families: variant in PPP1R3A is associated with type 2 diabetes, Molecular Genetics and Genomics, 10.1007/s00438-018-1453-2, 293, 5, (1205-1216), (2018).
  • Genetic association of the cytochrome c oxidase-related genes with Alzheimer’s disease in Han Chinese, Neuropsychopharmacology, 10.1038/s41386-018-0144-3, 43, 11, (2264-2276), (2018).
  • Role of wnt5a in Metabolic Inflammation in Humans, The Journal of Clinical Endocrinology & Metabolism, 10.1210/jc.2018-01007, 103, 11, (4253-4264), (2018).
  • Missense Variants in HIF1A and LACC1 Contribute to Leprosy Risk in Han Chinese, The American Journal of Human Genetics, 10.1016/j.ajhg.2018.03.006, 102, 5, (794-805), (2018).
  • ITIH3 and ITIH4 polymorphisms and depressive symptoms during pregnancy in Japan: the Kyushu Okinawa Maternal and Child Health Study, Journal of Neural Transmission, 10.1007/s00702-018-1905-1, 125, 10, (1503-1509), (2018).
  • Genome‐wide mapping of plasma protein QTLs identifies putatively causal genes and pathways for cardiovascular disease, Nature Communications, 10.1038/s41467-018-05512-x, 9, 1, (2018).
  • Interaction between job stress and the BDNF Val66Met polymorphism affects depressive symptoms in Chinese healthcare workers, Journal of Affective Disorders, 10.1016/j.jad.2018.04.089, 236, (157-163), (2018).
  • Splicing variant of WDFY4 augments MDA5 signalling and the risk of clinically amyopathic dermatomyositis , Annals of the Rheumatic Diseases, 10.1136/annrheumdis-2017-212149, 77, 4, (602-611), (2018).
  • Is smoking heaviness causally associated with alcohol use? A Mendelian randomization study in four European cohorts, International Journal of Epidemiology, 10.1093/ije/dyy027, 47, 4, (1098-1105), (2018).
  • A pleiotropic effect of the gene: association of polymorphisms with multibacillary leprosy in Han Chinese from Southwest China, British Journal of Dermatology, 10.1111/bjd.16020, 178, 4, (931-939), (2018).
  • Association between PLA2G12A polymorphism and patients with schizophrenia in a southern Chinese Han population, Human Psychopharmacology: Clinical and Experimental, 10.1002/hup.2654, 33, 2, (2018).
  • Complement C7 is a novel risk gene for Alzheimer's disease in Han Chinese , National Science Review, 10.1093/nsr/nwy127, (2018).
  • A meta-analysis of Italian and Estonian individuals shows an effect of common variants in HMGCR to blood apoB levels , Biomarkers in Medicine, 10.2217/bmm-2017-0431, (2018).
  • FUT2 genotype and secretory status are not associated with fecal microbial composition and inferred function in healthy subjects, Gut Microbes, 10.1080/19490976.2018.1445956, (1-12), (2018).
  • The Arc Gene Confers Genetic Susceptibility to Alzheimer’s Disease in Han Chinese, Molecular Neurobiology, 10.1007/s12035-017-0397-6, 55, 2, (1217-1226), (2017).
  • Incorporating Functional Genomic Information to Enhance Polygenic Signal and Identify Variants Involved in Gene‐by‐Environment Interaction for Young Adult Alcohol Problems, Alcoholism: Clinical and Experimental Research, 10.1111/acer.13551, 42, 2, (413-423), (2017).
  • Genetic analysis of 11 gene in Chinese patients with cryptorchidism, Andrologia, 10.1111/and.12790, 50, 1, (2017).
  • Vitamin D receptor gene polymorphisms, smoking, and risk of sporadic Parkinson’s disease in Japan, Neuroscience Letters, 10.1016/j.neulet.2017.02.037, 643, (97-102), (2017).
  • Association between DBH 19 bp insertion/deletion polymorphism and cognition in schizophrenia with and without tardive dyskinesia, Schizophrenia Research, 10.1016/j.schres.2016.10.028, 182, (104-109), (2017).
  • Pharmacogenetics of Ketamine-Induced Emergence Phenomena, Nursing Research, 10.1097/NNR.0000000000000197, 66, 2, (105-114), (2017).
  • Role of serum MMP-9 levels and vitamin D receptor polymorphisms in the susceptibility to coronary artery disease: An association study in Iranian population, Gene, 10.1016/j.gene.2017.07.060, 628, (295-300), (2017).
  • Genetic Interactions with Age, Sex, Body Mass Index, and Hypertension in Relation to Atrial Fibrillation: The AFGen Consortium, Scientific Reports, 10.1038/s41598-017-09396-7, 7, 1, (2017).
  • GWAS identifies population-specific new regulatory variants in FUT6 associated with plasma B12 concentrations in Indians, Human Molecular Genetics, 10.1093/hmg/ddx071, 26, 13, (2551-2564), (2017).
  • A Genome-Wide Association Study to Identify Single-Nucleotide Polymorphisms for Acute Kidney Injury, American Journal of Respiratory and Critical Care Medicine, 10.1164/rccm.201603-0518OC, 195, 4, (482-490), (2017).
  • Replicated evidence for aminoacylase 3 and nephrin gene variations to predict antihypertensive drug responses, Pharmacogenomics, 10.2217/pgs-2016-0204, 18, 5, (445-458), (2017).
  • Introducing the Microbiome into Precision Medicine, Trends in Pharmacological Sciences, 10.1016/j.tips.2016.10.001, 38, 1, (81-91), (2017).
  • The mtDNA replication-related genes TFAM and POLG are associated with leprosy in Han Chinese from Southwest China, Journal of Dermatological Science, 10.1016/j.jdermsci.2017.09.001, 88, 3, (349-356), (2017).
  • The antihypertensive MTHFR gene polymorphism rs17367504-G is a possible novel protective locus for preeclampsia, Journal of Hypertension, 10.1097/HJH.0000000000001131, 35, 1, (132-139), (2017).
  • Effects of crack cocaine addiction and stress-related genes on peripheral BDNF levels, Journal of Psychiatric Research, 10.1016/j.jpsychires.2017.02.011, 90, (78-85), (2017).
  • The IL18 Promoter Polymorphism, rs1946518, Is Associated with the Risk of Periodontitis in Japanese Women: The Kyushu Okinawa Maternal and Child Health Study, The Tohoku Journal of Experimental Medicine, 10.1620/tjem.243.159, 243, 3, (159-164), (2017).
  • Genetics of Spontaneous Intracerebral Hemorrhage, Stroke, 10.1161/STROKEAHA.117.017072, 48, 12, (3420-3424), (2017).
  • Genetic Factors Interact With Tobacco Smoke to Modify Risk for Inflammatory Bowel Disease in Humans and Mice, Gastroenterology, 10.1053/j.gastro.2017.05.010, 153, 2, (550-565), (2017).
  • Oral Clefts, Maternal Smoking, and TGFA: A Meta-Analysis of Gene-Environment Interaction, The Cleft Palate-Craniofacial Journal, 10.1597/02-128.1, 42, 1, (58-63), (2017).
  • A chromosome 5q31.1 locus associates with tuberculin skin test reactivity in HIV-positive individuals from tuberculosis hyper-endemic regions in east Africa, PLOS Genetics, 10.1371/journal.pgen.1006710, 13, 6, (e1006710), (2017).
  • Investigation of common, low-frequency and rare genome-wide variation in anorexia nervosa, Molecular Psychiatry, 10.1038/mp.2017.88, (2017).
  • Genome-Wide Association Study of Heavy Smoking and Daily/Nondaily Smoking in the Hispanic Community Health Study/Study of Latinos (HCHS/SOL), Nicotine & Tobacco Research, 10.1093/ntr/ntx107, (2017).
  • Functional polymorphism of the renalase gene is associated with cardiac hypertrophy in female patients with aortic stenosis, PLOS ONE, 10.1371/journal.pone.0186729, 12, 10, (e0186729), (2017).
  • Gene–Environment Interactions in Preventive Medicine: Current Status and Expectations for the Future, International Journal of Molecular Sciences, 10.3390/ijms18020302, 18, 2, (302), (2017).
  • Investigation of the genetic overlap between rheumatoid arthritis and psoriatic arthritis in a Greek population, Scandinavian Journal of Rheumatology, 10.1080/03009742.2016.1199734, 46, 3, (180-186), (2016).
  • Rare Genetic Variants of the Transthyretin Gene Are Associated with Alzheimer’s Disease in Han Chinese, Molecular Neurobiology, 10.1007/s12035-016-0065-2, 54, 7, (5192-5200), (2016).
  • CYP1A1, GSTM1 and GSTT1 genetic polymorphisms and gastric cancer risk among Japanese: A nested case–control study within a large‐scale population‐based prospective study, International Journal of Cancer, 10.1002/ijc.30130, 139, 4, (759-768), (2016).
  • Fine mapping of the GWAS loci identifies SLC35D1 and IL23R as potential risk genes for leprosy, Journal of Dermatological Science, 10.1016/j.jdermsci.2016.09.018, 84, 3, (322-329), (2016).
  • Genome-Wide Association of the Laboratory-Based Nicotine Metabolite Ratio in Three Ancestries, Nicotine & Tobacco Research, 10.1093/ntr/ntw117, 18, 9, (1837-1844), (2016).
  • PARK16 polymorphisms, interaction with smoking, and sporadic Parkinson's disease in Japan, Journal of the Neurological Sciences, 10.1016/j.jns.2016.01.021, 362, (47-52), (2016).
  • Childhood gene-environment interactions and age-dependent effects of genetic variants associated with refractive error and myopia: The CREAM Consortium, Scientific Reports, 10.1038/srep25853, 6, 1, (2016).
  • A vitamin D pathway gene–gene interaction affects low-density lipoprotein cholesterol levels, The Journal of Nutritional Biochemistry, 10.1016/j.jnutbio.2016.08.002, 38, (12-17), (2016).
  • Identification of TRPCs genetic variants that modify risk for lung cancer based on the pathway and two-stage study, Meta Gene, 10.1016/j.mgene.2016.07.005, 9, (191-196), (2016).
  • Common variants in the PARL and PINK1 genes increase the risk to leprosy in Han Chinese from South China, Scientific Reports, 10.1038/srep37086, 6, 1, (2016).
  • Maternal single nucleotide polymorphisms in the fatty acid desaturase 1 and 2 coding regions modify the impact of prenatal supplementation with DHA on birth weight, The American Journal of Clinical Nutrition, 10.3945/ajcn.115.121244, 103, 4, (1171-1178), (2016).
  • Galectin-3 Is Associated with Restrictive Lung Disease and Interstitial Lung Abnormalities, American Journal of Respiratory and Critical Care Medicine, 10.1164/rccm.201509-1753OC, 194, 1, (77-83), (2016).
  • The Tohoku Medical Megabank Project: Design and Mission, Journal of Epidemiology, 10.2188/jea.JE20150268, 26, 9, (493-511), (2016).
  • Interaction between GPR120 p.R270H loss-of-function variant and dietary fat intake on incident type 2 diabetes risk in the D.E.S.I.R. study, Nutrition, Metabolism and Cardiovascular Diseases, 10.1016/j.numecd.2016.04.010, 26, 10, (931-936), (2016).
  • A Locus at 5q33.3 Confers Resistance to Tuberculosis in Highly Susceptible Individuals, The American Journal of Human Genetics, 10.1016/j.ajhg.2016.01.015, 98, 3, (514-524), (2016).
  • Effects of corticotropin-releasing hormone receptor 1 SNPs on major depressive disorder are influenced by sex and smoking status, Journal of Affective Disorders, 10.1016/j.jad.2016.08.008, 205, (282-288), (2016).
  • Association study between near-MC4R variants and obesity-related variables in Portuguese young adults, Gene Reports, 10.1016/j.genrep.2016.09.011, 5, (98-101), (2016).
  • CYP2C8 and SLCO1B1 Variants and Therapeutic Response to Thiazolidinediones in Patients With Type 2 Diabetes , Diabetes Care, 10.2337/dc15-2464, 39, 11, (1902-1908), (2016).
  • Renin–angiotensin–aldosterone system gene polymorphisms in gestational hypertension and preeclampsia: A case–control gene-association study, Scientific Reports, 10.1038/srep38030, 6, 1, (2016).
  • Genetic associations at 53 loci highlight cell types and biological pathways relevant for kidney function, Nature Communications, 10.1038/ncomms10023, 7, 1, (2016).
  • Genetic variants of the MAVS, MITA and MFN2 genes are not associated with leprosy in Han Chinese from Southwest China, Infection, Genetics and Evolution, 10.1016/j.meegid.2016.08.021, 45, (105-110), (2016).
  • Genome-wide gene-environment interaction analysis of pesticide exposure and risk of Parkinson's disease, Parkinsonism & Related Disorders, 10.1016/j.parkreldis.2016.08.002, 32, (25-30), (2016).
  • Catestatin Gly364Ser Variant Alters Systemic Blood Pressure and the Risk for Hypertension in Human Populations via Endothelial Nitric Oxide Pathway, Hypertension, 10.1161/HYPERTENSIONAHA.116.06568, 68, 2, (334-347), (2016).
  • Fine-mapping, novel loci identification, and SNP association transferability in a genome-wide association study of QRS duration in African Americans, Human Molecular Genetics, 10.1093/hmg/ddw284, 25, 19, (4350-4368), (2016).
  • Association of polymorphisms in genes of factors involved in regulation of splicing of cystic fibrosis transmembrane conductance regulator mRNA with acute respiratory distress syndrome in children with pneumonia, Critical Care, 10.1186/s13054-016-1454-7, 20, 1, (2016).
  • The Trilogy of GxE: Conceptualization, Operationalization, and Application, Developmental Psychopathology, 10.1002/9781119125556, (1-52), (2016).
  • Convergent evidence from systematic analysis of GWAS revealed genetic basis of esophageal cancer, Oncotarget, 10.18632/oncotarget.10133, 7, 28, (44621-44629), (2016).
  • Genetic association analysis of N‐methyl‐d‐aspartate receptor subunit gene GRIN2B and clinical response to clozapine, Human Psychopharmacology: Clinical and Experimental, 10.1002/hup.2519, 31, 2, (121-134), (2016).
  • Muscle strength is associated with vitamin D receptor gene variants, Journal of Orthopaedic Research, 10.1002/jor.23220, 34, 11, (2031-2037), (2016).
  • PER1 rs3027172 Genotype Interacts with Early Life Stress to Predict Problematic Alcohol Use, but Not Reward-Related Ventral Striatum Activity, Frontiers in Psychology, 10.3389/fpsyg.2016.00464, 7, (2016).
  • A thrifty variant in CREBRF strongly influences body mass index in Samoans, Nature Genetics, 10.1038/ng.3620, 48, 9, (1049-1054), (2016).
  • Confirmation of an IRAK3 polymorphism as a genetic marker predicting response to anti-TNF treatment in rheumatoid arthritis, The Pharmacogenomics Journal, 10.1038/tpj.2016.66, (2016).
  • Rare CNVs in Suicide Attempt include Schizophrenia-Associated Loci and Neurodevelopmental Genes: A Pilot Genome-Wide and Family-Based Study, PLOS ONE, 10.1371/journal.pone.0168531, 11, 12, (e0168531), (2016).
  • See more

The full text of this article hosted at iucr.org is unavailable due to technical difficulties.