Combined Analysis of Matched and Unmatched Case-Control Studies: Comparison of Risk Estimates from Different Studies
Abstract
The authors propose a method to perform a combined analysis of matched and unmatched case-control studies that is based on an adaptation of logistic regression and can be performed using standard software. This methodology can be used to do pooled analyses of studies with different designs. Likelihood ratio tests can be performed to assess association, heterogeneity, or trend. The standard errors of the coefficients allow the derivation of a Wald test and the calculation of confidence intervals. Another application is to compare relative risk estimators for the same risk factors studied in different phases of a disease in an effort to explore factors that may be more important in one phase than in another. Interaction terms of risk factors with variables that code the different pooled studies can be used for this purpose. The advantage of using this method is that a formal statistical comparison can be performed in which the regression coefficients of the interaction terms estimate the relative differences in risk (odds ratio ratios) between the studies. This estimation can be adjusted for other confounder factors. Two examples of application using data from case-control studies on cervical cancer and colorectal cancer are presented to illustrate the use of this epidemiologic method.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Only five articles referred to the combination of different non-randomised studies.
“Only five articles referred to the combination of different non-randomised studies [38, 70, 75, 79, 80].”
From Methods to systematically review and meta-analyse observational studies: a systematic scoping review of recommendations (2018) · cites this paper as [80]
Cites
(1990) · Choice Reviews Online · doi:10.5860/choice.27-3338 · Cited by 35,305 · see citing works
Statistical methods in cancer research. Volume I - The analysis of case-control studies.
Breslow, N. E., & Day, N. E. (1980) · PubMed · Cited by 4,895 · see citing works
BMPD statistical software manual
Dixon, W. J. (1988) · University of California Press eBooks · Cited by 2,652 · see citing works
Logistic Disease Incidence Models and Case-Control Studies
Prentice, R. L., & Pyke, R. (1979) · Biometrika · doi:10.1093/biomet/66.3.403 · Cited by 1,086 · see citing works
Uses of ecologic analysis in epidemiologic research.
Morgenstern, H. (1982) · American Journal of Public Health · doi:10.2105/ajph.72.12.1336 · Cited by 795 · see citing works
ESTIMATION OF MULTIPLE RELATIVE RISK FUNCTIONS IN MATCHED CASE-CONTROL STUDIES
Breslow, N. E., Day, N., Halvorsen, K. T., Prentice, R. L., & SABAI, C. (1978) · American Journal of Epidemiology · doi:10.1093/oxfordjournals.aje.a112623 · Cited by 409 · see citing works
Risk factors for cervical cancer in Colombia and Spain
Bosch, F. X., Muñóz, N., de Sanjosé, S., Izarzugaza, I., Miguel Gili, A., Viladiu, P., Tormo, M., Moreo, P., Ascunce, N., Gonzalez, L. C., et al. (1992) · International Journal of Cancer · doi:10.1002/ijc.2910520514 · Cited by 304 · see citing works
Self-citationNutritional factors in colorectal cancer risk: A case‐control study in majorca
Benito, E., Stiggelbout, A. M., Bosch, F. X., Obrador, A., Kaldor, J. M., Mulet, M., & Muñóz, N. (1991) · International Journal of Cancer · doi:10.1002/ijc.2910490202 · Cited by 275 · see citing works
Self-citationA population‐based case‐control study of colorectal cancer in majorca. I. Dietary factors
Benito, E., Obrador, A., Stiggelbout, A. M., Bosch, F. X., Mulet, M., Muñoz, N., & Kaldor, J. M. (1990) · International Journal of Cancer · doi:10.1002/ijc.2910450114 · Cited by 263 · see citing works
Self-citationThe GLIM System Release 3: Generalized Linear Interactive Modeling.
McCullagh, P. J., Baker, R. J., & Nelder, J. A. (1979) · Journal of the American Statistical Association · doi:10.2307/2286440 · Cited by 230 · see citing works
Methods for Pooled Analyses of Epidemiologic Studies
Friedenreich, C. M. (1993) · Epidemiology · doi:10.1097/00001648-199307000-00004 · Cited by 181 · see citing works
The Multinomial-Poisson Transformation
Baker, S. G. (1994) · Journal of the Royal Statistical Society Series D (The Statistician) · doi:10.2307/2348134 · Cited by 136 · see citing works
Some Results on the Estimation of Logistic Models Based on Retrospective Data
Farewell, V. T. (1979) · Biometrika · doi:10.1093/biomet/66.1.27 · Cited by 98 · see citing works
MULTIPLE RELATIVE RISK FUNCTIONS IN CASE-CONTROL STUDIES1
SEIGEL, D. G., & Greenhouse, S. W. (1973) · American Journal of Epidemiology · doi:10.1093/oxfordjournals.aje.a121512 · Cited by 39 · see citing works
A METHOD FOR COMBINING MATCHED AND UNMATCHED BINARY DATA
Duffy, S. W., Rohan, T. E., & Altman, D. G. (1989) · American Journal of Epidemiology · doi:10.1093/oxfordjournals.aje.a115343 · Cited by 30 · see citing works
Data pooling in occupational studies.
Checkoway, H. (1991) · PubMed · Cited by 23 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Mueller, M., D’Addario, M., Egger, M., Cevallos, M., Dekkers, O., Mugglin, C., & Scott, P. (2018) · BMC Medical Research Methodology · doi:10.1186/s12874-018-0495-9 · Cited by 400 · see citing works
Multicenter Case-Control Study of Exposure to Environmental Tobacco Smoke and Lung Cancer in Europe
Boffetta, P., Agudo, A., Ahrens, W., Benhamou, E., Benhamou, S., Darby, S. C., Ferro, G., Fortes, C., Gonzalez, C. A., Jöckel, K., et al. (1998) · JNCI Journal of the National Cancer Institute · doi:10.1093/jnci/90.19.1440 · Cited by 279 · see citing works
Systematic reviews of trials and other studies.
Sutton, A. J., Abrams, K. R., Jones, D. R., Sheldon, T., & Сонг (1998) · Health Technology Assessment · doi:10.3310/hta2190 · Cited by 268 · see citing works
Stroke and Use of Low-Dose Oral Contraceptives in Young Women
Schwartz, S. M., Petitti, D. B., Siscovick, D. S., Longstreth, W. T., Sidney, S., Raghunathan, T. E., Quesenberry, C. P., & Kelaghan, J. W. (1998) · Stroke · doi:10.1161/01.str.29.11.2277 · Cited by 198 · see citing works
Morris, T. A., Marsh, J. J., Chiles, P. G., Magaña, M., Liang, N.-C., Soler, X., DeSantis, D. J., Ngo, D., & Woods, V. L. (2009) · Blood · doi:10.1182/blood-2009-03-208264 · Cited by 164 · see citing works
Meta‐analysis combining parallel and cross‐over clinical trials. II: Binary outcomes
Curtin, F., Elbourne, D. R., & Altman, D. G. (2002) · Statistics in Medicine · doi:10.1002/sim.1206 · Cited by 126 · see citing works
Myocardial Infarction and Use of Low-Dose Oral Contraceptives
Sidney, S., Siscovick, D. S., Petitti, D. B., Schwartz, S. M., Quesenberry, C. P., Psaty, B. M., Raghunathan, T. E., Kelaghan, J. W., & Koepsell, T. D. (1998) · Circulation · doi:10.1161/01.cir.98.11.1058 · Cited by 112 · see citing works
Characteristics of Patients Requesting and Receiving Physician-Assisted Death
Meier, D. E., Emmons, C., Litke, A., Wallenstein, S. R., & Morrison, R. S. (2003) · Archives of Internal Medicine · doi:10.1001/archinte.163.13.1537 · Cited by 71 · see citing works
Keogh, R. H., & Cox, D. R. (2014) · Cambridge University Press eBooks · doi:10.1017/cbo9781139094757 · Cited by 70 · see citing works
Lack of Replication of the GRIN2A-by-Coffee Interaction in Parkinson Disease
Ahmed, I., Lee, P., Lill, C. M., Nielsen, S. S., Artaud, F., Gallagher, L. G., Loriot, M., Mulot, C., Nacfer, M., Liu, T., et al. (2014) · PLoS Genetics · doi:10.1371/journal.pgen.1004788 · Cited by 29 · see citing works
On the covariance of two correlated log‐odds ratios
Bagos, P. G. (2012) · Statistics in Medicine · doi:10.1002/sim.4474 · Cited by 25 · see citing works
Identification of Homogeneous and Heterogeneous Variables in Pooled Cohort Studies
Cheng, X., Lu, W., & Liu, M. (2015) · Biometrics · doi:10.1111/biom.12285 · Cited by 17 · see citing works
Combining Matched and Unmatched Control Groups in Case-Control Studies
le Cessie, S., Nagelkerke, N. J. D., Rosendaal, F. R., van Stralen, K. J., Pomp, E. R., & van Houwelingen, H. C. (2008) · American Journal of Epidemiology · doi:10.1093/aje/kwn236 · Cited by 15 · see citing works
The role of multi-centre cohort studies in studying the relation between diet and cancer
Kaaks, R., & Ríboli, E. (1997) · Cancer Letters · doi:10.1016/s0304-3835(97)04678-8 · Cited by 12 · see citing works
Gebregziabher, M., Guimarães, P., Cozen, W., & Conti, D. V. (2010) · Statistics in Medicine · doi:10.1002/sim.3833 · Cited by 4 · see citing works
Ramaniuk, V. P., Nikitchenko, N. V., Savina, N. V., Kuzhir, T. D., & Гончарова, Р. И. (2015) · Russian Journal of Genetics Applied Research · doi:10.1134/s2079059715020094 · Cited by 1 · see citing works
Ramaniuk, V. P., Nikitchenko, N. V., Savina, N. V., Kuzhir, T. D., & Гончарова, Р. И. (2013) · Ecological genetics · doi:10.17816/ecogen11445-63 · Cited by 1 · see citing works
Langholz, B. M., & Richardson, D. B. (2009)
2:16α-Hydroxyestrone Metabolite Ratio and Breast Cancer: A Combined Analysis
Dallal, C. M. (2009) · D-Scholarship@Pitt (University of Pittsburgh)
- Authors
- Moreno, V., Martin, M. L., Bosch, F. X., de Sanjose, S., Torres, F., & Munoz, N.
- Affiliations
- Universitat Autònoma de Barcelona (ES)
- Duran i Reynals Hospital (ES)
- Centre international de recherche sur le cancer (FR)
- Venue
- American Journal of Epidemiology
- Publisher
- Oxford University Press (OUP)
- Published
- 1996-02-01
- Volume
- 143
- Issue
- 3
- Pages
- 293-300
- ISSN
- 0002-9262 (ISSN-L)
- 1476-6256
- OpenAlex
- W2138864933
- Cited by
- 20
- References
- 16
- Citations by year
- 2018: 1 · 2017: 1 · 2015: 2 · 2014: 2 · 2013: 1 · 2012: 1
- FWCI
- 2.02
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- American Journal of Epidemiology (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Physical Sciences › Mathematics › Statistics and Probability › Statistical Methods in Epidemiology
- Social Sciences › Decision Sciences › Statistics, Probability and Uncertainty › Meta-analysis and systematic reviews
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic Associations and Epidemiology
- Keywords
- matched case-control studies, pooled analysis, logistic regression, heterogeneity, likelihood ratio test, Wald test, confidence intervals, interaction terms, cervical cancer, colorectal cancer
- MeSH terms
- Uterine Cervical Dysplasia, Uterine Cervical Neoplasms, Colombia, Epidemiologic Methods, Female, Humans, Male, Regression Analysis, Retrospective Studies, Risk Factors, Sexual Partners, Smoking, Spain, Colorectal Neoplasms, Logistic Models, Case-Control Studies, Risk Assessment
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review