Statistical Aspects of the Analysis of Data From Retrospective Studies of Disease
Abstract
The role and limitations of retrospective investigations of factors possibly associated with the occurrence of a disease are discussed and their relationship to forward-type studies emphasized. Examples of situations in which misleading associations could arise through the use of inappropriate control groups are presented. The possibility of misleading associations may be minimized by controlling or matching on factors which could produce such associations; the statistical analysis will then be modified. Statistical methodology is presented for analyzing retrospective study data, including chi-square measures of statistical significance of the observed association between the disease and the factor under study, and measures for interpreting the association in terms of an increased relative risk of disease. An extension of the chi-square test to the situation where data are subclassified by factors controlled in the analysis is given. A summary relative risk formula, R, is presented and discussed in connection with the problem of weighting the individual subcategory relative risks according to their importance or their precision. Alternative relative-risk formulas, R1, R2, R3, and R4, which require the calculation of subcategory-adjusted proportions of the study factor among diseased persons and controls for the computation of relative risks, are discussed. While these latter formulas may be useful in many instances, they may be biased or inconsistent and are not, in fact, ave…
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Limitations of the Application of Fourfold Table Analysis to Hospital Data
Berkson, J. (1946) · Biometrics Bulletin · doi:10.2307/3002000 · Cited by 1,810 · see citing works
Wynder, E., & Graham, E. A. (1950) · Journal of the American Medical Association · doi:10.1001/jama.1950.02910390001001 · Cited by 906 · see citing works
On the Mode of the Communication of Cholera
Johnson-Laird, P. N. (2008) · Oxford University Press eBooks · doi:10.1093/acprof:oso/9780199551330.003.0027 · Cited by 850 · see citing works
Satterthwaite, F. E. (1941) · Psychometrika · doi:10.1007/bf02288586 · Cited by 832 · see citing works
Cornfield, J. (1951) · JNCI Journal of the National Cancer Institute · doi:10.1093/jnci/11.6.1269 · Cited by 696 · see citing works
Relationship Between Cancer of Stomach and the ABO Blood Groups
Aird, I., Bentall, H. H., & Roberts, J. A. (1953) · BMJ · doi:10.1136/bmj.1.4814.799 · Cited by 675 · see citing works
Study of the Aetiology of Carcinoma of the Lung
Doll, R., & Hill, A. B. (1952) · BMJ · doi:10.1136/bmj.2.4797.1271 · Cited by 563 · see citing works
A STATISTICAL PROBLEM ARISING FROM RETROSPECTIVE STUDIES
Cornfield, J. (1956) · University of California Press eBooks · doi:10.1525/9780520350717-010 · Cited by 395 · see citing works
A Study of Environmental Factors in Carcinoma of the Cervix
Wynder, E. L., Cornfield, J., Schroff, P. D., & Doraiswami, K. R. (1954) · American Journal of Obstetrics and Gynecology · doi:10.1016/s0002-9378(16)38400-9 · Cited by 209 · see citing works
Contagiousness of Puerperal Fever
HOLMES, O. W. (1843) · BMJ · doi:10.1136/bmj.s1-6.157.541 · Cited by 173 · see citing works
Lung Cancer Death Rates among Non-Smokers and Pipe and Cigarette Smokers
Stocks, P., & Campbell, J. M. (1955) · BMJ · doi:10.1136/bmj.2.4945.923 · Cited by 164 · see citing works
The relationship of cancer of the female breast to artificial menopause and marital status
Lilienfeld, A. M. (1956) · Cancer · doi:10.1002/1097-0142(195609/10)9:5 · Cited by 143 · see citing works
Occupations and Cigarette Smoking as Factors in Lung Cancer
Breslow, L., Hoaglin, L. L., Rasmussen, G., & Abrams, H. K. (1954) · American Journal of Public Health and the Nations Health · doi:10.2105/ajph.44.2.171 · Cited by 137 · see citing works
Tobacco smoking habits and cancer of the mouth and respiratory system.
Mills, C. A., & Porter, M. M. (1950) · PubMed · Cited by 113 · see citing works
Greenwood, M., & Yule, G. U. (1914) · Journal Of The Royal Statistical Society · doi:10.2307/2339801 · Cited by 112 · see citing works
AN EPIDEMIOLOGICAL STUDY ON CANCER IN JAPAN
Segi, M., Fukushima, I., Fujisaku, S., Kurihara, M., Saito, S., Asano, K., & Kamoi, M. (1957) · doi:10.20772/cancersci1907.48.suppl_1 · Cited by 111 · see citing works
Lane-Claypon, J. E. (1926) · Cited by 109 · see citing works
Haenszel, W. M. (1958) · JNCI Journal of the National Cancer Institute · doi:10.1093/jnci/21.2.213 · Cited by 109 · see citing works
Self-citationStatistics—Servant of All Science
Neyman, J. (1955) · Science · doi:10.1126/science.122.3166.401 · Cited by 103 · see citing works
The Association of Smoking with Cancer of the Urinary Bladder in Humans
Lilienfeld, A. M. (1956) · Archives of Internal Medicine · doi:10.1001/archinte.1956.00250260001001 · Cited by 86 · see citing works
The Statistical Association Between Smoking and Carcinoma of the Lung
Sadowsky, D. A., Gilliam, A. G., & Cornfield, J. (1953) · JNCI Journal of the National Cancer Institute · doi:10.1093/jnci/13.5.1237 · Cited by 77 · see citing works
The ætiology of Gastric Carcinoma Elucidated by a Study of 302 Pedigrees
VIDEBAEK, A., & Mosbech, J. (1954) · Acta Medica Scandinavica · doi:10.1111/j.0954-6820.1954.tb11422.x · Cited by 70 · see citing works
Cancer of the Uterine Cervix and Social Conditions
Stocks, P. (1955) · British Journal of Cancer · doi:10.1038/bjc.1955.51 · Cited by 64 · see citing works
Winkelstein, W., Stenchever, M. A., & Lilienfeld, A. M. (1958) · Journal of Chronic Diseases · doi:10.1016/0021-9681(58)90085-7 · Cited by 59 · see citing works
Some Epidemiological Aspects of Leukemia in Children
Manning, M. D., & Carroll, B. E. (1957) · JNCI Journal of the National Cancer Institute · doi:10.1093/jnci/19.6.1087 · Cited by 52 · see citing works
Wynder, E. L., Bross, I. J., Cornfield, J., & O'Donnell, W. E. (1956) · New England Journal of Medicine · doi:10.1056/nejm195612132552401 · Cited by 52 · see citing works
Cancer of the Bladder and Infestation with Schistosoma hematobium
Mustacchi, P. O., & Shimkin, M. B. (1958) · JNCI Journal of the National Cancer Institute · doi:10.1093/jnci/20.4.825 · Cited by 47 · see citing works
Some applications of biometry in the collection and evaluation of medical data
Dorn, H. F. (1955) · Journal of Chronic Diseases · doi:10.1016/0021-9681(55)90221-6 · Cited by 46 · see citing works
A Retrospective Study of Lung Cancer in Women 2
Haenszel, W. M., Shimkin, M. B., & Mantel, N. (1958) · JNCI Journal of the National Cancer Institute · doi:10.1093/jnci/21.5.825 · Cited by 43 · see citing works
Self-citationCancer of the Lung in Physicians
Wynder, E. L., & Cornfield, J. (1953) · New England Journal of Medicine · doi:10.1056/nejm195303122481101 · Cited by 41 · see citing works
GASTRIC CANCER *1RELATIONSHIPS BETWEEN ABO BLOOD-GROUPS, SITE, AND EPIDEMIOLOGY
Billington, B. P. (1956) · The Lancet · doi:10.1016/s0140-6736(56)91038-8 · Cited by 38 · see citing works
White, C. (1953) · BMJ · doi:10.1136/bmj.2.4849.1284 · Cited by 33 · see citing works
Etiology of lung cancer: present status.
Ml, L. (1954) · PubMed · Cited by 25 · see citing works
Lilienfeld, A. M. (1956) · Cancer · doi:10.1002/1097-0142(195601/02)9:1 · Cited by 21 · see citing works
problems in the study of occupation and smoking in relation to lung cancer
Levin, M. L., Kraus, A. S., Goldberg, I. D., & Gerhardt, P. R. (1955) · Cancer · doi:10.1002/1097-0142(1955)8:5 · Cited by 21 · see citing works
Watson, W. L., & Conte, A. J. (1955) · The American Journal of Surgery · doi:10.1016/0002-9610(55)90087-8 · Cited by 20 · see citing works
Smoking habits of patients with papilloma of urinary bladder.
Clemmesen, J., Lockwood, K., & NIELSEN, A. (1958) · PubMed · Cited by 10 · see citing works
THE USE OF χ2 IN TESTING EFFECT OF BIRTH ORDER
Halperin, M. (1952) · Annals of Eugenics · doi:10.1111/j.1469-1809.1952.tb02502.x · Cited by 6 · see citing works
Some environmental factors and the development of uterine cancers in Israel and New York City.
Dunham, L. J., Lb, T., Edgcomb, J. H., & Hl, S. (1960) · PubMed · Cited by 6 · see citing works
A Study of the Growth of American Families
Whelpton, P. K., & Freedman, R. (1956) · American Journal of Sociology · doi:10.1086/221851 · Cited by 2 · see citing works
Flagged first, then by citations
1 of the 41 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
Regression Models and Life-Tables
Cox, D. R. (1972) · Journal of the Royal Statistical Society Series B: Statistical Methodology · doi:10.1111/j.2517-6161.1972.tb00899.x · Cited by 39,793 · see citing works
Regression Models and Life-Tables
Cox, D. R. (1992) · Springer Series in Statistics · doi:10.1007/978-1-4612-4380-9_37 · Cited by 26,297 · see citing works
Conducting Meta-Analyses in <i>R</i> with the <b>metafor</b> Package
Viechtbauer, W. (2010) · Journal of Statistical Software · doi:10.18637/jss.v036.i03 · Cited by 20,464 · see citing works
Mazzaferro, V., Regalia, E., Doci, R., Andreola, S. A., Pulvirenti, A., Bozzetti, F., Montalto, F., Ammatuna, M., Morabito, A., & Gennari, L. (1996) · New England Journal of Medicine · doi:10.1056/nejm199603143341104 · Cited by 7,173 · see citing works
SOME PRACTICAL GUIDANCE FOR THE IMPLEMENTATION OF PROPENSITY SCORE MATCHING
Caliendo, M., & Kopeinig, S. (2008) · Journal of Economic Surveys · doi:10.1111/j.1467-6419.2007.00527.x · Cited by 6,238 · see citing works
The Handbook of Research Synthesis and Meta-Analysis
(2019) · doi:10.7758/9781610448864 · Cited by 4,553 · see citing works
Blood pressure, stroke, and coronary heart disease
Collins, R., Peto, R., MacMahon, S., Godwin, J., Qizilbash, N., Collins, R., MacMahon, S., Hebert, P., Eberlein, K. A., Taylor, J. O., et al. (1990) · The Lancet · doi:10.1016/0140-6736(90)90944-z · Cited by 4,491 · see citing works
Hans, C. P. (2003) · Blood · doi:10.1182/blood-2003-05-1545 · Cited by 4,270 · see citing works
Zhang, J., & Yu, K. F. (1998) · JAMA · doi:10.1001/jama.280.19.1690 · Cited by 4,138 · see citing works
de Gramont, A., Figer, A., Seymour, M., Homerin, M., Hmissi, A., Cassidy, J., Boni, C., Cortes-Funes, H., Cervantes, A., Freyer, G., et al. (2000) · Journal of Clinical Oncology · doi:10.1200/jco.2000.18.16.2938 · Cited by 3,815 · see citing works
OARSI guidelines for the non-surgical management of knee, hip, and polyarticular osteoarthritis
Bannuru, R. R., Osani, M. C., Vaysbrot, E. E., Arden, N. K., Bennell, K. L., Bierma-Zeinstra, S., Kraus, V. B., Lohmander, S. L., Abbott, J. H., Bhandari, M., et al. (2019) · Osteoarthritis and Cartilage · doi:10.1016/j.joca.2019.06.011 · Cited by 3,575 · see citing works
“We analyzed dichotomous outcomes using the Mantel-Haenszel method and reported the results as risk ratios (RRs) with 95% CIs 14 .”
MethodA Comparison of Laparoscopically Assisted and Open Colectomy for Colon Cancer
The Clinical Outcomes of Surgical Therapy Study Group (2004) · New England Journal of Medicine · doi:10.1056/nejmoa032651 · Cited by 3,395 · see citing works
Evidence for a Causal Association Between Human Papillomavirus and a Subset of Head and Neck Cancers
Gillison, M. L. (2000) · JNCI Journal of the National Cancer Institute · doi:10.1093/jnci/92.9.709 · Cited by 3,091 · see citing works
Tournigand, C., André, T., Achille, E., Lledo, G., Flesh, M., Mery-Mignard, D., Quinaux, E., Couteau, C., Buyse, M., Ganem, G., et al. (2004) · Journal of Clinical Oncology · doi:10.1200/jco.2004.05.113 · Cited by 2,915 · see citing works
Arcelus, J., Mitchell, A. J., Wales, J., & Nielsen, S. (2011) · Archives of General Psychiatry · doi:10.1001/archgenpsychiatry.2011.74 · Cited by 2,864 · see citing works
“Mantel-Haenszel pooled risk ratios were estimated, with a 2 test for heterogeneity (I(2)) used to assess between-study differences in effect.(17) Random-effects models were fitted if heterogeneity existed, and risk ratios were presented as a forest plot.”
MethodEvaluating non-randomised intervention studies
Deeks, J., Dinnes, J., D'Amico, R., Sowden, A., Sakarovitch, C., Song, F., Petticrew, M., & Altman, D. (2003) · Health Technology Assessment · doi:10.3310/hta7270 · Cited by 2,907 · see citing works
ESPEN guideline on clinical nutrition in the intensive care unit.
Singer, P., Blaser, A. R., Berger, M. M., Alhazzani, W., Calder, P. C., Casaer, M. P., Hiesmayr, M., Mayer, K., Montejo, J. C., Pichard, C., et al. (2019) · Clinical Nutrition · doi:10.1016/j.clnu.2018.08.037 · Cited by 2,904 · see citing works
“We used random-effects model and the Mantel-Haenszel method [8] to pool the results across studies included in each meta-analysis.”
MethodChi-Square Tests with One Degree of Freedom; Extensions of the Mantel- Haenszel Procedure
Mantel, N. (1963) · Journal of the American Statistical Association · doi:10.1080/01621459.1963.10500879 · Cited by 2,899 · see citing works
Self-citationChapter 9: Analysing Data and Undertaking Meta-Analyses
Deeks, J. J., Higgins, J. P. T., & Altman, D. G. (2008) · Cited by 2,782 · see citing works
Johnson, J. V., & Hall, E. M. (1988) · American Journal of Public Health · doi:10.2105/ajph.78.10.1336 · Cited by 2,697 · see citing works
Quantitative Synthesis in Systematic Reviews
Lau, J., Ioannidis, J. P. A., & Schmid, C. H. (1997) · Annals of Internal Medicine · doi:10.7326/0003-4819-127-9-199711010-00008 · Cited by 2,517 · see citing works
Hanna, N., Shepherd, F. A., Fossella, F. V., Pereira, J. R., De Marinis, F., von Pawel, J., Gatzemeier, U., Tsao, T. C. Y., Pless, M., Muller, T., et al. (2004) · Journal of Clinical Oncology · doi:10.1200/jco.2004.08.163 · Cited by 2,426 · see citing works
Beta blockade during and after myocardial infarction: An overview of the randomized trials
Yusuf, S., Peto, R., Lewis, J., Collins, R., & Sleight, P. (1985) · Progress in Cardiovascular Diseases · doi:10.1016/s0033-0620(85)80003-7 · Cited by 3,205 · see citing works
Variant of transcription factor 7-like 2 (TCF7L2) gene confers risk of type 2 diabetes
Grant, S. F. A., Thorleifsson, G., Reynisdottir, I., Benediktsson, R., Manolescu, A., Sainz, J., Helgason, A., Stefansson, H., Emilsson, V., Helgadottir, A., et al. (2006) · Nature Genetics · doi:10.1038/ng1732 · Cited by 2,287 · see citing works
Levamisole and Fluorouracil for Adjuvant Therapy of Resected Colon Carcinoma
Moertel, C. G., Fleming, T. R., Macdonald, J. S., Haller, D. G., Laurie, J. A., Goodman, P. J., Ungerleider, J. S., Emerson, W. A., Tormey, D. C., Glick, J. H., et al. (1990) · New England Journal of Medicine · doi:10.1056/nejm199002083220602 · Cited by 2,251 · see citing works
Statistical Analysis of Correlated Data Using Generalized Estimating Equations: An Orientation
Hanley, J. A. (2003) · American Journal of Epidemiology · doi:10.1093/aje/kwf215 · Cited by 2,185 · see citing works
Grimm, E. A., Mazumder, A., Zhang, H. Z., & Rosenberg, S. A. (1982) · The Journal of Experimental Medicine · doi:10.1084/jem.155.6.1823 · Cited by 2,203 · see citing works
Shepherd, F. A., Dancey, J. E., Ramlau, R., Mattson, K. V., Gralla, R. J., O’Rourke, M. A., Levitan, N. I., Gressot, L., Vincent, M. D., Burkes, R. L., et al. (2000) · Journal of Clinical Oncology · doi:10.1200/jco.2000.18.10.2095 · Cited by 2,178 · see citing works
Deeks, J. J., Altman, D. G., & Bradburn, M. J. (2001) · Systematic Reviews in Health Care · doi:10.1002/9780470693926.ch15 · Cited by 2,163 · see citing works
Creutzig, U., & Kaspers, G. J. L. (2004) · Journal of Clinical Oncology · doi:10.1200/jco.2004.99.116 · Cited by 2,137 · see citing works
Clayton, D. G. (1978) · Biometrika · doi:10.1093/biomet/65.1.141 · Cited by 2,118 · see citing works
Estimating the Relative Risk in Cohort Studies and Clinical Trials of Common Outcomes
McNutt, L. (2003) · American Journal of Epidemiology · doi:10.1093/aje/kwg074 · Cited by 2,098 · see citing works
Role of diabetes in congestive heart failure: The Framingham study
Kannel, W. B., Hjortland, M., & Castelli, W. P. (1974) · The American Journal of Cardiology · doi:10.1016/0002-9149(74)90089-7 · Cited by 2,090 · see citing works
Analysing data and undertaking meta‐analyses
Deeks, J. J., Higgins, J. P., Altman, D. G., & on behalf of the Cochrane Statistical Methods Group (2019) · Cochrane Handbook for Systematic Reviews of Interventions · doi:10.1002/9781119536604.ch10 · Cited by 2,672 · see citing works
Chemoradiotherapy of Locally Advanced Esophageal Cancer
Cooper, J. S., Guo, M. D., Herskovic, A. M., Macdonald, J. S., Martenson, J. A., Al‐Sarraf, M., Byhardt, R. W., Russell, A. H., Beitler, J. J., Spencer, S. A., et al. (1999) · JAMA · doi:10.1001/jama.281.17.1623 · Cited by 1,965 · see citing works
Effective Surgical Adjuvant Therapy for High-Risk Rectal Carcinoma
Krook, J. E., Moertel, C. G., Gunderson, L. L., Wieand, H. S., Collins, R. T., Beart, R. W., Kubista, T. P., Poon, M. A., Meyers, W. C., Mailliard, J. A., et al. (1991) · New England Journal of Medicine · doi:10.1056/nejm199103143241101 · Cited by 1,874 · see citing works
Replication validity of genetic association studies
Ioannidis, J., Ntzani, E., Trikalinos, T., & Contopoulos-Ioannidis, D. (2001) · Nature Genetics · doi:10.1038/ng749 · Cited by 1,926 · see citing works
Scope and Impact of Financial Conflicts of Interest in Biomedical Research: A Systematic Review
Bekelman, J. E., Li, Y., & Gross, C. P. (2003) · JAMA · doi:10.1001/jama.289.4.454 · Cited by 1,816 · see citing works
Analysing Data and Undertaking Meta‐Analyses
Deeks, J. J., Higgins, J. P., & Altman, D. G. (2008) · Cochrane Handbook for Systematic Reviews of Interventions · doi:10.1002/9780470712184.ch9 · Cited by 1,800 · see citing works
Inhaled Iloprost for Severe Pulmonary Hypertension
Olschewski, H., Simonneau, G., Galiè, N., HIGENBOTTAM, T. W., Naeije, R., Rubin, L. J., Nikkho, S. M., Speich, R., Hoeper, M. M., Behr, J., et al. (2002) · New England Journal of Medicine · doi:10.1056/nejmoa020204 · Cited by 1,778 · see citing works
Køber, L., Torp-Pedersen, C. T., Carlsen, J. E., Bagger, H., Eliasen, P., Lyngborg, K., Videbæk, J., Cole, D. S., Auclert, L., Pauly, N., et al. (1995) · New England Journal of Medicine · doi:10.1056/nejm199512213332503 · Cited by 1,768 · see citing works
Meta-analysis of individual participant data: rationale, conduct, and reporting
Riley, R. D., Lambert, P. C., & Abo-Zaid, G. (2010) · BMJ · doi:10.1136/bmj.c221 · Cited by 1,701 · see citing works
Herman-Giddens, M. E., Slora, E. J., Wasserman, R. C., Bourdony, C. J., Bhapkar, M. V., Koch, G. G., & Hasemeier, C. M. (1997) · PEDIATRICS · doi:10.1542/peds.99.4.505 · Cited by 1,709 · see citing works
Ford, E. S. (2005) · Diabetes Care · doi:10.2337/diacare.28.7.1769 · Cited by 1,702 · see citing works
Lánczky, A., & Győrffy, B. (2021) · Journal of Medical Internet Research · doi:10.2196/27633 · Cited by 1,694 · see citing works
“A second limitation is the exclusive use of the Cox proportional-hazards model to compute significance, and other tests such as the Cochran-Mantel-Haenszel test [25,26] or the Gehan-Breslow-Wilcoxon test [27,28] are not implemented.”
Common variants conferring risk of schizophrenia
†Genetic Risk and Outcome in Psychosis (GROUP), Stefansson, H., Ophoff, R. A., Steinberg, S., Andreassen, O. A., Cichon, S., Rujescu, D., Werge, T., Pietiläinen, O. P. H., Mors, O., et al. (2009) · Nature · doi:10.1038/nature08186 · Cited by 1,677 · see citing works
Bokemeyer, C., Bondarenko, I., Makhson, A. M., Hartmann, J. T., Aparicio, J., de Braud, F., Donea, S., Ludwig, H., Schuch, G., Stroh, C., et al. (2008) · Journal of Clinical Oncology · doi:10.1200/jco.2008.20.8397 · Cited by 1,629 · see citing works
A Common Variant on Chromosome 9p21 Affects the Risk of Myocardial Infarction
Helgadottir, A., Thorleifsson, G., Manolescu, A., Gretarsdottir, S., Blondal, T., Jonasdottir, A., Jonasdottir, A., Sigurdsson, A., Baker, A., Palsson, A., et al. (2007) · Science · doi:10.1126/science.1142842 · Cited by 1,594 · see citing works
Flather, M. D., Yusuf, S., Køber, L., Pfeffer, M. A., Hall, A. S., Murray, G. D., Torp-Pedersen, C. T., Ball, S. G., Pogue, J. M., Moyé, L. A., et al. (2000) · The Lancet · doi:10.1016/s0140-6736(00)02212-1 · Cited by 1,580 · see citing works
A Review and Meta-Analysis of the Genetic Epidemiology of Anxiety Disorders
Hettema, J. M., Neale, M. C., & Kendler, K. S. (2001) · American Journal of Psychiatry · doi:10.1176/appi.ajp.158.10.1568 · Cited by 1,563 · see citing works
Job decision latitude, job demands, and cardiovascular disease: a prospective study of Swedish men.
Karasek, R. A., Baker, D. B., Marxer, F., Ahlbom, A., & Theorell, T. (1981) · American Journal of Public Health · doi:10.2105/ajph.71.7.694 · Cited by 1,566 · see citing works
Bias and causal associations in observational research
Grimes, D. A., & Schulz, K. F. (2002) · The Lancet · doi:10.1016/s0140-6736(02)07451-2 · Cited by 1,553 · see citing works
Epidemiology of headache in a general population—A prevalence study
Rasmussen, B. K., Jensen, R., Schroll, M., & Olesen, J. (1991) · Journal of Clinical Epidemiology · doi:10.1016/0895-4356(91)90147-2 · Cited by 1,457 · see citing works
Menopause and Risk of Cardiovascular Disease
Kannel, W. B., Hjortland, M. C., McNAMARA, P. M., & Gordon, T. (1976) · Annals of Internal Medicine · doi:10.7326/0003-4819-85-4-447 · Cited by 1,408 · see citing works
Moses, L. E., Shapiro, D. E., & Littenberg, B. (1993) · Statistics in Medicine · doi:10.1002/sim.4780121403 · Cited by 1,405 · see citing works
Understanding logistic regression analysis
Sperandei, S. (2014) · Biochemia Medica · doi:10.11613/bm.2014.003 · Cited by 1,430 · see citing works
“, Mantel-Haenszel OR (3)), using Equation 1 below, where ni is the sample size of age class I, and a, b, c and d are the table cells, as presented by McHugh (1).”
MethodConserved pan-cancer microenvironment subtypes predict response to immunotherapy
Bagaev, A., Kotlov, N., Nomie, K., Svekolkin, V., Gafurov, A., Isaeva, O., Osokin, N., Kozlov, I., Frenkel, F., Gancharova, O., et al. (2021) · Cancer Cell · doi:10.1016/j.ccell.2021.04.014 · Cited by 1,302 · see citing works
Brem, H., Piantadosi, S., Burger, P. C., Walker, M., Selker, R. G., Vick, N. A., Black, K. L., Sisti, M. B., Brem, S. S., Mohr, G., et al. (1995) · The Lancet · doi:10.1016/s0140-6736(95)90755-6 · Cited by 1,390 · see citing works
The Treatment of Soft-tissue Sarcomas of the Extremities
Rosenberg, S. A., Tepper, J. E., GLATSTEIN, E. J., Costa, J. C., Baker, A. R., BRENNAM, M., Demoss, E. V., Seipp, C. A., Sindelar, W. F., Sugarbaker, P. H., et al. (1982) · Annals of Surgery · doi:10.1097/00000658-198209000-00009 · Cited by 1,349 · see citing works
A Randomized, Controlled Trial of Corticosteroids in the Treatment of Acute Optic Neuritis
Beck, R. W., Cleary, P. A., Anderson, M. M., Keltner, J. L., Shults, W. T., Kaufman, D. I., Buckley, E. G., Corbett, J. J., Kupersmith, M. J., Miller, N. R., et al. (1992) · New England Journal of Medicine · doi:10.1056/nejm199202273260901 · Cited by 1,349 · see citing works
Liberal or Restrictive Transfusion in High-Risk Patients after Hip Surgery
Carson, J. L., Terrin, M. L., Noveck, H., Sanders, D., CHAITMAN, B. R., Rhoads, G. G., Nemo, G. J., Dragert, K., Beaupré, L. A., Hildebrand, K. A., et al. (2011) · New England Journal of Medicine · doi:10.1056/nejmoa1012452 · Cited by 1,321 · see citing works
Review papers : The statistical basis of meta-analysis
Fleiss, J. (1993) · Statistical Methods in Medical Research · doi:10.1177/096228029300200202 · Cited by 1,284 · see citing works
Meta-Analysis in Clinical Research
L'ABBÉ, K. A., DETSKY, A. S., & O'ROURKE, K. (1987) · Annals of Internal Medicine · doi:10.7326/0003-4819-107-2-224 · Cited by 1,267 · see citing works
Maternal Morbid Obesity and the Risk of Adverse Pregnancy Outcome
Cedergren, M. (2004) · Obstetrics and Gynecology · doi:10.1097/01.aog.0000107291.46159.00 · Cited by 1,352 · see citing works
The Efficiency of Cox's Likelihood Function for Censored Data
Efron, B. (1977) · Journal of the American Statistical Association · doi:10.1080/01621459.1977.10480613 · Cited by 1,240 · see citing works
Gabriel, S. E., Jaakkimainen, L., & Bombardier, C. (1991) · Annals of Internal Medicine · doi:10.7326/0003-4819-115-10-787 · Cited by 1,232 · see citing works
Gléhen, O., Kwiatkowski, F., Sugarbaker, P. H., Elias, D. M., Levine, E. A., Simone, M. D., Barone, R. M. E., Yonemura, Y., Cavaliere, F., Quénet, F., et al. (2004) · Journal of Clinical Oncology · doi:10.1200/jco.2004.10.012 · Cited by 1,179 · see citing works
Discrepancies between Meta-Analyses and Subsequent Large Randomized, Controlled Trials
LeLorier, J., Grégoire, G., Benhaddad, A. A., Lapierre, J., & Derderian, F. (1997) · New England Journal of Medicine · doi:10.1056/nejm199708213370806 · Cited by 1,171 · see citing works
Adjustment of children and adolescents to parental cancer: Parents' and children's perspectives
Welch, A. S., Wadsworth, M. E., & Compas, B. E. (1996) · Cancer · doi:10.1002/(sici)1097-0142(19960401)77:7 · Cited by 217 · see citing works
Cumulative Meta-Analysis of Therapeutic Trials for Myocardial Infarction
Lau, J., Antman, E. M., Jimenez-Silva, J., Kupelnick, B., Mosteller, F., & Chalmers, T. C. (1992) · New England Journal of Medicine · doi:10.1056/nejm199207233270406 · Cited by 1,140 · see citing works
Schizophrenia and Violence: Systematic Review and Meta-Analysis
Fazel, S., Gulati, G. M., Linsell, L., Geddes, J. R., & Grann, M. (2009) · PLoS Medicine · doi:10.1371/journal.pmed.1000120 · Cited by 1,160 · see citing works
Prevalence of olfactory impairment in older adults.
Murphy, C., Schubert, C., Cruickshanks, K., Klein, B., Klein, R., & Nondahl, D. (2002) · Journal of the American Medical Association (JAMA) · doi:10.1001/jama.288.18.2307 · Cited by 1,083 · see citing works
Fleshman, J. W., Sargent, D. J., Green, E., Anvari, M., Stryker, S. J., Beart, R. W., Hellinger, M., Flanagan, R., Peters, W. R., & Nelson, H. (2007) · Annals of Surgery · doi:10.1097/sla.0b013e318155a762 · Cited by 1,125 · see citing works
EFFECT ON MORTALITY OF METOPROLOL IN ACUTE MYOCARDIAL INFARCTION
Hjalmarson, Å. C., Herlitz, J. D., Malek, I., Rydén, L., VEDIN, A., Waldenström, A. P., Wedel, H., Elmfeldt, D., Holmberg, S., Nyberg, G., et al. (1981) · The Lancet · doi:10.1016/s0140-6736(81)91101-6 · Cited by 1,117 · see citing works
Depression as a predictor for coronary heart disease
Rugulies, R. (2002) · American Journal of Preventive Medicine · doi:10.1016/s0749-3797(02)00439-7 · Cited by 1,110 · see citing works
Comparative analysis of two rates
Miettinen, O. S., & Nurminen, M. M. (1985) · Statistics in Medicine · doi:10.1002/sim.4780040211 · Cited by 1,111 · see citing works
Cancer risks from arsenic in drinking water
Smith, A. H., Hopenhayn-Rich, C., Bates, M. N., Goeden, H. M., Hertz-Picciotto, I., Duggan, H. M., Wood, R., Kosnett, M. J., & Smith, M. T. (1992) · Environmental Health Perspectives · doi:10.1289/ehp.9297259 · Cited by 1,110 · 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
Tooth loss and oral health-related quality of life: a systematic review and meta-analysis
Gerritsen, A. E., Allen, P., Witter, D. J., Bronkhorst, E. M., & Creugers, N. H. J. (2010) · Health and Quality of Life Outcomes · doi:10.1186/1477-7525-8-126 · Cited by 1,085 · see citing works
Obesity and Knee Osteoarthritis: The Framingham Study
Felson, D. T., Anderson, J. J., Naimark, A., Walker, A. M., & Meenan, R. F. (1988) · Annals of Internal Medicine · doi:10.7326/0003-4819-109-1-18 · Cited by 1,080 · see citing works
A variant in CDKAL1 influences insulin response and risk of type 2 diabetes
Steinthorsdottir, V., Thorleifsson, G., Reynisdottir, I., Benediktsson, R., Jonsdottir, T., Walters, G. B., Styrkarsdottir, U., Gretarsdottir, S., Emilsson, V., Ghosh, S., et al. (2007) · Nature Genetics · doi:10.1038/ng2043 · Cited by 1,072 · see citing works
Bond, C. E., LaForge, K. S., Tian, M., Melia, D., Zhang, S., Borg, L., Gong, J., Schluger, J. H., Strong, J. A., Leal, S. M., et al. (1998) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.95.16.9608 · Cited by 1,072 · see citing works
Meningioma: analysis of recurrence and progression following neurosurgical resection
Mirimanoff, R. O., Dosoretz, D. E., Linggood, R. M., Ojemann, R. G., & Martuza, R. L. (1985) · Journal of neurosurgery · doi:10.3171/jns.1985.62.1.0018 · Cited by 1,064 · see citing works
Serologic Evidence of Prenatal Influenza in the Etiology of Schizophrenia
Brown, A. S., Begg, M. D., Gravenstein, S., Schaefer, C. A., Wyatt, R. J., Bresnahan, M. A., Babulas, V. P., & Susser, E. (2004) · Archives of General Psychiatry · doi:10.1001/archpsyc.61.8.774 · Cited by 1,048 · see citing works
Adverse childhood experiences and associated health outcomes: A systematic review and meta-analysis
Petruccelli, K., Davis, J. J., & Berman, T. (2019) · Child Abuse & Neglect · doi:10.1016/j.chiabu.2019.104127 · Cited by 1,050 · see citing works
Loda, M. F., Cukor, B., Tam, S. W., Lavin, P. T., Fiorentinc, M., Draetta, G. F., Jessup, J. M., & Pagano, M. (1997) · Nature Medicine · doi:10.1038/nm0297-231 · Cited by 1,031 · see citing works
Methods for combining randomized clinical trials: Strengths and limitations
DeMets, D. L. (1987) · Statistics in Medicine · doi:10.1002/sim.4780060325 · Cited by 1,027 · see citing works
Methodology Review: Assessing Unidimensionality of Tests and ltenls
Hattie, J. (1985) · Applied Psychological Measurement · doi:10.1177/014662168500900204 · Cited by 1,024 · see citing works
Weaver, W. D. (1997) · JAMA · doi:10.1001/jama.1997.03550230069040 · Cited by 1,002 · see citing works
The Third Intergroup Rhabdomyosarcoma Study.
Crist, W., Gehan, E. A., Ragab, A. H., Dickman, P. S., Donaldson, S. S., Fryer, C. J., Hammond, D., Hays, D. M., Herrmann, J., & Heyn, R. M. (1995) · Journal of Clinical Oncology · doi:10.1200/jco.1995.13.3.610 · Cited by 998 · see citing works
Preventing 30-Day Hospital Readmissions
Leppin, A. L., Gionfriddo, M. R., Kessler, M., Brito, J. P., Mair, F. S., Gallacher, K., Wang, Z., Erwin, P. J., Sylvester, T., Boehmer, K. R., et al. (2014) · JAMA Internal Medicine · doi:10.1001/jamainternmed.2014.1608 · Cited by 996 · see citing works
Fracture Risk Reduction with Alendronate in Women with Osteoporosis: The Fracture Intervention Trial
Black, D. M., Thompson, D. E., Bauer, D. C., Ensrud, K., Musliner, T., Hochberg, M. C., Nevitt, M. C., Suryawanshi, S., & Cummings, S. R. (2000) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jcem.85.11.6953 · Cited by 982 · see citing works
A Pooled Analysis of Adjuvant Chemotherapy for Resected Colon Cancer in Elderly Patients
Sargent, D. J., Goldberg, R. M., Jacobson, S. D., Macdonald, J. S., Labianca, R., Haller, D. G., Shepherd, L. E., Seitz, J. F., & Francini, G. (2001) · New England Journal of Medicine · doi:10.1056/nejmoa010957 · Cited by 981 · see citing works
Piedbois, P., Rougier, P. R., Buyse, M. E., Pignon, J., RYAN, L. M., Hansen, R., Zee, B. C.-Y., Weinerman, B., Pater, J., Leichman, C. G., et al. (1998) · Journal of Clinical Oncology · doi:10.1200/jco.1998.16.1.301 · Cited by 979 · see citing works
Moertel, C. G., Lefkopoulo, M., Lipsitz, S. R., Hahn, R. G., & Klaassen, D. J. (1992) · New England Journal of Medicine · doi:10.1056/nejm199202203260804 · Cited by 968 · see citing works
Muldoon, M. F., Manuck, S. B., & Matthews, K. A. (1990) · BMJ · doi:10.1136/bmj.301.6747.309 · Cited by 960 · see citing works
Meta-analysis of the relationship between Helicobacter pylori seropositivity and gastric cancer
Huang, J., Sridhar, S., Chen, Y., & Hunt, R. H. (1998) · Gastroenterology · doi:10.1016/s0016-5085(98)70422-6 · Cited by 944 · see citing works
Variants conferring risk of atrial fibrillation on chromosome 4q25
Gudbjartsson, D. F., Arnar, D. O., Helgadottir, A., Gretarsdottir, S., Holm, H., Sigurdsson, A., Jonasdottir, A., Baker, A., Thorleifsson, G., Kristjansson, K., et al. (2007) · Nature · doi:10.1038/nature06007 · Cited by 955 · see citing works
Chorioamnionitis as a Risk Factor for Cerebral Palsy
Wu, T.-W., & Colford, J. M. (2000) · JAMA · doi:10.1001/jama.284.11.1417 · Cited by 954 · see citing works
- Authors
- Mantel, N., & Haenszel, W. M.
- Affiliations
- National Cancer Institute (US)
- Venue
- JNCI: Journal of the National Cancer Institute
- Publisher
- Oxford University Press (OUP)
- Published
- 1959-04
- Volume
- 22
- Issue
- 4
- Pages
- 719-48
- ISSN
- 0027-8874 (ISSN-L)
- 1460-2105
- OpenAlex
- W2150000105
- Cited by
- 14,689
- References
- 41
- Citations by year
- 2026: 35 · 2025: 180 · 2024: 268 · 2023: 297 · 2022: 326 · 2021: 467 · 2020: 479 · 2019: 451 · 2018: 499 · 2017: 551 · 2016: 517 · 2015: 749 · 2014: 815 · 2013: 823 · 2012: 635
- FWCI
- 6.70
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- JNCI Journal of the National Cancer Institute (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Physical Sciences › Mathematics › Statistics and Probability › Statistical Methods in Epidemiology
- Health Sciences › Medicine › Oncology › Global Cancer Incidence and Screening
- Physical Sciences › Mathematics › Statistics and Probability › Advanced Causal Inference Techniques
- Keywords
- retrospective analysis, case-control study, control group selection, confounding, relative risk, chi-square test, subclassification, women
- MeSH terms
- Humans, Neoplasms, Retrospective Studies, Statistics as Topic
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