Control Sampling Strategies for Case-Crossover Studies: An Assessment of Relative Efficiency
Abstract
The case-crossover study design is a method to assess the effect of transient exposures on the risk of onset of acute events. Control information for each case is based on his/her past exposure experience, and a self-matched analysis is conducted. Empiric evaluation of five approaches to the analysis of case-crossover data from a study of heavy physical exertion and acute myocardial infarction onset is shown. The data presented are from the Onset Study, a case-crossover study of the determinants of myocardial infarction onset conducted in 45 centers from August 1989 to October 1992. In model 1, exactly one control period (matched on clock-time) was sampled per case. In models 2-4, up to 25 control periods were sampled, and the effect of clock-time on the baseline hazard of infarction was modeled. In model 5, a census of the person-time experienced by each subject over the year preceding the infarction was sampled. The 95% confidence interval for model 1 was 2.7 times wider, and the relative efficiency, defined as v infinity/vM, where vM represents the asymptotic variance estimate of the estimated log relative risk with M control periods sampled per case, was only about 14% of model 5. In models 2-4, the efficiency increased with the number of control periods, regardless of the modeling assumptions. Even with many control periods sampled, models 2-4 achieved only half the efficiency of model 5. The control sampling strategy in any given case-crossover study should be selected with the trade-offs between precision and potential biases of the estimates in mind.
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?
Self-matching in a case-crossover design eliminates confounding by risk factors that are constant within individuals over the sampling period but often differ between study subjects.
“Because control information for each subject is based on his or her own past exposure experience, self-matching eliminates confounding by risk factors that are constant within individuals over the sampling period but often differ between study subjects.”
From Coffee and acute ischemic stroke onset: The Stroke Onset Study (2010) · cites this paper as [12]
Cited by
Sorted by citations
Increased Particulate Air Pollution and the Triggering of Myocardial Infarction
Peters, A., Dockery, D. W., Muller, J. E., & Mittleman, M. A. (2001) · Circulation · doi:10.1161/01.cir.103.23.2810 · Cited by 1,470 · see citing works
Self-citationAssociation between Cellular-Telephone Calls and Motor Vehicle Collisions
Redelmeier, D. A., & Tibshirani, R. J. (1997) · New England Journal of Medicine · doi:10.1056/nejm199702133360701 · Cited by 1,176 · see citing works
Triggering of Sudden Death from Cardiac Causes by Vigorous Exertion
Albert, C. M., Mittleman, M. A., Chae, C. U., Lee, I.-M., Hennekens, C. H., & Manson, J. E. (2000) · New England Journal of Medicine · doi:10.1056/nejm200011093431902 · Cited by 1,020 · see citing works
Self-citationExposure to Traffic and the Onset of Myocardial Infarction
Peters, A., von Klot, S., Heier, M., Trentinaglia, I., Hörmann, A., Wichmann, H. ‐., & Löwel, H. (2004) · New England Journal of Medicine · doi:10.1056/nejmoa040203 · Cited by 913 · see citing works
Case???Crossover Analyses of Air Pollution Exposure Data
Janes, H., Sheppard, L. A., & Lumley, T. (2005) · Epidemiology · doi:10.1097/01.ede.0000181315.18836.9d · Cited by 780 · see citing works
Triggering Myocardial Infarction by Marijuana
Mittleman, M. A., Lewis, R. A., Maclure, M., Sherwood, J. B., & Muller, J. E. (2001) · Circulation · doi:10.1161/01.cir.103.23.2805 · Cited by 767 · see citing works
Self-citationShould We Use a Case-Crossover Design?
Maclure, M., & Mittleman, M. A. (2000) · Annual Review of Public Health · doi:10.1146/annurev.publhealth.21.1.193 · Cited by 750 · see citing works
Self-citationTriggering of Acute Myocardial Infarction Onset by Episodes of Anger
Mittleman, M. A., Maclure, M., Sherwood, J. B., Mulry, R. P., Tofler, G. H., Jacobs, S. C., Friedman, R. B., Benson, H., & Muller, J. E. (1995) · Circulation · doi:10.1161/01.cir.92.7.1720 · Cited by 705 · see citing works
Self-citationMcEvoy, S., Stevenson, M., McCartt, A. T., Woodward, M., Haworth, C., Palamara, P., & Cercarelli, R. (2005) · BMJ · doi:10.1136/bmj.38537.397512.55 · Cited by 595 · see citing works
Public health importance of triggers of myocardial infarction: a comparative risk assessment
Nawrot, T. S., Pérez, L., Künzli, N., Munters, E., & Nemery, B. (2011) · The Lancet · doi:10.1016/s0140-6736(10)62296-9 · Cited by 516 · see citing works
Referent Selection in Case-Crossover Analyses of Acute Health Effects of Air Pollution
Levy, D. G., Lumley, T., Sheppard, L. A., Kaufman, J. D., & Checkoway, H. (2001) · Epidemiology · doi:10.1097/00001648-200103000-00010 · Cited by 490 · see citing works
Association between PM2.5 and all-cause and specific-cause mortality in 27 US communities
Franklin, M., Zeka, A., & Schwartz, J. D. (2006) · Journal of Exposure Science & Environmental Epidemiology · doi:10.1038/sj.jes.7500530 · Cited by 467 · see citing works
“This design is well suited to the study of air pollution exposure events on acute risk health effects such as mortality (Mittleman et al., 1995) because it inherently eliminates confounding by individual subject characteristics and longer time-varying covariates such as season (Bateson and…”
BackgroundSuicide and Cardiovascular Death after a Cancer Diagnosis
Fang, F., Fall, K., Mittleman, M. A., Sparén, P., Ye, W., Adami, H.-O., & Valdimarsdóttir, U. (2012) · New England Journal of Medicine · doi:10.1056/nejmoa1110307 · Cited by 455 · see citing works
Self-citationTriggering of Myocardial Infarction by Cocaine
Mittleman, M. A., Mintzer, D. M., Maclure, M., Tofler, G. H., Sherwood, J. B., & Muller, J. E. (1999) · Circulation · doi:10.1161/01.cir.99.21.2737 · Cited by 437 · see citing works
Self-citationAcute respiratory-tract infections and risk of first-time acute myocardial infarction
Meier, C. R., Jick, S. S., Derby, L. E., Vasilakis‐Scaramozza, C., Jick, H., Meier, C. R., Jick, S. S., Derby, L. E., Vasilakis‐Scaramozza, C., & Jick, H. (1998) · The Lancet · doi:10.1016/s0140-6736(97)11084-4 · Cited by 386 · see citing works
Effects of Mental Stress on Myocardial Ischemia During Daily Life
Gullette, E. C. D. (1997) · JAMA · doi:10.1001/jama.1997.03540430033029 · Cited by 346 · see citing works
Triggering Myocardial Infarction by Sexual Activity
Muller, J. E. (1996) · JAMA · doi:10.1001/jama.275.18.1405 · Cited by 388 · see citing works
Acute Alcohol Use and Suicidal Behavior: A Review of the Literature
Cherpitel, C. J., Borges, G. L. G., & Wilcox, H. C. (2004) · Alcoholism: Clinical and Experimental Research · doi:10.1097/01.alc.0000127411.61634.14 · Cited by 305 · see citing works
“Three basic approaches are suggested for obtaining this information: (1) the usual frequency approach, (2) the pairmatched approach, and (3) the multiple intervals approach ( Mittleman et al., 1995 ).”
MethodRecent Peritonitis Associates with Mortality among Patients Treated with Peritoneal Dialysis
Boudville, N. C., Kemp, A., Clayton, P. A., Lim, W. H., Badve, S. V., Hawley, C. M., McDonald, S. P., Wiggins, K. J., Bannister, K. M., Brown, F. G., et al. (2012) · Journal of the American Society of Nephrology · doi:10.1681/asn.2011121135 · Cited by 260 · see citing works
“This method is used to determine the relationship between an intermittent exposure and an outcome.(27-28) A case-crossover study differs from a case-control study in that all participants are cases (i.”
MethodMaternal Smoking During Pregnancy and Child Outcomes: Real or Spurious Effect?
Knopik, V. S. (2009) · Developmental Neuropsychology · doi:10.1080/87565640802564366 · Cited by 258 · see citing works
“There are potential limitations of this case-crossover design, for example (i) mothers who are able to quit in one pregnancy but not all, may be, on average, less nicotine dependent and therefore smoke less than mothers who are unable to quit; (ii) smoking during pregnancy may be secondary to other life stressors that…”
BackgroundHaikerwal, A., Akram, M., Monaco, A. D., Smith, K. L., Sim, M. R., Meyer, M., Tonkin, A. M., Abramson, M. J., & Dennekamp, M. (2015) · Journal of the American Heart Association · doi:10.1161/jaha.114.001653 · Cited by 249 · see citing works
Menstrual and Reproductive Factors for Salivary Gland Cancer Risk in Women
Horn‐Ross, P. L., Morrow, M., & Ljung, B. (1999) · Epidemiology · doi:10.1097/00001648-199909000-00011 · Cited by 238 · see citing works
Acute Exposure to Air Pollution Triggers Atrial Fibrillation
Link, M. S., Luttmann‐Gibson, H., Schwartz, J. D., Mittleman, M. A., Wessler, B. S., Gold, D. R., Dockery, D. W., & Laden, F. (2013) · Journal of the American College of Cardiology · doi:10.1016/j.jacc.2013.05.043 · Cited by 226 · see citing works
Self-citationBidirectional Case-Crossover Designs for Exposures with Time Trends
Navidi, W. C. (1998) · Biometrics · doi:10.2307/3109766 · Cited by 206 · see citing works
Dahabreh, I. J. (2011) · JAMA · doi:10.1001/jama.2011.336 · Cited by 199 · see citing works
“on external evidence or were determined empirically by a sensitivity analysis).(10,15,19)”
Mostofsky, E., Penner, E. A., & Mittleman, M. A. (2014) · European Heart Journal · doi:10.1093/eurheartj/ehu033 · Cited by 195 · see citing works
Self-citationMostofsky, E., Maclure, M., Sherwood, J. B., Tofler, G. H., Muller, J. E., & Mittleman, M. A. (2012) · Circulation · doi:10.1161/circulationaha.111.061770 · Cited by 197 · see citing works
Self-citationLin, M., Chen, Y., Burnett, R. T., Villeneuve, P. J., & Krewski, D. R. (2002) · Environmental Health Perspectives · doi:10.1289/ehp.02110575 · Cited by 187 · see citing works
“The confidence intervals on the relative risk estimates from the bidirectional case-crossover analysis were slightly wider than those from time-series analysis, implying lower statistical power for the bidirectional case-crossover design, as documented previously (24,31).”
BackgroundBehavioral and Emotional Triggers of Acute Coronary Syndromes: A Systematic Review and Critique
Strike, P. C., & Steptoe, A. (2005) · Psychosomatic Medicine · doi:10.1097/01.psy.0000155663.93160.d2 · Cited by 179 · see citing works
“(100) have modeled various different control periods and have shown that the relative efficiency of the pair-matched control approach is far inferior to using usual frequency as the comparison condition.”
ResultConfounding and Exposure Trends in Case-Crossover and Case-Time-Control Designs
Greenland, S. (1996) · Epidemiology · doi:10.1097/00001648-199605000-00003 · Cited by 180 · see citing works
Temperature and Mortality Among the Elderly in the United States
Basu, R., Dominici, F., & Samet, J. M. (2004) · Epidemiology · doi:10.1097/01.ede.0000147117.88386.fe · Cited by 178 · see citing works
“Other reports on the case-crossover design have addressed this bias in greater detail.(14,22,31)”
BackgroundThe role of alcohol and drugs in triggering criminal violence: a case‐crossover study*
Haggård, U., Hallqvist, J., Långström, N., & Möller, J. (2005) · Addiction · doi:10.1111/j.1360-0443.2005.01293.x · Cited by 170 · see citing works
“This agrees with findings from studies of less stigmatizing issues or less disadvantaged and troubled individuals [56–59].”
ResultRelation Between Short-Term Fine-Particulate Matter Exposure and Onset of Myocardial Infarction
Sullivan, J. H., Sheppard, L. A., Schreuder, A. B., Ishikawa, N., Siscovick, D. S., & Kaufman, J. D. (2004) · Epidemiology · doi:10.1097/01.ede.0000147116.34813.56 · Cited by 165 · see citing works
A Case-Crossover Analysis of Air Pollution and Mortality in Philadelphia
Neas, L., Schwartz, J., & Dockery, D. W. (1999) · Environmental Health Perspectives · doi:10.1289/ehp.99107629 · Cited by 164 · see citing works
Long‐term follow‐up of DYT1 dystonia patients treated by deep brain stimulation: An open‐label study
Cif, L., Vasques, X., González, V., Ravel, P., Biolsi, B., Collod‐Béroud, G., Tuffery‐Giraud, S., Fertit, H. E., Claustres, M., & Coubes, P. A. (2010) · Movement Disorders · doi:10.1002/mds.22802 · Cited by 157 · see citing works
Traffic-law enforcement and risk of death from motor-vehicle crashes: case-crossover study
Redelmeier, D. A., Tibshirani, R. J., & Evans, L. (2003) · The Lancet · doi:10.1016/s0140-6736(03)13770-1 · Cited by 157 · see citing works
Möller, J., Hallqvist, J., Diderichsen, F., Theorell, T., Reuterwall, C., & Ahlbom, A. (1999) · Psychosomatic Medicine · doi:10.1097/00006842-199911000-00019 · Cited by 149 · see citing works
Hauser, T., Mahr, A., Metzler, C., Coste, J., Sommerstein, R., Gross, W. L., Guillevin, L., & Hellmich, B. (2008) · Thorax · doi:10.1136/thx.2007.087825 · Cited by 143 · see citing works
Kwon, H., Cho, S.-H., Nyberg, F., & Pershagen, G. (2001) · Epidemiology · doi:10.1097/00001648-200107000-00011 · Cited by 146 · see citing works
Exchangeability in the case-crossover design
Mittleman, M. A., & Mostofsky, E. (2014) · International Journal of Epidemiology · doi:10.1093/ije/dyu081 · Cited by 147 · see citing works
“Different sampling mechanisms reflect how selfmatched designs are analogous to either a highly stratified cohort or a case-control study.(12) Conceptualized as a cohort study, a case-crossover study can utilize all of the person-time experienced by each subject over a specified time period preceding the event (Figure…”
BackgroundSelf-citationLee, J. T., & Schwartz, J. D. (1999) · Environmental Health Perspectives · doi:10.1289/ehp.99107633 · Cited by 151 · see citing works
Physical Activity and Anger or Emotional Upset as Triggers of Acute Myocardial Infarction
Smyth, A., O'Donnell, M. J., Lamelas, P. M., Teo, K. K., Rangarajan, S., & Yusuf, S. (2016) · Circulation · doi:10.1161/circulationaha.116.023142 · Cited by 142 · see citing works
Air pollution and hospital admissions for cardiovascular disease in Taipei, Taiwan
Chang, C., Tsai, S., Ho, S., & Yang, C. (2004) · Environmental Research · doi:10.1016/j.envres.2004.07.005 · Cited by 138 · see citing works
Strike, P. C., Perkins-Porras, L., Whitehead, D. L., McEwan, J. R., & Steptoe, A. (2006) · Heart · doi:10.1136/hrt.2005.077362 · Cited by 130 · see citing works
Triggers of Subarachnoid Hemorrhage
Anderson, C. S., Mhurchú, C. N., Scott, D., Bennett, D., Jamrozik, K. D., & Hankey, G. J. (2003) · Stroke · doi:10.1161/01.str.0000077015.90334.a7 · Cited by 129 · see citing works
“Proxy 170 (28, 13) 3.1 (1.4–7.0) Patient 134 (30, 14 ) 2.5 (1.2–4.8)”
InfluentialFixed-Effects Methods for the Analysis of Nonrepeated Events
Allison, P. D., & Christakis, N. A. (2006) · Sociological Methodology · doi:10.1111/j.1467-9531.2006.00177.x · Cited by 112 · see citing works
Möller, J., Ahlbom, A., Hulting, J., Diderichsen, F., de Faire, U., Reuterwall, C., & Hallqvist, J. (2001) · Heart · doi:10.1136/heart.86.4.387 · Cited by 120 · see citing works
Using Cellular Telephones in Vehicles: Safe or Unsafe?
Goodman, M. J., Tijerina, L., Bents, F. D., & Wierwille, W. W. (1999) · Transportation Human Factors · doi:10.1207/sthf0101_2 · Cited by 118 · see citing works
Schelleman, H., Bilker, W., Brensinger, C., et al. (2008) · Clinical Pharmacology & Therapeutics · doi:10.1038/clpt.2008.150 · Cited by 118 · see citing works
Hallqvist, J., Möller, J., Ahlbom, A., Diderichsen, F., Reuterwall, C., & Fairé, U. D. (2000) · American Journal of Epidemiology · doi:10.1093/oxfordjournals.aje.a010231 · Cited by 116 · see citing works
“Both the incidence of myocardial infarction and the occurrence of heavy exertion have circadian variations, and therefore there may have been confounding by time of day (4).”
BackgroundRelationship between air pollution and daily mortality in a subtropical city: Taipei, Taiwan
Yang, C., Chang, C.-C., Chuang, H., Tsai, S., Wu, T.-N., & Ho, C. (2003) · Environment International · doi:10.1016/j.envint.2003.10.006 · Cited by 114 · see citing works
Antibiotic Prophylaxis Against Infective Endocarditis Before Invasive Dental Procedures
Thornhill, M. H., Gibson, T. B., Yoon, F. B., Dayer, M., Prendergast, B., Lockhart, P. B., O’Gara, P. T., & Baddour, L. M. (2022) · Journal of the American College of Cardiology · doi:10.1016/j.jacc.2022.06.030 · Cited by 117 · see citing works
Transient Exposure to Coffee as a Trigger of a First Nonfatal Myocardial Infarction
Baylin, A., Hernandez-Diaz, S., Kabagambe, E. K., Siles, X., & Campos, H. (2006) · Epidemiology · doi:10.1097/01.ede.0000229444.55718.96 · Cited by 104 · see citing works
A case-crossover study of transient risk factors for occupational acute hand injury
Sorock, G. S., Lombardi, D. A., Hauser, R. B., Eisen, E. A., Herrick, R. F., & Mittleman, M. A. (2004) · Occupational and Environmental Medicine · doi:10.1136/oem.2002.004028 · Cited by 102 · see citing works
“15 16 In the case-crossover design, the individual subject is the stratifying variable.”
BackgroundSelf-citationWhat Triggers an Episode of Acute Low Back Pain? A Case–Crossover Study
Steffens, D., Ferreira, M. L., Latimer, J., Ferreira, P. H., Koes, B. W., Blyth, F., Li, Q., & Maher, C. G. (2015) · Arthritis Care & Research · doi:10.1002/acr.22533 · Cited by 103 · see citing works
Tsai, S., Chang, C., & Yang, C. (2013) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph10116015 · Cited by 101 · see citing works
“Data were analyzed using the case-crossover technique [42–44].”
MethodMauderly, J. L., Burnett, R. T., Castillejos, M., Özkaynak, H., Samet, J. M., Stieb, D. M., Vedal, S., & Wyzga, R. E. (2010) · Inhalation Toxicology · doi:10.3109/08958371003793846 · Cited by 100 · see citing works
Risk of injury after alcohol consumption: a case-crossover study in the emergency department
Borges, G. L. G., CHERPITEL, C. J. S., & Mittleman, M. A. (2003) · Social Science & Medicine · doi:10.1016/s0277-9536(03)00290-9 · Cited by 100 · see citing works
Self-citationCase–crossover and case–time–control designs as alternatives in pharmacoepidemiologic research
Schneeweiß, S., Stürmer, T., & Maclure, M. (1997) · Pharmacoepidemiology and Drug Safety · doi:10.1002/(sici)1099-1557(199710)6:3+ · Cited by 110 · see citing works
Self-citationChang, C.-C., Chen, P., & Yang, C. (2015) · Journal of Toxicology and Environmental Health · doi:10.1080/15287394.2014.960044 · Cited by 96 · see citing works
“Data were analyzed using the casecrossover technique (Maclure, 1991; Marshall and Jackson, 1993; Mittleman et al., 1995).”
MethodInfection and Risk of Ischemic Stroke
Paganini‐Hill, A., Lozano, E., Fischberg, G. M., Barreto, M. P., Rajamani, K., Ameriso, S. F., Heseltine, P. N. R., & Fisher, M. (2003) · Stroke · doi:10.1161/01.str.0000053451.28410.98 · Cited by 96 · see citing works
Educational Attainment, Anger, and the Risk of Triggering Myocardial Infarction Onset
Mittleman, M. A. (1997) · Archives of Internal Medicine · doi:10.1001/archinte.1997.00440280091008 · Cited by 138 · see citing works
Self-citationAnti-Infectives and the Risk of Severe Hypoglycemia in Users of Glipizide or Glyburide
Schelleman, H., Bilker, W. B., Brensinger, C. M., Wan, F., & Hennessy, S. (2010) · Clinical Pharmacology & Therapeutics · doi:10.1038/clpt.2010.74 · Cited by 86 · see citing works
Acute Depressed Mood as a Trigger of Acute Coronary Syndromes
Steptoe, A., Strike, P. C., Perkins-Porras, L., McEwan, J. R., & Whitehead, D. L. (2006) · Biological Psychiatry · doi:10.1016/j.biopsych.2006.03.041 · Cited by 84 · see citing works
A Case‐crossover Analysis of Air Pollution and Daily Mortality in Shanghai
Kan, H., & Chen, B. (2003) · Journal of Occupational Health · doi:10.1539/joh.45.119 · Cited by 83 · see citing works
PHYSICAL EXERTION AS A TRIGGER OF MYOCARDIAL INFARCTION AND SUDDEN CARDIAC DEATH
Mittleman, M. A., & Siscovick, D. S. (1996) · Cardiology Clinics · doi:10.1016/s0733-8651(05)70279-4 · Cited by 83 · see citing works
Self-citationMcEvoy, S., Stevenson, M., & Woodward, M. (2007) · Accident Analysis & Prevention · doi:10.1016/j.aap.2007.03.004 · Cited by 82 · see citing works
Yang, C., Chen, Y.-S., Yang, C., & Ho, S. (2004) · Journal of Toxicology and Environmental Health · doi:10.1080/15287390490276502 · Cited by 80 · see citing works
“The data were analyzed using the case-crossover technique (Maclure, 1991; Marshall & Jackson, 1993; Mittleman et al., 1995).”
MethodAn Approach to Checking Case-Crossover Analyses Based on Equivalence With Time-Series Methods
Lu, Y., Symons, J. M., Geyh, A. S., & Zeger, S. L. (2008) · Epidemiology · doi:10.1097/ede.0b013e3181632c24 · Cited by 79 · see citing works
“An often-claimed rationale for use of the case-crossover design is that it provides self-matched data at both case and control periods and removes confounding by time-fixed characteristics.(35,36) Another claimed advantage is that it controls time-varying confounders such as seasonal and day of the week factors by des…”
BackgroundA case-crossover study of occupational traumatic hand injury: Methods and initial findings
Sorock, G. S., Lombardi, D. A., Hauser, R. B., Eisen, E. A., Herrick, R. F., & Mittleman, M. A. (2001) · American Journal of Industrial Medicine · doi:10.1002/1097-0274(200102)39:2 · Cited by 80 · see citing works
Self-citationRefilling and Switching of Antiepileptic Drugs and Seizure-Related Events
Gagne, J. J., Avorn, J., Shrank, W. H., & Schneeweiß, S. (2010) · Clinical Pharmacology & Therapeutics · doi:10.1038/clpt.2010.90 · Cited by 76 · see citing works
Coffee and acute ischemic stroke onset: The Stroke Onset Study
Mostofsky, E., Schlaug, G., Mukamal, K. J., Rosamond, W. D., & Mittleman, M. A. (2010) · Neurology · doi:10.1212/wnl.0b013e3181fb443d · Cited by 75 · see citing works
“Myocardial infarction 39 (13) 10 (12) 0.”
Self-citationWackernagel, H. (1995) · Springer eBooks · doi:10.1007/978-3-662-03098-1_11 · Cited by 75 · see citing works
Hauschke (1999) · doi:10.1002/(sici)1097-0258(19990115)18:1
Case-Crossover and Case-Time-Control Designs in Birth Defects Epidemiology
Hernández–Dı́az, S. (2003) · American Journal of Epidemiology · doi:10.1093/aje/kwg144 · Cited by 74 · see citing works
Interpretation and bias in case-crossover studies
Redelmeier, D. A., & Tibshirani, R. J. (1997) · Journal of Clinical Epidemiology · doi:10.1016/s0895-4356(97)00196-0 · Cited by 74 · see citing works
Stress as a Trigger of Attacks in Menière's Disease. A Case‐Crossover Study
Söderman, A. H., Möller, J., Bagger‐Sjöbäck, D., Bergenius, J., & Hallqvist, J. (2004) · The Laryngoscope · doi:10.1097/00005537-200410000-00031 · Cited by 71 · see citing works
“The matched pair approach was analyzed with conditional logistic regression.(6,10) The usual frequency approach was analyzed with standard Mantel-Haenzel methods(6) for follow-up studies with sparse data in each stratum.”
MethodRopponen, A., Koskinen, A., Puttonen, S., & Härmä, M. (2018) · International Journal of Nursing Studies · doi:10.1016/j.ijnurstu.2018.11.002 · 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
Evaluation of Acute Risk for Myocardial Infarction in Men Treated With Sildenafil Citrate
Mittleman, M. A., Maclure, M., & Glasser, D. B. (2005) · The American Journal of Cardiology · doi:10.1016/j.amjcard.2005.03.097 · Cited by 65 · see citing works
Self-citationCheng, M., Chiu, H., & Yang, C. (2015) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph121013053 · Cited by 65 · see citing works
“Data were analyzed using the case-crossover technique [42–44].”
MethodDiurnal Temperature Range is a Risk Factor for Coronary Heart Disease Death
Cao, J., Cheng, Y., Zhao, N., Song, W., Jiang, C., Chen, R., & Kan, H. (2009) · Journal of Epidemiology · doi:10.2188/jea.je20080074 · Cited by 65 · see citing works
Hugonnet, S., Villaveces, A., & Pittet, D. (2007) · American Journal of Epidemiology · doi:10.1093/aje/kwm041 · Cited by 64 · see citing works
“One is to sample several referent periods before the case period, with an interval between them that is a function of the trend (10, 32, 33).”
BackgroundRelationship Between air Pollution and Daily Mortality in a Tropical City: Kaohsiung, Taiwan
Tsai, S., Huang, C., Goggins, W. B., Wu, T.-N., & Yang, C. (2003) · Journal of Toxicology and Environmental Health · doi:10.1080/15287390306389 · Cited by 63 · see citing works
“The data were analyzed using the case-crossover technique (Maclure, 1991; Marshall & Jackson, 1993; Mittleman et al., 1995).”
MethodRisk of Carotid Stroke after Chiropractic Care: A Population-Based Case-Crossover Study
Cassidy, J. D., Boyle, E., Côté, P., Hogg‐Johnson, S., Bondy, S. J., & Haldeman, S. (2016) · Journal of Stroke and Cerebrovascular Diseases · doi:10.1016/j.jstrokecerebrovasdis.2016.10.031 · Cited by 68 · see citing works
Triggering of cardiac events by sexual activity: findings from a case–crossover analysis
Muller, J. E. (2000) · The American Journal of Cardiology · doi:10.1016/s0002-9149(00)00885-7 · Cited by 62 · see citing works
Mostofsky, E., Coull, B. A., & Mittleman, M. A. (2018) · Epidemiology · doi:10.1097/ede.0000000000000904 · Cited by 62 · see citing works
Self-citationTemporal association between invasive procedures and infective endocarditis
Thornhill, M. H., Crum, A., Campbell, R., Stone, T., Lee, E. C., Bradburn, M. J., Fibisan, V., Dayer, M., Prendergast, B., Lockhart, P. B., et al. (2022) · Heart · doi:10.1136/heartjnl-2022-321519 · Cited by 64 · see citing works
Driving and Implantable Cardioverter-Defibrillator Shocks for Ventricular Arrhythmias
Albert, C. M., Rosenthal, L., Calkins, H., Steinberg, J. S., Ruskin, J. N., Wang, P., Muller, J. E., & Mittleman, M. A. (2007) · Journal of the American College of Cardiology · doi:10.1016/j.jacc.2007.06.059 · Cited by 61 · see citing works
Self-citationStatistical Methods for Naturalistic Driving Studies
Guo, F. (2018) · Annual Review of Statistics and Its Application · doi:10.1146/annurev-statistics-030718-105153 · Cited by 59 · see citing works
Wade, T. J., Lin, C. J., Jagai, J. S., & Hilborn, E. D. (2014) · PLoS ONE · doi:10.1371/journal.pone.0110474 · Cited by 58 · see citing works
“We applied a fixed-effect conditional logistic regression model, standard for case-crossover studies [19,20,23], and shown to be unbiased when the time-stratified bi-directional case-crossover design is used for control selection [21,22].”
MethodYamauchi, T., Inagaki, M., Yonemoto, N., Iwasaki, M., Inoue, M., Akechi, T., Iso, H., Tsugane, S., & on behalf of the JPHC Study Group (2014) · Psycho-Oncology · doi:10.1002/pon.3529 · Cited by 56 · see citing works
“Furthermore, to adjust for unmeasured confounding factors, a case-crossover analysis [13,29,30] was performed for all patients with cancer who died by suicide or ECIs.”
MethodResultWithin‐subject exposure dependency in case‐crossover studies
Vines, S. K., & Farrington, P. (2001) · Statistics in Medicine · doi:10.1002/sim.960 · Cited by 57 · see citing works
Tsai, S., Chiu, H., Liou, S.-H., & Yang, C. (2014) · Journal of Toxicology and Environmental Health · doi:10.1080/15287394.2014.922388 · Cited by 55 · see citing works
“Data were analyzed using the casecrossover technique (Maclure, 1991; Marshall and Jackson, 1993; Mittleman et al., 1995).”
MethodGlove Use and the Relative Risk of Acute Hand Injury: A Case-Crossover Study
Sorock, G. S., Lombardi, D. A., Peng, D. K., Hauser, R. B., Eisen, E. A., Herrick, R. F., & Mittleman, M. A. (2004) · Journal of Occupational and Environmental Hygiene · doi:10.1080/15459620490424500 · Cited by 58 · see citing works
“The analysis of the case-crossover data for glove use as a risk factor was conducted using standard methods for stratified analyses.(15,16) In the case-crossover design the individual subject is the stratifying variable.”
MethodSelf-citationAlcohol and Acute Ischemic Stroke Onset
Mostofsky, E., Burger, M. R., Schlaug, G., Mukamal, K. J., Rosamond, W. D., & Mittleman, M. A. (2010) · Stroke · doi:10.1161/strokeaha.110.580092 · Cited by 58 · see citing works
“病例交叉研究中的每位患者形成了其各自独立 的分层,并进行自身对照 ([21,22])。所观察到的危险期”
Self-citationTriggering of acute myocardial infarction by different means of transportation
Peters, A., von Klot, S., Mittleman, M. A., Meisinger, C., Hörmann, A., Kuch, B., & Wichmann, H. ‐. (2012) · European Journal of Preventive Cardiology · doi:10.1177/2047487312446672 · Cited by 55 · see citing works
“Conditional logistic regression models were used to assess the association between transient individual level traffic exposures and AMI onset.(16) We computed odds ratios as a measure of relative risk (RR) of having an AMI during periods of time spent in traffic compared with time not spent in traffic within an indivi…”
MethodSelf-citationDesign issues in case-control studies
Wacholder, S. (1995) · Statistical Methods in Medical Research · doi:10.1177/096228029500400403 · Cited by 54 · see citing works
Episodic Alcohol Use and Risk of Nonfatal Injury
Borges, G. L. G. (2004) · American Journal of Epidemiology · doi:10.1093/aje/kwh073 · Cited by 54 · see citing works
“We report relative risk estimates for alcohol use within 6 hours prior to injury, using different time periods for control comparisons ( 19 ).”
MethodChen, Y.-C., Weng, Y., Chiu, Y.-W., & Yang, C. (2015) · Journal of Toxicology and Environmental Health · doi:10.1080/15287394.2015.1083520 · Cited by 53 · see citing works
“Data were analyzed using the casecrossover technique (Maclure 1991; Marshall and Jackson 1993; Mittleman et al. 1995).”
Method
- Authors
- Mittleman, M. A., Maclure, M., & Robins, J. M.
- Affiliations
- Harvard University (US)
- Corresponding author
- Mittleman, Murray A.
- Venue
- American Journal of Epidemiology
- Publisher
- Oxford University Press (OUP)
- Published
- 1995-07-01
- Volume
- 142
- Issue
- 1
- Pages
- 91-98
- ISSN
- 0002-9262 (ISSN-L)
- 1476-6256
- OpenAlex
- W2151672696
- Cited by
- 340
- References
- 0
- Citations by year
- 2026: 3 · 2025: 5 · 2024: 8 · 2023: 10 · 2022: 11 · 2021: 8 · 2020: 4 · 2019: 10 · 2018: 12 · 2017: 14 · 2016: 13 · 2015: 21 · 2014: 23 · 2013: 13 · 2012: 15
- FWCI
- 10.32
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- American Journal of Epidemiology (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Heart, Lung, and Blood Institute (HL41016, R01HL041016)
- Topics
- Physical Sciences › Mathematics › Statistics and Probability › Statistical Methods in Epidemiology
- Physical Sciences › Mathematics › Statistics and Probability › Advanced Causal Inference Techniques
- Physical Sciences › Mathematics › Statistics and Probability › Statistical Methods and Inference
- Keywords
- case-crossover design, relative efficiency, acute myocardial infarction, transient exposure, asymptotic variance
- MeSH terms
- Adult, Aged, Aged, 80 and over, Female, Humans, Male, Middle Aged, Myocardial Infarction, Risk, Models, Statistical, Exercise, Bias, Confounding Factors, Epidemiologic, Case-Control Studies, Cross-Over Studies
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