BMJ 1994;309:1351-1355 (19 November)

Education and debate

Systematic Review: Why sources of heterogeneity in meta-analysis should be investigated

S G Thompson 

Medical Statistics Unit, London School of Hygiene and Tropical Medicine, London WC1E 7HT.

Although meta-analysis is now well established as a method of reviewing evidence, an uncritical use of the technique can be very misleading. One common problem is the failure to investigate appropriately the sources of heterogeneity, in particular the clinical differences between the studies included. This paper distinguishes between the concepts of clinical and statistical heterogeneity and exemplifies the importance of investigating heterogeneity by using published meta-analyses of epidemiological studies of serum cholesterol concentration and clinical trials of its reduction. Although not without some dangers of speculative conclusions, prompted by overzealous inspection of the data to hand, a sensible investigation of sources of heterogeneity should increase both the scientific and the clinical relevance of the results of meta-analyses.

* This paper was presented at a meeting on Systematic Reviews organised jointly by the BMJ and the UK Cochrane Centre and held in London in July 1993; it is the last . . . [Full text of this article]


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  • Song, F., Sheldon, T. A., Sutton, A. J., Abrams, K. R., Jones, D. R. (2001). Methods for Exploring Heterogeneity in Meta-Analysis. Eval Health Prof 24: 126-151 [Abstract]  
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  • Weed, D. L (2000). Interpreting epidemiological evidence: how meta-analysis and causal inference methods are related. Int J Epidemiol 29: 387-390 [Abstract] [Full text]  
  • Kong, D. F., Topol, E. J., Bittl, J. A., White, H. D., Theroux, P., Hasselblad, V., Califf, R. M. (1999). Clinical Outcomes of Bivalirudin for Ischemic Heart Disease. Circulation 100: 2049-2053 [Abstract] [Full text]  
  • DerSimonian, R., Levine, R. J. (1999). Resolving Discrepancies Between a Meta-analysis and a Subsequent Large Controlled Trial. JAMA 282: 664-670 [Abstract] [Full text]  
  • Lemmer, B., Grellier, R., Steven, J. (1999). Systematic Review of Nonrandom and Qualitative Research Literature: Exploring and Uncovering an Evidence Base for Health Visiting and Decision Making. Qual Health Res 9: 315-328 [Abstract]  
  • Kong, D. F., Califf, R. M., Miller, D. P., Moliterno, D. J., White, H. D., Harrington, R. A., Tcheng, J. E., Lincoff, A. M., Hasselblad, V., Topol, E. J. (1998). Clinical Outcomes of Therapeutic Agents That Block the Platelet Glycoprotein IIb/IIIa Integrin in Ischemic Heart Disease. Circulation 98: 2829-2835 [Abstract] [Full text]  
  • Moher, D., Jadad, A. R., Klassen, T. P. (1998). Guides for Reading and Interpreting Systematic Reviews: III. How Did the Authors Synthesize the Data and Make Their Conclusions?. Arch Pediatr Adolesc Med 152: 915-920 [Full text]  
  • Griffin, S., Greenhalgh, T. (1998). Diabetes care in general practice: meta-analysis of randomised control trials • Commentary: Meta-analysis is a blunt and potentially misleading instrument for analysing models of service delivery. BMJ 317: 390-396 [Abstract] [Full text]  
  • Kozyrskyj, A. L., Hildes-Ripstein, G. E., Longstaffe, S. E. A., Wincott, J. L., Sitar, D. S., Klassen, T. P., Moffatt, M. E. K. (1998). Treatment of Acute Otitis Media With a Shortened Course of Antibiotics: A Meta-analysis. JAMA 279: 1736-1742 [Abstract] [Full text]  
  • Harrington, R., Whittaker, J., Shoebridge, P., Campbell, F. (1998). Systematic review of efficacy of cognitive behaviour therapies in childhood and adolescent depressive disorder. BMJ 316: 1559-1563 [Abstract] [Full text]  
  • Tang, J L, Armitage, J M, Lancaster, T, Silagy, C A, Fowler, G H, Neil, H A W, Smith, G. D., Ebrahim, S. (1998). Systematic review of dietary intervention trials to lower blood total cholesterol in free-living subjects • Commentary: Dietary change, cholesterol reduction, and the public health---what does meta-analysis add?. BMJ 316: 1213-1220 [Abstract] [Full text]  
  • Schierhout, G., Roberts, I. (1998). Prophylactic antiepileptic agents after head injury: a systematic review. J. Neurol. Neurosurg. Psychiatry 64: 108-112 [Abstract] [Full text]  
  • Fujian Song, (1997). Risperidone in the treatment of schizophrenia: a meta-analysis of randomized controlled trials. J Psychopharmacol 11: 65-71 [Abstract]  
  • Kellner, J. D., Ohlsson, A., Gadomski, A. M., Wang, E. E. L. (1996). Efficacy of Bronchodilator Therapy in Bronchiolitis: A Meta-analysis. Arch Pediatr Adolesc Med 150: 1166-1172 [Abstract]  
  • Sharp, S. J, Thompson, S. G, Altman, D. G (1996). The relation between treatment benefit and underlying risk in meta-analysis. BMJ 313: 735-738 [Full text]  
  • Moher, D., Olkin, I. (1995). Meta-analysis of Randomized Controlled Trials: A Concern for Standards. JAMA 274: 1962-1964 [Abstract]  
  • Jeng, G. T., Scott, J. R., Burmeister, L. F. (1995). A Comparison of Meta-analytic Results Using Literature vs Individual Patient Data: Paternal Cell Immunization for Recurrent Miscarriage. JAMA 274: 830-836 [Abstract]  
  • (1995). Magnesium, myocardial infarction, meta-analysis and megatrials. DTB 33: 25-27 [Abstract] [Full text]  



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