Abstract
Meta-analyses represent an unbiased way of summarising the evidence on a specific topic. A meta-analysis is a formal process for gathering and evaluating literature to answer a specific question, using statistics to combine the data from randomised controlled trials. However, their use is controversial, as there are several critical conditions and methodological considerations that could produce misleading conclusions. A wide and extensive systematic search, clear-cut inclusion criteria and appropriate data extraction are mandatory when it comes to obtaining all the evidence relating to the investigated topic. Statistical analyses should be performed carefully and all sources of heterogeneity should be explored to avoid dangerous bias. The design and the quality of the included studies should be clearly presented to show the reader the overall quality of the evidence that is presented in the meta-analysis. Finally, the results should be interpreted critically from both a clinical and a statistical point of view.
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Brozek JL, Akl EA, Alonso-Coello P, Lang D, Jaeschke R, Williams JW, Phillips B, Lelgemann M, Lethaby A, Bousquet J, Guyatt GH, Schünemann HJ, GRADE Working Group. Grading quality of evidence and strength of recommendations in clinical practice guidelines. Part 1 of 3. An overview of the GRADE approach and grading quality of evidence about interventions. Allergy. 2009;64(5):669–77 . Review. https://doi.org/10.1111/j.1398-9995.2009.01973.x.
Coleman BD, Khan KM, Maffulli N, Cook JL, Wark JD. Studies of surgical outcome after patellar tendinopathy: clinical significance of methodological deficiencies and guidelines for future studies. Victorian Institute of Sport Tendon Study Group. Scand J Med Sci Sports. 2000;10:2–11.
Collins NJ, Misra D, Felson DT, Crossley KM, Roos EM. Measures of knee function: International Knee Documentation Committee (IKDC) Subjective Knee Evaluation Form, Knee Injury and Osteoarthritis Outcome Score (KOOS), Knee Injury and Osteoarthritis Outcome Score Physical Function Short Form (KOOS-PS), Knee Outcome Survey Activities of Daily Living Scale (KOS-ADL), Lysholm Knee Scoring Scale, Oxford Knee Score (OKS), Western Ontario and McMaster Universities Osteoarthritis Index (WOMAC), Activity Rating Scale (ARS), and Tegner Activity Score (TAS). Arthritis Care Res (Hoboken). 2011;63(Suppl 11):S208–28. https://doi.org/10.1002/acr.20632.
Deeks JJ, Altman DG, Bradburn MJ. Statistical methods for examining heterogeneity and combining results from several studies in meta-analysis. In: Egger M, Davey Smith G, Altman DG, editors. Systematic reviews in health care: meta-analysis in context. 2nd ed. London: BMJ Publication Group; 2001.
Deeks JJ, Higgins JPT, Altman DG. Chapter 9: Analysing data and undertaking meta-analyses. In: Higgins JPT, Green S, editors. Cochrane handbook for systematic reviews of interventions. Chichester: Wiley; 2008.
DerSimonian R, Laird N. Meta-analysis in clinical trials. Control Clin Trials. 1986;7:177–88.
Foster TE, Wolfe BL, Ryan S, Silvestri L, Kaye EK. Does the graft source really matter in the outcome of patients undergoing anterior cruciate ligament reconstruction? An evaluation of autograft versus allograft reconstruction results: a systematic review. Am J Sports Med. 2010;38(1):189–99. https://doi.org/10.1177/0363546509356530.
Grassi A, Ardern CL, Marcheggiani Muccioli GM, Neri MP, Marcacci M, Zaffagnini S. Does revision ACL reconstruction measure up to primary surgery? A meta-analysis comparing patient-reported and clinician-reported outcomes, and radiographic results. Br J Sports Med. 2016;50(12):716–24. https://doi.org/10.1136/bjsports-2015-094948.
Grassi A, Zaffagnini S, Marcheggiani Muccioli GM, Neri MP, Della Villa S, Marcacci M. After revision anterior cruciate ligament reconstruction, who returns to sport? A systematic review and meta-analysis. Br J Sports Med. 2015;49(20):1295–304. https://doi.org/10.1136/bjsports-2014-094089.
Grassi A, Zaffagnini S, Marcheggiani Muccioli GM, Roberti Di Sarsina T, Urrizola Barrientos F, Marcacci M. Revision anterior cruciate ligament reconstruction does not prevent progression in one out of five patients of osteoarthritis: a meta-analysis of prevalence and progression of osteoarthritis. J ISAKOS. 2016;1(1):16–24. https://doi.org/10.1136/jisakos-2015-000029.
Greco T, Zangrillo A, Biondi-Zoccai G, Landoni G. Meta-analysis: pitfalls and hints. Heart Lung Vessel. 2013;5(4):219–25. Review.
Higgins JPT, Altman DG. Chapter 8: Assessing risk of bias in included studies. In: Higgins JPT, Green S, editors. Cochrane handbook for systematic reviews of interventions. Chichester: Wiley; 2008.
Higgins JPT, Deeks JJ. Chapter 7: Selecting studies and collecting data. In: Higgins JPT, Green S, editors. Cochrane handbook for systematic reviews of interventions. Chichester: Wiley; 2008.
Higgins JPT, Deeks JJ, Altman DG. Chapter 16: Special topics in statistics. In: Higgins JPT, Green S, editors. Cochrane handbook for systematic reviews of interventions. Chichester: Wiley; 2008.
Higgins JPT, Green S, editors. Cochrane handbook for systematic reviews of interventions. Chichester: Wiley; 2008.
Huwiler-Müntener K, Jüni P, Junker C, Egger M. Quality of reporting of randomized trials as a measure of methodologic quality. JAMA. 2002;287(21):2801–4.
Israel H, Richter RR. A guide to understanding meta-analysis. J Orthop Sports Phys Ther. 2011;41(7):496–504. https://doi.org/10.2519/jospt.2011.3333.
Jiang N, Wang B, Chen A, Dong F, Yu B. Operative versus nonoperative treatment for acute Achilles tendon rupture: a meta-analysis based on current evidence. Int Orthop. 2012;36(4):765–73. https://doi.org/10.1007/s00264-011-1431-3.
Koretz RL, Lipman TO. Understanding systematic reviews and meta-analyses. JPEN J Parenter Enteral Nutr. 2016. pii: 0148607116661841.
Lefebvre C, Manheimer E, Glanville J. Chapter 6: Searching for studies. In: Higgins JPT, Green S, editors. Cochrane handbook for systematic reviews of interventions. Chichester: Wiley; 2008.
Lefaivre KA, Slobogean GP. Understanding systematic reviews and meta-analyses in orthopaedics. J Am Acad Orthop Surg. 2013;21(4):245–55 . Review. https://doi.org/10.5435/JAAOS-21-04-245.
Magnussen RA, Carey JL, Spindler KP. Does autograft choice determine intermediate-term outcome of ACL reconstruction? Knee Surg Sports Traumatol Arthrosc. 2011;19(3):462–72.
Marx RG. Anatomic double-bundle anterior cruciate ligament reconstruction was superior to conventional single-bundle reconstruction. J Bone Joint Surg Am. 2013;95(4):365. https://doi.org/10.2106/JBJS.9504.ebo804.
Mantel N, Haenszel W. Statistical aspects of the analysis of data from retrospective studies of disease. J Natl Cancer Inst. 1959;22:719–48.
Moher D, Liberati A, Tetzlaff J, Altman DG, PRISMA Group. Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement. BMJ. 2009;339:b2535. https://doi.org/10.1136/bmj.b2535. No abstract available.
O’Connor D, Green S, Higgins JPT. Chapter 5: Defining the review question and developing criteria for including studies. In: Higgins JPT, Green S, editors. Cochrane handbook of systematic reviews of interventions. Chichester: Wiley; 2008.
Olivo SA, Macedo LG, Gadotti IC, Fuentes J, Stanton T, Magee DJ. Scales to assess the quality of randomized controlled trials: a systematic review. Phys Ther. 2008;88(2):156–75.
Parlamas G, Hannon CP, Murawski CD, Smyth NA, Ma Y, Kerkhoffs GM, van Dijk CN, Karlsson J, Kennedy JG. Treatment of chronic syndesmotic injury: a systematic review and meta-analysis. Knee Surg Sports Traumatol Arthrosc. 2013;21(8):1931–9. Review. https://doi.org/10.1007/s00167-013-2515-y.
Reeves BC, Deeks JJ, Higgins JPT, Wells GA. Chapter 13: Including non-randomized studies. In: Higgins JPT, Green S, editors. Cochrane handbook for systematic reviews of interventions. Chichester: Wiley; 2008.
Russo MW. How to review a meta-analysis. Gastroenterol Hepatol (N Y). 2007;3(8):637–42.
Schunemann HJ, Oxman AD, Higgins JPT, Vist GE, Glasziou P, Guyatt GH. Chapter 11: Presenting results and ‘summary of findings’ tables. In: Higgins JPT, Green S, editors. Cochrane handbook for systematic reviews of interventions. Chichester: Wiley; 2008.
Schunemann HJ, Oxman AD, Vist GE, Higgins JPT, Deeks JJ, Glasziou P, Guyatt GH. Chapter 12: Interpreting results and drawing conclusions. In: Higgins JPT, Green S, editors. Cochrane handbook for systematic reviews of interventions. Chichester: Wiley; 2008.
Soroceanu A, Sidhwa F, Aarabi S, Kaufman A, Glazebrook M. Surgical versus nonsurgical treatment of acute Achilles tendon rupture: a meta-analysis of randomized trials. J Bone Joint Surg Am. 2012;94(23):2136–43. https://doi.org/10.2106/JBJS.K.00917.
Stang A. Critical evaluation of the Newcastle-Ottawa scale for the assessment of the quality of nonrandomized studies in meta-analyses. Eur J Epidemiol. 2010;25(9):603–5. https://doi.org/10.1007/s10654-010-9491-z.
Sterne JAC, Egger M, Moher D. Chapter 10: Addressing reporting biases. In: Higgins JPT, Green S, editors. Cochrane handbook for systematic reviews of interventions. Chichester: Wiley; 2008.
Wright JG, Swiontkowski MF, Tolo VT. Meta-analyses and systematic reviews: new guidelines for JBJS. J Bone Joint Surg Am. 2012;94(17):1537. No abstract available.
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Appendix: Internet Links and Websites Useful for the Various Steps in Preparing a Meta-Analysis
Appendix: Internet Links and Websites Useful for the Various Steps in Preparing a Meta-Analysis
Appendix: useful links | |
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Guides to meta-analyses | |
Cochrane Handbook for Systematic Review of Interventions | |
PRISMA Guidelines for Systematic Reviews and Meta-Analyses | |
GRADE Handbook | http://gdt.guidelinedevelopment.org/app/handbook/handbook.html |
Databases | |
Cochrane Library | |
PubMed | |
Embase | |
Clinical Trials Database | |
Statistical software | |
Cochrane RevMan | |
OpenMetaAnalyst | |
MedCalc | |
Methodological evaluation | |
Oxford Level of Evidence | http://www.cebm.net/oxford-centre-evidence-based-medicine-levels-evidence-march-2009/ |
JBJS Level of Evidence | |
Newcastle-Ottawa Scale for Non-randomised Studies | http://www.ohri.ca/programs/clinical_epidemiology/oxford.asp |
Modified Newcastle-Ottawa Scale | http://www.uphs.upenn.edu/cep/methods/Modified%20Newcastle-Ottawa.pdf |
CONSORT checklist for randomised controlled trials (RCT) | |
PEDRO scale for randomised controlled trials (RCT) | |
AMSTAR score for systematic reviews | |
COSMIN guidelines for studies of measurement instrument | http://www.cosmin.nl/downloads.html (for studies of measurement instruments) |
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Grassi, A., Compagnoni, R., Samuelsson, K., Randelli, P., Bait, C., Zaffagnini, S. (2019). A Practical Guide to Writing (and Understanding) a Scientific Paper: Meta-Analyses. In: Musahl, V., et al. Basic Methods Handbook for Clinical Orthopaedic Research. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-662-58254-1_47
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