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A Practical Guide to Writing (and Understanding) a Scientific Paper: Meta-Analyses

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Basic Methods Handbook for Clinical Orthopaedic Research

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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References

  1. 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.

    Article  CAS  PubMed  Google Scholar 

  2. 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.

    Article  CAS  PubMed  Google Scholar 

  3. 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.

    Article  Google Scholar 

  4. 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.

    Google Scholar 

  5. 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.

    Google Scholar 

  6. DerSimonian R, Laird N. Meta-analysis in clinical trials. Control Clin Trials. 1986;7:177–88.

    Article  CAS  PubMed  Google Scholar 

  7. 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.

    Article  PubMed  Google Scholar 

  8. 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.

    Article  PubMed  Google Scholar 

  9. 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.

    Article  PubMed  Google Scholar 

  10. 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.

    Article  Google Scholar 

  11. Greco T, Zangrillo A, Biondi-Zoccai G, Landoni G. Meta-analysis: pitfalls and hints. Heart Lung Vessel. 2013;5(4):219–25. Review.

    CAS  PubMed  PubMed Central  Google Scholar 

  12. 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.

    Chapter  Google Scholar 

  13. 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.

    Chapter  Google Scholar 

  14. 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.

    Chapter  Google Scholar 

  15. Higgins JPT, Green S, editors. Cochrane handbook for systematic reviews of interventions. Chichester: Wiley; 2008.

    Google Scholar 

  16. 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.

    Article  PubMed  Google Scholar 

  17. 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.

    Article  PubMed  Google Scholar 

  18. 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.

    Article  PubMed  Google Scholar 

  19. Koretz RL, Lipman TO. Understanding systematic reviews and meta-analyses. JPEN J Parenter Enteral Nutr. 2016. pii: 0148607116661841.

    Google Scholar 

  20. 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.

    Google Scholar 

  21. 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.

    Article  PubMed  Google Scholar 

  22. 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.

    Article  PubMed  Google Scholar 

  23. 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.

    Article  PubMed  Google Scholar 

  24. Mantel N, Haenszel W. Statistical aspects of the analysis of data from retrospective studies of disease. J Natl Cancer Inst. 1959;22:719–48.

    CAS  PubMed  Google Scholar 

  25. 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.

    Article  PubMed  PubMed Central  Google Scholar 

  26. 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.

    Google Scholar 

  27. 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.

    Article  PubMed  Google Scholar 

  28. 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.

    Article  PubMed  Google Scholar 

  29. 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.

    Google Scholar 

  30. Russo MW. How to review a meta-analysis. Gastroenterol Hepatol (N Y). 2007;3(8):637–42.

    Google Scholar 

  31. 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.

    Google Scholar 

  32. 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.

    Google Scholar 

  33. 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.

    Article  PubMed  PubMed Central  Google Scholar 

  34. 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.

    Article  PubMed  Google Scholar 

  35. 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.

    Google Scholar 

  36. 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.

    Article  PubMed  Google Scholar 

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Correspondence to Alberto Grassi .

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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

Guides to meta-analyses

Cochrane Handbook for Systematic Review of Interventions

http://handbook.cochrane.org/

PRISMA Guidelines for Systematic Reviews and Meta-Analyses

http://www.prisma-statement.org/

GRADE Handbook

http://gdt.guidelinedevelopment.org/app/handbook/handbook.html

Databases

Cochrane Library

http://www.thecochranelibrary.com

PubMed

https://www.ncbi.nlm.nih.gov/pubmed/

Embase

http://store.elsevier.com/embase

Clinical Trials Database

https://clinicaltrials.gov/

Statistical software

Cochrane RevMan

http://tech.cochrane.org/revman/download

OpenMetaAnalyst

http://www.cebm.brown.edu/openmeta/download.html

MedCalc

https://www.medcalc.org/download.php

Methodological evaluation

Oxford Level of Evidence

http://www.cebm.net/oxford-centre-evidence-based-medicine-levels-evidence-march-2009/

JBJS Level of Evidence

http://jbjs.org/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)

http://www.consort-statement.org/

PEDRO scale for randomised controlled trials (RCT)

https://www.pedro.org.au/english/downloads/pedro-scale/

AMSTAR score for systematic reviews

https://amstar.ca/Amstar_Checklist.php

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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  • DOI: https://doi.org/10.1007/978-3-662-58254-1_47

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