Skip to main content

Advertisement

Log in

The importance of randomization in clinical research

  • Simply Statistics
  • Published:
Indian Journal of Thoracic and Cardiovascular Surgery Aims and scope Submit manuscript

Abstract

Studies evaluating average treatment effects (ATE) of an intervention could broadly be classified into those with observational and randomized designs. Observational studies are limited by confounding, in addition to selection and information bias, making the evaluation of ATE hypothesis generating and not hypothesis testing. Randomization attempts to reduce the systemic error introduced by observational studies by ensuring equal distribution of prognostic factors between the treatment and control groups, thereby confirming that any difference in outcomes observed between the two groups is attributable to the treatment. While randomized controlled trials (RCT) remain the gold standard in estimating ATE of therapeutic interventions, they do have inherent limitations due to uncertain external validity. Observational studies can have a complementary role in enhancing RCTs’ ability to inform routine clinical practice. In this review, we focus on the limitations of observational studies, the need for randomization, interpretation, and the limitations of RCTs.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  1. CONSENSUS Trial Study Group. Effects of enalapril on mortality in severe congestive heart failure. Results of the Cooperative North Scandinavian Enalapril Survival Study (CONSENSUS). N Engl J Med. 1987;316:1429–35.

    Article  Google Scholar 

  2. Packer M, Anker SD, Butler J, et al. Cardiovascular and renal outcomes with empagliflozin in heart failure. N Engl J Med. 2020;383:1413–24.

    Article  CAS  Google Scholar 

  3. Cleland JGF, Daubert J-C, Erdmann E, et al. The effect of cardiac resynchronization on morbidity and mortality in heart failure. N Engl J Med. 2005;352:1539–49.

    Article  CAS  Google Scholar 

  4. McMurray JJV, Packer M, Desai AS, et al. Angiotensin-neprilysin inhibition versus enalapril in heart failure. N Engl J Med. 2014;371:993–1004.

    Article  Google Scholar 

  5. Packer M, Bristow MR, Cohn JN, et al. The effect of carvedilol on morbidity and mortality in patients with chronic heart failure. U.S. Carvedilol Heart Failure Study Group. N Engl J Med. 1996;334:1349–55.

    Article  CAS  Google Scholar 

  6. Mauri L, Silbaugh TS, Garg P, et al. Drug-eluting or bare-metal stents for acute myocardial infarction. N Engl J Med. 2008;359:1330–42.

    Article  CAS  Google Scholar 

  7. Kastrati A, Dibra A, Spaulding C, et al. Meta-analysis of randomized trials on drug-eluting stents vs. bare-metal stents in patients with acute myocardial infarction. Eur Heart J. 2007;28:2706–13.

    Article  Google Scholar 

  8. Feinberg J, Nielsen EE, Greenhalgh J, et al. Drug-eluting stents versus bare-metal stents for acute coronary syndrome. Cochrane Database Syst Rev. 2017;8:CD012481.

    PubMed  Google Scholar 

  9. Wong BYL. Drug-eluting versus bare-metal stents in acute myocardial infarction. N Engl J Med. 2009;360:300.

    Article  CAS  Google Scholar 

  10. Grimes DA, Schulz KF. Bias and causal associations in observational research. Lancet. 2002;359:248–52.

    Article  Google Scholar 

  11. Sackett DL. Bias in analytic research. J Chronic Dis. 1979;32:51–63.

    Article  CAS  Google Scholar 

  12. Rosenberger WF, Uschner D, Wang Y. Randomization: the forgotten component of the randomized clinical trial. Stat Med. 2019;38:1–12.

    Article  Google Scholar 

  13. Baggerly K. Experimental design, randomization, and validation. Clin Chem. 2018;64:1534–5.

    Article  CAS  Google Scholar 

  14. Wallentin L, Becker RC, Budaj A, et al. Ticagrelor versus clopidogrel in patients with acute coronary syndromes. N Engl J Med. 2009;361:1045–57.

    Article  CAS  Google Scholar 

  15. Ruwald ACH, Westergaard B, Sehestedt T, et al. Losartan versus atenolol-based antihypertensive treatment reduces cardiovascular events especially well in elderly patients: the Losartan Intervention For Endpoint reduction in hypertension (LIFE) study. J Hypertens. 2012;30:1252–9.

    Article  CAS  Google Scholar 

  16. Pitt B, Pfeffer MA, Assmann SF, et al. Spironolactone for heart failure with preserved ejection fraction. N Engl J Med. 2014;370:1383–92.

    Article  CAS  Google Scholar 

  17. Raz I, Wilson PWF, Strojek K, et al. Effects of prandial versus fasting glycemia on cardiovascular outcomes in type 2 diabetes: the HEART2D trial. Diabetes Care. 2009;32:381–6.

    Article  CAS  Google Scholar 

  18. Boden WE, O’Rourke RA, Teo KK, et al. Optimal medical therapy with or without PCI for stable coronary disease. N Engl J Med. 2007;356:1503–16.

    Article  CAS  Google Scholar 

  19. Fröbert O, Lagerqvist B, Olivecrona GK, et al. Thrombus aspiration during ST-segment elevation myocardial infarction. N Engl J Med. 2013;369:1587–97.

    Article  Google Scholar 

  20. Bønaa KH, Mannsverk J, Wiseth R, et al. Drug-eluting or bare-metal stents for coronary artery disease. N Engl J Med. 2016;375:1242–52.

    Article  Google Scholar 

Download references

Funding

None.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Varun Sundaram.

Ethics declarations

Ethics approval

Not applicable as this is a review.

Informed consent

Not applicable.

Human and animal rights

Not applicable.

Conflict of interest

The authors declare no competing interests.

Additional information

Publisher's note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Sundaram, V., Selvaganesan, P., Deo, S. et al. The importance of randomization in clinical research. Indian J Thorac Cardiovasc Surg 38, 562–565 (2022). https://doi.org/10.1007/s12055-022-01401-7

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s12055-022-01401-7

Keywords

Navigation