Skip to main content
Top
Published in: BMC Medical Research Methodology 1/2019

Open Access 01-12-2019 | Debate

DEBATE-statistical analysis plans for observational studies

Authors: Bart Hiemstra, Frederik Keus, Jørn Wetterslev, Christian Gluud, Iwan C. C. van der Horst

Published in: BMC Medical Research Methodology | Issue 1/2019

Login to get access

Abstract

Background

All clinical research benefits from transparency and validity. Transparency and validity of studies may increase by prospective registration of protocols and by publication of statistical analysis plans (SAPs) before data have been accessed to discern data-driven analyses from pre-planned analyses.

Main message

Like clinical trials, recommendations for SAPs for observational studies increase the transparency and validity of findings. We appraised the applicability of recently developed guidelines for the content of SAPs for clinical trials to SAPs for observational studies. Of the 32 items recommended for a SAP for a clinical trial, 30 items (94%) were identically applicable to a SAP for our observational study. Power estimations and adjustments for multiplicity are equally important in observational studies and clinical trials as both types of studies usually address multiple hypotheses. Only two clinical trial items (6%) regarding issues of randomisation and definition of adherence to the intervention did not seem applicable to observational studies. We suggest to include one new item specifically applicable to observational studies to be addressed in a SAP, describing how adjustment for possible confounders will be handled in the analyses.

Conclusion

With only few amendments, the guidelines for SAP of a clinical trial can be applied to a SAP for an observational study. We suggest SAPs should be equally required for observational studies and clinical trials to increase their transparency and validity.
Appendix
Available only for authorised users
Literature
1.
go back to reference Skoog M, Saarimäki J, Gluud C, Scheinin M, Erlendsson K, Aamdal S. Transparency and registration in clinical research in the Nordic countries (Report). NordForsk: Nordic Trial Alliance. 2015:1–108. Skoog M, Saarimäki J, Gluud C, Scheinin M, Erlendsson K, Aamdal S. Transparency and registration in clinical research in the Nordic countries (Report). NordForsk: Nordic Trial Alliance. 2015:1–108.
2.
go back to reference Schulz KF, Altman DG, Moher D. CONSORT group: CONSORT 2010 statement: updated guidelines for reporting parallel group randomised trials. Int J Surg. 2011;9(8):672–7.PubMedCrossRef Schulz KF, Altman DG, Moher D. CONSORT group: CONSORT 2010 statement: updated guidelines for reporting parallel group randomised trials. Int J Surg. 2011;9(8):672–7.PubMedCrossRef
3.
go back to reference Moher D, Liberati A, Tetzlaff J, Altman DG. PRISMA group: preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement. J Clin Epidemiol. 2009;62(10):1006–12.PubMedCrossRef Moher D, Liberati A, Tetzlaff J, Altman DG. PRISMA group: preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement. J Clin Epidemiol. 2009;62(10):1006–12.PubMedCrossRef
4.
go back to reference Chan AW, Tetzlaff JM, Gotzsche PC, Altman DG, Mann H, Berlin JA, Dickersin K, Hrobjartsson A, Schulz KF, Parulekar WR, Krleza-Jeric K, Laupacis A, Moher D. SPIRIT 2013 explanation and elaboration: guidance for protocols of clinical trials. BMJ. 2013;346:e7586.PubMedPubMedCentralCrossRef Chan AW, Tetzlaff JM, Gotzsche PC, Altman DG, Mann H, Berlin JA, Dickersin K, Hrobjartsson A, Schulz KF, Parulekar WR, Krleza-Jeric K, Laupacis A, Moher D. SPIRIT 2013 explanation and elaboration: guidance for protocols of clinical trials. BMJ. 2013;346:e7586.PubMedPubMedCentralCrossRef
5.
go back to reference Chien PF, Khan KS, Siassakos D. Registration of systematic reviews: PROSPERO. BJOG. 2012;119(8):903–5.PubMedCrossRef Chien PF, Khan KS, Siassakos D. Registration of systematic reviews: PROSPERO. BJOG. 2012;119(8):903–5.PubMedCrossRef
6.
go back to reference Ebrahim S, Sohani ZN, Montoya L, Agarwal A, Thorlund K, Mills EJ, Ioannidis JP. Reanalyses of randomized clinical trial data. JAMA. 2014;312(10):1024–32.PubMedCrossRef Ebrahim S, Sohani ZN, Montoya L, Agarwal A, Thorlund K, Mills EJ, Ioannidis JP. Reanalyses of randomized clinical trial data. JAMA. 2014;312(10):1024–32.PubMedCrossRef
7.
go back to reference Gamble C, Krishan A, Stocken D, Lewis S, Juszczak E, Dore C, Williamson PR, Altman DG, Montgomery A, Lim P, Berlin J, Senn S, Day S, Barbachano Y, Loder E. Guidelines for the content of statistical analysis plans in clinical trials. JAMA. 2017;318(23):2337–43.PubMedCrossRef Gamble C, Krishan A, Stocken D, Lewis S, Juszczak E, Dore C, Williamson PR, Altman DG, Montgomery A, Lim P, Berlin J, Senn S, Day S, Barbachano Y, Loder E. Guidelines for the content of statistical analysis plans in clinical trials. JAMA. 2017;318(23):2337–43.PubMedCrossRef
8.
go back to reference von Elm E, Altman DG, Egger M, Pocock SJ, Gotzsche PC, Vandenbroucke JP. STROBE initiative: strengthening the reporting of observational studies in epidemiology (STROBE) statement: guidelines for reporting observational studies. BMJ. 2007;335(7624):806–8.CrossRef von Elm E, Altman DG, Egger M, Pocock SJ, Gotzsche PC, Vandenbroucke JP. STROBE initiative: strengthening the reporting of observational studies in epidemiology (STROBE) statement: guidelines for reporting observational studies. BMJ. 2007;335(7624):806–8.CrossRef
9.
go back to reference Collins GS, Reitsma JB, Altman DG, Moons KG. Transparent reporting of a multivariable prediction model for individual prognosis or diagnosis (TRIPOD): the TRIPOD statement. J Clin Epidemiol. 2015;68(2):134–43.PubMedCrossRef Collins GS, Reitsma JB, Altman DG, Moons KG. Transparent reporting of a multivariable prediction model for individual prognosis or diagnosis (TRIPOD): the TRIPOD statement. J Clin Epidemiol. 2015;68(2):134–43.PubMedCrossRef
10.
go back to reference Bossuyt PM, Reitsma JB, Bruns DE, Gatsonis CA, Glasziou PP, Irwig L, Lijmer JG, Moher D, Rennie D, de Vet HC, Kressel HY, Rifai N, Golub RM, Altman DG, Hooft L, Korevaar DA, Cohen JF. STARD group: STARD 2015: an updated list of essential items for reporting diagnostic accuracy studies. BMJ. 2015;351:h5527.PubMedPubMedCentralCrossRef Bossuyt PM, Reitsma JB, Bruns DE, Gatsonis CA, Glasziou PP, Irwig L, Lijmer JG, Moher D, Rennie D, de Vet HC, Kressel HY, Rifai N, Golub RM, Altman DG, Hooft L, Korevaar DA, Cohen JF. STARD group: STARD 2015: an updated list of essential items for reporting diagnostic accuracy studies. BMJ. 2015;351:h5527.PubMedPubMedCentralCrossRef
11.
go back to reference PLOS. Medicine editors: observational studies: getting clear about transparency. PLoS Med. 2014;11(8):e1001711.CrossRef PLOS. Medicine editors: observational studies: getting clear about transparency. PLoS Med. 2014;11(8):e1001711.CrossRef
12.
13.
go back to reference The Lancet. Should protocols for observational research be registered? Lancet. 2010;375(9712):1. The Lancet. Should protocols for observational research be registered? Lancet. 2010;375(9712):1.
15.
go back to reference Eisenach JC, Kheterpal S, Houle TT. Reporting of observational research in ANESTHESIOLOGY: the importance of the analysis plan. Anesthesiology. 2016;124(5):998–1000.PubMedCrossRef Eisenach JC, Kheterpal S, Houle TT. Reporting of observational research in ANESTHESIOLOGY: the importance of the analysis plan. Anesthesiology. 2016;124(5):998–1000.PubMedCrossRef
16.
go back to reference Hiemstra B, Eck RJ, Koster G, Wetterslev J, Perner A, Pettilä V, Snieder H, Hummel YM, Wiersema R, de Smet AM, Keus F, van der Horst I. Clinical examination, critical care ultrasonography and outcomes in the critically ill: cohort profile of the simple intensive care studies-I. BMJ Open. 2017;7(9):e017170.PubMedPubMedCentralCrossRef Hiemstra B, Eck RJ, Koster G, Wetterslev J, Perner A, Pettilä V, Snieder H, Hummel YM, Wiersema R, de Smet AM, Keus F, van der Horst I. Clinical examination, critical care ultrasonography and outcomes in the critically ill: cohort profile of the simple intensive care studies-I. BMJ Open. 2017;7(9):e017170.PubMedPubMedCentralCrossRef
17.
go back to reference Krleza-Jeric K, Chan AW, Dickersin K, Sim I, Grimshaw J, Gluud C. Principles for international registration of protocol information and results from human trials of health related interventions: Ottawa statement (part 1). BMJ. 2005;330(7497):956–8.PubMedPubMedCentralCrossRef Krleza-Jeric K, Chan AW, Dickersin K, Sim I, Grimshaw J, Gluud C. Principles for international registration of protocol information and results from human trials of health related interventions: Ottawa statement (part 1). BMJ. 2005;330(7497):956–8.PubMedPubMedCentralCrossRef
18.
go back to reference Garattini S, Jakobsen JC, Wetterslev J, Bertele V, Banzi R, Rath A, Neugebauer EA, Laville M, Masson Y, Hivert V, Eikermann M, Aydin B, Ngwabyt S, Martinho C, Gerardi C, Szmigielski CA, Demotes-Mainard J, Gluud C. Evidence-based clinical practice: overview of threats to the validity of evidence and how to minimise them. Eur J Intern Med. 2016;32:13–21.PubMedCrossRef Garattini S, Jakobsen JC, Wetterslev J, Bertele V, Banzi R, Rath A, Neugebauer EA, Laville M, Masson Y, Hivert V, Eikermann M, Aydin B, Ngwabyt S, Martinho C, Gerardi C, Szmigielski CA, Demotes-Mainard J, Gluud C. Evidence-based clinical practice: overview of threats to the validity of evidence and how to minimise them. Eur J Intern Med. 2016;32:13–21.PubMedCrossRef
19.
go back to reference Chu C, Umanski G, Blank A, Grossberg R, Selwyn PA. HIV-infected patients and treatment outcomes: an equivalence study of community-located, primary care-based HIV treatment vs. hospital-based specialty care in the Bronx, New York. AIDS Care. 2010;22(12):1522–9.PubMedPubMedCentralCrossRef Chu C, Umanski G, Blank A, Grossberg R, Selwyn PA. HIV-infected patients and treatment outcomes: an equivalence study of community-located, primary care-based HIV treatment vs. hospital-based specialty care in the Bronx, New York. AIDS Care. 2010;22(12):1522–9.PubMedPubMedCentralCrossRef
20.
go back to reference Pyo JH, Lee H, Min BH, Lee JH, Choi MG, Lee JH, Sohn TS, Bae JM, Kim KM, Ahn JH, Carriere KC, Kim JJ, Kim S. Long-term outcome of endoscopic resection vs. surgery for early gastric cancer: a non-inferiority-matched cohort study. Am J Gastroenterol. 2016;111(2):240–9.PubMedCrossRef Pyo JH, Lee H, Min BH, Lee JH, Choi MG, Lee JH, Sohn TS, Bae JM, Kim KM, Ahn JH, Carriere KC, Kim JJ, Kim S. Long-term outcome of endoscopic resection vs. surgery for early gastric cancer: a non-inferiority-matched cohort study. Am J Gastroenterol. 2016;111(2):240–9.PubMedCrossRef
21.
go back to reference Parker K, Perikala V, Aminazad A, Deng Z, Borg B, Buchan C, Toghill J, Irving LB, Goldin J, Charlesworth D, Mahal A, Illesinghe S, Naughton MT, Young A. Models of care for non-invasive ventilation in the acute COPD comparison of three tertiary hospitals (ACT3) study. Respirology. 2018;23(5):492–7.PubMedCrossRef Parker K, Perikala V, Aminazad A, Deng Z, Borg B, Buchan C, Toghill J, Irving LB, Goldin J, Charlesworth D, Mahal A, Illesinghe S, Naughton MT, Young A. Models of care for non-invasive ventilation in the acute COPD comparison of three tertiary hospitals (ACT3) study. Respirology. 2018;23(5):492–7.PubMedCrossRef
22.
go back to reference Austevoll IM, Gjestad R, Brox JI, Solberg TK, Storheim K, Rekeland F, Hermansen E, Indrekvam K, Hellum C. The effectiveness of decompression alone compared with additional fusion for lumbar spinal stenosis with degenerative spondylolisthesis: a pragmatic comparative non-inferiority observational study from the Norwegian registry for spine surgery. Eur Spine J. 2017;26(2):404–13.PubMedCrossRef Austevoll IM, Gjestad R, Brox JI, Solberg TK, Storheim K, Rekeland F, Hermansen E, Indrekvam K, Hellum C. The effectiveness of decompression alone compared with additional fusion for lumbar spinal stenosis with degenerative spondylolisthesis: a pragmatic comparative non-inferiority observational study from the Norwegian registry for spine surgery. Eur Spine J. 2017;26(2):404–13.PubMedCrossRef
23.
go back to reference O'Brien PC, Fleming TR. A multiple testing procedure for clinical trials. Biometrics. 1979;35(3):549–56.PubMedCrossRef O'Brien PC, Fleming TR. A multiple testing procedure for clinical trials. Biometrics. 1979;35(3):549–56.PubMedCrossRef
25.
go back to reference Šidák Z. Rectangular confidence regions for the means of multivariate normal distributions. J Am Stat Assoc. 1967;62(318):626–33. Šidák Z. Rectangular confidence regions for the means of multivariate normal distributions. J Am Stat Assoc. 1967;62(318):626–33.
26.
go back to reference Anonymous International Conference on Harmonisation of Technical Requirements for Registration of Pharmaceuticals for Human Use (ICH) adopts Consolidated Guideline on Good Clinical Practice in the Conduct of Clinical Trials on Medicinal Products for Human Use. Int Dig Health Legis. 1997;48(2):231–4. Anonymous International Conference on Harmonisation of Technical Requirements for Registration of Pharmaceuticals for Human Use (ICH) adopts Consolidated Guideline on Good Clinical Practice in the Conduct of Clinical Trials on Medicinal Products for Human Use. Int Dig Health Legis. 1997;48(2):231–4.
28.
go back to reference Jakobsen JC, Wetterslev J, Winkel P, Lange T, Gluud C. Thresholds for statistical and clinical significance in systematic reviews with meta-analytic methods. BMC Med Res Methodol. 2014;14:120.PubMedPubMedCentralCrossRef Jakobsen JC, Wetterslev J, Winkel P, Lange T, Gluud C. Thresholds for statistical and clinical significance in systematic reviews with meta-analytic methods. BMC Med Res Methodol. 2014;14:120.PubMedPubMedCentralCrossRef
29.
go back to reference Vandenbroucke JP, von Elm E, Altman DG, Gotzsche PC, Mulrow CD, Pocock SJ, Poole C, Schlesselman JJ, Egger M. STROBE initiative: strengthening the reporting of observational studies in epidemiology (STROBE): explanation and elaboration. Int J Surg. 2014;12(12):1500–24.CrossRefPubMed Vandenbroucke JP, von Elm E, Altman DG, Gotzsche PC, Mulrow CD, Pocock SJ, Poole C, Schlesselman JJ, Egger M. STROBE initiative: strengthening the reporting of observational studies in epidemiology (STROBE): explanation and elaboration. Int J Surg. 2014;12(12):1500–24.CrossRefPubMed
30.
go back to reference Nguyen TL, Collins GS, Lamy A, Devereaux PJ, Daures JP, Landais P, Le Manach Y. Simple randomization did not protect against bias in smaller trials. J Clin Epidemiol. 2017;84:105–13.PubMedCrossRef Nguyen TL, Collins GS, Lamy A, Devereaux PJ, Daures JP, Landais P, Le Manach Y. Simple randomization did not protect against bias in smaller trials. J Clin Epidemiol. 2017;84:105–13.PubMedCrossRef
31.
go back to reference Pouwels KB, Widyakusuma NN, Groenwold RH, Hak E. Quality of reporting of confounding remained suboptimal after the STROBE guideline. J Clin Epidemiol. 2016;69:217–24.PubMedCrossRef Pouwels KB, Widyakusuma NN, Groenwold RH, Hak E. Quality of reporting of confounding remained suboptimal after the STROBE guideline. J Clin Epidemiol. 2016;69:217–24.PubMedCrossRef
32.
go back to reference Greenberg L, Jairath V, Pearse R, Kahan BC. Pre-specification of statistical analysis approaches in published clinical trial protocols was inadequate. J Clin Epidemiol. 2018;101:53–60.PubMedCrossRef Greenberg L, Jairath V, Pearse R, Kahan BC. Pre-specification of statistical analysis approaches in published clinical trial protocols was inadequate. J Clin Epidemiol. 2018;101:53–60.PubMedCrossRef
33.
go back to reference Perkins NJ, Cole SR, Harel O, Tchetgen Tchetgen EJ, Sun B, Mitchell EM, Schisterman EF. Principled approaches to missing data in epidemiologic studies. Am J Epidemiol. 2018;187(3):568–75.PubMedCrossRef Perkins NJ, Cole SR, Harel O, Tchetgen Tchetgen EJ, Sun B, Mitchell EM, Schisterman EF. Principled approaches to missing data in epidemiologic studies. Am J Epidemiol. 2018;187(3):568–75.PubMedCrossRef
34.
go back to reference Jakobsen JC, Gluud C, Wetterslev J, Winkel P. When and how should multiple imputation be used for handling missing data in randomised clinical trials - a practical guide with flowcharts. BMC Med Res Methodol. 2017;17(1):162.PubMedPubMedCentralCrossRef Jakobsen JC, Gluud C, Wetterslev J, Winkel P. When and how should multiple imputation be used for handling missing data in randomised clinical trials - a practical guide with flowcharts. BMC Med Res Methodol. 2017;17(1):162.PubMedPubMedCentralCrossRef
35.
go back to reference McCulloch P, Altman DG, Campbell WB, Flum DR, Glasziou P, Marshall JC, Nicholl J, Balliol Collaboration, Aronson JK, Barkun JS, Blazeby JM, Boutron IC, Campbell WB, Clavien PA, Cook JA, Ergina PL, Feldman LS, Flum DR, Maddern GJ, Nicholl J, Reeves BC, Seiler CM, Strasberg SM, Meakins JL, Ashby D, Black N, Bunker J, Burton M, Campbell M, Chalkidou K, Chalmers I, de Leval M, Deeks J, Ergina PL, Grant A, Gray M, Greenhalgh R, Jenicek M, Kehoe S, Lilford R, Littlejohns P, Loke Y, Madhock R, McPherson K, Meakins J, Rothwell P, Summerskill B, Taggart D, Tekkis P, Thompson M, Treasure T, Trohler U, Vandenbroucke J. No surgical innovation without evaluation: the IDEAL recommendations. Lancet. 2009;374(9695):1105–12.CrossRefPubMed McCulloch P, Altman DG, Campbell WB, Flum DR, Glasziou P, Marshall JC, Nicholl J, Balliol Collaboration, Aronson JK, Barkun JS, Blazeby JM, Boutron IC, Campbell WB, Clavien PA, Cook JA, Ergina PL, Feldman LS, Flum DR, Maddern GJ, Nicholl J, Reeves BC, Seiler CM, Strasberg SM, Meakins JL, Ashby D, Black N, Bunker J, Burton M, Campbell M, Chalkidou K, Chalmers I, de Leval M, Deeks J, Ergina PL, Grant A, Gray M, Greenhalgh R, Jenicek M, Kehoe S, Lilford R, Littlejohns P, Loke Y, Madhock R, McPherson K, Meakins J, Rothwell P, Summerskill B, Taggart D, Tekkis P, Thompson M, Treasure T, Trohler U, Vandenbroucke J. No surgical innovation without evaluation: the IDEAL recommendations. Lancet. 2009;374(9695):1105–12.CrossRefPubMed
36.
go back to reference van Staa TP, Smeeth L, Persson I, Parkinson J, Leufkens HG. What is the harm-benefit ratio of cox-2 inhibitors? Int J Epidemiol. 2008;37(2):405–13.PubMedCrossRef van Staa TP, Smeeth L, Persson I, Parkinson J, Leufkens HG. What is the harm-benefit ratio of cox-2 inhibitors? Int J Epidemiol. 2008;37(2):405–13.PubMedCrossRef
37.
go back to reference Jespersen CM, Als-Nielsen B, Damgaard M, Hansen JF, Hansen S, Helo OH, Hildebrandt P, Hilden J, Jensen GB, Kastrup J, Kolmos HJ, Kjoller E, Lind I, Nielsen H, Petersen L, Gluud C. CLARICOR trial group: randomised placebo controlled multicentre trial to assess short term clarithromycin for patients with stable coronary heart disease: CLARICOR trial. BMJ. 2006;332(7532):22–7.PubMedPubMedCentralCrossRef Jespersen CM, Als-Nielsen B, Damgaard M, Hansen JF, Hansen S, Helo OH, Hildebrandt P, Hilden J, Jensen GB, Kastrup J, Kolmos HJ, Kjoller E, Lind I, Nielsen H, Petersen L, Gluud C. CLARICOR trial group: randomised placebo controlled multicentre trial to assess short term clarithromycin for patients with stable coronary heart disease: CLARICOR trial. BMJ. 2006;332(7532):22–7.PubMedPubMedCentralCrossRef
38.
go back to reference Editors. The registration of observational studies--when metaphors go bad. Epidemiology. 2010;21(5):607–9. Editors. The registration of observational studies--when metaphors go bad. Epidemiology. 2010;21(5):607–9.
39.
go back to reference Savitz DA. Registration of observational studies does not enhance validity. Clin Pharmacol Ther. 2011;90(5):646–8.PubMedCrossRef Savitz DA. Registration of observational studies does not enhance validity. Clin Pharmacol Ther. 2011;90(5):646–8.PubMedCrossRef
40.
go back to reference Lash TL. Preregistration of study protocols is unlikely to improve the yield from our science, but other strategies might. Epidemiology. 2010;21(5):612–3.PubMedCrossRef Lash TL. Preregistration of study protocols is unlikely to improve the yield from our science, but other strategies might. Epidemiology. 2010;21(5):612–3.PubMedCrossRef
41.
go back to reference Vandenbroucke JP. Preregistration of epidemiologic studies: an ill-founded mix of ideas. Epidemiology. 2010;21(5):619–20.PubMedCrossRef Vandenbroucke JP. Preregistration of epidemiologic studies: an ill-founded mix of ideas. Epidemiology. 2010;21(5):619–20.PubMedCrossRef
42.
go back to reference Vandenbroucke JP. Registering observational research: second thoughts. Lancet. 2010;375(9719):982–3.PubMedCrossRef Vandenbroucke JP. Registering observational research: second thoughts. Lancet. 2010;375(9719):982–3.PubMedCrossRef
43.
go back to reference Pearce N. Registration of protocols for observational research is unnecessary and would do more harm than good. Occup Environ Med. 2011;68(2):86–8.PubMedCrossRef Pearce N. Registration of protocols for observational research is unnecessary and would do more harm than good. Occup Environ Med. 2011;68(2):86–8.PubMedCrossRef
44.
go back to reference Lash TL, Vandenbroucke JP. Should preregistration of epidemiologic study protocols become compulsory? Reflections and a counterproposal. Epidemiology. 2012;23(2):184–8.PubMedCrossRef Lash TL, Vandenbroucke JP. Should preregistration of epidemiologic study protocols become compulsory? Reflections and a counterproposal. Epidemiology. 2012;23(2):184–8.PubMedCrossRef
45.
go back to reference Dal-Re R, Ioannidis JP, Bracken MB, Buffler PA, Chan AW, Franco EL, La Vecchia C, Weiderpass E. Making prospective registration of observational research a reality. Sci Transl Med. 2014;6(224):224cm1.PubMedCrossRef Dal-Re R, Ioannidis JP, Bracken MB, Buffler PA, Chan AW, Franco EL, La Vecchia C, Weiderpass E. Making prospective registration of observational research a reality. Sci Transl Med. 2014;6(224):224cm1.PubMedCrossRef
46.
go back to reference Bracken MB. Preregistration of epidemiology protocols: a commentary in support. Epidemiology. 2011;22(2):135–7.PubMedCrossRef Bracken MB. Preregistration of epidemiology protocols: a commentary in support. Epidemiology. 2011;22(2):135–7.PubMedCrossRef
47.
go back to reference Thomas L, Peterson ED. The value of statistical analysis plans in observational research: defining high-quality research from the start. JAMA. 2012;308(8):773–4.PubMedCrossRef Thomas L, Peterson ED. The value of statistical analysis plans in observational research: defining high-quality research from the start. JAMA. 2012;308(8):773–4.PubMedCrossRef
48.
go back to reference Onukwugha E. Improving confidence in observational studies : should statistical analysis plans be made publicly available? Pharmacoeconomics. 2013;31(3):177–9.PubMedCrossRef Onukwugha E. Improving confidence in observational studies : should statistical analysis plans be made publicly available? Pharmacoeconomics. 2013;31(3):177–9.PubMedCrossRef
49.
go back to reference Ioannidis JP. The importance of potential studies that have not existed and registration of observational data sets. JAMA. 2012;308(6):575–6.PubMedCrossRef Ioannidis JP. The importance of potential studies that have not existed and registration of observational data sets. JAMA. 2012;308(6):575–6.PubMedCrossRef
50.
go back to reference Deeks JJ, Dinnes J, D'Amico R, Sowden AJ, Sakarovitch C, Song F, Petticrew M, Altman DG. International stroke trial collaborative group, European carotid surgery trial collaborative group: evaluating non-randomised intervention studies. Health Technol Assess. 2003;7(27):173.CrossRef Deeks JJ, Dinnes J, D'Amico R, Sowden AJ, Sakarovitch C, Song F, Petticrew M, Altman DG. International stroke trial collaborative group, European carotid surgery trial collaborative group: evaluating non-randomised intervention studies. Health Technol Assess. 2003;7(27):173.CrossRef
51.
go back to reference Ioannidis JP. Why most discovered true associations are inflated. Epidemiology. 2008;19(5):640–8.PubMedCrossRef Ioannidis JP. Why most discovered true associations are inflated. Epidemiology. 2008;19(5):640–8.PubMedCrossRef
52.
go back to reference Schoenfeld JD, Ioannidis JP. Is everything we eat associated with cancer? A systematic cookbook review. Am J Clin Nutr. 2013;97(1):127–34.PubMedCrossRef Schoenfeld JD, Ioannidis JP. Is everything we eat associated with cancer? A systematic cookbook review. Am J Clin Nutr. 2013;97(1):127–34.PubMedCrossRef
Metadata
Title
DEBATE-statistical analysis plans for observational studies
Authors
Bart Hiemstra
Frederik Keus
Jørn Wetterslev
Christian Gluud
Iwan C. C. van der Horst
Publication date
01-12-2019
Publisher
BioMed Central
Published in
BMC Medical Research Methodology / Issue 1/2019
Electronic ISSN: 1471-2288
DOI
https://doi.org/10.1186/s12874-019-0879-5

Other articles of this Issue 1/2019

BMC Medical Research Methodology 1/2019 Go to the issue