The Odds Ratio is 'portable' across baseline risk but not the Relative Risk: Time to do away with the log link in binomial regression

التفاصيل البيبلوغرافية
العنوان: The Odds Ratio is 'portable' across baseline risk but not the Relative Risk: Time to do away with the log link in binomial regression
المؤلفون: Doi, S.A., Furuya-Kanamori, L., Xu, C., Chivese, T., Lin, L., Musa, O.A.H., Hindy, G., Thalib, L., Harrell, F.E., Jr.
المصدر: Journal of Clinical Epidemiology. 142:288-293
بيانات النشر: Elsevier BV, 2022.
سنة النشر: 2022
مصطلحات موضوعية: Epidemiology, Binomial regression, article, Absolute risk reduction, risk assessment, Contrast (statistics), Regression analysis, Odds ratio, clinical research, risk factor, Relative risk, Meta-analysis, Statistics, attributable risk, human, Risk factor, note, meta analysis, Mathematics
الوصف: Objectives: In a recent paper we suggest that the relative risk (RR) be replaced with the odds ratio (OR) as the effect measure of choice in clinical epidemiology. In response, Chu, and colleagues raise several points that argue for the status quo. In this paper, we respond to their response. Study designs and Settings: We use the same examples given by Chu and colleagues to recompute estimates of effect and demonstrate the problem with the RR. Results: We reaffirm the following findings: a) the OR and RR measure different things and their numerical difference is only important if misinterpreted b) this potential misinterpretation is a trivial issue compared to the lack of portability of the RR c) the same examples reaffirm non-portability of the RR and demonstrate how misleading the results might be in contrast to the OR, which is independent of the baseline risk d) the concept of non-collapsibility for the OR should be expected in the presence of a non-confounding risk factor, and is not a bias e) the log link in regression models that generate RRs as well as the use of RRs in meta-analysis is shown to be problematic using the same examples. Conclusion: The OR should replace the RR in clinical research and meta-analyses though there should be conversion of the end product into ratios or differences of risk, solely, for interpretation. To this end we provide a Stata module (logittorisk) for this purpose. This work was made possible by Program Grant #NPRP10-0129-170274 from the Qatar National Research Fund (a member of Qatar Foundation). The findings herein reflect the work, and are solely the responsibility of the authors. All authors had full access to all the data in the study and the corresponding author had final responsibility for the decision to submit for publication. LFK is supported by an Australian National Health and Medical Research Council Fellowship ( APP1158469 ). Scopus
تدمد: 0895-4356
الوصول الحر: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::d711d60315f2bda6851f69220f5a7501Test
https://doi.org/10.1016/j.jclinepi.2021.08.003Test
حقوق: OPEN
رقم الانضمام: edsair.doi.dedup.....d711d60315f2bda6851f69220f5a7501
قاعدة البيانات: OpenAIRE