1. The misclassification of depression and anxiety disorders in the multiple sclerosis prodrome: A probabilistic bias analysis.
- Author
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Yusuf FLA, Karim ME, Gustafson P, Sutherland JM, Zhu F, Zhao Y, Marrie RA, and Tremlett H
- Subjects
- Humans, Female, Male, Adult, Middle Aged, British Columbia epidemiology, Prevalence, Depression epidemiology, Depression diagnosis, Bias, Cohort Studies, Prodromal Symptoms, Algorithms, Multiple Sclerosis epidemiology, Multiple Sclerosis psychology, Anxiety Disorders epidemiology, Anxiety Disorders diagnosis
- Abstract
Background: Studies suggest that depression/anxiety form part of the multiple sclerosis (MS) prodrome. However, several biases have not been addressed. We re-examined this association after correcting for: (i) misclassification of individuals not seeking healthcare, (ii) differential surveillance of depression/anxiety in the health system, and (iii) misclassified person-time from using the date of the first MS-related diagnostic claim (i.e., a demyelinating event) as a proxy for MS onset., Methods: In this cohort study, we applied a validated algorithm to health administrative ('claims') data in British Columbia, Canada (1991-2020) to identify MS cases, and matched to general population controls. The neurologist-recorded date of MS symptom onset was available for a subset of the MS cases. We identified depression/anxiety in the 5-years preceding the first demyelinating claim using a validated algorithm. We compared the prevalence of depression/anxiety using modified Poisson regression. To account for misclassification and differential surveillance, we applied probabilistic bias analyses; for misclassified person-time, we applied time-distribution matching to the MS symptom onset date., Results: Our cohort included 9929 MS cases and 49,574 controls. The prevalence ratio for depression/anxiety was 1.74 (95 %CI: 1.66-1.81). Following correction for misclassification, differential surveillance using a detection ratio of 1.11, and misclassified person-time, the prevalence ratio increased to 3.25 (95 %CI: 1.98-40.54). When the same correction was conducted, but a detection ratio of 1.16 was applied, the prevalence ratio increased to 3.13 (95 %CI: 1.97-33.52)., Conclusions: Previous conventional analyses were biased towards the null, leading to an under-estimation of the association between depression/anxiety and MS in the prodromal period. This first application of probabilistic quantitative bias analysis within MS research demonstrates both its feasibility and utility., Competing Interests: Declaration of Competing Interest The authors declare the following financial interests/personal relationships which may be considered as potential competing interests: Fardowsa Yusuf reports financial support was provided by The Canadian Institutes of Health Research. Helen Tremlett reports financial support was provided by National Multiple Sclerosis Society. Helen Tremlett reports financial support was provided by MS Canada. Jason M Sutherland, Paul Gustafson, Feng Zhu and Yinshan Zhao report no disclosures. Fardowsa Yusuf is funded by a Fredrick Banting and Charles Best Canada Graduate Scholarship from the Canadian Institutes of Health Research (CIHR). The Michael Smith Health Research BC Scholar Award has provided support to Mohammad Ehsanul Karim. In the previous three years, MEK has received consulting fees from Biogen Inc. for consulting work that is not related to the current project. MEK’s research is backed by the Natural Sciences and Engineering Research Council of Canada (NSERC) Discovery Grant (PG#: 20R01603) and Discovery Launch Supplement (PG#: 20R12709). Ruth Ann Marrie receives research funding from: CIHR, Research Manitoba, MS Canada, Multiple Sclerosis Scientific Foundation, Crohn’s and Colitis Canada, National Multiple Sclerosis Society, CMSC. She is supported by the Waugh Family Chair in Multiple Sclerosis. She is a co-investigator on studies funded partly by Biogen Idec and Roche (no funds to her, her institution). Helen Tremlett has, in the last five years, received research support from the Canada Research Chair Program, the National Multiple Sclerosis Society, the Canadian Institutes of Health Research, the Multiple Sclerosis Society of Canada, the Multiple Sclerosis Scientific Research Foundation and the EDMUS Foundation (‘Fondation EDMUS contre la sclérose en plaques’). In addition, in the last five years, has had travel expenses or registration fees prepaid or reimbursed to present at CME conferences from the Consortium of MS Centres (2018, 2023), National MS Society (2018, 2022), ECTRIMS/ ACTRIMS (2017–2023), American Academy of Neurology (2019). Speaker honoraria are either declined or donated to an MS charity or to an unrestricted grant for use by HT’s research group. If there are other authors, they declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper., (Copyright © 2024 The Authors. Published by Elsevier Inc. All rights reserved.)
- Published
- 2025
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