PMID- 37496244 OWN - NLM STAT- MEDLINE DCOM- 20240110 LR - 20240110 IS - 2212-3911 (Electronic) IS - 1574-8863 (Linking) VI - 19 IP - 2 DP - 2024 TI - Multiple Sclerosis Risk Among Anti-tumor Necrosis Factor Alpha Users: A Methodological Review of Observational Studies Based on Real-world Data. PG - 200-207 LID - 10.2174/1574886318666230726162245 [doi] AB - Epidemiologic studies on the risk of multiple sclerosis (MS) or demyelinating events associated with anti-tumor necrosis factor alpha (TNFalpha) use among patients with rheumatic diseases or inflammatory bowel diseases have shown conflicting results. Causal directed acyclic graphs (cDAGs) are useful tools for understanding the differing results and identifying the structure of potential contributing biases. Most of the available literature on cDAGs uses language that might be unfamiliar to clinicians. This article demonstrates how cDAGs can be used to determine whether there is a confounder, a mediator or collider-stratification bias and when to adjust for them appropriately. We also use a case study to show how to control for potential biases by drawing a cDAG depicting anti-TNFalpha use and its potential to contribute to MS onset. Finally, we describe potential biases that might have led to contradictory results in previous studies that examined the effect of anti-TNFalpha and MS, including confounding, confounding by contraindication, and bias due to measurement error. Clinicians and researchers should be cognizant of confounding, confounding by contraindication, and bias due to measurement error when reviewing future studies on the risk of MS or demyelinating events associated with anti-TNFalpha use. cDAGs are a useful tool for selecting variables and identifying the structure of different biases that can affect the validity of observational studies. CI - Copyright(c) Bentham Science Publishers; For any queries, please email at epub@benthamscience.net. FAU - Li, Lingyi AU - Li L AD - Experimental Medicine Program, University of British Columbia, Vancouver, British Columbia, Canada. AD - Arthritis Research Canada, Vancouver, British Columbia, Canada. FAU - Etminan, Mahyar AU - Etminan M AD - Experimental Medicine Program, University of British Columbia, Vancouver, British Columbia, Canada. AD - Department of Ophthalmology and Visual Sciences, Medicine and Pharmacology, University of British Columbia, Vancouver, British Columbia, Canada. FAU - Kaplan, Gilaad G AU - Kaplan GG AD - Departments of Medicine and Community Health Sciences, University of Calgary, Calgary, Alberta, Canada. FAU - Tremlett, Helen AU - Tremlett H AD - Division of Neurology, Faculty of Medicine, University of British Columbia, Vancouver, British Columbia, Canada. AD - The Djavad Mowafaghian Centre for Brain Health, Vancouver, British Columbia, Canada. FAU - Xie, Hui AU - Xie H AD - Arthritis Research Canada, Vancouver, British Columbia, Canada. AD - Faculty of Health Sciences, Simon Fraser University, Burnaby, British Columbia, Canada. FAU - Avina-Zubieta, J Antonio AU - Avina-Zubieta JA AD - Experimental Medicine Program, University of British Columbia, Vancouver, British Columbia, Canada. AD - Arthritis Research Canada, Vancouver, British Columbia, Canada. AD - Division of Rheumatology, Faculty of Medicine, University of British Columbia, Vancouver, British Columbia, Canada. LA - eng PT - Journal Article PL - United Arab Emirates TA - Curr Drug Saf JT - Current drug safety JID - 101270895 RN - 0 (Tumor Necrosis Factor-alpha) SB - IM MH - Humans MH - *Models, Statistical MH - *Multiple Sclerosis/drug therapy/epidemiology MH - Tumor Necrosis Factor-alpha MH - Bias MH - Necrosis OTO - NOTNLM OT - Anti-TNFalpha OT - causal directed acyclic graphs OT - collider OT - confounding OT - mediation. OT - multiple sclerosis EDAT- 2023/07/27 06:42 MHDA- 2024/01/10 06:42 CRDT- 2023/07/27 01:13 PHST- 2023/03/14 00:00 [received] PHST- 2023/06/12 00:00 [revised] PHST- 2023/06/27 00:00 [accepted] PHST- 2024/01/10 06:42 [medline] PHST- 2023/07/27 06:42 [pubmed] PHST- 2023/07/27 01:13 [entrez] AID - CDS-EPUB-133178 [pii] AID - 10.2174/1574886318666230726162245 [doi] PST - ppublish SO - Curr Drug Saf. 2024;19(2):200-207. doi: 10.2174/1574886318666230726162245.