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ABSTRACT: Background
Developing a causal graph is an important step in etiologic research planning and can be used to highlight data flaws and irreparable bias and confounding. As a case study, we consider recent findings that suggest human papillomavirus (HPV) vaccine is less effective against HPV-associated disease among girls living with HIV compared to girls without HIV.Objectives
To understand the relationship between HIV status and HPV vaccine effectiveness, it is important to outline the key assumptions of the causal mechanisms before designing a study to investigate the effect of the HPV vaccine in girls living with HIV infection.Methods
We present a causal graph to describe our assumptions and proposed approach to explore this relationship. We hope to obtain feedback on our assumptions before data analysis and exemplify the process for designing causal graphs to inform an etiologic study.Conclusion
The approach we lay out in this paper may be useful for other researchers who have an interest in using causal graphs to describe and assess assumptions in their own research before undergoing data collection and/or analysis.
SUBMITTER: Barnard-Mayers R
PROVIDER: S-EPMC8977269 | biostudies-literature | 2022 Apr
REPOSITORIES: biostudies-literature
Barnard-Mayers Ruby R Kouser Hiba H Cohen Jamie A JA Tassiopoulos Katherine K Caniglia Ellen C EC Moscicki Anna-Barbara AB Campos Nicole G NG Caunca Michelle R MR Seage George R Seage GRS Murray Eleanor J EJ
Journal of clinical epidemiology 20220105
<h4>Background</h4>Developing a causal graph is an important step in etiologic research planning and can be used to highlight data flaws and irreparable bias and confounding. As a case study, we consider recent findings that suggest human papillomavirus (HPV) vaccine is less effective against HPV-associated disease among girls living with HIV compared to girls without HIV.<h4>Objectives</h4>To understand the relationship between HIV status and HPV vaccine effectiveness, it is important to outlin ...[more]