A path-specific effect approach to mediation analysis with time-varying mediators and time-to-event outcomes accounting for competing risks
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| Main Authors: | , , , , , , , , , |
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| Format: | Preprint |
| Published: |
2024
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| _version_ | 1866916530911969280 |
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| author | Domingo-Relloso, Arce Zhang, Yuchen Wang, Ziqing Suchy-Dicey, Astrid M Buchwald, Dedra S Navas-Acien, Ana Schwartz, Joel Berhane, Kiros Coull, Brent A Valeri, Linda |
| author_facet | Domingo-Relloso, Arce Zhang, Yuchen Wang, Ziqing Suchy-Dicey, Astrid M Buchwald, Dedra S Navas-Acien, Ana Schwartz, Joel Berhane, Kiros Coull, Brent A Valeri, Linda |
| contents | Not accounting for competing events in survival analysis can lead to biased estimates, as individuals who die from other causes do not have the opportunity to develop the event of interest. Formal definitions and considerations for causal effects in the presence of competing risks have been published, but not for the mediation analysis setting. We propose, for the first time, an approach based on the path-specific effects framework to account for competing risks in longitudinal mediation analysis with time-to-event outcomes. We do so by considering the pathway through the competing event as another mediator, which is nested within our longitudinal mediator of interest. We provide a theoretical formulation and related definitions of the effects of interest based on the mediational g-formula, as well as a detailed description of the algorithm. We also present an application of our algorithm to data from the Strong Heart Study, a prospective cohort of American Indian adults. In this application, we evaluated the mediating role of the blood pressure trajectory (measured during three visits) on the association between arsenic and cadmium, in separate models, with time to cardiovascular disease, accounting for competing risks by death. Identifying the effects through different paths enables us to evaluate the impact of metals on the outcome of interest, as well as through competing risks, more transparently. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2412_13959 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | A path-specific effect approach to mediation analysis with time-varying mediators and time-to-event outcomes accounting for competing risks Domingo-Relloso, Arce Zhang, Yuchen Wang, Ziqing Suchy-Dicey, Astrid M Buchwald, Dedra S Navas-Acien, Ana Schwartz, Joel Berhane, Kiros Coull, Brent A Valeri, Linda Methodology Not accounting for competing events in survival analysis can lead to biased estimates, as individuals who die from other causes do not have the opportunity to develop the event of interest. Formal definitions and considerations for causal effects in the presence of competing risks have been published, but not for the mediation analysis setting. We propose, for the first time, an approach based on the path-specific effects framework to account for competing risks in longitudinal mediation analysis with time-to-event outcomes. We do so by considering the pathway through the competing event as another mediator, which is nested within our longitudinal mediator of interest. We provide a theoretical formulation and related definitions of the effects of interest based on the mediational g-formula, as well as a detailed description of the algorithm. We also present an application of our algorithm to data from the Strong Heart Study, a prospective cohort of American Indian adults. In this application, we evaluated the mediating role of the blood pressure trajectory (measured during three visits) on the association between arsenic and cadmium, in separate models, with time to cardiovascular disease, accounting for competing risks by death. Identifying the effects through different paths enables us to evaluate the impact of metals on the outcome of interest, as well as through competing risks, more transparently. |
| title | A path-specific effect approach to mediation analysis with time-varying mediators and time-to-event outcomes accounting for competing risks |
| topic | Methodology |
| url | https://arxiv.org/abs/2412.13959 |