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A unified web cloud computing platform MiMedSurv for microbiome causal mediation analysis with survival responses
1Department of Applied Mathematics and Statistics, The State University of New York, Korea, Incheon, South Korea.
MiMedSurv is a new platform for analyzing how the human microbiome mediates the link between treatments and health outcomes over time. It helps researchers understand microbial roles in disease progression using survival analysis.
Area of Science:
- Microbiome research
- Computational biology
- Statistical genetics
Background:
- Mediation analysis is crucial for understanding microbiome's causal role in linking exposures to diseases.
- Survival analysis is vital in clinical research for tracking disease progression and health outcomes over time.
Purpose of the Study:
- Introduce MiMedSurv, a web platform for microbiome mediation analysis with survival responses.
- Extend existing microbiome analysis tools to incorporate time-to-event data.
- Provide a user-friendly environment for comprehensive microbiome mediation analysis.
Main Methods:
- MiMedSurv performs exploratory non-mediational survival analysis to compare outcomes between exposure groups.
- It identifies mediating roles of the microbiome at both ecosystem (diversity indices) and individual taxa levels.
- The platform supports analysis across various taxonomic hierarchies (phyla to species).
Main Results:
- Demonstrated the utility of MiMedSurv by analyzing the gut microbiome's mediating role between antibiotic treatment and type 1 diabetes.
- The platform successfully identified specific microbial ecosystem and taxa mediating the observed relationship.
- MiMedSurv provides a comprehensive approach to dissecting complex host-microbiome-disease interactions.
Conclusions:
- MiMedSurv offers a powerful and accessible tool for microbiome mediation analysis incorporating survival data.
- The platform facilitates a deeper understanding of how microbial communities influence health trajectories.
- MiMedSurv is freely available, promoting broader application in human microbiome research.
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