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Statistics in Medicine
Article . 2024 . Peer-reviewed
License: Wiley Online Library User Agreement
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Article . 2024
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https://dx.doi.org/10.48550/ar...
Article . 2023
License: arXiv Non-Exclusive Distribution
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Causal mediation analysis with a three‐dimensional image mediator

Causal mediation analysis with a three-dimensional image mediator
Authors: Minghao Chen; Yingchun Zhou;

Causal mediation analysis with a three‐dimensional image mediator

Abstract

Causal mediation analysis is increasingly abundant in biology, psychology, and epidemiology studies and so forth. In particular, with the advent of the big data era, the issue of high‐dimensional mediators is becoming more prevalent. In neuroscience, with the widespread application of magnetic resonance technology in the field of brain imaging, studies on image being a mediator emerged. In this study, a novel causal mediation analysis method with a three‐dimensional image mediator is proposed. We define the average casual effects under the potential outcome framework, explore several sufficient conditions for the valid identification, and develop techniques for estimation and inference. To verify the effectiveness of the proposed method, a series of simulations under various scenarios is performed. Finally, the proposed method is applied to a study on the causal effect of mother's delivery mode on child's IQ development. It is found that cesarean section may have a negative effect on intellectual performance and that this effect is mediated by white matter development. Additional prospective and longitudinal studies may be necessary to validate these emerging findings.

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Keywords

Male, Adult, FOS: Computer and information sciences, Intelligence, Applications of statistics to biology and medical sciences; meta analysis, Methodology (stat.ME), Imaging, Three-Dimensional, Pregnancy, Humans, Computer Simulation, Longitudinal Studies, causal inference, mediation analysis, three-dimensional image data, Statistics - Methodology, Intelligence Tests, Mediation Analysis, Cesarean Section, structural equation model, Neurosciences, Infant, Brain, Magnetic Resonance Imaging, White Matter, Child, Preschool, Female, Algorithms

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
2
Top 10%
Average
Average
Green
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