A two-step phenotype prediction framework integrating genomic, microbiome, and metabolome data, leveraging nonlinear modeling. Published inTheoretical and Applied Genetics (Springer).
Ridge Redundancy Analysis for High-Dimensional Omics Data
The model handles the relationship of two omics matrices by incorporating ridge regression and dimensionality reduction. The article is available on bioRxiv.The R package 'rrda' is available on CRAN and GitHub.
Interpretable Nonlinear Plant-Microbe Network
A machine Learning approach for elucidating plant-microbe interaction through multi-omics data. The article has been published in BMC Environmental Microbiome
Reciprocal BLUP
A variable selection approach for multi-omics data by reciprocal BLUP modeling. The article is published in Plants.
Plant Protein Monitoring System I have a bachelor's and master's degree in plant molecular biology. I developed a monitoring system using luciferase fusion protein for elucidating rice photoperiodic flowering. Published inFrontiers in Plant Science.