Multi-omics molecular subtyping is complicated by small cohorts, heterogeneous data layers, and sensitivity to data splitting and feature selection. We developed multi-channel attention-based omics fusion (MCOF), an end-to-end framework that combines omics-specific projection, one-dimensional convolution, and integrate...
Xue-Quan Liang, Qi Wang, Kun Xie et al.· International Journal of Mol...· 0 citations
These findings provide descriptive benchmarks for ASD surveillance, early recognition, service organization, and equitable healthcare planning and should not be interpreted as direct measures of service quality, unmet need, or injury risk.
Xue-Quan Liang, Wen-Yi Jin, Xin-Yang Bu et al.· Frontiers in Public Health· 0 citations
Purpose Anxiety and depressive disorders constitute major contributors to global mental health burdens, disproportionately affecting 10-24-year-olds during critical neurodevelopmental windows. Despite their substantial disease burden, persistent treatment gaps and inequitable resource allocation remain worldwide. This...
Ming-Lu Yuan, Xue-Quan Liang, Wen-Yi Jin et al.· Frontiers in Public Health· 0 citations
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