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Author

Ming Cao

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Open access Jul 2026

Multiomics identifies a prognostic signature and SPIB as a potential regulator of gastric cancer lymph node metastasis

This study developed an 11-gene lymph node metastasis gene signature (LMGS) using an ensemble learning strategy to overcome the instability of traditional models and identifies SPIB as a molecular marker associated with lymphatic dissemination.

Zhi-Jie Duan, Keyu He, Dianjie Chen et al. · 0 citations
Open access Aug 2026

Data-Guided Physics-Informed Neural Network with Fourier Features Enhancement for Euler-Bernoulli Beam Analysis

The results demonstrate that PINN achieves more accurate and stable full-field vibration reconstructions than conventional PINNs, particularly under conditions involving high-frequency modes, and highlights the potential of hybrid data-physics neural frameworks as an efficient and reliable approach for solving complex...

Hai-Long Liu, S. Hedayatrasa, Yunpeng Zhu et al. · 0 citations

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