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Author

Bob Zhang

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Open access Oct 2026

When label-free morphology is sufficient for targeted cellular measurements

How cells respond to genetic perturbations reveals gene function, but each imaging experiment can measure only a limited set of molecular markers. Predicting additional readouts from label-free images could expand what these experiments reveal, but when such predictions can replace direct measurements remains unclear....

Meng-Ran Li, Jian-Qing Zhu, Bo Li et al. · 0 citations
Open access Aug 2026

Mul‐PheG2P: decoupled learning and prediction–space fusion enables robust and interpretable multi‐phenotype genomic prediction

Mul‐PheG2P outperforms existing methods across diverse crop datasets, and provides a multi‐scale interpretability chain: at the macro level, it quantifies phenotypic contributions via attention‐based weighting; at the micro level, Integrated Gradients reveal the genetic basis of predictions.

Jia-Hui Wang, Yong Zhang, Bo Li et al. · 0 citations

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