Article

Integrative co-expression and deep learning reveal stage-specific regulators of Apis cerana drone embryogenesis

2025-11-25

Abstract excerpt

<title>Abstract</title> <p>Stage-resolved regulators in Apis cerana drone embryos remain unclear. Here, RNA-seq sampled at 12/24/36/48/60 h was analyzed by WGCNA to build co-expression modules, refined with k-nearest neighbors on five-point trajectories, and benchmarked across 19 ML/DL classifiers (including ResNet,SVM,ExtraTrees,KNN and RandomForest). To balance accuracy and interpretability, we combined model b...

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Literature Corpus work: 2a57f00b-70c5-526e-a063-3def77706044
DOI: 10.21203/rs.3.rs-7939377/v1

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