ELF-NET Data S1: Domain-environment association and modeling results
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ELF-NET Data S1: Domain-environment association and modeling results PFAM domain count matrices, PFAM–GEE and PFAM–AlphaEarth correlation tables, SHAP feature importance values, PCA/UMAP/t-SNE embeddings, CCA joint embeddings, XGBoost bidirectional predictions, per-sample summaries, GPS mappings, and stratified correlation results by data source. Related to Figures 2–6 and STAR Methods. Restricted access during peer review; public upon publication.
ELF-NET 数据集S1:结构域-环境关联与建模成果 本数据集涵盖PFAM (Pfam) 结构域计数矩阵、PFAM–GEE与PFAM–AlphaEarth相关分析表、SHAP (SHapley加性解释) 特征重要性值、主成分分析 (PCA)、均匀流形近似与投影 (UMAP)、t分布邻域嵌入 (t-SNE) 嵌入结果、典型相关分析 (CCA) 联合嵌入结果、XGBoost (Extreme Gradient Boosting,极限梯度提升) 双向预测结果、单样本汇总统计量、GPS映射以及按数据源分层的相关分析结果。 本数据集对应图2至图6及STAR 方法。 同行评审期间仅限受限访问,正式发表后将对外开放。



