This archive contains the code, processed datasets, pretrained weights, and example notebooks associated with our study on interpretability-guided simplification for breast cancer scRNA-seq prediction. It covers both cell-level and tumor-level analyses based on Smart-seq2 and MULTI-seq data, together with preprocessing scripts and reproducible usage examples. The files are packaged here as a single compressed resource for preservation, sharing, and citation.