Transcriptomics and microscopy imaging are combined for cellular response analysis.Framework enhances gene expression representations with morphological information.Introduction of Semi-Clipped and PEA techniques to address data scarcity.Improves predictive power and interpretability of transcriptomics for biological tasks.