Abstract: Computer-implemented methods, computer program products, and systems determine an omics profiles of a cell using microscopy imaging data. In one aspect, a computer-implemented method determines an omics profiles of a cell using microscopy imaging data by a) receiving microscopy imaging data of a cell or a population of cells; b) determining a targeted expression profile of a set of target genes from the microscopy imaging data using a first machine learning model, the target genes identifying a cell type or cell state of interest; and c) determining a single-cell omics profile for the population of cells using a second machine learning algorithm model. The targeted expression profile and a reference single-cell RNA-seq data set are used as inputs for the second machine learning model.