Fig. 2.

A summary of ST deconvolution methods. Published tools for deconvolution can be divided into four categories according to their main strategy: regression-based, statistical-modeling-based, machine learning-based, and mapping-based. All these tools need scRNA-seq data or gene marker lists as reference. However, a recently developed tool based on the LDA model can deconvolve cell proportions without the need for reference data.