PopComm - Population-Level Cell-Cell Communication Analysis Tools
Facilitates population-level analysis of ligand-receptor
(LR) interactions using large-scale single-cell transcriptomic
data. Identifies significant LR pairs and quantifies their
interactions through correlation-based filtering and projection
score computations. Designed for large-sample single-cell
studies, the package employs statistical modeling, including
linear regression, to investigate LR relationships between cell
types. It provides a systematic framework for understanding
cell-cell communication, uncovering regulatory interactions and
signaling mechanisms. Offers tools for LR pair-level,
sample-level, and differential interaction analyses, with
comprehensive visualization support to aid biological
interpretation. The methodology is described in a manuscript
currently under review and will be referenced here once
published or publicly available.