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IntraTalkerPy combines two single-cell analysis workflows in one package:

  • intratalkerpy.tf for transcription factor activity analysis and LR-to-TF workflows.
  • intratalkerpy.perturbation for gene expression perturbation methods, utilities, and plotting.

Abstract

Single-cell sequencing has advanced the study of cell-cell communication, yet most methods focus on intercellular ligand- receptor interactions while neglecting downstream intracellular signalling cascades and the possibility that downstream target genes themselves encode ligands, thereby propagating communication across multiple cells. We present In- traTalker+CrossTalkeR that combines intracellular (IntraTalker) and intercellular (CrossTalkeR) signalling from multimodal single-cell data. IntraTalker infers cell-type-specific transcription factor activities and constructs receptomes that link receptors to downstream target genes, which are then integrated with ligand-receptor predictions in CrossTalkeR. To prioritize signalling receptors, the framework performs in silico receptor perturbation.

Install

Install the package from this repository root:

pip install .

Use the two analysis areas as separate modules:

from intratalkerpy import tf
from intratalkerpy import perturbation

result = tf.IntraTalker_analysis(...)
perturbation.mt.simulation_of_perturbation(...)

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