# Quantification and visualization of cis-regulatory dynamics in single-cell multi-omics data with TREASMO

**Authors:** Chaozhong Liu, Linhua Wang, Zhandong Liu

PMC · DOI: 10.1093/nargab/lqae007 · NAR Genomics and Bioinformatics · 2024-02-02

## TL;DR

TREASMO is a Python tool that helps analyze and visualize gene regulation in single-cell multi-omics data.

## Contribution

TREASMO introduces a novel correlation strength index for identifying regulatory changes at single-cell resolution.

## Key findings

- TREASMO accurately quantifies gene–peak correlation strength in single-cell data.
- The tool identifies regulatory markers and uncovers temporal patterns in hematopoietic cells.
- TREASMO enables comprehensive exploration of transcriptional regulatory dynamics.

## Abstract

Recent advances in single-cell multi-omics technologies have provided unprecedented insights into regulatory processes. We introduce TREASMO, a versatile Python package designed to quantify and visualize transcriptional regulatory dynamics in single-cell multi-omics datasets. TREASMO has four modules, spanning data preparation, correlation quantification, downstream analysis and visualization, enabling comprehensive dataset exploration. By introducing a novel single-cell gene–peak correlation strength index, TREASMO facilitates accurate identification of regulatory changes at single-cell resolution. Validation on a hematopoietic stem and progenitor cell dataset showcases TREASMO’s capacity in quantifying the gene–peak correlation strength at the single-cell level, identifying regulatory markers and discovering temporal regulatory patterns along the trajectory.

## Full-text entities

- **Genes:** RYR3 (ryanodine receptor 3) [NCBI Gene 6263] {aka CMYO20, CMYP20, RYR-3}, CEBPA (CCAAT enhancer binding protein alpha) [NCBI Gene 1050] {aka C/EBP-alpha, CEBP}, SNAR-E (small NF90 (ILF3) associated RNA E) [NCBI Gene 100170220], CD34 (CD34 molecule) [NCBI Gene 947], F3 (coagulation factor III, tissue factor) [NCBI Gene 2152] {aka CD142, TF, TFA}, CEBPD (CCAAT enhancer binding protein delta) [NCBI Gene 1052] {aka C/EBP-delta, CELF, CRP3, NF-IL6-beta}
- **Species:** Homo sapiens (human, species) [taxon 9606]
- **Cell lines:** HSC - 5 - 7 — Homo sapiens (Human), Oral cavity squamous cell carcinoma, Cancer cell line (CVCL_A618), S2 — Drosophila melanogaster (Fruit fly), Spontaneously immortalized cell line (CVCL_Z232), HSC - 5 — Homo sapiens (Human), Skin squamous cell carcinoma, Cancer cell line (CVCL_0314)

## Full text

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## Figures

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## References

18 references — full list in the complete paper: https://tomesphere.com/paper/PMC10836941/full.md

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Source: https://tomesphere.com/paper/PMC10836941