# Single-cell multi-omics analysis reveals cellular subpopulations associated with relapse in high-risk B-ALL following intensified chemotherapy

**Authors:** Li Liu, Xiaoyan Mao, Chunhui Yang, Na Li, Yan Zhou, Li Zhang, Nanjing Jiang, Yu Huang, Shigang Yin, Huangfan Xie, Xin Tian

PMC · DOI: 10.3389/fimmu.2025.1645546 · 2025-11-12

## TL;DR

This study identifies specific cell types linked to relapse in high-risk B-cell leukemia after intensive chemotherapy, offering insights into treatment resistance.

## Contribution

The study reveals novel drug-resistant subpopulations in HSC/MPP and Pro-B cells associated with relapse in high-risk B-ALL.

## Key findings

- Non-remission B-ALL patients show increased HSC/MPP and Pro-B cells with higher copy number variations.
- Drug-resistant subclusters in HSC/MPP and Pro-B cells are marked by specific gene expression and pathway enrichments.
- Identified subpopulations provide molecular insights into treatment resistance mechanisms in B-ALL.

## Abstract

Acute lymphoblastic leukemia (ALL) is the most prevalent malignant tumor in children, with B-cell ALL (B-ALL) accounting for 85% of cases. Despite advancements in chemotherapy and supportive care, a subset of high-risk B-ALL patients still experience relapse post-treatment. The molecular mechanisms underlying the relapses after intensified chemotherapy remain poorly understood.

We performed an integrated single-cell multi-omics analysis combining single-cell RNA sequencing (scRNA-seq) and single-cell ATAC sequencing (scATAC-seq) on peripheral blood mononuclear cells (PBMCs) from pediatric high-risk B-ALL patients following early intensified chemotherapy, as well as from healthy controls. Bioinformatic pipelines were applied to assess cellular composition, chromatin accessibility, gene ontology enrichment, spectral clustering, and copy number variation.

Significant differences in cellular composition were observed between the remission and non-remission groups, with the non-remission group exhibiting a notable increase in HSC/MPP and Pro-B cells. Copy number variation (CNV) analysis also revealed that the CNV levels in HSC/MPP and Pro-B cells were higher in the non-remission group compared to other cell types. We subsequently identified a subcluster associated with resistance to intensified therapy within both the HSC/MPP and Pro-B cell groups. The drug-resistant subcluster of HSC/MPP cells was characterized by high expression of TCF4, EBF1, ERG, AL589693.1, and CRIM1, as well as enrichment of the allograft rejection pathway and the Notch signaling pathway. The drug-resistant subcluster of Pro-B cells was characterized by high expression of RPS29, B2M, RPL41, RPS21, NEIL1, AC007384.1, and CRIM1, as well as enrichment of the B cell receptor signaling pathway.

Our study identified distinct cellular subpopulations associated with treatment failure, provide insights into the molecular mechanisms underlying treatment resistance in B-ALL and may inform the development of targeted therapies for high-risk patients.

## Linked entities

- **Genes:** TCF4 (transcription factor 4) [NCBI Gene 6925], EBF1 (EBF transcription factor 1) [NCBI Gene 1879], ERG (ETS transcription factor ERG) [NCBI Gene 2078], CRIM1 (cysteine rich transmembrane BMP regulator 1) [NCBI Gene 51232], RPS29 (ribosomal protein S29) [NCBI Gene 6235], B2M (beta-2-microglobulin) [NCBI Gene 567], RPL41 (ribosomal protein L41) [NCBI Gene 6171], RPS21 (ribosomal protein S21) [NCBI Gene 6227], NEIL1 (nei like DNA glycosylase 1) [NCBI Gene 79661]
- **Diseases:** Acute lymphoblastic leukemia (MONDO:0004967), B-ALL (MONDO:0020511)
- **Species:** Homo sapiens (taxon 9606)

## Full-text entities

- **Genes:** TCF4 (transcription factor 4) [NCBI Gene 6925] {aka CDG2T, E2-2, FCD2, FECD3, ITF-2, ITF2}, CRIM1 (cysteine rich transmembrane BMP regulator 1) [NCBI Gene 51232] {aka CRIM-1, S52}, RPS21 (ribosomal protein S21) [NCBI Gene 6227] {aka HLDF, S21, eS21}, NEIL1 (nei like DNA glycosylase 1) [NCBI Gene 79661] {aka FPG1, NEI1, hFPG1}, B2M (beta-2-microglobulin) [NCBI Gene 567] {aka AMYLD6, IMD43, MHC1D4}, EBF1 (EBF transcription factor 1) [NCBI Gene 1879] {aka COE1, EBF, O/E-1, OLF1}, ERG (ETS transcription factor ERG) [NCBI Gene 2078] {aka LMPHM14, erg-3, p55}, RPL41 (ribosomal protein L41) [NCBI Gene 6171] {aka L41, eL41}, RPS29 (ribosomal protein S29) [NCBI Gene 6235] {aka DBA13, S29, uS14}
- **Diseases:** B-cell ALL (MESH:D015456), malignant tumor (MESH:D009369), ALL (MESH:D054198)
- **Species:** Homo sapiens (human, species) [taxon 9606]
- **Cell lines:** Pro-B — Cricetulus griseus (Chinese hamster), Spontaneously immortalized cell line (CVCL_7182), HSC/MPP — Homo sapiens (Human), Pleural epithelioid mesothelioma, Cancer cell line (CVCL_1427)

## Figures

8 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12648095/full.md

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Source: https://tomesphere.com/paper/PMC12648095