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Identification of leukemia-enriched signature through the development of a comprehensive pediatric single-cell atlas

Author

Listed:
  • Hope L. Mumme

    (Emory University)

  • Chenbin Huang

    (Emory University)

  • Denis Ohlstrom

    (Georgia Institute of Technology)

  • Mojtaba Bakhtiari

    (Emory University School of Medicine
    Children Healthcare of Atlanta)

  • Sunil S. Raikar

    (Emory University School of Medicine
    Children Healthcare of Atlanta)

  • Deborah DeRyckere

    (Emory University School of Medicine
    Children Healthcare of Atlanta)

  • Muna Qayed

    (Emory University School of Medicine
    Children Healthcare of Atlanta)

  • Sharon M. Castellino

    (Emory University School of Medicine
    Children Healthcare of Atlanta)

  • Daniel S. Wechsler

    (Emory University School of Medicine
    Children Healthcare of Atlanta)

  • Christopher C. Porter

    (Emory University School of Medicine
    Children Healthcare of Atlanta)

  • Douglas K. Graham

    (Emory University School of Medicine
    Children Healthcare of Atlanta)

  • Swati S. Bhasin

    (Emory University School of Medicine
    Children Healthcare of Atlanta)

  • Manoj Bhasin

    (Emory University
    Georgia Institute of Technology
    Emory University School of Medicine
    Children Healthcare of Atlanta)

Abstract

Single-cell transcriptome profiling enables unparalleled characterization of the heterogeneous microenvironment of pediatric leukemias. To facilitate comparative analyses and generate pediatric leukemia signatures, we collect, process, and annotate single-cell data comprising over 540,000 cells from 159 different pediatric acute leukemia (myeloid, lymphoid, mixed phenotype lineages) and healthy bone marrow (BM) samples, profiled in our lab and curated from publicly available studies. The analysis identifies a leukemia-enriched signature of nine genes with over-expression in leukemic blast compared to healthy BM cells. This signature is also consistently over-expressed in leukemia samples compared to normal BM in bulk RNA-seq datasets (over 2000 samples). Outcome-based analysis on diagnosis samples using measurable residual disease (MRD) status depicts a significant association of oncogene-induced senescence and g-protein activation pathways with MRD positivity. MRD positivity across pediatric leukemias is also correlated with significant depletion of CD8+ and CD4+ naïve T-cells and M1-macrophages at diagnosis. To enable easy access to this comprehensive pediatric leukemia single-cell atlas, we develop the Pediatric Single-cell Cancer Atlas (PedSCAtlas, https://bhasinlab.bmi.emory.edu/PediatricSCAtlas/ ). The atlas allows for quick exploration of single-cell data based on genes, cell type composition, and clinical outcomes to understand the cellular landscape of pediatric leukemias.

Suggested Citation

  • Hope L. Mumme & Chenbin Huang & Denis Ohlstrom & Mojtaba Bakhtiari & Sunil S. Raikar & Deborah DeRyckere & Muna Qayed & Sharon M. Castellino & Daniel S. Wechsler & Christopher C. Porter & Douglas K. G, 2025. "Identification of leukemia-enriched signature through the development of a comprehensive pediatric single-cell atlas," Nature Communications, Nature, vol. 16(1), pages 1-18, December.
  • Handle: RePEc:nat:natcom:v:16:y:2025:i:1:d:10.1038_s41467-025-59362-5
    DOI: 10.1038/s41467-025-59362-5
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    References listed on IDEAS

    as
    1. Orit Rozenblatt-Rosen & Michael J. T. Stubbington & Aviv Regev & Sarah A. Teichmann, 2017. "The Human Cell Atlas: from vision to reality," Nature, Nature, vol. 550(7677), pages 451-453, October.
    2. Alex K. Shalek & Rahul Satija & Joe Shuga & John J. Trombetta & Dave Gennert & Diana Lu & Peilin Chen & Rona S. Gertner & Jellert T. Gaublomme & Nir Yosef & Schraga Schwartz & Brian Fowler & Suzanne W, 2014. "Single-cell RNA-seq reveals dynamic paracrine control of cellular variation," Nature, Nature, vol. 510(7505), pages 363-369, June.
    3. Hope Mumme & Beena E. Thomas & Swati S. Bhasin & Upaasana Krishnan & Bhakti Dwivedi & Pruthvi Perumalla & Debasree Sarkar & Gulay B. Ulukaya & Himalee S. Sabnis & Sunita I. Park & Deborah DeRyckere & , 2023. "Single-cell analysis reveals altered tumor microenvironments of relapse- and remission-associated pediatric acute myeloid leukemia," Nature Communications, Nature, vol. 14(1), pages 1-20, December.
    4. Laura Codarri Deak & Valeria Nicolini & Masao Hashimoto & Maria Karagianni & Petra C. Schwalie & Laura Lauener & Eleni Maria Varypataki & Marine Richard & Esther Bommer & Johannes Sam & Stefanie Jolle, 2022. "PD-1-cis IL-2R agonism yields better effectors from stem-like CD8+ T cells," Nature, Nature, vol. 610(7930), pages 161-172, October.
    5. Yun-Fan Sun & Liang Wu & Shi-Ping Liu & Miao-Miao Jiang & Bo Hu & Kai-Qian Zhou & Wei Guo & Yang Xu & Yu Zhong & Xiao-Rui Zhou & Ze-Fan Zhang & Geng Liu & Sheng Liu & Ying-Hong Shi & Yuan Ji & Min Du , 2021. "Dissecting spatial heterogeneity and the immune-evasion mechanism of CTCs by single-cell RNA-seq in hepatocellular carcinoma," Nature Communications, Nature, vol. 12(1), pages 1-14, December.
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