IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v14y2023i1d10.1038_s41467-023-41994-0.html
   My bibliography  Save this article

Single-cell analysis reveals altered tumor microenvironments of relapse- and remission-associated pediatric acute myeloid leukemia

Author

Listed:
  • Hope Mumme

    (Emory University School of Medicine)

  • Beena E. Thomas

    (Children’s Healthcare of Atlanta
    Emory University School of Medicine)

  • Swati S. Bhasin

    (Children’s Healthcare of Atlanta
    Emory University School of Medicine)

  • Upaasana Krishnan

    (Emory University School of Medicine
    Georgia Institute of Technology)

  • Bhakti Dwivedi

    (Winship Cancer Institute, Emory University)

  • Pruthvi Perumalla

    (Georgia Institute of Technology)

  • Debasree Sarkar

    (Emory University School of Medicine
    Emory University School of Medicine)

  • Gulay B. Ulukaya

    (Emory University School of Medicine)

  • Himalee S. Sabnis

    (Children’s Healthcare of Atlanta
    Emory University School of Medicine)

  • Sunita I. Park

    (Emory University School of Medicine)

  • Deborah DeRyckere

    (Children’s Healthcare of Atlanta
    Emory University School of Medicine)

  • Sunil S. Raikar

    (Children’s Healthcare of Atlanta
    Emory University School of Medicine)

  • Melinda Pauly

    (Children’s Healthcare of Atlanta
    Emory University School of Medicine)

  • Ryan J. Summers

    (Children’s Healthcare of Atlanta
    Emory University School of Medicine)

  • Sharon M. Castellino

    (Children’s Healthcare of Atlanta
    Emory University School of Medicine)

  • Daniel S. Wechsler

    (Children’s Healthcare of Atlanta
    Emory University School of Medicine)

  • Christopher C. Porter

    (Children’s Healthcare of Atlanta
    Emory University School of Medicine)

  • Douglas K. Graham

    (Children’s Healthcare of Atlanta
    Emory University School of Medicine)

  • Manoj Bhasin

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

Abstract

Acute myeloid leukemia (AML) microenvironment exhibits cellular and molecular differences among various subtypes. Here, we utilize single-cell RNA sequencing (scRNA-seq) to analyze pediatric AML bone marrow (BM) samples from diagnosis (Dx), end of induction (EOI), and relapse timepoints. Analysis of Dx, EOI scRNA-seq, and TARGET AML RNA-seq datasets reveals an AML blasts-associated 7-gene signature (CLEC11A, PRAME, AZU1, NREP, ARMH1, C1QBP, TRH), which we validate on independent datasets. The analysis reveals distinct clusters of Dx relapse- and continuous complete remission (CCR)-associated AML-blasts with differential expression of genes associated with survival. At Dx, relapse-associated samples have more exhausted T cells while CCR-associated samples have more inflammatory M1 macrophages. Post-therapy EOI residual blasts overexpress fatty acid oxidation, tumor growth, and stemness genes. Also, a post-therapy T-cell cluster associated with relapse samples exhibits downregulation of MHC Class I and T-cell regulatory genes. Altogether, this study deeply characterizes pediatric AML relapse- and CCR-associated samples to provide insights into the BM microenvironment landscape.

Suggested Citation

  • 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.
  • Handle: RePEc:nat:natcom:v:14:y:2023:i:1:d:10.1038_s41467-023-41994-0
    DOI: 10.1038/s41467-023-41994-0
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-023-41994-0
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-023-41994-0?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Xiaotu Ma & Yu Liu & Yanling Liu & Ludmil B. Alexandrov & Michael N. Edmonson & Charles Gawad & Xin Zhou & Yongjin Li & Michael C. Rusch & John Easton & Robert Huether & Veronica Gonzalez-Pena & Mark , 2018. "Pan-cancer genome and transcriptome analyses of 1,699 paediatric leukaemias and solid tumours," Nature, Nature, vol. 555(7696), pages 371-376, March.
    2. Ana Rio-Machin & Tom Vulliamy & Nele Hug & Amanda Walne & Kiran Tawana & Shirleny Cardoso & Alicia Ellison & Nikolas Pontikos & Jun Wang & Hemanth Tummala & Ahad Fahad H. Al Seraihi & Jenna Alnajar & , 2020. "The complex genetic landscape of familial MDS and AML reveals pathogenic germline variants," Nature Communications, Nature, vol. 11(1), pages 1-12, December.
    3. Contal, Cecile & O'Quigley, John, 1999. "An application of changepoint methods in studying the effect of age on survival in breast cancer," Computational Statistics & Data Analysis, Elsevier, vol. 30(3), pages 253-270, May.
    4. Mi Deng & Xun Gui & Jaehyup Kim & Li Xie & Weina Chen & Zunling Li & Licai He & Yuanzhi Chen & Heyu Chen & Weiguang Luo & Zhigang Lu & Jingjing Xie & Hywyn Churchill & Yixiang Xu & Zhan Zhou & Guojin , 2018. "LILRB4 signalling in leukaemia cells mediates T cell suppression and tumour infiltration," Nature, Nature, vol. 562(7728), pages 605-609, October.
    5. Shahzya Chaudhury & Caitríona O’Connor & Ana Cañete & Joana Bittencourt-Silvestre & Evgenia Sarrou & Áine Prendergast & Jarny Choi & Pamela Johnston & Christine A. Wells & Brenda Gibson & Karen Keesha, 2018. "Age-specific biological and molecular profiling distinguishes paediatric from adult acute myeloid leukaemias," Nature Communications, Nature, vol. 9(1), pages 1-14, December.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Heinzl, Harald & Tempfer, Clemens, 2001. "A cautionary note on segmenting a cyclical covariate by minimum P-value search," Computational Statistics & Data Analysis, Elsevier, vol. 35(4), pages 451-461, February.
    2. Simon Bussy & Mokhtar Z. Alaya & Anne‐Sophie Jannot & Agathe Guilloux, 2022. "Binacox: automatic cut‐point detection in high‐dimensional Cox model with applications in genetics," Biometrics, The International Biometric Society, vol. 78(4), pages 1414-1426, December.
    3. Amanda C. Lorentzian & Jenna Rever & Enes K. Ergin & Meiyun Guo & Neha M. Akella & Nina Rolf & C. James Lim & Gregor S. D. Reid & Christopher A. Maxwell & Philipp F. Lange, 2023. "Targetable lesions and proteomes predict therapy sensitivity through disease evolution in pediatric acute lymphoblastic leukemia," Nature Communications, Nature, vol. 14(1), pages 1-14, December.
    4. Junbeom Park & Pil-sung Yang & Tae-Hoon Kim & Jae-Sun Uhm & Joung-Youn Kim & Boyoung Joung & Moon-Hyoung Lee & Chun Hwang & Hui-Nam Pak, 2015. "Low Left Atrial Compliance Contributes to the Clinical Recurrence of Atrial Fibrillation after Catheter Ablation in Patients with Structurally and Functionally Normal Heart," PLOS ONE, Public Library of Science, vol. 10(12), pages 1-13, December.
    5. David Wang & Mathieu Quesnel-Vallieres & San Jewell & Moein Elzubeir & Kristen Lynch & Andrei Thomas-Tikhonenko & Yoseph Barash, 2023. "A Bayesian model for unsupervised detection of RNA splicing based subtypes in cancers," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
    6. Ulrik Kristoffer Stoltze & Jon Foss-Skiftesvik & Thomas van Overeem Hansen & Simon Rasmussen & Konrad J. Karczewski & Karin A. W. Wadt & Kjeld Schmiegelow, 2024. "The evolutionary impact of childhood cancer on the human gene pool," Nature Communications, Nature, vol. 15(1), pages 1-15, December.
    7. Min Pan & William C. Wright & Richard H. Chapple & Asif Zubair & Manbir Sandhu & Jake E. Batchelder & Brandt C. Huddle & Jonathan Low & Kaley B. Blankenship & Yingzhe Wang & Brittney Gordon & Payton A, 2021. "The chemotherapeutic CX-5461 primarily targets TOP2B and exhibits selective activity in high-risk neuroblastoma," Nature Communications, Nature, vol. 12(1), pages 1-20, December.
    8. Hoon Young Choi & Kyu Ha Huh & Jae Geun Lee & Mi Kyung Song & Myoung Soo Kim & Yu Seun Kim & Beom Seok Kim, 2016. "Variability of the Estimated Glomerular Filtration Rate in the First Year after Kidney Transplantation Is an Independent Risk Factor for Poor Renal Allograft Outcomes: A Retrospective Cohort Study," PLOS ONE, Public Library of Science, vol. 11(12), pages 1-12, December.
    9. Takayoshi Matsumura & Haruhito Totani & Yoshitaka Gunji & Masahiro Fukuda & Rui Yokomori & Jianwen Deng & Malini Rethnam & Chong Yang & Tze King Tan & Tadayoshi Karasawa & Kazuomi Kario & Masafumi Tak, 2022. "A Myb enhancer-guided analysis of basophil and mast cell differentiation," Nature Communications, Nature, vol. 13(1), pages 1-17, December.
    10. Hongliang Feng & Lulu Yang & Yannis Yan Liang & Sizhi Ai & Yaping Liu & Yue Liu & Xinyi Jin & Binbin Lei & Jing Wang & Nana Zheng & Xinru Chen & Joey W. Y. Chan & Raymond Kim Wai Sum & Ngan Yin Chan &, 2023. "Associations of timing of physical activity with all-cause and cause-specific mortality in a prospective cohort study," Nature Communications, Nature, vol. 14(1), pages 1-10, December.
    11. Tennert, Julius & Lambert, Marie & Burghof, Hans-Peter, 2017. "Moral hazard in VC finance: More expensive than you thought," Hohenheim Discussion Papers in Business, Economics and Social Sciences 02-2017, University of Hohenheim, Faculty of Business, Economics and Social Sciences.
    12. Yanling Liu & Jonathon Klein & Richa Bajpai & Li Dong & Quang Tran & Pandurang Kolekar & Jenny L. Smith & Rhonda E. Ries & Benjamin J. Huang & Yi-Cheng Wang & Todd A. Alonzo & Liqing Tian & Heather L., 2023. "Etiology of oncogenic fusions in 5,190 childhood cancers and its clinical and therapeutic implication," Nature Communications, Nature, vol. 14(1), pages 1-18, December.
    13. Albert Stuart Reece & Gary Kenneth Hulse, 2022. "Epidemiology of Δ8THC-Related Carcinogenesis in USA: A Panel Regression and Causal Inferential Study," IJERPH, MDPI, vol. 19(13), pages 1-27, June.
    14. Xinran Dong & Liang Ding & Andrew Thrasher & Xinge Wang & Jingjing Liu & Qingfei Pan & Jordan Rash & Yogesh Dhungana & Xu Yang & Isabel Risch & Yuxin Li & Lei Yan & Michael Rusch & Clay McLeod & Koon-, 2023. "NetBID2 provides comprehensive hidden driver analysis," Nature Communications, Nature, vol. 14(1), pages 1-10, December.
    15. Han Wang & Huiying Sun & Bilin Liang & Fang Zhang & Fan Yang & Bowen Cui & Lixia Ding & Xiang Wang & Ronghua Wang & Jiaoyang Cai & Yanjing Tang & Jianan Rao & Wenting Hu & Shuang Zhao & Wenyan Wu & Xi, 2023. "Chromatin accessibility landscape of relapsed pediatric B-lineage acute lymphoblastic leukemia," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
    16. Marco Bolis & Daniela Bossi & Arianna Vallerga & Valentina Ceserani & Manuela Cavalli & Daniela Impellizzieri & Laura Di Rito & Eugenio Zoni & Simone Mosole & Angela Rita Elia & Andrea Rinaldi & Ricar, 2021. "Dynamic prostate cancer transcriptome analysis delineates the trajectory to disease progression," Nature Communications, Nature, vol. 12(1), pages 1-15, December.
    17. Tunes-da-Silva, Gisela & Klein, John P., 2011. "Cutpoint selection for discretizing a continuous covariate for generalized estimating equations," Computational Statistics & Data Analysis, Elsevier, vol. 55(1), pages 226-235, January.
    18. Jong-Chan Youn & Hye Sun Lee & Suk-Won Choi & Seong-Woo Han & Kyu-Hyung Ryu & Eui-Cheol Shin & Seok-Min Kang, 2016. "Post-Exercise Heart Rate Recovery Independently Predicts Clinical Outcome in Patients with Acute Decompensated Heart Failure," PLOS ONE, Public Library of Science, vol. 11(5), pages 1-12, May.
    19. Hollander, Norbert & Schumacher, Martin, 2006. "Estimating the functional form of a continuous covariate's effect on survival time," Computational Statistics & Data Analysis, Elsevier, vol. 50(4), pages 1131-1151, February.
    20. Ma, Hua & Bandos, Andriy I. & Gur, David, 2018. "Informativeness of diagnostic marker values and the impact of data grouping," Computational Statistics & Data Analysis, Elsevier, vol. 117(C), pages 76-89.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:nat:natcom:v:14:y:2023:i:1:d:10.1038_s41467-023-41994-0. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.nature.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.