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Single cell characterization of B-lymphoid differentiation and leukemic cell states during chemotherapy in ETV6-RUNX1-positive pediatric leukemia identifies drug-targetable transcription factor activities

  • Juha Mehtonen
  • , Susanna Teppo
  • , Mari Lahnalampi
  • , Aleksi Kokko
  • , Riina Kaukonen
  • , Laura Oksa
  • , Maria Bouvy-Liivrand
  • , Alena Malyukova
  • , Artturi Mäkinen
  • , Saara Laukkanen
  • , Petri I. Mäkinen
  • , Samuli Rounioja
  • , Pekka Ruusuvuori
  • , Olle Sangfelt
  • , Riikka Lund
  • , Tapio Lönnberg
  • , Olli Lohi
  • , Merja Heinäniemi*
  • *Corresponding author for this work

Research output: Contribution to journalArticleScientificpeer-review

37 Citations (Scopus)
61 Downloads (Pure)

Abstract

Background: Tight regulatory loops orchestrate commitment to B cell fate within bone marrow. Genetic lesions in this gene regulatory network underlie the emergence of the most common childhood cancer, acute lymphoblastic leukemia (ALL). The initial genetic hits, including the common translocation that fuses ETV6 and RUNX1 genes, lead to arrested cell differentiation. Here, we aimed to characterize transcription factor activities along the B-lineage differentiation trajectory as a reference to characterize the aberrant cell states present in leukemic bone marrow, and to identify those transcription factors that maintain cancer-specific cell states for more precise therapeutic intervention. Methods: We compared normal B-lineage differentiation and in vivo leukemic cell states using single cell RNA-sequencing (scRNA-seq) and several complementary genomics profiles. Based on statistical tools for scRNA-seq, we benchmarked a workflow to resolve transcription factor activities and gene expression distribution changes in healthy bone marrow lymphoid cell states. We compared these to ALL bone marrow at diagnosis and in vivo during chemotherapy, focusing on leukemias carrying the ETV6-RUNX1 fusion. Results: We show that lymphoid cell transcription factor activities uncovered from bone marrow scRNA-seq have high correspondence with independent ATAC- and ChIP-seq data. Using this comprehensive reference for regulatory factors coordinating B-lineage differentiation, our analysis of ETV6-RUNX1-positive ALL cases revealed elevated activity of multiple ETS-transcription factors in leukemic cells states, including the leukemia genome-wide association study hit ELK3. The accompanying gene expression changes associated with natural killer cell inactivation and depletion in the leukemic immune microenvironment. Moreover, our results suggest that the abundance of G1 cell cycle state at diagnosis and lack of differentiation-associated regulatory network changes during induction chemotherapy represent features of chemoresistance. To target the leukemic regulatory program and thereby overcome treatment resistance, we show that inhibition of ETS-transcription factors reduced cell viability and resolved pathways contributing to this using scRNA-seq. Conclusions: Our data provide a detailed picture of the transcription factor activities characterizing both normal B-lineage differentiation and those acquired in leukemic bone marrow and provide a rational basis for new treatment strategies targeting the immune microenvironment and the active regulatory network in leukemia.

Original languageEnglish
Article number99
JournalGenome Medicine
Volume12
Issue number1
DOIs
Publication statusPublished - 2020
Publication typeA1 Journal article-refereed

Funding

This study was supported by the Finnish Functional Genomics Centre (University of Turku, Åbo Akademi University), FIMM Technology Center Sequencing Laboratory (Biomedicum, Helsinki), Biocenter Finland, and the Sequencing Service GeneCore Sequencing Facility (EMBL, Heidelberg, Germany) through providing sequencing services. The authors wish to acknowledge all lab members for discussions; Minna Voutilainen and Mikko Sipola for running bioinformatics workflows; CSC – IT Center for Science, Finland, and UEF Bioinformatics Center, University of Eastern Finland, Finland, for computation; and Biocenter Kuopio FinGEEC for flow cytometry resources. This work was supported by grants from the Academy of Finland (M.H. and O.L. 321553, O.L. 310106, T.L. 311081), ERA-NET ERA PerMed (M.H., O.L.), Väre Foundation (M.H), Emil Aaltonen Foundation (M.H.), Cancer Foundation Finland (M.H., O.L.), Jane and Aatos Erkko foundation (M.H., O.L.), Sigrid Juselius foundation (M.H., O.L.), Finnish Hematology Association (S.T., J.M.), the Swedish Cancer Society(O.S), the Swedish Childhood Cancer Foundation (O.S), Radiumhemmets Research Foundation (O.S), Competitive State Research Financing of the Expert Responsibility area of Tampere University Hospital, and the Doctoral Program in Molecular Medicine University of Eastern Finland (J.M).

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 3 - Good Health and Well-being
    SDG 3 Good Health and Well-being

Keywords

  • Cell differentiation
  • Gene regulation
  • Leukemia
  • Single cell genomics

Publication forum classification

  • Publication forum level 1

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