Evidence map›Paper›PMID 40089994›Full record

ArticleBlood2025

Single-cell panleukemia signatures of HSPC-like blasts predict drug response and clinical outcome.

Changya Chen, Jason Xu, Jonathan H Sussman, Tiffaney Vincent, Joseph S Tumulty, Satoshi Yoshimura, Fatemeh Alikarami, Wenbao Yu, Yang-Yang Ding, Chia-Hui Chen and 26 more

Abstract read
In one paragraph

Article in Blood, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.

0numbers the graph read from it
0cells of the map it votes in
10citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

10 citing papers in PubMed.

  1. Article
  2. Review
  3. Article
  4. Article
  5. HSCs/MPPs as cells of origin with altered differentiation hierarchy impairing immunomicroenvironment inProceedings of the National Academy of Sciences of the United States of America · 2026
    Article
  6. Article
  7. Article
  8. Article
  9. Review
  10. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

36 authors.

Changya ChenState Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology and Blood Diseases Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin, China.
Jason XuGraduate Group in Genomics and Computational Biology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA.
Jonathan H SussmanGraduate Group in Genomics and Computational Biology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA.ORCID 0000-0002-3057-3550
Tiffaney VincentDivision of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, PA.
Joseph S TumultyDivision of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, PA.ORCID 0000-0001-7531-2066
Satoshi YoshimuraDepartment of Pharmacy and Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, TN.
Fatemeh AlikaramiDivision of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, PA.
Wenbao YuDivision of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, PA.
Yang-Yang DingDepartments of Oncology and Pediatrics, Johns Hopkins University School of Medicine and Sidney Kimmel Comprehensive Cancer Center, Baltimore, MD.
Chia-Hui ChenDivision of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, PA.ORCID 0000-0001-5239-1574
Elizabeth Y LiSchool of Medicine, Yale University, New Haven, CT.ORCID 0000-0001-9501-2263
Austin YangDivision of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, PA.ORCID 0009-0007-1620-3493
Xiaohuan QinState Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology and Blood Diseases Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin, China.
Shovik BandyopadhyayMedical Scientist Training Program, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA.
Jacqueline PengGraduate Group in Genomics and Computational Biology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA.
Petri PölönenDepartment of Pathology, St. Jude Children's Research Hospital, Memphis, TN.ORCID 0000-0001-6128-9985
Haley NewmanDivision of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, PA.ORCID 0000-0002-3022-8052
Brent L WoodDepartment of Pathology and Laboratory Medicine, Children's Hospital Los Angeles, Los Angeles, CA.
Jianzhong HuInduced Proximity Platform, Amgen, Thousand Oaks, CA.
Rawan ShraimDivision of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, PA.ORCID 0009-0005-5350-3386
Andrew D HughesDivision of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, PA.ORCID 0000-0002-1251-2404
Caroline DiorioDivision of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, PA.ORCID 0000-0002-8005-3836
Lahari UppuluriDivision of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, PA.ORCID 0000-0002-7217-892X
Gongping ShiDivision of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, PA.
Theresa RyanDivision of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, PA.
Tori FullerDivision of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, PA.
Mignon L LohBen Towne Center for Childhood Cancer and Blood Disorders Research, Seattle Children's Hospital, Seattle, WA.ORCID 0000-0003-4099-4700
Elizabeth A RaetzDepartment of Pediatrics and Perlmutter Cancer Center, New York University Langone Health, New York, NY.
Stephen P HungerDivision of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, PA.ORCID 0000-0002-5492-3957
Stanley B PoundsDepartment of Biostatistics, St. Jude Children's Research Hospital, Memphis, TN.ORCID 0000-0002-9167-2114
Charles G MullighanDepartment of Pathology, St. Jude Children's Research Hospital, Memphis, TN.ORCID 0000-0002-1871-1850
David FrankDivision of Cardiology, Children's Hospital of Philadelphia, Philadelphia, PA.ORCID 0000-0002-3064-2069
Jun J YangDepartment of Pharmacy and Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, TN.
Kathrin M BerntDivision of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, PA.ORCID 0000-0002-0691-356X
David T TeacheyDivision of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, PA.ORCID 0000-0001-7373-8987
Kai TanDivision of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, PA.ORCID 0000-0002-9104-5567

Funding

NCTN BIQSFP ANBL1531 (NRT)U10CA180886 · NCI · PUBLIC HEALTH INSTITUTE · PI Douglas S. Hawkins · 2014 to 2026
$390.6M
COG SDMC - Statistics CoreU10CA180899 · NCI · UNIVERSITY OF SOUTHERN CALIFORNIA · PI TODD A ALONZO · 2014 to 2026
$132.8M
COG U24 Funding 2026-2027U24CA196173 · NCI · RESEARCH INST NATIONWIDE CHILDREN'S HOSP · PI Mignon Lee-Cheun Loh, Nilsa Del Carmen Ramirez Milan · 2015 to 2026
$62.5M
MEDICAL SCIENTIST TRAINING PROGRAMT32GM007170 · NIGMS · UNIVERSITY OF PENNSYLVANIA · PI BRASS, LAWRENCE F · 1985 to 2022
$54.0M
Support for Human Specimen Banking in NCI-Supported Cancer Clinical TrialsU24CA114766 · NCI · RESEARCH INST NATIONWIDE CHILDREN'S HOSP · PI RAMIREZ MILAN, NILSA DEL CARMEN · 2005 to 2014
$14.5M
Data Analysis UnitU2CCA233285 · NCI · CHILDREN'S HOSP OF PHILADELPHIA · PI HUNGER, STEPHEN PATRICK, TAN, KAI · 2018 to 2023
$13.2M
Organ Specific Project - HeartU54HL165442 · NHLBI · CHILDREN'S HOSP OF PHILADELPHIA · PI MOFFITT, JEFFREY, PEI, LIMING · 2022 to 2025
$7.6M
Improving risk allocation and developing novel therapies for children with T-ALL and T-LLR01CA193776 · NCI · CHILDREN'S HOSP OF PHILADELPHIA · PI Terzah M Horton, ADAM B OLSHEN · 2015 to 2026
$6.2M
Biomarkers of dasatinib response and resistance in T-cell acute lymphoblastic leukemiaR01CA264837 · NCI · ST. JUDE CHILDREN'S RESEARCH HOSPITAL · PI TEACHEY, DAVID T., YANG, JUN J. · 2021 to 2025
$3.0M
Genomic Profiling of T-cell Acute Lymphoblastic Leukemia in ChildrenR03CA256550 · NCI · CHILDREN'S HOSP OF PHILADELPHIA · PI MULLIGHAN, CHARLES G., TEACHEY, DAVID T. · 2021 to 2021
$382k
Analysis of Developmental Arrest and Treatment Resistance in High-risk T-ALLF30CA268782 · NCI · UNIVERSITY OF PENNSYLVANIA · PI XU, JASON · 2022 to 2024
$141k
Determining the Microenvironmental Contribution to Acute Myeloid Leukemia ChemoresistanceF30CA277965 · NCI · UNIVERSITY OF PENNSYLVANIA · PI BANDYOPADHYAY, SHOVIK · 2023 to 2024
$44k
NCI NIH HHS F30 CA268782NCI NIH HHS F30 CA277965NCI NIH HHS R01 CA193776NCI NIH HHS R01 CA264837NCI NIH HHS R03 CA256550NCI NIH HHS U10 CA180886NCI NIH HHS U10 CA180899NCI NIH HHS U24 CA114766NCI NIH HHS U24 CA196173NCI NIH HHS U2C CA233285NHLBI NIH HHS U54 HL165442NIGMS NIH HHS T32 GM007170
6 · The paper itself

Abstract

abstractThe critical role of leukemia-initiating cells as a therapy-resistant population in myeloid leukemia is well established. However, the molecular signatures of such cells in acute lymphoblastic leukemia remain underexplored. Moreover, their role in therapy response and patient prognosis is yet to be systematically investigated across various types of acute leukemia. We used single-cell multiomics to analyze diagnostic specimens from 96 pediatric patients with acute lymphoblastic, myeloid, and lineage-ambiguous leukemias. Through the integration of single-cell multiomics with extensive bulk RNA sequencing and clinical data sets, we uncovered a prevalent, chemotherapy-resistant subpopulation that resembles hematopoietic stem and progenitor cells (HSPC-like) and is associated with poor clinical outcomes across all subtypes investigated. We identified a core transcriptional regulatory network (TRN) in HSPC-like blasts that is combinatorially controlled by HOXA/AP1/CEBPA. This TRN signature can predict chemotherapy response and long-term clinical outcomes. We identified shared potential therapeutic targets against HSPC-like blasts, including FLT3, BCL2, and the PI3K pathway. Our study provides a framework for linking intratumoral heterogeneity with therapy response, patient outcomes, and the discovery of new therapeutic targets for pediatric acute leukemias.

Indexed as

Hematopoietic Stem CellsPrecursor Cell Lymphoblastic Leukemia-LymphomaSingle-Cell AnalysisAdolescentChildChild, PreschoolDrug Resistance, NeoplasmFemaleGene Expression Regulation, LeukemicGene Regulatory NetworksHumansInfantMalePrognosisTreatment Outcome

Identifiers

PMID40089994
PMCPMC12163743

What OpenQuestion holds

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LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.