Evidence map›Paper›PMID 34764253›Full record

ArticleNature communications2021

Deciphering intratumoral heterogeneity using integrated clonal tracking and single-cell transcriptome analyses.

Humberto Contreras-Trujillo, Jiya Eerdeng, Samir Akre, Du Jiang, Jorge Contreras, Basia Gala, Mary C Vergel-Rodriguez, Yeachan Lee, Aparna Jorapur, Areen Andreasian and 9 more

Open access · goldAbstract read
In one paragraph

Article in Nature communications, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 papers.

0numbers the graph read from it
0cells of the map it votes in
23citing papers in PubMed
1.9field-weighted citation impact, top 14% of its field
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

23 citing papers in PubMed, 27 citations in OpenAlex.

  1. Organoids glimpse: the nexus for diverse tumor heterogeneity.Frontiers in cell and developmental biology · 2026
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

19 authors at 3 institutions in 1 country.

Humberto Contreras-TrujilloDepartment of Stem Cell Biology and Regenerative Medicine, Eli and Edythe Broad Center for Regenerative Medicine and Stem Cell Research, Keck School of Medicine, University of Southern California, Los Angeles, CA, 90033, USA.
Jiya Eerdeng *Department of Stem Cell Biology and Regenerative Medicine, Eli and Edythe Broad Center for Regenerative Medicine and Stem Cell Research, Keck School of Medicine, University of Southern California, Los Angeles, CA, 90033, USA.ORCID 0000-0001-8940-3786
Samir Akre *Department of Stem Cell Biology and Regenerative Medicine, Eli and Edythe Broad Center for Regenerative Medicine and Stem Cell Research, Keck School of Medicine, University of Southern California, Los Angeles, CA, 90033, USA.ORCID 0000-0003-1495-6399
Du Jiang *Department of Stem Cell Biology and Regenerative Medicine, Eli and Edythe Broad Center for Regenerative Medicine and Stem Cell Research, Keck School of Medicine, University of Southern California, Los Angeles, CA, 90033, USA.
Jorge ContrerasDepartment of Stem Cell Biology and Regenerative Medicine, Eli and Edythe Broad Center for Regenerative Medicine and Stem Cell Research, Keck School of Medicine, University of Southern California, Los Angeles, CA, 90033, USA.
Basia GalaDepartment of Stem Cell Biology and Regenerative Medicine, Eli and Edythe Broad Center for Regenerative Medicine and Stem Cell Research, Keck School of Medicine, University of Southern California, Los Angeles, CA, 90033, USA.
Mary C Vergel-RodriguezDepartment of Stem Cell Biology and Regenerative Medicine, Eli and Edythe Broad Center for Regenerative Medicine and Stem Cell Research, Keck School of Medicine, University of Southern California, Los Angeles, CA, 90033, USA.
Yeachan LeeDepartment of Stem Cell Biology and Regenerative Medicine, Eli and Edythe Broad Center for Regenerative Medicine and Stem Cell Research, Keck School of Medicine, University of Southern California, Los Angeles, CA, 90033, USA.
Aparna JorapurDivision of Hematology, USC Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA, 90033, USA.
Areen AndreasianDepartment of Stem Cell Biology and Regenerative Medicine, Eli and Edythe Broad Center for Regenerative Medicine and Stem Cell Research, Keck School of Medicine, University of Southern California, Los Angeles, CA, 90033, USA.
Lisa HartonDivision of Hematology, USC Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA, 90033, USA.
Charles S BramlettDepartment of Stem Cell Biology and Regenerative Medicine, Eli and Edythe Broad Center for Regenerative Medicine and Stem Cell Research, Keck School of Medicine, University of Southern California, Los Angeles, CA, 90033, USA.
Anna NogalskaDepartment of Stem Cell Biology and Regenerative Medicine, Eli and Edythe Broad Center for Regenerative Medicine and Stem Cell Research, Keck School of Medicine, University of Southern California, Los Angeles, CA, 90033, USA.
Gang XiaoCenter of Molecular and Cellular Oncology, Yale Cancer Center, Yale University, New Haven, CT, 06511, USA.
Jae-Woong LeeCenter of Molecular and Cellular Oncology, Yale Cancer Center, Yale University, New Haven, CT, 06511, USA.
Lai N ChanCenter of Molecular and Cellular Oncology, Yale Cancer Center, Yale University, New Haven, CT, 06511, USA.
Markus MüschenCenter of Molecular and Cellular Oncology, Yale Cancer Center, Yale University, New Haven, CT, 06511, USA.ORCID 0000-0002-6064-8613
Akil A MerchantDivision of Hematology and Cellular Therapy, Cedars-Sinai Medical Center, Los Angeles, CA, 90048, USA. Akil.Merchant@cshs.org.ORCID 0000-0001-7472-822X
Rong LuDepartment of Stem Cell Biology and Regenerative Medicine, Eli and Edythe Broad Center for Regenerative Medicine and Stem Cell Research, Keck School of Medicine, University of Southern California, Los Angeles, CA, 90033, USA. RongLu@usc.edu.ORCID 0000-0002-5151-9246
University of Southern California · USYale Cancer Center · USCedars-Sinai Medical Center · US

Funding

USC/NORRIS COMPREHENSIVE CANCER CENTER (CORE) SUPPORTP30CA014089 · NCI · UNIVERSITY OF SOUTHERN CALIFORNIA · PI MYLES G COCKBURN · 1985 to 2026
$181.4M
Metabolic gatekeepers in B-cell malignanciesR35CA197628 · NCI · YALE UNIVERSITY · PI Markus Müschen · 2016 to 2026
$11.7M
Targeting oncogenic TCR signaling in PTCLP01CA233412 · NCI · DANA-FARBER CANCER INST · PI MÜSCHEN, MARKUS · 2019 to 2023
$8.7M
Investigating the heterogeneity and coordination of hematopoietic stem cells (Diversity Supplement)R35HL150826 · NHLBI · UNIVERSITY OF SOUTHERN CALIFORNIA · PI Rong Lu · 2020 to 2026
$6.8M
Targeted activation of autoimmune checkpoints in B cell malignanciesR01CA157644 · NCI · YALE UNIVERSITY · PI Markus Müschen · 2011 to 2026
$5.7M
Role of Hedgehog Signaling in JAK2V617F Associated MyelofibrosisR01HL138414 · NHLBI · UNIVERSITY OF SOUTHERN CALIFORNIA · PI MERCHANT, AKIL · 2018 to 2022
$2.1M
CD25-mediated feedback control of BCR-signaling and its oncogenic mimicsR01CA213138 · NCI · YALE UNIVERSITY · PI MÜSCHEN, MARKUS · 2017 to 2022
$1.9M
Tracing the developmental origin of hematopoietic stem cell heterogeneityR01HL138225 · NHLBI · UNIVERSITY OF SOUTHERN CALIFORNIA · PI LU, RONG · 2017 to 2019
$1.6M
Investigating the heterogeneous aging of individual hematopoietic stem cell clonesR01HL135292 · NHLBI · UNIVERSITY OF SOUTHERN CALIFORNIA · PI LU, RONG · 2017 to 2019
$1.5M
Lineage bias and clonal expansion of hematopoietic stem cell differentiationR00HL113104 · NHLBI · UNIVERSITY OF SOUTHERN CALIFORNIA · PI LU, RONG · 2014 to 2016
$747k
Clonal Progression of Cancer Cells during Treatment of Acute Lymphoblastic LeukemiaF31CA206463 · NCI · UNIVERSITY OF SOUTHERN CALIFORNIA · PI CONTRERAS-TRUJILLO, HUMBERTO · 2016 to 2018
$130k
Howard Hughes Medical InstituteNCI NIH HHS F31 CA206463NCI NIH HHS P01 CA233412NCI NIH HHS P30 CA014089NCI NIH HHS R01 CA157644NCI NIH HHS R01 CA213138NCI NIH HHS R35 CA197628NHLBI NIH HHS R00 HL113104NHLBI NIH HHS R01 HL135292NHLBI NIH HHS R01 HL138225NHLBI NIH HHS R01 HL138414NHLBI NIH HHS R35 HL150826
6 · The paper itself

Abstract

Cellular heterogeneity is a major cause of treatment resistance in cancer. Despite recent advances in single-cell genomic and transcriptomic sequencing, it remains difficult to relate measured molecular profiles to the cellular activities underlying cancer. Here, we present an integrated experimental system that connects single cell gene expression to heterogeneous cancer cell growth, metastasis, and treatment response. Our system integrates single cell transcriptome profiling with DNA barcode based clonal tracking in patient-derived xenograft models. We show that leukemia cells exhibiting unique gene expression respond to different chemotherapies in distinct but consistent manners across multiple mice. In addition, we uncover a form of leukemia expansion that is spatially confined to the bone marrow of single anatomical sites and driven by cells with distinct gene expression. Our integrated experimental system can interrogate the molecular and cellular basis of the intratumoral heterogeneity underlying disease progression and treatment resistance.

Indexed as

AnimalsCell AdhesionCells, CulturedClustered Regularly Interspaced Short Palindromic RepeatsDNA Barcoding, TaxonomicHumansMiceSequence Analysis, RNASingle-Cell AnalysisTranscriptome

Identifiers

PMID34764253
PMCPMC8586369
OpenAlexW3119455371

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Registered trials

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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.