Evidence map›Paper›PMID 39261481›Full record

ArticleNature communications2024

Multiscale mapping of transcriptomic signatures for cardiotoxic drugs.

Jens Hansen, Yuguang Xiong, Mustafa M Siddiq, Priyanka Dhanan, Bin Hu, Bhavana Shewale, Arjun S Yadaw, Gomathi Jayaraman, Rosa E Tolentino, Yibang Chen and 15 more

Abstract read
In one paragraph

Article in Nature communications, 2024. 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. Advances in Cytotoxicity Testing: From In Vitro Assays to In Silico Models.International journal of molecular sciences · 2025
    Review
  5. Review
  6. Review
  7. Article
  8. Article
  9. Article
  10. Article
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

25 authors.

Jens HansenMount Sinai Institute for Systems Biomedicine, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA. jens.hansen@mssm.edu.ORCID 0000-0002-1362-6534
Yuguang XiongMount Sinai Institute for Systems Biomedicine, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.ORCID 0000-0001-5221-6266
Mustafa M SiddiqMount Sinai Institute for Systems Biomedicine, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
Priyanka DhananMount Sinai Institute for Systems Biomedicine, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
Bin HuMount Sinai Institute for Systems Biomedicine, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
Bhavana ShewaleMount Sinai Institute for Systems Biomedicine, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
Arjun S YadawMount Sinai Institute for Systems Biomedicine, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
Gomathi JayaramanMount Sinai Institute for Systems Biomedicine, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
Rosa E TolentinoMount Sinai Institute for Systems Biomedicine, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
Yibang ChenMount Sinai Institute for Systems Biomedicine, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
Pedro MartinezMount Sinai Institute for Systems Biomedicine, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
Kristin G BeaumontDepartment of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.ORCID 0000-0003-3075-9977
Robert SebraDepartment of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.ORCID 0000-0001-9267-2426
Dusica VidovicInstitute for Data Science and Computing, University of Miami, Coral Gables, FL, 33146, USA.
Stephan C SchürerInstitute for Data Science and Computing, University of Miami, Coral Gables, FL, 33146, USA.
Joseph GoldfarbMount Sinai Institute for Systems Biomedicine, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
James M GalloDepartment of Pharmacological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.ORCID 0000-0003-1553-4817
Marc R BirtwistleMount Sinai Institute for Systems Biomedicine, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.ORCID 0000-0002-0341-0705
Eric A SobieMount Sinai Institute for Systems Biomedicine, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
Evren U AzelogluMount Sinai Institute for Systems Biomedicine, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.ORCID 0000-0001-6137-109X
Seth I BergerCenter for Genetic Medicine Research, Children's National Research Institute, Washington, DC, 20012, USA.ORCID 0000-0001-7517-4302
Angel ChanMount Sinai Institute for Systems Biomedicine, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.ORCID 0000-0002-5788-333X
Christoph SchanielMount Sinai Institute for Systems Biomedicine, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.ORCID 0000-0002-1343-4858
Nicole C Dubois *Mount Sinai Institute for Systems Biomedicine, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA. Dubois@mssm.edu.ORCID 0000-0002-8467-3004
Ravi Iyengar *Mount Sinai Institute for Systems Biomedicine, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA. ravi.iyengar@mssm.edu.ORCID 0000-0002-7814-0180

Funding

X-RAY CRYSTALLOGRAPHYP30CA008748 · NCI · SLOAN-KETTERING INSTITUTE FOR CANCER RES · PI Hongbiao Carl Lekaye · 1985 to 2026
$347.4M
Drug Combination Signatures for Prediction and Mitigation of ToxicityU54HG008098 · NHGRI · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI BIRTWISTLE, MARC R., SOBIE, ERIC A · 2014 to 2019
$11.8M
Role of RNA-binding protein DDX3X in heart development and diseaseR01HL175488 · NHLBI · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI Nicole Dubois · 2024 to 2026
$2.2M
Mechanisms of de novo cardiac sarcomere assemblyR01HL173318 · NHLBI · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI Nicole Dubois · 2024 to 2026
$2.0M
Systems Pharmacology for overcoming cell variabilityR01GM137056 · NIGMS · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI IYENGAR, SRINIVAS RAVI V · 2020 to 2023
$1.9M
NCI NIH HHS P30 CA008748NHGRI NIH HHS U54 HG008098NHLBI NIH HHS R01 HL173318NHLBI NIH HHS R01 HL175488NIGMS NIH HHS R01 GM137056U.S. Department of Health & Human Services | National Institutes of Health (NIH) 5U54HG008098U.S. Department of Health & Human Services | U.S. Food and Drug Administration (U.S. Food & Drug Administration) 75F40119C10021
6 · The paper itself

Abstract

Drug-induced gene expression profiles can identify potential mechanisms of toxicity. We focus on obtaining signatures for cardiotoxicity of FDA-approved tyrosine kinase inhibitors (TKIs) in human induced-pluripotent-stem-cell-derived cardiomyocytes, using bulk transcriptomic profiles. We use singular value decomposition to identify drug-selective patterns across cell lines obtained from multiple healthy human subjects. Cellular pathways affected by cardiotoxic TKIs include energy metabolism, contractile, and extracellular matrix dynamics. Projecting these pathways to published single cell expression profiles indicates that TKI responses can be evoked in both cardiomyocytes and fibroblasts. Integration of transcriptomic outlier analysis with whole genomic sequencing of our six cell lines enables us to correctly reidentify a genomic variant causally linked to anthracycline-induced cardiotoxicity and predict genomic variants potentially associated with TKI-induced cardiotoxicity. We conclude that mRNA expression profiles when integrated with publicly available genomic, pathway, and single cell transcriptomic datasets, provide multiscale signatures for cardiotoxicity that could be used for drug development and patient stratification.

Indexed as

CardiotoxicityGene Expression ProfilingMyocytes, CardiacProtein Kinase InhibitorsTranscriptomeCell LineFibroblastsHumansInduced Pluripotent Stem CellsSingle-Cell AnalysisProtein Kinase Inhibitors

Identifiers

PMID39261481
PMCPMC11390749

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.