Evidence map›Paper›PMID 34669463›Full record

ArticleScience advances2021

Computational repurposing of therapeutic small molecules from cancer to pulmonary hypertension.

Vinny Negi, Jimin Yang, Gil Speyer, Andres Pulgarin, Adam Handen, Jingsi Zhao, Yi Yin Tai, Ying Tang, Miranda K Culley, Qiujun Yu and 21 more

Abstract read
In one paragraph

Article in Science advances, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
19citing papers in PubMed, 1 pooled it
–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

19 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
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  11. [Research progress on bioinformatics in pulmonary arterial hypertension].Zhongguo dang dai er ke za zhi = Chinese journal of contemporary pediatrics · 2024
    Review
  12. Review
  13. Bound Together: RNA Binding Protein Quaking, STAT3, and Pulmonary Vascular Remodeling.American journal of respiratory cell and molecular biology · 2023
    Article
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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

31 authors.

Vinny NegiCenter for Pulmonary Vascular Biology and Medicine, Pittsburgh Heart, Lung, Blood, and Vascular Medicine Institute, Division of Cardiology, Department of Medicine, University of Pittsburgh School of Medicine and University of Pittsburgh Medical Center, Pittsburgh, PA, USA.
Jimin YangCenter for Pulmonary Vascular Biology and Medicine, Pittsburgh Heart, Lung, Blood, and Vascular Medicine Institute, Division of Cardiology, Department of Medicine, University of Pittsburgh School of Medicine and University of Pittsburgh Medical Center, Pittsburgh, PA, USA.
Gil SpeyerResearch Computing, Arizona State University, Tempe, AZ, USA.ORCID 0000-0001-5888-5209
Andres PulgarinCenter for Pulmonary Vascular Biology and Medicine, Pittsburgh Heart, Lung, Blood, and Vascular Medicine Institute, Division of Cardiology, Department of Medicine, University of Pittsburgh School of Medicine and University of Pittsburgh Medical Center, Pittsburgh, PA, USA.ORCID 0000-0002-3144-171X
Adam HandenCenter for Pulmonary Vascular Biology and Medicine, Pittsburgh Heart, Lung, Blood, and Vascular Medicine Institute, Division of Cardiology, Department of Medicine, University of Pittsburgh School of Medicine and University of Pittsburgh Medical Center, Pittsburgh, PA, USA.
Jingsi ZhaoCenter for Pulmonary Vascular Biology and Medicine, Pittsburgh Heart, Lung, Blood, and Vascular Medicine Institute, Division of Cardiology, Department of Medicine, University of Pittsburgh School of Medicine and University of Pittsburgh Medical Center, Pittsburgh, PA, USA.
Yi Yin TaiCenter for Pulmonary Vascular Biology and Medicine, Pittsburgh Heart, Lung, Blood, and Vascular Medicine Institute, Division of Cardiology, Department of Medicine, University of Pittsburgh School of Medicine and University of Pittsburgh Medical Center, Pittsburgh, PA, USA.ORCID 0000-0003-3674-0783
Ying TangCenter for Pulmonary Vascular Biology and Medicine, Pittsburgh Heart, Lung, Blood, and Vascular Medicine Institute, Division of Cardiology, Department of Medicine, University of Pittsburgh School of Medicine and University of Pittsburgh Medical Center, Pittsburgh, PA, USA.
Miranda K CulleyCenter for Pulmonary Vascular Biology and Medicine, Pittsburgh Heart, Lung, Blood, and Vascular Medicine Institute, Division of Cardiology, Department of Medicine, University of Pittsburgh School of Medicine and University of Pittsburgh Medical Center, Pittsburgh, PA, USA.
Qiujun YuCenter for Pulmonary Vascular Biology and Medicine, Pittsburgh Heart, Lung, Blood, and Vascular Medicine Institute, Division of Cardiology, Department of Medicine, University of Pittsburgh School of Medicine and University of Pittsburgh Medical Center, Pittsburgh, PA, USA.
Patricia ForsytheCenter for Pulmonary Vascular Biology and Medicine, Pittsburgh Heart, Lung, Blood, and Vascular Medicine Institute, Division of Cardiology, Department of Medicine, University of Pittsburgh School of Medicine and University of Pittsburgh Medical Center, Pittsburgh, PA, USA.
Anastasia GorelovaCenter for Pulmonary Vascular Biology and Medicine, Pittsburgh Heart, Lung, Blood, and Vascular Medicine Institute, Division of Cardiology, Department of Medicine, University of Pittsburgh School of Medicine and University of Pittsburgh Medical Center, Pittsburgh, PA, USA.
Annie M WatsonCenter for Pulmonary Vascular Biology and Medicine, Pittsburgh Heart, Lung, Blood, and Vascular Medicine Institute, Division of Cardiology, Department of Medicine, University of Pittsburgh School of Medicine and University of Pittsburgh Medical Center, Pittsburgh, PA, USA.
Yassmin Al AarajCenter for Pulmonary Vascular Biology and Medicine, Pittsburgh Heart, Lung, Blood, and Vascular Medicine Institute, Division of Cardiology, Department of Medicine, University of Pittsburgh School of Medicine and University of Pittsburgh Medical Center, Pittsburgh, PA, USA.
Taijyu SatohCenter for Pulmonary Vascular Biology and Medicine, Pittsburgh Heart, Lung, Blood, and Vascular Medicine Institute, Division of Cardiology, Department of Medicine, University of Pittsburgh School of Medicine and University of Pittsburgh Medical Center, Pittsburgh, PA, USA.ORCID 0000-0002-1795-6872
Maryam Sharifi-SanjaniCenter for Pulmonary Vascular Biology and Medicine, Pittsburgh Heart, Lung, Blood, and Vascular Medicine Institute, Division of Cardiology, Department of Medicine, University of Pittsburgh School of Medicine and University of Pittsburgh Medical Center, Pittsburgh, PA, USA.
Arun RajaratnamCenter for Pulmonary Vascular Biology and Medicine, Pittsburgh Heart, Lung, Blood, and Vascular Medicine Institute, Division of Cardiology, Department of Medicine, University of Pittsburgh School of Medicine and University of Pittsburgh Medical Center, Pittsburgh, PA, USA.
John SembratDivision of Pulmonary and Critical Care Medicine, Department of Medicine, University of Pittsburgh School of Medicine and University of Pittsburgh Medical Center, Pittsburgh, PA, USA.ORCID 0000-0003-4108-803X
Steeve ProvencherPulmonary Hypertension and Vascular Biology Research Group, Faculty of Medicine, Laval University, Quebec, QC, Canada.
Xianglin YinDepartment of Chemistry, Center for Cancer Research, Institute for Drug Discovery, Purdue University, West Lafayette, IN, USA.
Sara O VargasDepartment of Pathology, Boston Children's Hospital, MA, USA.
Mauricio RojasDivision of Pulmonary, Critical Care, and Sleep Medicine, Department of Medicine, Ohio State University College of Medicine, Columbus, OH, USA.ORCID 0000-0001-7340-4784
Sébastien BonnetPulmonary Hypertension and Vascular Biology Research Group, Faculty of Medicine, Laval University, Quebec, QC, Canada.ORCID 0000-0001-5753-1900
Stephanie TorrinoUniversité Côte d'Azur, CNRS, IPMC, Sophia-Antipolis, France.ORCID 0000-0002-8280-5907
Bridget K WagnerDepartment of Chemistry and Chemical Biology, Harvard University; Chemical Biology and Therapeutics Science Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA.ORCID 0000-0002-2629-361X
Stuart L SchreiberDepartment of Chemistry and Chemical Biology, Harvard University; Chemical Biology and Therapeutics Science Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA.ORCID 0000-0003-1922-7558
Mingji DaiDepartment of Chemistry, Center for Cancer Research, Institute for Drug Discovery, Purdue University, West Lafayette, IN, USA.ORCID 0000-0001-7956-6426
Thomas BerteroUniversité Côte d'Azur, CNRS, IPMC, Sophia-Antipolis, France.
Imad Al GhoulehCenter for Pulmonary Vascular Biology and Medicine, Pittsburgh Heart, Lung, Blood, and Vascular Medicine Institute, Division of Cardiology, Department of Medicine, University of Pittsburgh School of Medicine and University of Pittsburgh Medical Center, Pittsburgh, PA, USA.ORCID 0000-0003-0386-5360
Seungchan KimPrairie View A&M Univ, Prairie View, TX, USA.ORCID 0000-0003-4183-4338
Stephen Y ChanCenter for Pulmonary Vascular Biology and Medicine, Pittsburgh Heart, Lung, Blood, and Vascular Medicine Institute, Division of Cardiology, Department of Medicine, University of Pittsburgh School of Medicine and University of Pittsburgh Medical Center, Pittsburgh, PA, USA.ORCID 0000-0002-9520-7527

Funding

Targeting vulnerabilities of therapy-resistant cancer cell states with small moleculesU01CA217848 · NCI · BROAD INSTITUTE, INC. · PI SCHREIBER, STUART L · 2017 to 2021
$5.8M
Defining the Complex Biology of the miR-130/301 Family in Pulmonary HypertensionR01HL124021 · NHLBI · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI CHAN, STEPHEN Y · 2014 to 2025
$4.9M
Iron-Sulfur Deficiency as a Critical Pathogenic Cause of Pulmonary HypertensionR01HL122596 · NHLBI · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI CHAN, STEPHEN Y · 2015 to 2024
$4.5M
Systematic Development of Novel, Druggable Cancer TargetsU01CA168397 · NCI · TRANSLATIONAL GENOMICS RESEARCH INST · PI BERENS, MICHAEL E. · 2012 to 2016
$4.1M
Molecular Drivers of Vascular Stiffness and Metabolic Dysfunction in HIV-Induced Pulmonary Arterial HypertensionR01HL138437 · NHLBI · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI CHAN, STEPHEN Y, NORRIS, KAREN A · 2017 to 2020
$2.4M
Endothelial Reprogramming in Pulmonary HypertensionR01HL148712 · NHLBI · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI AL GHOULEH, IMAD · 2019 to 2023
$1.9M
Computational repurposing of chemotherapies for pulmonary hypertensionUH2TR002073 · NCATS · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI CHAN, STEPHEN Y · 2017 to 2018
$615k
Advanced High Resolution Rodent Ultrasound Imaging SystemS10OD023684 · OD · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI KIM, KANG · 2018 to 2018
$390k
NCATS NIH HHS UH2 TR002073NCI NIH HHS U01 CA168397NCI NIH HHS U01 CA217848NHLBI NIH HHS R01 HL122596NHLBI NIH HHS R01 HL124021NHLBI NIH HHS R01 HL138437NHLBI NIH HHS R01 HL148712NIH HHS S10 OD023684
6 · The paper itself

Abstract

Cancer therapies are being considered for treating rare noncancerous diseases like pulmonary hypertension (PH), but effective computational screening is lacking. Via transcriptomic differential dependency analyses leveraging parallels between cancer and PH, we mapped a landscape of cancer drug functions dependent upon rewiring of PH gene clusters. Bromodomain and extra-terminal motif (BET) protein inhibitors were predicted to rely upon several gene clusters inclusive of galectin-8 (LGALS8). Correspondingly, LGALS8 was found to mediate the BET inhibitor–dependent control of endothelial apoptosis, an essential role for PH in vivo. Separately, a piperlongumine analog’s actions were predicted to depend upon the iron-sulfur biogenesis gene ISCU. Correspondingly, the analog was found to inhibit ISCU glutathionylation, rescuing oxidative metabolism, decreasing endothelial apoptosis, and improving PH. Thus, we identified crucial drug-gene axes central to endothelial dysfunction and therapeutic priorities for PH. These results establish a wide-ranging, network dependency platform to redefine cancer drugs for use in noncancerous conditions.

Identifiers

PMID34669463
PMCPMC8528428

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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.