Evidence map›Paper›PMID 34662337›Full record

ArticlePLoS computational biology2021

Network potential identifies therapeutic miRNA cocktails in Ewing sarcoma.

Davis T Weaver, Kathleen I Pishas, Drew Williamson, Jessica Scarborough, Stephen L Lessnick, Andrew Dhawan, Jacob G Scott

Open access · goldAbstract read
In one paragraph

Article in PLoS computational biology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing papers in PubMed
0.9field-weighted citation impact, top 31% 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

9 citing papers in PubMed, 15 citations in OpenAlex.

  1. Review
  2. Article
  3. Gene Signatures and Oncology Treatment Implications.Hematology/oncology clinics of North America · 2025
    Review
  4. Review
  5. Article
  6. Article
  7. Article
  8. RNAi-Based Therapeutics and Novel RNA Bioengineering Technologies.The Journal of pharmacology and experimental therapeutics · 2023
    Review
  9. 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

7 authors at 4 institutions in 2 countries.

Davis T WeaverCase Western Reserve University School of Medicine, Cleveland, Ohio, United States of America.
Kathleen I PishasPeter MacCallum Cancer Centre, Melbourne, Australia.
Drew WilliamsonDepartment of Pathology, Brigham & Women's Hospital, Boston, Massachusetts, United States of America.ORCID 0000-0003-1745-8846
Jessica ScarboroughCase Western Reserve University School of Medicine, Cleveland, Ohio, United States of America.ORCID 0000-0002-5365-5735
Stephen L LessnickNationwide Children's Hospital, Columbus, Ohio, United States of America.ORCID 0000-0003-2388-0621
Andrew DhawanTranslational Hematology Oncology Research, Cleveland Clinic, Cleveland, Ohio, United States of America.ORCID 0000-0002-5027-1277
Jacob G ScottCase Western Reserve University School of Medicine, Cleveland, Ohio, United States of America.ORCID 0000-0003-2971-7673
Cleveland Clinic · USBrigham and Women's Hospital · USNationwide Children's Hospital · USPeter MacCallum Cancer Centre · AU

Funding

MEDICAL SCIENTIST TRAINING PROGRAMT32GM007250 · NIGMS · CASE WESTERN RESERVE UNIVERSITY · PI HUANG, ALEX YEE-CHEN · 1985 to 2023
$33.4M
TRANSLATIONAL RESEARCH ONCOLOGY TRAINING GRANTK12CA076917 · NCI · CASE WESTERN RESERVE UNIVERSITY · PI GERSON, STANTON L. · 1997 to 2022
$14.2M
Exploiting Ecology and Evolution to Prevent Therapy Resistance in EGFR-Driven Lung CancerR37CA244613 · NCI · CLEVELAND CLINIC LERNER COM-CWRU · PI Jacob Gardinier Scott · 2020 to 2026
$4.0M
NCI NIH HHS K12 CA076917NCI NIH HHS R37 CA244613NIGMS NIH HHS T32 GM007250
6 · The paper itself

Abstract

MicroRNA (miRNA)-based therapies are an emerging class of targeted therapeutics with many potential applications. Ewing Sarcoma patients could benefit dramatically from personalized miRNA therapy due to inter-patient heterogeneity and a lack of druggable (to this point) targets. However, because of the broad effects miRNAs may have on different cells and tissues, trials of miRNA therapies have struggled due to severe toxicity and unanticipated immune response. In order to overcome this hurdle, a network science-based approach is well-equipped to evaluate and identify miRNA candidates and combinations of candidates for the repression of key oncogenic targets while avoiding repression of essential housekeeping genes. We first characterized 6 Ewing sarcoma cell lines using mRNA sequencing. We then estimated a measure of tumor state, which we term network potential, based on both the mRNA gene expression and the underlying protein-protein interaction network in the tumor. Next, we ranked mRNA targets based on their contribution to network potential. We then identified miRNAs and combinations of miRNAs that preferentially act to repress mRNA targets with the greatest influence on network potential. Our analysis identified TRIM25, APP, ELAV1, RNF4, and HNRNPL as ideal mRNA targets for Ewing sarcoma therapy. Using predicted miRNA-mRNA target mappings, we identified miR-3613-3p, let-7a-3p, miR-300, miR-424-5p, and let-7b-3p as candidate optimal miRNAs for preferential repression of these targets. Ultimately, our work, as exemplified in the case of Ewing sarcoma, describes a novel pipeline by which personalized miRNA cocktails can be designed to maximally perturb gene networks contributing to cancer progression.

Indexed as

RNA, MessengerSarcoma, EwingTranscriptomeAntineoplastic AgentsCell Line, TumorComputational BiologyHumansMicroRNAsPrecision MedicineProtein Interaction MapsAntineoplastic AgentsMicroRNAsRNA, Messenger

Identifiers

PMID34662337
PMCPMC8601628
OpenAlexW3207147667

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.