Evidence map›Paper›PMID 34051140›Full record

ArticleCell systems2021

Peptide-tiling screens of cancer drivers reveal oncogenic protein domains and associated peptide inhibitors.

Kyle M Ford, Rebecca Panwala, Dai-Hua Chen, Andrew Portell, Nathan Palmer, Prashant Mali

Open access · bronzeAbstract read
In one paragraph

Article in Cell systems, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.

0numbers the graph read from it
0cells of the map it votes in
11citing papers in PubMed
1.2field-weighted citation impact, top 21% 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

11 citing papers in PubMed, 19 citations in OpenAlex.

  1. Review
  2. Article
  3. Review
  4. Uncovering cancer dependencies in peptide-interacting protein pockets.bioRxiv : the preprint server for biology · 2026
    Article
  5. High-throughput discovery of inhibitory protein fragments with AlphaFold.Proceedings of the National Academy of Sciences of the United States of America · 2025
    Article
  6. Article
  7. Article
  8. High-throughput discovery of inhibitory protein fragments with AlphaFold.bioRxiv : the preprint server for biology · 2024
    Article
  9. Review
  10. Review
  11. Mapping functional regions of essential bacterial proteins with dominant-negative protein fragments.Proceedings of the National Academy of Sciences of the United States of America · 2022
    Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

6 authors at 1 institution in 1 country.

Kyle M FordDepartment of Bioengineering, University of California, San Diego, San Diego, CA 92093, USA.
Rebecca PanwalaDepartment of Bioengineering, University of California, San Diego, San Diego, CA 92093, USA.
Dai-Hua ChenDepartment of Bioengineering, University of California, San Diego, San Diego, CA 92093, USA.
Andrew PortellDepartment of Bioengineering, University of California, San Diego, San Diego, CA 92093, USA.
Nathan PalmerDivision of Biological Sciences, University of California, San Diego, San Diego, CA 92093, USA.
Prashant MaliDepartment of Bioengineering, University of California, San Diego, San Diego, CA 92093, USA. Electronic address: pmali@ucsd.edu.
University of California, San Diego · US

Funding

Using Networks to Seed Hierarchical Whole-cell Models of CancerU54CA209891 · NCI · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI IDEKER, TREY · 2017 to 2021
$10.9M
Next-generation Functional Genetic Screening of Un-screenable TraitsR01HG009285 · NHGRI · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI MALI, PRASHANT, TAMAYO, PABLO · 2017 to 2020
$4.2M
Integrative Bioengineering of Heart, Vessels, and BloodT32HL105373 · NHLBI · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI CHIEN, SHU, INTAGLIETTA, MARCOS · 2010 to 2019
$3.6M
Systematic mapping of genetic vulnerabilities in head and neck cancerR01CA222826 · NCI · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI MALI, PRASHANT · 2018 to 2022
$1.8M
Dissecting the interplay of gene regulatory networks and cellular niche on cell fate determinationR01GM123313 · NIGMS · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI MALI, PRASHANT · 2018 to 2021
$1.2M
NCI NIH HHS R01 CA222826NCI NIH HHS U54 CA209891NHGRI NIH HHS R01 HG009285NHLBI NIH HHS T32 HL105373NIGMS NIH HHS R01 GM123313
6 · The paper itself

Abstract

Gene fragments derived from structural domains mediating physical interactions can modulate biological functions. Utilizing this, we developed lentiviral overexpression libraries of peptides comprehensively tiling high-confidence cancer driver genes. Toward inhibiting cancer growth, we assayed ~66,000 peptides, tiling 65 cancer drivers and 579 mutant alleles. Pooled fitness screens in two breast cancer cell lines revealed peptides, which selectively reduced cellular proliferation, implicating oncogenic protein domains important for cell fitness. Coupling of cell-penetrating motifs to these peptides enabled drug-like function, with peptides derived from EGFR and RAF1 inhibiting cell growth at IC50s of 27-63 μM. We anticipate that this peptide-tiling (PepTile) approach will enable rapid de novo mapping of bioactive protein domains and associated interfering peptides.

Indexed as

NeoplasmsCell ProliferationHumansOncogenesPeptidesProtein DomainsPeptidescancer driversinhibitorspeptidesprotein-protein interactions

Identifiers

PMID34051140
PMCPMC8298269
OpenAlexW3164142439

What OpenQuestion holds

Textmetadata
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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.