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Record W4414827057 · doi:10.1016/j.isci.2025.113686

DIRAS3-derived cyclic peptides disrupt KRAS-RAF interaction and KRAS nanoclustering, suppressing KRAS-driven pancreatic and ovarian tumors

2025· article· en· W4414827057 on OpenAlexafffund
Joshua P. Gray, Gamze Bildik, Haneul Kim, Margie N. Sutton, Jing Wang, Nefeli Batistatou, Hailing Yang, Weiqun Mao, Zhiyuan Tan, Geneviève M. C. Gasmi-Seabrook, Junchen Liu, John F. Hancock, Christopher B. Marshall, Joshua A. Kritzer, Mitsuhiko Ikura, Robert C. Bast, Steven W. Millward, Zhen Lü

Bibliographic record

VenueiScience · 2025
Typearticle
Languageen
FieldMedicine
TopicPeptidase Inhibition and Analysis
Canadian institutionsUniversity of TorontoPrincess Margaret Cancer CentreUniversity Health Network
FundersNational Institute of General Medical SciencesCanadian Cancer Society Research InstituteCanadian Institutes of Health ResearchCanada Research ChairsOvarian Cancer Research AlliancePrincess Margaret Cancer FoundationCancer Prevention and Research Institute of TexasCanada Foundation for InnovationNational Cancer InstituteU.S. Department of Health and Human Services
KeywordsKRASCell cultureCell growthSerous fluidPancreatic cancerMAPK/ERK pathwayCellSignal transduction

Abstract

fetched live from OpenAlex

Mutations in KRAS drive 88% of pancreatic ductal adenocarcinomas (PDAC) and up to 40% of low-grade serous ovarian cancers (LGSOC), making KRAS a long-standing therapeutic target. We previously showed that DIRAS3 binds RAS, forming heterodimers that disrupt RAS clustering and downstream MAPK signaling. Building on this, we developed conformationally constrained DIRAS3-derived peptides using two cyclization strategies and characterized them by NMR and biolayer interferometry. These cyclic peptides attenuate the interaction between KRAS and the BRAF RAS-binding domain, penetrate cells efficiently, and inhibit KRAS nanoclustering on the inner leaflet of the plasma membrane. Functionally, they reduce cell viability and suppress PDAC and LGSOC growth in cell culture and xenograft models. Our findings demonstrate that DIRAS3-based cyclic peptides represent a distinct strategy to directly inhibit oncogenic KRAS signaling and provide a promising framework for therapeutic development in KRAS-driven cancers.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.745
Threshold uncertainty score0.606

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.014
GPT teacher head0.297
Teacher spread0.283 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes2
Has abstractyes

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