Evidence map›Paper›PMID 41868241›Full record

ArticleFrontiers in medicine2026

Immunoinformatic insights for design and clinical prospects of pan-RAS cancer vaccine.

Ruby Srivastava, Thakur Rochak Kumar Rana

Abstract read
In one paragraph

Article in Frontiers in medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Review
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

2 authors.

Ruby SrivastavaDepartment of Chemistry, Indian Institute of Technology Bombay, Mumbai, India.
Thakur Rochak Kumar RanaDepartment of Chemistry, Indian Institute of Technology Bombay, Mumbai, India.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: KRAS mutations, particularly at codon 12, occur in over 90% of pancreatic ductal adenocarcinoma (PDAC) cases and drive tumor initiation, progression, and therapeutic resistance. Targeting oncogenic KRAS variants through immunotherapy offers a promising strategy for PDAC treatment. This study evaluated Seq ID No. 70 of a pan-RAS mRNA cancer vaccine (WO 2022/081764 A1; PCT/US 2021/054859), incorporating KRAS variants G12D, G13D, L19F, A59T, G60D, Q61H, K117N, and A146T, for its suitability in PDAC. Methods: Immunoinformatic analyses were performed to predict cytotoxic T lymphocyte (CTL), helper T lymphocyte (HTL), and B-cell epitopes, which were assessed for antigenicity, allergenicity, and toxicity. Physicochemical profiling, secondary structure prediction, and 3D structural modeling with refinement were conducted. Molecular docking and 500 ns molecular dynamics simulations evaluated interactions with Toll-like receptors TLR7/8 and the agonist resiquimod (R848). Solvent-accessible surface area (SASA) analysis examined epitope exposure. Codon optimization assessed expression efficiency, and immune simulations predicted immunogenicity. Results: Multiple epitopes demonstrated favorable antigenicity with non-allergenic and non-toxic profiles. The construct was predicted to be stable, hydrophilic, and structurally refined. Docking and MD simulations showed stable interactions with TLR7/8; no direct R848-vaccine binding was observed. SASA analysis indicated strong solvent exposure, supporting immunogenic potential. Codon optimization yielded favorable parameters (CAI = 0.956; GC = 61.7%) and a molecular weight of 21,973.98 Da. Immune simulations predicted robust cellular and humoral responses. Discussion: The pan-RAS mRNA vaccine demonstrates structural stability and strong immunogenic potential for PDAC. Synergistic immune activation with R848 may enhance anti-tumor efficacy, warranting experimental validation and toxicity assessment for clinical translation.

Indexed as

immunityKirsten rat sarcoma viral oncogene homologmRNA vaccinepancreatic cancertoll like receptors

Identifiers

PMID41868241
PMCPMC13000900

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