Evidence map›Paper›PMID 42311823›Full record

ArticleFrontiers in bioinformatics2026

Immunoinformatic-guided design of a polo-like kinase 1 (PLK1)-targeted multi-epitope vaccine with preliminary

Gayatri Munieswaran, Nandha Kumar Subramani, Anand Prem Rajan, Venkatraman Manickam

Abstract read
In one paragraph

Article in Frontiers in bioinformatics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

4 authors.

Gayatri MunieswaranSchool of Biosciences and Technology, Vellore Institute of Technology, Vellore, India.
Nandha Kumar SubramaniSchool of Biosciences and Technology, Vellore Institute of Technology, Vellore, India.
Anand Prem RajanSchool of Biosciences and Technology, Vellore Institute of Technology, Vellore, India.
Venkatraman ManickamSchool of Biosciences and Technology, Vellore Institute of Technology, Vellore, India.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Polo-like kinase 1 (PLK1) is a well-established oncogenic protein, as indicated by elevated levels of protein expression and function in a variety of tumor malignancies, and thus helps in metastasis of the disease. To target the PLK1, the study designed a cancer antigen that is capable of activating enhanced immune signaling pathways using an immunoinformatic approach. Methodology: To achieve the study's objective initially, the potential B- and T-cell epitopes were screened through IEDB resources. By analyzing immunological profiles, the highly antigenic, non-toxic and non-allergenic epitopes were screened and further utilized for vaccine design. Using appropriate linkers and adapters, the multi-epitope vaccine was constructed, and subsequent structural modelling and validation were analyzed. Following that, the immunogenic potential was analyzed through molecular docking, molecular dynamic simulations, and immune simulations. Results: Four highly antigenic B-cell, five CTL, and five HTL epitopes along with linkers and 50s ribosomal adjuvants were utilized for vaccine construction. The subsequent physicochemical characterization and structural validation revealed that the PLK1 vaccine is considered highly stable. The molecular interactions with innate receptors revealed that the PLK1 vaccine had high binding affinity with the TLR4 receptor (-402.83 kcal/mol) compared to TLR2. The investigations under physiological conditions exhibited that the PLK1 vaccine with TLR complexes maintained structurally stable conformations. The elevated level of IFN-gamma and IL-2 productions was observed in the immune simulation analysis. The final recombinant length of the optimized gene expression was observed to be 6,488 bps. A decrease in PLK1 transcript levels was observed in the SKBR3 cells after treatment with specific CTL epitopes. Discussion: The enhanced immune profiles of the constructed PLK1 demonstrated a favourable predicted interaction with TLR4, suggesting a potential receptor recognition that may associated with Th1-mediated immune responses. Conclusion: Overall, the PLK1 cancer antigen may act as a promising candidate in the context of cancer immunotherapy. Further, experimental validation in proper animal models is required to validate its immunogenic potential.

Indexed as

cancer immunotherapyimmune receptorsimmune simulationmulti-epitope vaccineplk1

Identifiers

PMID42311823
PMCPMC13269391

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.