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Record W4417295073 · doi:10.1038/s41598-025-32218-0

E2F1-mediated PKMYT1 upregulation promotes prostate cancer progression by inhibiting the PPAR signaling pathway

2025· article· en· W4417295073 on OpenAlexaff
Zengshun Kou, Yu Wang, Jiaxi Zhu, Shuaizhi Zhu, Zhibo Si, Hai Zhu

Bibliographic record

VenueScientific Reports · 2025
Typearticle
Languageen
FieldMedicine
TopicFerroptosis and cancer prognosis
Canadian institutionsUniversity of Toronto
FundersNatural Science Foundation of Shandong Province
KeywordsGene knockdownProstate cancerDownregulation and upregulationTranscription factorSignal transductionE2F1Peroxisome proliferator-activated receptorCellCell growth

Abstract

fetched live from OpenAlex

Protein kinase membrane associated tyrosine/threonine 1 (PKMYT1) is a protein-coding gene associated with cell cycle regulation and cancer development, but its specific mechanism in prostate cancer (PCa) has not been clarified. This study sought to elucidate the role of PKMYT1 in PCa. Expression patterns, prognostic significance and potential mechanisms of PKMYT1 were explored by the TCGA database. Single-cell sequencing was performed using the GSE137829 dataset. Multi-database prediction identified potential transcription factors regulating PKMYT1 expression. PC3 cell line with PKMYT1 knockdown was established. Functional analyses (CCK-8, Wound healing, and Transwell assays) were performed to investigate the changes in tumor malignant behavior after PKMYT1 silencing. Western blot experiments were performed to analyze the effects of PKMYT1 on epithelial-mesenchymal transition (EMT) and PPAR signaling pathway. PKMYT1 was overexpressed in prostate cancer samples and its high expression was significantly associated with poor prognosis and Th2 cell infiltration. Knockdown of PKMYT1 could effectively inhibit the proliferation, migration, and EMT process of PCa cells. Mechanistically, E2F1 is an important factor regulating PKMYT1 expression, and PKMYT1 could inhibit the activity of the PPAR signaling pathway, thus ensuring the reinforcement of PCa progression. PKMYT1 can accelerate the progression of PCa by regulating the cell cycle, EMT process and PPAR signaling pathway. Targeting PKMYT1 provide a new perspective for the treatment of prostate cancer.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.003
Threshold uncertainty score0.009

Distilled classifier scores by category (both heads)

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 integrity0.0000.001
Insufficient payload (model declined to judge)0.0030.001

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 head0.013
GPT teacher head0.286
Teacher spread0.273 · 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 source (direct Gemma or distilled Codex), 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 routes1
Has abstractyes

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