Evidence map›Paper›PMID 41584726›Full record

ArticleHuman mutation2026

Acetylated Pyrimidine Metabolism Genes as Prognostic Markers and Their Influence on Immune Profiles in Lung Adenocarcinoma.

Kegang Jia, Shuwei Zhang, Yangke He, Liang Liang, Sujit Nair

Abstract read
In one paragraph

Article in Human mutation, 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. Article
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

5 authors.

Kegang JiaDepartment of Thoracic Surgery, Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, China, uestc.edu.cn.
Shuwei ZhangDepartment of Thoracic Surgery, Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, China, uestc.edu.cn.
Yangke HeDepartment of Oncology, Sichuan Provincial People's Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China, uestc.edu.cn.ORCID https://orcid.org/0009-0006-0539-4530
Liang LiangDepartment of Oncology, Sichuan Provincial People's Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China, uestc.edu.cn.ORCID https://orcid.org/0009-0003-2600-435X
Sujit NairDepartment of Thoracic Surgery, Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, China, uestc.edu.cn.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Lung adenocarcinoma is a very aggressive cancer with poor clinical results. New molecular indicators are desperately needed to improve treatment decision-making. This study looks at the relationship between the immunological microenvironment and genes linked to pyrimidine metabolism, particularly those that undergo acetylation, and the prognostic significance of these genes. Using publicly accessible genomic and clinical data, we used Gene Set Variation Analysis (GSVA) to identify acetylated pyrimidine pathway components that are highly correlated with survival outcomes. Three potential genes-TK1, RRM2B, and NME4-were identified for their prognostic relevance by using sophisticated predictive modeling approaches including CoxBoost and a random forest survival analysis. Using CIBERSORT deconvolution and single-sample gene set enrichment, immunological landscape disparities were identified, and it was discovered that varied gene expression-acetylation patterns were linked to varying immune cell infiltration. Gene activity and acetylation status-based low-risk patients showed positive survival patterns and higher levels of antitumor immune populations, indicating possible receptivity to immune-based treatments. Functional validation experiments targeting TK1, including RNA interference followed by proliferation (CCK-8, EdU), migration (Transwell), and wound healing assays, substantiated its role in promoting tumor aggressiveness. Collectively, our findings suggest that integrating metabolic gene signatures with immunological context offers a promising framework for precision oncology in lung adenocarcinoma.

Indexed as

Adenocarcinoma of LungBiomarkers, TumorLung NeoplasmsPyrimidinesAcetylationGene Expression ProfilingGene Expression Regulation, NeoplasticHumansPrognosisRibonucleoside Diphosphate ReductaseTumor MicroenvironmentBiomarkers, TumorpyrimidinePyrimidinesRibonucleoside Diphosphate Reductaseribonucleotide reductase M2acetylationimmunotherapylung adenocarcinomaprognostic biomarkerspyrimidine metabolism

Identifiers

PMID41584726
PMCPMC12823459

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.