Evidence map›Paper›PMID 41678466›Full record

ArticlePloS one2026

Influence of the tumor microenvironment on genetic mutations in thyroid carcinoma.

Lingyan Zhou, Shujian Xu, Yuwen Song, Dongqing Jiang, Shihong Chen

Abstract read
In one paragraph

Article in PloS one, 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

5 authors.

Lingyan ZhouDepartment of Endocrinology and Metabolism, The Second Qilu Hospital of Shandong University, Jinan, Shandong, China.
Shujian XuDepartment of Endocrinology and Metabolism, The Second Qilu Hospital of Shandong University, Jinan, Shandong, China.
Yuwen SongMedical Integration and Practice Center, Shandong University, Jinan, China.
Dongqing JiangDepartment of Endocrinology and Metabolism, The Second Qilu Hospital of Shandong University, Jinan, Shandong, China.
Shihong ChenDepartment of Endocrinology and Metabolism, The Second Qilu Hospital of Shandong University, Jinan, Shandong, China.ORCID https://orcid.org/0000-0002-5488-2139

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

In contrast to cancers with high immunotherapy responsiveness, such as lung cancer and melanoma, thyroid carcinoma (THCA) immunotherapy remains investigational. To establish a theoretical foundation for THCA immunotherapy, we investigated the association between genetic mutations and tumor microenvironment (TME) by analyzing RNA-sequencing data and somatic mutation profiles from 571 THCA samples in The Cancer Genome Atlas (TCGA) database. The ESTIMATE algorithm was first applied to calculate ImmuneScores and StromalScores. Samples were subsequently stratified into immune-high and immune-low groups, as well as stromal-high and stromal-low groups, based on median score thresholds. We then identified differentially expressed genes (DEGs) and differentially mutated genes (DMGs). Significant disparities in mutation frequencies of BRAF, NRAS, and HRAS were observed both between immune stratification groups (high vs low) and stromal stratification groups (high vs low). Correlation analysis between DMGs and clinicopathological features revealed that BRAF/NRAS expression levels were associated with THCA clinical stage. CIBERSORT computational algorithm was also used to quantify the relative abundance of tumor-infiltrating immune cells (TICs), demonstrating that 11 types of activated TICs were strongly associated with BRAF expression. Finally, we examined target DMGs expression in relation to immune checkpoint proteins (ICPs) to identify potential therapeutic targets. THCA specimens with suppressed BRAF expression demonstrated upregulated ICPs expression, indicating potential susceptibility to checkpoint blockade immunotherapy.

Indexed as

MutationThyroid NeoplasmsTumor MicroenvironmentGene Expression Regulation, NeoplasticGTP PhosphohydrolasesHumansMembrane ProteinsProto-Oncogene Proteins B-rafProto-Oncogene Proteins p21(ras)BRAF protein, humanGTP PhosphohydrolasesHRAS protein, humanMembrane ProteinsNRAS protein, humanProto-Oncogene Proteins B-rafProto-Oncogene Proteins p21(ras)

Identifiers

PMID41678466
PMCPMC12900330

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Registered trials

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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.