Evidence map›Paper›PMID 41808061›Full record

ArticleBMC cancer2026

Diagnostic accuracy in BRAF V600E-negative papillary thyroid cancer via 5-gene expression profiling of residual nucleic acids from mutation testing: a retrospective study.

Liang Wang, Wu Mao, Hua Deng, Wei-Ping Zhou, Liang Zhang, Jie Li

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

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Liang Wang *1Department of Pathology, The First Medical Center, Chinese PLA General Hospital, Beijing, 100039, China.
Wu Mao *2Department of Surgery, Guangdong Women and Children Hospital, 521 Xing Nan Road, Guangzhou, 511400, China.
Hua Deng3Translational Medicine Center, Maternal and Child Health Research Institute, Guangdong Women and Children Hospital, 521 Xing Nan Road, Guangzhou, 511400, China.
Wei-Ping Zhou3Translational Medicine Center, Maternal and Child Health Research Institute, Guangdong Women and Children Hospital, 521 Xing Nan Road, Guangzhou, 511400, China.
Liang Zhang3Translational Medicine Center, Maternal and Child Health Research Institute, Guangdong Women and Children Hospital, 521 Xing Nan Road, Guangzhou, 511400, China. zhangliang1999@tsinghua.org.cn.
Jie Li1Department of Pathology, The First Medical Center, Chinese PLA General Hospital, Beijing, 100039, China. lijiek812@foxmail.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundBRAF V600E mutation is insufficient for accurate diagnosis of thyroid neoplasms, although it has been widely used in clinical settings. We aimed to construct a messenger RNA (mRNA)-based model to identify thyroid cancer in indeterminate thyroid nodules in the absence of BRAF mutation.

methodsOur cohort consisted of 88 papillary thyroid cancer (PTC) patients with BRAF V600E substitution, 103 BRAF mutation negative PTC cases, and 96 subjects with benign thyroid nodules. Based on the mRNA levels of MET proto-oncogene, receptor tyrosine kinase (MET), TIMP metallopeptidase inhibitor 1 (TIMP1), transforming growth factor alpha (TGFA), Cbp/p300 interacting transactivator with Glu/Asp rich carboxy-terminal domain 1 (CITED1), and fibronectin 1 (FN1) in thyroid specimens, model building was conducted to develop a gene expression-based classifier to differentiate benign from malignant thyroid nodules. In addition, external validation was performed using the thyroid carcinoma (THCA) dataset from the Cancer Genome Atlas (TCGA).

resultsDataset-based bioinformatic analysis confirmed the elevated expression levels of these five genes in PTC compared to normal thyroid tissue. Overall, the binary classified model correctly identified 84 of 88 BRAF-mutated PTC and 75 of 103 BRAF mutation negative PTC as malignant tumors, respectively. For PTC carrying BRAF V600E mutation, the sensitivity, specificity, positive predictive value (PPV), negative predictive value (NPV), and area under the curve (AUC) were 0.955, 0.969, 0.966, 0.959 and 0.987, respectively. More importantly, the diagnostic performance of the approach in determining PTC without BRAF mutation was presented as the sensitivity of 0.728, specificity of 0.969, PPV of 0.962, NPV of 0.769, and AUC of 0.871.

conclusionWe developed and validated a gene expression classifier to assist in the diagnosis of BRAF V600E-negative PTC cases. This tool is poised to become a useful adjunct to individualized management of thyroid cancer in clinical practice.

Indexed as

Biomarkers, TumorGene Expression ProfilingMutationProto-Oncogene Proteins B-rafThyroid Cancer, PapillaryThyroid NeoplasmsAdultAgedDNA Mutational AnalysisFemaleHumansMaleMiddle AgedProto-Oncogene MasRetrospective StudiesSensitivity and SpecificityBiomarkers, TumorBRAF protein, humanMAS1 protein, humanProto-Oncogene MasProto-Oncogene Proteins B-rafBRAF mutationGene expression classifierIndeterminate thyroid nodulesPapillary thyroid cancer

Identifiers

PMID41808061
PMCPMC13085433

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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.