Evidence map›Paper›PMID 41784850›Full record

ArticleEndocrine pathology2026

Impact of Co-Mutations and Genetic Variations on Malignancy Risk in RAS-Positive Indeterminate Thyroid Nodules: an Institutional Experience.

Lawrence Q Wong, Zubair W Baloch

Abstract read
In one paragraph

Article in Endocrine pathology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Review
  2. 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

2 authors.

Lawrence Q WongDepartment of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, 6 Founders Pavilion, 3400 Spruce Street, Philadelphia, PA, 19104, USA.
Zubair W BalochDepartment of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, 6 Founders Pavilion, 3400 Spruce Street, Philadelphia, PA, 19104, USA. baloch@pennmedicine.upenn.edu.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Mutations in RAS proto-oncogenes (NRAS, HRAS, KRAS) are common in thyroid nodules, though their prognostic significance remains unclear. This retrospective study analyzed 354 thyroid nodules from 346 patients (2018-2023) to investigate the clinical and pathological implications of isolated RAS mutations and RAS with co-occurring genetic alterations. Isolated RAS mutations were found in 41.0% (n = 145), while 54.8% (n = 194) had RAS with additional molecular alterations; NRAS was the most frequent subtype (62.1%). Among co-occurring mutations, EIF1AX (46.7%) and TERT (26.7%) were the most common, primarily in NRAS-positive cases. Surgical follow-up data from 302 cases revealed a malignancy rate of 52.3% (n = 158), with 60.1% (n = 95) being invasive encapsulated follicular variant of papillary thyroid carcinoma (IEFVPTC). NRAS mutations appeared in 64.6% of malignant cases. Isolated RAS mutations were mainly associated with benign/low-risk neoplasms (47.0%), notably follicular adenomas and encapsulated non-invasive follicular thyroid neoplasm with papillary-like nuclear features (NIFTP), or malignancies (41.0%). The malignancy rate was higher in nodules with a RAS mutation plus one concomitant molecular alteration (54.3%), and nearly 100% in those with three additional genetic alterations. Co-occurring genetic alterations with RAS mutations markedly increased the risk of malignancy compared with isolated RAS mutations (Fisher's exact test, two-tailed p = 0.0026) and were associated with more aggressive tumor phenotypes, whereas isolated RAS mutations were more common in indolent neoplasms. Comprehensive molecular profiling is essential for accurate risk stratification and management of indeterminate thyroid nodules.

Indexed as

Thyroid NeoplasmsThyroid NoduleAdultAgedFemaleGTP PhosphohydrolasesHumansMaleMembrane ProteinsMiddle AgedMutationProto-Oncogene Proteins p21(ras)Retrospective StudiesGTP PhosphohydrolasesHRAS protein, humanMembrane ProteinsNRAS protein, humanProto-Oncogene Proteins p21(ras)Follicular-patterned lesionsIEFVPTCIndeterminate cytologyNext-generation sequencingNIFTPNRAS/HRAS/KRASRAS mutationThyroid nodule

Identifiers

PMID41784850
PMCPMC12963268

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.