Evidence map›Paper›PMID 41334717›Full record

ArticleEndocrine-related cancer2025

Age-dependent effects of surgical approach in T3b differentiated thyroid carcinoma: a population-based analysis using machine learning.

Yifan Liu, Zhuo Chen, Botao Sun, Hui Ouyang

Abstract read
In one paragraph

Article in Endocrine-related cancer, 2025. 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

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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

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

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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

4 authors.

Yifan LiuDepartment of General Surgery, Xiangya Hospital, Central South University, Changsha, Hunan Province, China.
Zhuo ChenNational Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan Province, China.
Botao SunDepartment of General Surgery, Xiangya Hospital, Central South University, Changsha, Hunan Province, China.ORCID 0000-0002-5866-8797
Hui OuyangDepartment of General Surgery, Xiangya Hospital, Central South University, Changsha, Hunan Province, China.ORCID 0000-0001-7687-1185

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Current guidelines recommend total thyroidectomy for all T3b differentiated thyroid carcinoma (DTC) with gross strap muscle invasion, yet evidence supporting this universal approach remains limited and conflicting. We analyzed 6,920 T3b DTC patients from the SEER database (2004-2022) who underwent lobectomy (n = 282) or total thyroidectomy (n = 6,638). Overall survival (OS) served as the primary outcome. Random survival forest (RSF) with SHapley Additive exPlanations (SHAP) analysis identified interactions between surgical approach and clinical variables. Cox regression with restricted cubic splines examined age-dependent surgical effects on OS. Neither RSF nor Cox regression (HR 0.96, 95% CI: 0.68-1.37, P = 0.84) showed a significant OS difference between surgical approaches. SHAP interaction analysis revealed significant age-dependent heterogeneity. Restricted cubic splines identified age 45 as the threshold where the surgical benefit converged. In patients <45 years, total thyroidectomy demonstrated significantly superior survival outcomes compared with lobectomy (adjusted HR 3.26, 95% CI: 1.30-8.22, P = 0.012; 10-year survival 95.5 vs 98.4%). Conversely, no difference existed in patients ≥45 years (HR 0.85, 95% CI: 0.58-1.24, P = 0.40). The multiplicative interaction was 0.26 (95% CI: 0.10-0.70, P = 0.008), confirming a negative age-surgery interaction. Although this study demonstrates that surgical approach shows no significant survival difference in T3b DTC, the negative interaction effect between surgical approach and age indicates that the benefit of total thyroidectomy progressively diminishes with advancing age, providing a survival advantage only in patients younger than 45 years. These findings challenge universal total thyroidectomy recommendations and support age-stratified surgical decision-making for T3b DTC.

Indexed as

Machine LearningThyroidectomyThyroid NeoplasmsAdultAgedAge FactorsFemaleHumansMaleMiddle AgedSEER ProgramYoung Adultdifferentiated thyroid carcinomagross strap muscle invasion (T3b)interaction analysismachine learningSEER

Identifiers

PMID41334717
PMCPMC12910566

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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.