Skip to content
Meta-analysis Open access

Sociodemographic and clinical predictors of malignancy in thyroid nodules: a systematic review and meta-analysis

Aug 2026 · Frontiers in Endocrinology · Vol 17 · 0 citations · 244 references
Medicine

TL;DR

Male sex, family history of thyroid cancer, higher thyroid-stimulating hormone levels, and several US features were associated with higher odds of malignancy, whereas increasing age and larger nodule size showed inverse associations, though with substantial between-study heterogeneity.

Abstract

Background Thyroid nodules (TNs) are prevalent, particularly in women and older adults, yet only a minority are malignant. Clinical decisions on biopsy and follow-up are complicated by selective use of fine-needle aspiration cytology, indeterminate results, and efforts to limit unnecessary procedures. We systematically identified and synthesized sociodemographic, laboratory, and ultrasonographic (US) factors associated with malignancy in TNs. Methods PubMed, Scopus, Web of Science, and EMBASE were searched (PROSPERO CRD42024557085). Two reviewers independently screened studies, extracted data, and assessed risk of bias (Joanna Briggs Institute tools). Random-effects meta-analyses were performed for predictors reported in ≥5 studies, with heterogeneity quantified using I2. Pooled odds ratios (ORs) with 95% confidence intervals (CIs) were calculated. Malignancy was defined according to each study’s reference standard (histology and/or cytology). Sensitivity analyses assessed robustness across diagnostic method and key study-level characteristics (e.g. geographic region and sample size). Results Of 35,359 records, 194 studies met the inclusion criteria. Of these, 47 with poolable crude ORs (predictors reported in ≥5 studies) contributed to meta-analysis, and the remainder to qualitative synthesis. Male sex, family history of thyroid cancer, higher thyroid-stimulating hormone levels, and several US features (including hypoechogenicity, solid composition, calcifications/microcalcifications, taller-than-wide shape, and irregular margins) were associated with higher odds of malignancy, whereas increasing age and larger nodule size showed inverse associations, though with substantial between-study heterogeneity. Conclusions Malignancy in TNs reflects both patient-related and nodule-specific characteristics. Integrating these factors may support pre-biopsy risk assessment and more consistent biopsy and follow-up decisions. Systematic Review Registration https://www.crd.york.ac.uk/PROSPERO/, identifier CRD42024557085.

Read PDF

Similar papers

Review Open access Oct 2026

Imaging-based diagnosis of pancreatic cancer: a systematic review and meta-analysis of direct comparative studies.

OBJECTIVES Pancreatic ductal adenocarcinoma (PDAC) is a fast-evolving malignancy, with resection being the only chance of cure. We aim to determine which imaging technique provides the best diagnostic performance in detecting and assessing the spread of PDAC. MATERIALS AND METHODS Our study was registered on PROSPERO...

I.-I. Rezus, A. Rancz, J. vanNieuwkerk et al. · 0 citations
Review Open access Sep 2026

Systematic Review and Meta-Analysis of TissueCypher and p53 Immunohistochemistry for Risk Stratification in Barrett’s Esophagus

Background and Aims Barrett's esophagus surveillance relies on subjective biopsy grading that misses fast progressors. Although the Tissue Systems Pathology-9 (TSP-9) test and p53 immunohistochemistry (IHC) have each been evaluated separately, no prior study has directly compared the 2 within a single analytic framewor...

Anas Zaher, Ahmad Al-Qady, L. Adkins et al. · 0 citations
Review Open access Oct 2026

Accuracy of Core Needle Biopsies in Diagnosing Breast Malignancies: A Systematic Review.

Background: Breast cancer is one of the most common malignancies across the world and a top cause of cancer-associated death in women. The diagnosis needs to be done early and correctly in order to manage and improve patient outcomes. Core needle biopsy (CNB) has become a commonly used minimally invasive method of asse...

Y. Murali, Lingesh Kumar · 0 citations
Review Sep 2026

Assessment, diagnosis, severity, and considerations for phenotype classification of trismus: a systematic review.

BACKGROUND Trismus is a prevalent and functionally debilitating consequence of head and neck cancer (HNC) and its treatments, yet variability in assessment practices limits accurate incidence estimation, cross-study comparison, and development of targeted interventions. This systematic review maps current methodologies...

E. Charters, Richard Cardoso, Jonathan R. Clark et al. · 1 citation
Review Oct 2026

Mammography and Ultrasonography for Symptomatic Male Breast Lesions: A PRISMA-DTA Systematic Review and Meta-analysis.

RATIONALE AND OBJECTIVES Male breast disease is uncommon, but symptomatic men require reliable differentiation between benign conditions and lesions warranting biopsy or oncologic management. This PRISMA-DTA (Preferred Reporting Items for a Systematic Review and Meta-analysis of Diagnostic Test Accuracy Studies) system...

Chao Wang, Xiao-Wen Liu, Cheng-Xin Yan et al. · 0 citations

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.