ArticleBMC cancer2024
Pathomics and single-cell analysis of papillary thyroid carcinoma reveal the pro-metastatic influence of cancer-associated fibroblasts.
Article in BMC cancer, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 papers.
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Who cites it
20 citing papers in PubMed.
- ATF4 and FGFR4 cooperatively support thyroid cancer progression and CAF-associated tumor-promoting features.Endocrine · 2026Article
- Development and internal validation of a multivariable MRI-based radiomics prediction model for preoperative cervical lymph node metastasis in thyroid cancer.Gland surgery · 2026Article
- The Association of Interstitial Fibrosis and Ki67 Marker Expression in Papillary Thyroid Carcinoma with Histopathological Findings and Prognosis of Total Thyroidectomy.Journal of clinical medicine · 2026Article
- Cancer-associated fibroblasts in thyroid cancer stroma correlate with tumour progression and desmoplasia: a histopathological study.Thyroid research · 2026Article
- Combining single cell and bulk transcriptomics with Mendelian randomization identifies gut microbiota related prognostic genes and mechanisms in thyroid cancer.Discover oncology · 2026Article
- Article
- Cancer-associated fibroblasts as a critical driver in tumor metastasis: The mechanisms and future perspectives.iScience · 2026Review
- An integrated single-cell and spatial transcriptomic atlas of thyroid cancer progression identifies prognostic fibroblast subpopulations.JCI insight · 2026Article
- Cell-state transitions and microenvironmental remodeling in thyroid cancer progression revealed by single-cell and spatial transcriptomics.Frontiers in immunology · 2026Review
- Crosstalk between the microbiome and immune microenvironment in the pathogenesis and treatment of thyroid carcinoma: a narrative review.Frontiers in immunology · 2026Review
- CENPM as a biomarker and therapeutic target for lymph node metastasis in thyroid carcinoma.Frontiers in genetics · 2026Article
- Roles and subtypes of cancer-associated fibroblasts (CAFs) in thyroid cancer.American journal of cancer research · 2026Review
- Personalized prediction of lymph node metastasis in papillary thyroid microcarcinoma: a nomogram and web calculator.Scientific reports · 2025Article
- Minimal or absent tumor desmoplasia predicts lower recurrence risk in papillary thyroid carcinoma.European thyroid journal · 2025Article
- Single-cell perspective on the Monocyte-to-HDL cholesterol ratio as a metastasis biomarker in papillary thyroid cancer.BMC cancer · 2025Article
- Reprogramming of fatty acid metabolism in thyroid cancer: Potential targets and mechanisms.Chinese journal of cancer research = Chung-kuo yen cheng yen chiu · 2025Article
- Developments in the study of the role of lactate metabolism in the genesis and progression of thyroid cancer.Frontiers in cell and developmental biology · 2025Review
- Spatial and Single-Cell Transcriptomics Unraveled Spatial Evolution of Papillary Thyroid Cancer.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- Optimizing extended ablation margins in papillary thyroid carcinoma using digital pathology.Frontiers in endocrinology · 2025Article
- A random survival forest-based pathomics signature classifies immunotherapy prognosis and profiles TIME and genomics in ES-SCLC patients.Cancer immunology, immunotherapy : CII · 2024Article
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Abstract
backgroundPapillary thyroid carcinoma (PTC) is globally prevalent and associated with an increased risk of lymph node metastasis (LNM). The role of cancer-associated fibroblasts (CAFs) in PTC remains unclear.
methodsWe collected postoperative pathological hematoxylin-eosin (HE) slides from 984 included patients with PTC to analyze the density of CAF infiltration at the invasive front of the tumor using QuPath software. The relationship between CAF density and LNM was assessed. Single-cell RNA sequencing (scRNA-seq) data from GSE193581 and GSE184362 datasets were integrated to analyze CAF infiltration in PTC. A comprehensive suite of in vitro experiments, encompassing EdU labeling, wound scratch assays, Transwell assays, and flow cytometry, were conducted to elucidate the regulatory role of CD36
resultsA significant correlation was observed between high fibrosis density at the invasive front of the tumor and LNM. Analysis of scRNA-seq data revealed metastasis-associated myoCAFs with robust intercellular interactions. A diagnostic model based on metastasis-associated myoCAF genes was established and refined through deep learning methods. CD36 positive expression in CAFs can significantly promote the proliferation, migration, and invasion abilities of PTC cells, while inhibiting the apoptosis of PTC cells.
conclusionThis study addresses the significant issue of LNM risk in PTC. Analysis of postoperative HE pathological slides from a substantial patient cohort reveals a notable association between high fibrosis density at the invasive front of the tumor and LNM. Integration of scRNA-seq data comprehensively analyzes CAF infiltration in PTC, identifying metastasis-associated myoCAFs with strong intercellular interactions. In vitro experimental results indicate that CD36 positive expression in CAFs plays a promoting role in the progression of PTC. Overall, these findings provide crucial insights into the function of CAF subset in PTC metastasis.
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