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Condello V, Marchettini C, Ihre-Lundgren C, Nilsson JN, Juhlin CC. Comprehensive Gene Expression Analysis in Papillary Thyroid Carcinoma Reveals a Transcriptional Profile Associated with Reduced Radioiodine Avidity. Endocr Pathol 2025; 36:4. [PMID: 39982585 DOI: 10.1007/s12022-025-09849-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 02/11/2025] [Indexed: 02/22/2025]
Abstract
Papillary thyroid carcinoma (PTC) is the most common form of well-differentiated thyroid cancer (WDTC) and generally has a favorable prognosis. However, subsets of these tumors can metastasize, leading to aggressive disease progression and poorer clinical outcomes. Radioactive iodine (RAI) therapy is routinely given in the adjuvant setting following thyroidectomy and lymph node dissection for WDTC. Nevertheless, its therapeutic efficacy is limited to tumors with high iodine avidity. Early post-surgical classification of thyroid cancers as either iodine-avid or refractory is crucial for enabling more personalized and effective treatment strategies. In this study, we aimed to identify transcriptomic determinants associated with RAI refractoriness (RAI-R) to improve prognostication. We collected clinicopathologic data and conducted RNA-seq on 36 tissue samples (18 high-avidity and 18 low-avidity), each uniquely characterized by ex vivo iodine concentration measurements taken directly from surgical specimens. Whole-transcriptomic analysis identified 63 differentially expressed genes, with six (S100A4, CRTC2, ANO1, WWTR1, DEPTOR, MT1G) showing consistent deregulation. The expression of ANO1, an established iodine transporter at the apical membrane of the thyroid follicular cells, correlated significantly with iodine avidity (r = 0.54). Validation via RT-qPCR confirmed differential expression trends. Gene ontology and pathway enrichment analyses highlighted thyroid hormone synthesis, PI3K-AKT, and MAPK signaling pathways as key regulators of RAI avidity. A refined multivariate predictive model incorporating ANO1 mRNA expression, histological subtypes, and sample type demonstrated strong predictive performance (adjusted R2 = 0.55). These findings suggest ANO1 as a promising biomarker for predicting iodine avidity in thyroid cancer.
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Affiliation(s)
- Vincenzo Condello
- Department of Oncology-Pathology, Karolinska Institutet, Stockholm, Sweden.
| | | | - Catharina Ihre-Lundgren
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden
- Department of Breast, Endocrine Tumors, and Sarcoma, Karolinska University Hospital, Stockholm, Sweden
| | - Joachim N Nilsson
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden
- Department of Nuclear Medicine and Medical Physics, Karolinska University Hospital, Stockholm, Sweden
| | - C Christofer Juhlin
- Department of Oncology-Pathology, Karolinska Institutet, Stockholm, Sweden
- Department of Pathology and Cancer Diagnostics, Karolinska University Hospital, Stockholm, Sweden
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Cheng C, Shi W, Zhang S, Wang J, Wan H, Li J, Qiao A, Wu Y, Li S, Liu J. CALML6 as a potential diagnostic marker for thyroid cancer promotes thyroid cancer cell proliferation via modulating the immune microenvironment. Gene 2025; 936:149115. [PMID: 39571661 DOI: 10.1016/j.gene.2024.149115] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2024] [Revised: 09/12/2024] [Accepted: 11/18/2024] [Indexed: 11/25/2024]
Abstract
PURPOSE CALML6 is an inflammation-related gene, and its expression may be associated with cancer. Here we evaluated the role of CALML6 expression in papillary thyroid carcinoma (PTC). METHODS We utilized databases such as The Cancer Genome Atlas (TCGA), Genotype-Tissue Expression Project (GTEx) and UALCAN to evaluate the relationship between CALML6 expression and clinicopathological features in thyroid cancer. Immunohistochemical assays were used to observe CALML6 expression in thyroid cancer tissues. The role of CALML6 in PTC cells was investigated using RNA interference. RESULTS We found CALML6 expression was lower than normal and associated with extrathyroidal extension, lymph node metastasis, pathological T stage, tall cell PTC and the expressions of immune checkpoint genes CD274 and PDCD1LG2 in THCA. Additionally, Immunohistochemical staining showed that CALML6 expression was significantly upregulated in thyroid cancer tissues. RNAi analysis showed that CALML6 knockdown significantly reduced cell growth and blocked the cell cycle of PTC cells. CONCLUSIONS Our results suggest that CALML6 may be a novel diagnostic marker for PTC that is closely associated with the invasive and tall cell subtypes, and it may be a potential target for immunotherapy.
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Affiliation(s)
- Caixia Cheng
- Department of Pathology, The First Hospital, Shanxi Medical University. Taiyuan, Shanxi, China
| | - Weiwei Shi
- Department of Pathology, College of Basic Medicine, Shanxi Medical University. Taiyuan, Shanxi, China
| | - Songrui Zhang
- Department of Pathology, The First Hospital, Shanxi Medical University. Taiyuan, Shanxi, China
| | - Jie Wang
- Department of Pathology, The First Hospital, Shanxi Medical University. Taiyuan, Shanxi, China
| | - Huili Wan
- Department of Pathology, The First Hospital, Shanxi Medical University. Taiyuan, Shanxi, China
| | - Junli Li
- Department of Pathology, The First Hospital, Shanxi Medical University. Taiyuan, Shanxi, China
| | - Aiqi Qiao
- Department of Pathology, The First Hospital, Shanxi Medical University. Taiyuan, Shanxi, China
| | - Yuzhi Wu
- Department of Pathology, The First Hospital, Shanxi Medical University. Taiyuan, Shanxi, China
| | - Shujing Li
- Department of Thyroid Surgery, The First Hospital, Shanxi Medical University. Taiyuan, Shanxi, China
| | - Jing Liu
- Department of Thyroid Surgery, The First Hospital, Shanxi Medical University. Taiyuan, Shanxi, China.
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Wang F, Su Y, Yao X, Liu J, Ke Q. Analysis of BRAF Gene Mutation in Hashimoto's Thyroiditis With Multifocal Papillary Thyroid Carcinoma. Am Surg 2025; 91:186-190. [PMID: 39250634 DOI: 10.1177/00031348241282710] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/11/2024]
Abstract
BACKGROUND Thyroid cancer (TC) is a highly prevalent malignant tumor of the head and neck. Papillary thyroid carcinoma (PTC) is the primary pathological type of TC, accounting for more than 80% of all TCs. BRAF mutations are closely associated with PTC. However, the relationship among HT, PTC, and BRAF mutations has not yet been clarified. We aimed to investigate the BRAF mutation in Hashimoto's thyroiditis (HT) with PTC. METHODS A total of 72 patients with multifocal PTC were included and grouped based on surgical pathology examination. Group A (n = 32) had pure multifocal PTC and Group B (n = 40) had HT with multifocal PTC. Various features were compared: BRAF mutation, multifactorial analysis of BRAF mutations, pathological features in patients with HT and multifocal PTC, and multifactorial analysis of factors affecting HT with multifocal PTC. RESULTS Significant differences were seen in thyroid peroxidase antibody levels, central lymph node metastasis, extra-thyroidal invasion, main and non-main lesion diameters, and BRAF mutation positivity (P < 0.05). Patients with the BRAF mutation had significantly higher rates of extra-thyroidal invasion and lymph node metastasis than those without the BRAF mutation (P < 0.05). Logistic regression analysis showed that BRAF mutation and main lesion nodule diameter were independent risk factors affecting extra-thyroidal invasion and central lymph node metastasis in patients with HT and multifocal PTC (P < 0.05). DISCUSSION BRAF mutations were more prevalent and closely associated with extra-thyroidal invasion and central lymph node metastasis in patients with HT and multifocal PTC.
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Affiliation(s)
- Feng Wang
- Department of Head and Neck Surgery, Clinical Oncology School of Fujian Medical University, Fujian Cancer Hospital, Fuzhou, China
| | - Yanling Su
- Developmental Behavioral Pediatrics Department, Fujian Children's Hospital (Fujian Branch of Shanghai Children's Medical Center), Fuzhou, China
- College of Clinical Medicine for Obstetrics & Gynecology and Pediatrics, Fujian Medical University, Fuzhou, China
| | - Xiyu Yao
- Department of Head and Neck Surgery, Clinical Oncology School of Fujian Medical University, Fujian Cancer Hospital, Fuzhou, China
| | - Jie Liu
- Department of Head and Neck Surgery, Clinical Oncology School of Fujian Medical University, Fujian Cancer Hospital, Fuzhou, China
| | - Qingxian Ke
- Department of Head and Neck Surgery, Clinical Oncology School of Fujian Medical University, Fujian Cancer Hospital, Fuzhou, China
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Huang W, Jiang T, He J, Ruan J, Wu B, Tao R, Xu P, Wang Y, Chen R, Wang H, Yang Q, Zhang K, Jin L, Sun D, You J. Modulation of Intestinal Flora: a Novel Immunotherapeutic Approach for Enhancing Thyroid Cancer Treatment. Probiotics Antimicrob Proteins 2025:10.1007/s12602-025-10471-z. [PMID: 39890752 DOI: 10.1007/s12602-025-10471-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/21/2025] [Indexed: 02/03/2025]
Abstract
Over the past 3 years, there has been a growing interest in clinical research regarding the potential involvement of intestinal flora in thyroid cancer (TC). This review delves into the intricate connection between intestinal flora and TC, focusing on the particular intestinal flora that is directly linked to the disease and identifying which may be able to predict potential microbial markers of TC. In order to shed light on the inflammatory pathways connected to the onset of TC, we investigated the impact of intestinal flora on immune modulation and the connection between chronic inflammation when investigating the role of intestinal flora in the pathogenesis of TC. Furthermore, the potential role of intestinal flora metabolites in the regulation of thyroid function was clarified by exploring the effects of short-chain fatty acids and lipopolysaccharide on thyroid hormone synthesis and metabolism. Based on these findings, we further explore the effects of probiotics, prebiotics, postbiotics, vitamins, and trace elements.
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Affiliation(s)
- Weiqiang Huang
- Department of General Surgery, The First People's Hospital of Jiashan, Jiashan Hospital Afliated of Jiaxing University, Jiaxing, 314100, China
| | - Tao Jiang
- Institute of Life Sciences & Biomedical Collaborative Innovation Center of Zhejiang Province, Wenzhou University, Wenzhou, 325035, China
| | - Jiaxuan He
- Institute of Life Sciences & Biomedical Collaborative Innovation Center of Zhejiang Province, Wenzhou University, Wenzhou, 325035, China
| | - Jing Ruan
- Institute of Life Sciences & Biomedical Collaborative Innovation Center of Zhejiang Province, Wenzhou University, Wenzhou, 325035, China
| | - Baihui Wu
- Institute of Life Sciences & Biomedical Collaborative Innovation Center of Zhejiang Province, Wenzhou University, Wenzhou, 325035, China
| | - Runchao Tao
- Institute of Life Sciences & Biomedical Collaborative Innovation Center of Zhejiang Province, Wenzhou University, Wenzhou, 325035, China
| | - Peiye Xu
- Institute of Life Sciences & Biomedical Collaborative Innovation Center of Zhejiang Province, Wenzhou University, Wenzhou, 325035, China
| | - Yongpan Wang
- Department of General Surgery, The First People's Hospital of Jiashan, Jiashan Hospital Afliated of Jiaxing University, Jiaxing, 314100, China
| | - Rongbing Chen
- Department of Biomedical Engineering, City University of Hong Kong, Hong Kong, SAR 999077, China
| | - Hanbing Wang
- The University of Hong Kong School of Biomedical Sciences, Hong Kong, 999077, SAR, China
| | - Qinsi Yang
- Wenzhou Institute, University of Chinese Academy of Sciences, Wenzhou, 325000, China
| | - Kun Zhang
- Chongqing Municipality Clinical Research Center for Endocrinology and Metabolic Diseases, Chongqing University Three Gorges Hospital, Chongqing, 404000, China
| | - Libo Jin
- Institute of Life Sciences & Biomedical Collaborative Innovation Center of Zhejiang Province, Wenzhou University, Wenzhou, 325035, China.
| | - Da Sun
- Institute of Life Sciences & Biomedical Collaborative Innovation Center of Zhejiang Province, Wenzhou University, Wenzhou, 325035, China.
| | - Jinfeng You
- Department of Obstetrics, The Quzhou Affiliated Hospital of Wenzhou Medical University, Quzhou People's Hospital, Quzhou, 324000, China.
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Wang M, He Q, Chen Z, Qin Y. Integrating multiomics analysis and machine learning to refine the molecular subtyping and prognostic analysis of stomach adenocarcinoma. Sci Rep 2025; 15:3843. [PMID: 39885324 PMCID: PMC11782604 DOI: 10.1038/s41598-025-87444-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2024] [Accepted: 01/20/2025] [Indexed: 02/01/2025] Open
Abstract
Stomach adenocarcinoma (STAD) is a common malignancy with high heterogeneity and a lack of highly precise treatment options. We downloaded the multiomics data of STAD patients in The Cancer Genome Atlas (TCGA)-STAD cohort, which included mRNA, microRNA, long non-coding RNA, somatic mutation, and DNA methylation data, from the sxdyc website. We synthesized the multiomics data of patients with STAD using 10 clustering methods, construct a consensus machine learning-driven signature (CMLS)-related prognostic models by combining 10 machine learning methods, and evaluated the prognosis models using the C-index. The prognostic relationship between CMLS and STAD was assessed using Kaplan-Meier curves, and the independent prognostic value of CMLS was determined by univariate and multivariate regression analyses. we also evaluated the immune characteristics, immunotherapy response, and drug sensitivity of different CMLS groups. The results of the multiomics analysis classified STAD into three subtypes, with CS1 resulting in the best survival outcome. In total, 10 hub genes (CES3, AHCYL2, APOD, EFEMP1, CYP1B1, ASPN, CPE, CLIP3, MAP1B, and DKK1) were screened and constructed the CMLS was significantly correlated with prognosis in patients with STAD and was an independent prognostic factor for patients with STAD. Using the CMLS risk score, all patients were divided into a high CMLS group and a low CMLS group. Patients in the low-CMLS group had better survival, more enriched immune cells, and higher tumor mutation load scores, suggesting better immunotherapy responsiveness and a possible "hot tumor" phenotype. Patients in the high-CMLS group had a significantly poorer prognosis and were less sensitive to immunotherapy but were likely to benefit more from chemotherapy and targeted therapy. In this study, 10 clustering methods and 10 machine learning methods were combined to analyze the multiomics of STAD, classify STAD into three subtypes, and constructed CMLS-related prognostic model features, which are important for accurate management and effective treatment of STAD.
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Affiliation(s)
- Miaodong Wang
- Department of Traditional Chinese Medicine, Jinhua Central Hospital, Jinhua, 321000, Zhejiang, People's Republic of China
| | - Qin He
- Department of Traditional Chinese Medicine, Jinhua Central Hospital, Jinhua, 321000, Zhejiang, People's Republic of China
| | - Zeshan Chen
- Department of Traditional Chinese Medicine, People's Hospital of Guangxi Zhuang Autonomous Region, 6 Taoyuan Road, Qingxiu District, Nanning City, Guangxi Zhuang Autonomous Region, People's Republic of China.
| | - Yijue Qin
- Department of Traditional Chinese Medicine, People's Hospital of Guangxi Zhuang Autonomous Region, 6 Taoyuan Road, Qingxiu District, Nanning City, Guangxi Zhuang Autonomous Region, People's Republic of China
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Lin L, Wen J, Xu T, Si Y. TM4SF4 is a diagnostic biomarker accelerating progression of papillary thyroid cancer via AKT pathway. Cancer Biol Ther 2024; 25:2424570. [PMID: 39497261 PMCID: PMC11540099 DOI: 10.1080/15384047.2024.2424570] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2024] [Revised: 10/27/2024] [Accepted: 10/28/2024] [Indexed: 11/08/2024] Open
Abstract
The incidence of papillary thyroid cancer (PTC) has been steadily rising, though the underlying mechanism remains unclear. This study aims to elucidate the biological role of TM4SF4 in the PTC progression. Our differential expression analysis indicated that TM4SF4 was significantly upregulated in PTC, which was corroborated in both our local cohort and the data from Human Protein Atlas. Additionally, clinical characteristics analysis and receiver operating characteristic curves (ROC) demonstrated that TM4SF4 served as a significant diagnostic marker for PTC. Correlation and enrichment analysis of TM4SF4-related partners suggested that it was involved in cell junction and cohesion processes. Furthermore, immune infiltration analysis revealed a positive correlation between TM4SF4 expression and the immune activation in PTC. Importantly, in vitro experiments demonstrated that TM4SF4 downregulation suppressed the proliferation and metastasis of PTC cell lines while inducing apoptosis. We further discovered that the AKT activator SC79 was able to reverse the malignant behaviors suppression caused by TM4SF4 knockdown, suggesting that TM4SF4 may promote PTC progression via the AKT pathway. In conclusion, our study highlights the oncogenic role of TM4SF4 in PTC and identifies it as a novel biomarker for diagnosis and treatment.
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Affiliation(s)
- Lizhi Lin
- Department of Surgery, Clinical Sciences Lund, Lund University, Lund, Sweden
- Department of Gastrointestinal Surgery, the Second Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Jialiang Wen
- Department of Thoracic Surgery, Shanghai Pulmonary Hospital, Tongji University School of Medicine, Shanghai, PR China
| | - Tiansheng Xu
- Department of Anorectal Surgery, The Quzhou Affiliated Hospital of Wenzhou Medical University, Quzhou People’s Hospital, Quzhou, Zhejiang, PR China
| | - Yuhao Si
- Department of Anorectal Surgery, The Quzhou Affiliated Hospital of Wenzhou Medical University, Quzhou People’s Hospital, Quzhou, Zhejiang, PR China
- Department of Breast Surgery, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, PR China
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Hua R, Yan X, He J, Wu N, Yu W, Yu P, Qin L. KRT80 in hepatocellular carcinoma plays oncogenic role via epithelial-mesenchymal transition and PI3K/AKT pathway. IUBMB Life 2024. [PMID: 39569942 DOI: 10.1002/iub.2925] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2024] [Accepted: 09/24/2024] [Indexed: 11/22/2024]
Abstract
Hepatocellular carcinoma (HCC), a globally prevalent form of cancer, is featured by aggressive growth and early metastasis. Elucidating the underlying mechanism and identifying the effective therapy are critical for advanced HCC patients. In the study, we detect that KRT80 was upregulated in HCC samples. HCC patients with higher KRT80 are associated with worse overall survival after surgery. Gain-of and loss-of function studies show that KRT80 enhanced HCC cells proliferation, migration, invasion, and angiogenesis, whereas its silencing abolishes the effects in vivo and in vitro. Mechanistic investigation shows that KRT80 may function as an independent prognostic risk factor and act as an oncogene by influencing EMT and modulating the PI3K/AKT signaling pathway. Together, these findings suggest that KRT80 may be a potential oncogene and a good indicator in predicting prognosis. Targeting KRT80 can offer new insights into the prevention and treatment of HCC.
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Affiliation(s)
- Ruheng Hua
- Department of General Surgery, The First Affiliated Hospital of Soochow University, Suzhou, China
- Department of Gastrointestinal Surgery, Affiliated Hospital of Nantong University, Nantong, China
| | - Xiyue Yan
- Department of Nursing, Nantong Health College of Jiangsu Province, Nantong, China
| | - Jun He
- Department of General Surgery, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Nuwa Wu
- Department of General Surgery, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Wangjianfei Yu
- Department of General Surgery, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Pengfei Yu
- Department of General Surgery, Affiliated Huishan Hospital of Xinglin College, Nantong University, Wuxi Huishan District People's Hospital, Wuxi, China
| | - Lei Qin
- Department of General Surgery, The First Affiliated Hospital of Soochow University, Suzhou, China
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Haghzad T, Khorsand B, Razavi SA, Hedayati M. A computational approach to assessing the prognostic implications of BRAF and RAS mutations in patients with papillary thyroid carcinoma. Endocrine 2024; 86:707-722. [PMID: 38886331 DOI: 10.1007/s12020-024-03911-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/21/2023] [Accepted: 06/01/2024] [Indexed: 06/20/2024]
Abstract
Papillary thyroid carcinoma (PTC) is the most common thyroid cancer, posing a growing clinical challenge. PTC exhibits two age-related peaks, with established risk factors including family history and radiation exposure. Managing even low-risk, localized PTC cases remain complex, with growing interest in active surveillance as an alternative to immediate surgery. This study employed single-cell RNA sequencing (scRNA-Seq) to explore the predictive value of BRAF and RAS mutations in PTC, shedding light on their impact on disease progression and outcomes. The analyses emphasized the significance of BRAF and RAS mutations in tumor advancement, particularly the unique BRAF V600E mutation associated with aggressive features. The methodology involved scRNA-Seq analysis of PTC and normal samples, unveiling distinct cell clusters and indicating upregulated BRAF and RAS genes. Pathway enrichment analysis highlighted altered biological processes and immune-related pathways in PTC. The study consolidated previous research showing the prevalence of BRAF and RAS mutations in PTC, subtypes with distinct molecular profiles, and the impact of TERT promoter mutations on disease severity. In summary, this study unveils the complex interplay of genetic mutations and the cellular microenvironment in PTC through scRNA-Seq. The upregulated BRAF and RAS genes suggest their roles as PTC drivers, and pathway enrichment reveals alterations in immune-related processes. This synthesis of prior research enhances our understanding of PTC's molecular foundations, informing better prognosis and personalized treatment approaches. These insights advance the landscape of PTC management and provide directions for further research.
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Affiliation(s)
- Tahereh Haghzad
- Department of Biology, Faculty of Sciences, University of Guilan, Rasht, Iran
| | - Babak Khorsand
- Department of Neurology, University of California, Irvine, CA, USA
- Department of Computer Engineering, Faculty of Engineering, Ferdowsi University of Mashhad, Mashhad, Iran
| | - S Adeleh Razavi
- Cellular and Molecular Endocrine Research Center, Research Institute for Endocrine Sciences, Shahid Beheshti University of Medical Sciences, Tehran, Iran.
| | - Mehdi Hedayati
- Cellular and Molecular Endocrine Research Center, Research Institute for Endocrine Sciences, Shahid Beheshti University of Medical Sciences, Tehran, Iran.
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Lin X, Fang L, Li M, Yin J, Yang C, Chen Y. Construction and validation of a nomogram for predicting cervical lymph node metastasis in tall cell variant of papillary thyroid carcinoma. Eur Arch Otorhinolaryngol 2024:10.1007/s00405-024-09050-9. [PMID: 39470763 DOI: 10.1007/s00405-024-09050-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2024] [Accepted: 10/21/2024] [Indexed: 11/01/2024]
Abstract
OBJECTIVE To analyze the risk factors associated with the occurrence of cervical lymph node metastasis (LNM) in patients with tall cell variant of papillary thyroid carcinoma (TCV-PTC) and to establish a nomogram. METHODS Clinical data of 727 patients with TCV-PTC from SEER database were obtained, and they were randomly divided into the training group (n = 508) and validation group (n = 219). The clinicopathological characteristics were analyzed by logistic regression, including age, marital status, race, gender, tumor size(cm), T stage, M stage, bilaterality, capsular invasion, extrathyroidal extension (ETE), vascular invasion and multifocality. The C-index, calibration curves, and DCA were utilized to validate the model from the differentiation and calibration of the nomogram, respectively. RESULTS Tumor size, extrathyroidal extension, and multifocality were independent risk factors for the development of LNM in patients with TCV-PTC (P < 0.05). In the training and validation groups, the C-index of internal validation of the nomogram were 0.727 (95% CI: 0.571-0.785) and 0.712 (95%CI: 0.700-0.714). The calibration curves indicated that the model was in good agreement, and the DCA indicated that the nomogram model had good clinical utility. CONCLUSION Tumor size, extrathyroidal extension, and multifocality are independent risk factors for developing LNM in TCV-PTC. The nomogram model can predict the risk of developing LNM in TCV-PTC patients and provide clinical guidance.
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Affiliation(s)
- Xunyi Lin
- Department of Thyroid and Breast Surgery, Huizhou No. 2 Women's and Children's Healthcare Hospital, Huizhou, Guangdong, 516001, China.
| | - Lan Fang
- Department of Pediatrics, Huizhou No. 2 Women's and Children's Healthcare Hospital, Huizhou, Guangdong, 516001, China
| | - Ming Li
- Department of Thyroid and Breast Surgery, Huizhou No. 2 Women's and Children's Healthcare Hospital, Huizhou, Guangdong, 516001, China
| | - Jianwu Yin
- Department of Thyroid and Breast Surgery, Huizhou No. 2 Women's and Children's Healthcare Hospital, Huizhou, Guangdong, 516001, China
| | - Chao Yang
- Department of Thyroid and Breast Surgery, Huizhou No. 2 Women's and Children's Healthcare Hospital, Huizhou, Guangdong, 516001, China
| | - Yanting Chen
- Department of Thyroid and Breast Surgery, Huizhou No. 2 Women's and Children's Healthcare Hospital, Huizhou, Guangdong, 516001, China
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Song ZM, Wang YD, Chai F, Zhang J, Lv S, Wang JX, Xi Y. Estrogen enhances the proliferation, migration, and invasion of papillary thyroid carcinoma via the ERα/KRT19 signaling axis. J Endocrinol Invest 2024:10.1007/s40618-024-02473-5. [PMID: 39453570 DOI: 10.1007/s40618-024-02473-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/26/2024] [Accepted: 09/29/2024] [Indexed: 10/26/2024]
Abstract
BACKGROUND Estrogen is thought to be the reason for the higher prevalence of papillary thyroid carcinoma (PTC) in fertile women; however, more study is required to completely comprehend how estrogen affects PTC development at the cellular level. Therefore, we combined Oxford Nanopore Technologies (ONT) sequencing to explore molecular markers of PTC and to investigate the molecular mechanisms by which estrogen promotes PTC development. METHODS The expression levels of ESR1 (ERα) and KRT19 in normal thyroid tissues and cancer tissues as well as in different cancer stages, races, genders, age groups, histological subtypes and nodular metastasis status of the TCGA database were analyzed online by Ualcan; the relationship between ESR1, KRT19 and the survival of THCA patients was analyzed. A PTC xenograft tumor model was established. An ERα specific inhibitor (MPP) was administered and an EDU cell proliferation assay was used to verify the effect of estrogen on PTC proliferation. KRT19 was knocked down in KTC-1 cells, and the proliferation, migration, and invasion abilities of PTC cells were determined using CCK-8, immunofluorescence labeling, Western blot for EMT-related proteins, scratch assay, and Transwell assay. The role of ERα in relation to KRT19 was investigated by Western blot and immunofluorescence. The effects of ERα/KRT19 signaling axis on the proliferation, migration and invasion ability of PTC cells were evaluated using EDU cell proliferation assay and Transwell. Using ONT sequencing, 15 pairs of PTC tissue and paracancer tissue samples were collected. A PPI network was constructed to validate the differential expression of KRT19 in combination with biosignature analysis, and the protein interaction between KRT19 and ESR1 was verified using STRING. RESULTS Ualcan showed that the expression of ESR1 and KRT19 was higher in THCA tissues than in normal thyroid tissues. E2 activation of ERα promoted the growth of PTC cells and tissues. si-KRT19 inhibited the proliferation, migration and invasion of PTC cells. KRT19 together with ERα formed the ERα/KRT19 signaling axis. E2 activation of the ERα/KRT19 signaling axis promoted the proliferation, migration, and invasion of PTC cells. ONT sequencing and STRING website verified that KRT19 is significantly differentially expressed in PTC and that ESR1 and KRT19 have protein interactions and are related to the estrogen signaling pathway. CONCLUSIONS Using public databases, RNA sequencing, and bioinformatics, we discovered that E2 stimulates the ERα/KRT19 signaling axis to stimulate PTC proliferation, migration, and invasion.
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Affiliation(s)
- Z M Song
- Department of Endocrinology and Metabolism, The Third Affiliated Hospital of Jinzhou Medical University, No. 2, Section 5, Heping Road, Linghe District, Jinzhou, Liaoning Province, 121002, China
| | - Y D Wang
- Department of Endocrinology and Metabolism, The Third Affiliated Hospital of Jinzhou Medical University, No. 2, Section 5, Heping Road, Linghe District, Jinzhou, Liaoning Province, 121002, China
| | - F Chai
- Thyroid Surgery Department, The First Affiliated Hospital of Jinzhou Medical University, Jinzhou, China
| | - J Zhang
- Department of Hematology, The First Affiliated Hospital of Jinzhou Medical University, Jinzhou, China
| | - S Lv
- Changchun Infection Disease Hospital, Changchun, China
| | - J X Wang
- Shenbei New District Health and Wellness Supervision Center, Shenyang, China
| | - Y Xi
- Department of Endocrinology and Metabolism, The Third Affiliated Hospital of Jinzhou Medical University, No. 2, Section 5, Heping Road, Linghe District, Jinzhou, Liaoning Province, 121002, China.
- Thyroid Surgery Department, The First Affiliated Hospital of Jinzhou Medical University, Jinzhou, China.
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Wu J, Wang Y, Yan L, Dong Y. Expression of CLDN1 and EGFR in PTC. Discov Oncol 2024; 15:562. [PMID: 39404969 PMCID: PMC11480332 DOI: 10.1007/s12672-024-01428-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/09/2024] [Accepted: 10/04/2024] [Indexed: 10/19/2024] Open
Abstract
Papillary thyroid carcinoma (PTC) involves complex genetic mechanisms, notably involving CLDN1 and EGFR. This study investigates the expression and variations of these genes and their effects on tumor behavior and patient outcomes. Meta-analysis of CLDN1 and EGFR expression in TCGA-PTC patients and GEO datasets was conducted. cBioPortal was used for clinical analysis. GSEA, GO, KEGG, Hallmark pathways, and cibersort analysis were applied. Cell proliferation, migration, invasion, and apoptosis were assessed in vitro. Co-culturing with CD8+ T cells, MTT assay, ELISA, subcutaneous tumor models, and immunohistochemistry were performed. TGF-β pathway-related proteins were analyzed via Western blot. CLDN1 and EGFR were overexpressed in PTC tumors, correlating with higher-risk patients and reduced CD8+ T cell infiltration. Silencing these genes inhibited tumor cell functions and enhanced CD8+ T cell activity, both in vitro and in vivo. CLDN1 and EGFR are crucial in PTC, linked to tumor invasiveness, EMT, and immune suppression, presenting them as potential therapeutic targets.
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Affiliation(s)
- JunJie Wu
- Department of Pathology, the First People's Hospital of Pinghu, Jiaxing, Zhejiang, People's Republic of China
| | - YouMei Wang
- Department of Pathology, the First People's Hospital of Pinghu, Jiaxing, Zhejiang, People's Republic of China
| | - Lei Yan
- Department of Pathology, the First People's Hospital of Pinghu, Jiaxing, Zhejiang, People's Republic of China
| | - YaWen Dong
- Department of Pathology, the First People's Hospital of Pinghu, Jiaxing, Zhejiang, People's Republic of China.
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12
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Yin L, Luo X, Zhang X, Cheng B. The evolving process of ferroptosis in thyroid cancer: Novel mechanisms and opportunities. J Cell Mol Med 2024; 28:e18587. [PMID: 39163517 PMCID: PMC11335058 DOI: 10.1111/jcmm.18587] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2024] [Revised: 07/08/2024] [Accepted: 07/26/2024] [Indexed: 08/22/2024] Open
Abstract
Thyroid cancer (TC) is a prevalent endocrine malignancy, with a significant increase in incidence worldwide. Ferroptosis is a novel form of programmed cell death, primarily caused by iron overload and reactive oxygen species (ROS)-dependent accumulation of lipid peroxides. The main manifestations of cellular ferroptosis are rupture of the outer membrane, crumpling of the mitochondria and shrinkage or disappearance of the mitochondrial cristae, thus leading to cell death. Ferroptosis is an important phenomenon in tumour progression, with crosstalk with tumour-associated signalling pathways profoundly affecting tumour progression, immune effects and treatment outcomes. The functions and mechanisms of ferroptosis in TC have also attracted increasing attention, mainly in terms of influencing tumour proliferation, invasion, migration, immune response, therapeutic susceptibility and genetic susceptibility. However, at present, the tumour biology of the morphological, biological and mechanism pathways of ferroptosis is much less deep in TC than in other malignancies. Hence, in this review, we highlighted the emerging role of ferroptosis in TC progression, including the novel mechanisms and potential opportunities for diagnosis and treatment, as well as discussed the limitations and prospects. Ferroptosis-based diagnostic and therapeutic strategies can potentially provide complementary management of TCs.
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Affiliation(s)
- Lin Yin
- Thyroid Gland Breast SurgeryShenzhen Traditional Chinese Medicine HospitalShenzhenChina
| | - Xiaodan Luo
- Department of HemodialysisHuangshi Central HospitalHuangshiChina
| | - Xian Zhang
- Department of Neurology, Affiliated Zhongda HospitalResearch Institution of Neuropsychiatry, School of Medicine, Southeast UniversityNanjingJiangsuChina
| | - Bomin Cheng
- Chinese Medicine Health Management CenterShenzhen Traditional Chinese Medicine HospitalShenzhenChina
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Xue J, Qu N, Liu H, Bi M, Cao X. Value of Multimodal Ultrasound Combined with BRAF Gene in Evaluating Cervical Lymph Node Metastasis of Papillary Thyroid Microcarcinoma. ULTRASOUND IN MEDICINE & BIOLOGY 2024; 50:1183-1187. [PMID: 38704301 DOI: 10.1016/j.ultrasmedbio.2024.04.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/16/2024] [Revised: 03/23/2024] [Accepted: 04/10/2024] [Indexed: 05/06/2024]
Abstract
OBJECTIVE The aim of the work described here was to explore the predictive value of multimodal ultrasound combined with the BRAF gene in cervical lymph node metastasis (CLNM) of papillary thyroid microcarcinoma (PTMC). METHODS One hundred six patients (114 lesions) with PTMC confirmed by surgery and pathology at Yantai Yuhuangding Hospital from July 2021 to August 2022 were analyzed retrospectively. Routine ultrasound, contrast-enhanced ultrasound, shear wave elastography examination and BRAF V600E gene detection were performed before surgery. Patients were divided into two groups on the basis of post-operative pathology: non-metastasis group and metastasis group. Univariate and multivariate analyses were used to analyze the risk factors of cervical lymph node metastasis in PTMC. RESULTS Univariate analysis revealed that there were significant differences in gender, high echo in lesions, enhancement level, peak intensity (PI) and average modulus of elasticity (Eavg) between the two groups (p < 0.05), but there was no significant difference in BRAF gene mutation (p = 0.855). Multivariate analysis revealed that male gender, microcalcification and hyper- or iso-enhancing parametric increased the risk of CLNM in PTMC (p < 0.05), and that sensitivity (92.3%) and accuracy (73.9%) were higher for combined diagnosis than for single diagnosis; the differences were statistically significant (p < 0.05). CONCLUSION Male gender, microcalcification and hyper- or iso-enhancing parametrics of CEUS are independent risk factors for CLNM in PTMC patients. Combined diagnosis is more effective.
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Affiliation(s)
- Jie Xue
- Department of Ultrasound, Affiliated Yantai Yuhuangding Hospital of Qingdao University, Shandong, Yantai, China
| | - Nina Qu
- Department of Ultrasound, Affiliated Yantai Yuhuangding Hospital of Qingdao University, Shandong, Yantai, China
| | - Hexiu Liu
- School of Medical Imaging, Shandong Second Medical University, Shandong, Weifang, China
| | - Menglu Bi
- School of Medical Imaging, Binzhou Medical University, Shandong, Yantai, China
| | - Xiaoli Cao
- Department of Ultrasound, Affiliated Yantai Yuhuangding Hospital of Qingdao University, Shandong, Yantai, China.
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14
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Lin J, Cai B, Lin Q, Lin X, Wang B, Chen X. TLE4 downregulation identified by WGCNA and machine learning algorithm promotes papillary thyroid carcinoma progression via activating JAK/STAT pathway. J Cancer 2024; 15:4759-4776. [PMID: 39006072 PMCID: PMC11242334 DOI: 10.7150/jca.95501] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2024] [Accepted: 05/02/2024] [Indexed: 07/16/2024] Open
Abstract
Background: Papillary Thyroid Carcinoma (PTC), a common type of thyroid cancer, has a pathogenesis that is not fully understood. This study utilizes a range of public databases, sophisticated bioinformatics tools, and empirical approaches to explore the key genetic components and pathways implicated in PTC, particularly concentrating on the Transducin-Like Enhancer of Split 4 (TLE4) gene. Methods: Public databases such as TCGA and GEO were utilized to conduct differential gene expression analysis in PTC. Hub genes were identified using Weighted Gene Co-expression Network Analysis (WGCNA), and machine learning techniques, including Random Forest, LASSO regression, and SVM-RFE, were employed for biomarker identification. The clinical impact of the TLE4 gene was assessed in terms of diagnostic accuracy, prognostic value, and its functional enrichment analysis in PTC. Additionally, the study focused on understanding the role of TLE4 in the dynamics of immune cell infiltration, gene function enhancement, and behaviors of PTC cells like growth, migration, and invasion. To complement these analyses, in vivo studies were performed using a xenograft mouse model. Results: 244 genes with significant differential expression across various databases were identified. WGCNA indicated a strong link between specific gene modules and PTC. Machine learning analysis brought the TLE4 gene into focus as a key biomarker. Bioinformatics studies verified that TLE4 expression is lower in PTC, linking it to immune cell infiltration and the JAK-STAT signaling pathways. Experimental data revealed that decreased TLE4 expression in PTC cell lines leads to enhanced cell growth, migration, invasion, and activates the JAK/STAT pathway. In contrast, TLE4 overexpression in these cells inhibited tumor growth and metastasis. Conclusions: This study sheds light on TLE4's crucial role in PTC pathogenesis, positioning it as a potential biomarker and target for therapy. The integration of multi-omics data and advanced analytical methods provides a robust framework for understanding PTC at a molecular level, potentially guiding personalized treatment strategies.
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Affiliation(s)
- Junyu Lin
- Department of Thyroid and Breast Surgery, the First Affiliated Hospital, Fujian Medical University, 350005, Fuzhou, Fujian, China
- Department of Thyroid and Breast Surgery, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, 350212, Fuzhou, Fujian, China
| | - Beichen Cai
- Department of Plastic Surgery, the First Affiliated Hospital of Fujian Medical University, 350005, Fuzhou, Fujian, China
- Department of Plastic Surgery, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, 350212, Fuzhou, Fujian, China
| | - Qian Lin
- Department of Plastic Surgery, the First Affiliated Hospital of Fujian Medical University, 350005, Fuzhou, Fujian, China
- Department of Plastic Surgery, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, 350212, Fuzhou, Fujian, China
| | - Xinjian Lin
- Key Laboratory of Gastrointestinal Cancer, Fujian Medical University, Ministry of Education, 350108, Fuzhou, Fujian, China
| | - Biao Wang
- Department of Plastic Surgery, the First Affiliated Hospital of Fujian Medical University, 350005, Fuzhou, Fujian, China
- Department of Plastic Surgery, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, 350212, Fuzhou, Fujian, China
| | - Xiangjin Chen
- Department of Thyroid and Breast Surgery, the First Affiliated Hospital, Fujian Medical University, 350005, Fuzhou, Fujian, China
- Department of Thyroid and Breast Surgery, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, 350212, Fuzhou, Fujian, China
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15
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Kong Q, Yu Y, Qian Q, Sun H. Clinical value of ultrasound parameters PI, TTP, and MTT in assessing cervical lymph node metastasis of papillary thyroid carcinoma. Am J Transl Res 2024; 16:809-816. [PMID: 38586094 PMCID: PMC10994806 DOI: 10.62347/qwdr4613] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2023] [Accepted: 02/01/2024] [Indexed: 04/09/2024]
Abstract
OBJECTIVE To determine the clinical value of ultrasound in assessing cervical lymph node metastasis (CLNM) in papillary thyroid carcinoma (PTC). METHODS The medical records of 179 PTC patients treated in Shandong Provincial Qianfoshan Hospital between March 2016 and March 2019 were collected. The patients were assigned to a transfer group (54 cases) and a non-transfer group (125 cases) according to their pathologic results. The ultrasound parameters (peak intensity (PI), time to peak (TTP), and mean transit time (MTT)) of the two groups were compared. Then, multivariate logistic regression was used to analysis the results, and receiver operating characteristic (ROC) curves were plotted to evaluate the value of risk factors in predicting CLNM. RESULTS The transfer group showed notably lower PI, TTP and MTT than the non-transfer group (P<0.001), and focus diameter, microcalcification, multiple foci, PI, TTP, and MTT were identified as independent risk factors for LNM in patients (P<0.05). According to the ROC curve, the areas under the curves (AUCs) of microcalcification, multiple foci, and PI were all smaller than 0.7; the AUCs of focus diameter and MTT were smaller than 0.8, and the AUC of TTP was 0.855. CONCLUSION PI, TTP, and MTT all decrease in PTC patients with CLNM, and TTP has a strong predictor for CLNM in them, with an AUC of 0.855.
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Affiliation(s)
- Qingfeng Kong
- Department of Ultrasound, Shandong Provincial Qianfoshan Hospital, Shandong UniversityJinan 250014, Shandong, China
- Department of Ultrasound, Jining No. 1 People’s HospitalJining 272002, Shandong, China
| | - Yangping Yu
- Department of Ultrasound, Jining No. 1 People’s HospitalJining 272002, Shandong, China
| | - Qian Qian
- Department of Ultrasound, Jining No. 1 People’s HospitalJining 272002, Shandong, China
| | - Hongjun Sun
- Department of Ultrasound, Shandong Provincial Qianfoshan Hospital, Shandong UniversityJinan 250014, Shandong, China
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16
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Yan K, Liu Q, Huang R, Jiang Y, Bian Z, Li S, Li L, Shen F, Tsuneyama K, Zhang Q, Lian Z, Guan H, Xu B. Spatial transcriptomics reveals prognosis-associated cellular heterogeneity in the papillary thyroid carcinoma microenvironment. Clin Transl Med 2024; 14:e1594. [PMID: 38426403 PMCID: PMC10905537 DOI: 10.1002/ctm2.1594] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2023] [Revised: 01/28/2024] [Accepted: 02/05/2024] [Indexed: 03/02/2024] Open
Abstract
BACKGROUND Papillary thyroid carcinoma (PTC) is the most common malignant endocrine tumour, and its incidence and prevalence are increasing considerably. Cellular heterogeneity in the tumour microenvironment is important for PTC prognosis. Spatial transcriptomics is a powerful technique for cellular heterogeneity study. METHODS In conjunction with a clinical pathologist identification method, spatial transcriptomics was employed to characterise the spatial location and RNA profiles of PTC-associated cells within the tissue sections. The spatial RNA-clinical signature genes for each cell type were extracted and applied to outlining the distribution regions of specific cells on the entire section. The cellular heterogeneity of each cell type was further revealed by ContourPlot analysis, monocle analysis, trajectory analysis, ligand-receptor analysis and Gene Ontology enrichment analysis. RESULTS The spatial distribution region of tumour cells, typical and atypical follicular cells (FCs and AFCs) and immune cells were accurately and comprehensively identified in all five PTC tissue sections. AFCs were identified as a transitional state between FCs and tumour cells, exhibiting a higher resemblance to the latter. Three tumour foci were shared among all patients out of the 13 observed. Notably, tumour foci No. 2 displayed elevated expression levels of genes associated with lower relapse-free survival in PTC patients. We discovered key ligand-receptor interactions, including LAMB3-ITGA2, FN1-ITGA3 and FN1-SDC4, involved in the transition of PTC cells from FCs to AFCs and eventually to tumour cells. High expression of these patterns correlated with reduced relapse-free survival. In the tumour immune microenvironment, reduced interaction between myeloid-derived TGFB1 and TGFBR1 in tumour focus No. 2 contributed to tumourigenesis and increased heterogeneity. The spatial RNA-clinical analysis method developed here revealed prognosis-associated cellular heterogeneity in the PTC microenvironment. CONCLUSIONS The occurrence of tumour foci No. 2 and three enhanced ligand-receptor interactions in the AFC area/tumour foci reduced the relapse-free survival of PTC patients, potentially leading to improved prognostic strategies and targeted therapies for PTC patients.
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Affiliation(s)
- Kai Yan
- Guangdong Cardiovascular InstituteGuangdong Provincial People's HospitalGuangdong Academy of Medical SciencesGuangzhouChina
| | - Qing‐Zhi Liu
- Chronic Disease LaboratoryInstitutes for Life SciencesSouth China University of TechnologyGuangzhouChina
| | - Rong‐Rong Huang
- Guangdong Cardiovascular InstituteGuangdong Provincial People's HospitalGuangdong Academy of Medical SciencesGuangzhouChina
| | - Yi‐Hua Jiang
- Guangdong Cardiovascular InstituteGuangdong Provincial People's HospitalGuangdong Academy of Medical SciencesGuangzhouChina
- Guangdong Provincial Key Laboratory of Artificial Intelligence in Medical Image Analysis and ApplicationGuangzhouChina
| | - Zhen‐Hua Bian
- School of Biomedical Sciences and EngineeringSouth China University of TechnologyGuangzhou International CampusGuangzhouChina
| | - Si‐Jin Li
- Department of Thyroid SurgeryGuangzhou First People's HospitalSouth China University of TechnologyGuangzhouChina
| | - Liang Li
- Medical Research InstituteGuangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences)Southern Medical UniversityGuangzhouChina
| | - Fei Shen
- Department of Thyroid SurgeryGuangzhou First People's HospitalSouth China University of TechnologyGuangzhouChina
| | - Koichi Tsuneyama
- Department of Pathology and Laboratory MedicineInstitute of Biomedical SciencesTokushima University Graduate SchoolTokushimaJapan
| | - Qing‐Ling Zhang
- Department of PathologyGuangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences)Southern Medical UniversityGuangzhouChina
| | - Zhe‐Xiong Lian
- Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences)Southern Medical UniversityGuangzhouChina
| | - Haixia Guan
- Department of EndocrinologyGuangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences)Southern Medical UniversityGuangzhouChina
| | - Bo Xu
- Department of Thyroid SurgeryGuangzhou First People's HospitalSouth China University of TechnologyGuangzhouChina
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17
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Liu W, Zhu J, Wu Z, Yin Y, Wu Q, Wu Y, Zheng J, Wang C, Chen H, Qazi TJ, Wu J, Zhang Y, Liu H, Yang J, Lu D, Zhang X, Ai Z. Insight of novel biomarkers for papillary thyroid carcinoma through multiomics. Front Oncol 2023; 13:1269751. [PMID: 37795451 PMCID: PMC10546062 DOI: 10.3389/fonc.2023.1269751] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2023] [Accepted: 09/05/2023] [Indexed: 10/06/2023] Open
Abstract
Introduction The overdiagnosing of papillary thyroid carcinoma (PTC) in China necessitates the development of an evidence-based diagnosis and prognosis strategy in line with precision medicine. A landscape of PTC in Chinese cohorts is needed to provide comprehensiveness. Methods 6 paired PTC samples were employed for whole-exome sequencing, RNA sequencing, and data-dependent acquisition mass spectrum analysis. Weighted gene co-expression network analysis and protein-protein interactions networks were used to screen for hub genes. Moreover, we verified the hub genes' diagnostic and prognostic potential using online databases. Logistic regression was employed to construct a diagnostic model, and we evaluated its efficacy and specificity based on TCGA-THCA and GEO datasets. Results The basic multiomics landscape of PTC among local patients were drawn. The similarities and differences were compared between the Chinese cohort and TCGA-THCA cohorts, including the identification of PNPLA5 as a driver gene in addition to BRAF mutation. Besides, we found 572 differentially expressed genes and 79 differentially expressed proteins. Through integrative analysis, we identified 17 hub genes for prognosis and diagnosis of PTC. Four of these genes, ABR, AHNAK2, GPX1, and TPO, were used to construct a diagnostic model with high accuracy, explicitly targeting PTC (AUC=0.969/0.959 in training/test sets). Discussion Multiomics analysis of the Chinese cohort demonstrated significant distinctions compared to TCGA-THCA cohorts, highlighting the unique genetic characteristics of Chinese individuals with PTC. The novel biomarkers, holding potential for diagnosis and prognosis of PTC, were identified. Furthermore, these biomarkers provide a valuable tool for precise medicine, especially for immunotherapeutic or nanomedicine based cancer therapy.
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Affiliation(s)
- Wei Liu
- Department of Surgery (Thyroid & Breast), Zhongshan Hospital, Fudan University, Shanghai, China
| | - Junkan Zhu
- Department of Surgery (Thyroid & Breast), Zhongshan Hospital, Fudan University, Shanghai, China
- School of Basic Medical Sciences, Fudan University, Shanghai, China
| | - Zhen Wu
- State Key Laboratory of Genetic Engineering, School of Life Sciences, Fudan University, Shanghai, China
| | - Yongxiang Yin
- Department of Pathology, Wuxi Maternal and Child Health Care Hospital, Womens Hospital of Jiangnan University, Jiangnan University, Jiangsu, China
| | - Qiao Wu
- Department of Surgery (Thyroid & Breast), Zhongshan Hospital, Fudan University, Shanghai, China
- State Key Laboratory of Genetic Engineering, School of Life Sciences, Fudan University, Shanghai, China
| | - Yiming Wu
- Shanghai WeHealth BioMedical Technology Co., Ltd., Shanghai, China
| | - Jiaojiao Zheng
- Department of Surgery (Thyroid & Breast), Zhongshan Hospital, Fudan University, Shanghai, China
| | - Cong Wang
- Department of Surgery (Thyroid & Breast), Zhongshan Hospital, Fudan University, Shanghai, China
- Department of General Surgery, Zhongshan Hospital (Xiamen), Fudan University, Xiamen, China
- Xiamen Clinical Research Center for Cancer Therapy, Xiamen, China
| | - Hongyan Chen
- State Key Laboratory of Genetic Engineering, School of Life Sciences, Fudan University, Shanghai, China
| | - Talal Jamil Qazi
- Department of Biomedical Engineering, Balochistan University of Engineering and Technology, Khuzdar, Pakistan
| | - Jun Wu
- Chinese Academy of Sciences Center for Excellence in Molecular Cell Science, Cell Bank, Shanghai Institute of Biochemistry and Cell Biology, Chinese Academy of Sciences, University of Chinese Academy of Sciences, Shanghai, China
| | - Yuqing Zhang
- Chinese Academy of Sciences Center for Excellence in Molecular Cell Science, Cell Bank, Shanghai Institute of Biochemistry and Cell Biology, Chinese Academy of Sciences, University of Chinese Academy of Sciences, Shanghai, China
| | - Houbao Liu
- Department of General Surgery, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Jingmin Yang
- State Key Laboratory of Genetic Engineering, School of Life Sciences, Fudan University, Shanghai, China
- Shanghai WeHealth BioMedical Technology Co., Ltd., Shanghai, China
- National Health Commission Key Laboratory of Birth Defects and Reproductive Health, Chongqing Population and Family Planning Science and Technology Research Institute, Chongqing, China
| | - Daru Lu
- State Key Laboratory of Genetic Engineering, School of Life Sciences, Fudan University, Shanghai, China
- National Health Commission Key Laboratory of Birth Defects and Reproductive Health, Chongqing Population and Family Planning Science and Technology Research Institute, Chongqing, China
| | - Xumin Zhang
- State Key Laboratory of Genetic Engineering, School of Life Sciences, Fudan University, Shanghai, China
| | - Zhilong Ai
- Department of Surgery (Thyroid & Breast), Zhongshan Hospital, Fudan University, Shanghai, China
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18
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Zhou Y, Wu X, Zhang Y, Li Z, Ge X, Chen H, Mao Y, Ding W. Performance of multigene testing in cytologically indeterminate thyroid nodules and molecular risk stratification. PeerJ 2023; 11:e16054. [PMID: 37744220 PMCID: PMC10512961 DOI: 10.7717/peerj.16054] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2023] [Accepted: 08/16/2023] [Indexed: 09/26/2023] Open
Abstract
Objective Thyroid cancer is the third most prevalent cancer among females. Genetic testing based on next-generation sequencing may provide an auxiliary diagnosis to reduce cytologically diagnostic uncertainty. However, commercial multigene tests are not widely available and are not well-tested in the Chinese population. Methods In this study, we designed a multigene testing panel and evaluated its performance in 529 cytologically indeterminate thyroid nodules (Bethesda III, IV and V). The molecular data of the DNA mutations and RNA fusions of fine needle aspiration samples were reviewed in conjunction with a clinical diagnosis, pathological reports, and definitive surgery for retrospective analysis. Then, the molecular risk stratification was investigated for its accuracy in malignant risk prediction. Results The overall combined consistency revealed substantial agreement (Kappa = 0.726) with the sensitivity, specificity, positive predictive value, and negative predictive values of 97.80%, 82.14%, 98.99%, and 67.65%, respectively. The most common aberration was BRAFV600E (82.59%), followed by NRAS mutants (4.07%), RET fusions (3.70%), and KRAS mutants (3.15%). Two cases (0.44%) were categorized into a high-risk group, 426 cases (94.67%) were categorized into a BRAF-like group with totally histopathologic papillary patterned tumors, and 22 cases (4.89%) were categorized into a RAS-like group with 14 papillary and eight follicular patterned tumors when the cohort concurrent aberrations were excluded. Potentially aggressive features may be related to concurrent molecular alterations of BRAFV600E with TERTQ302R, and AKT1L52R, NRASG12C, NRASQ61R, and CCDC6-RET fusions. Conclusions This study provided a multigene panel for identifying benign nodules from cytologically indeterminate thyroid nodules to avoid unnecessary surgery. We provide further evidence for using molecular risk stratification as a promising predictor of disease outcomes. The results of this study may be limited by the extremely high prevalence of cancer in the cohort for clinical reference.
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Affiliation(s)
- Yuanyuan Zhou
- Genome Center, KingMed Center for Clinical Laboratory Co., Ltd, Hefei, Anhui Province, China
| | - Xinping Wu
- Department of Ultrasound, Affiliated Hospital of Integrated Traditional Chinese and Western Medicine, Third Clinical Medical College, Nanjing University of Chinese Medicine, Nanjing, Jiangsu Province, China
| | - Yuzhi Zhang
- Department of Ultrasound, Affiliated Hospital of Integrated Traditional Chinese and Western Medicine, Third Clinical Medical College, Nanjing University of Chinese Medicine, Nanjing, Jiangsu Province, China
| | - Zhiqiang Li
- Genome Center, KingMed Center for Clinical Laboratory Co., Ltd, Hefei, Anhui Province, China
| | - Xia Ge
- Department of Pathological Diagnosis, KingMed Center for Clinical Laboratory Co., Ltd, Hefei, Anhui Province, China
| | - Hao Chen
- Genome Center, KingMed Center for Clinical Laboratory Co., Ltd, Hefei, Anhui Province, China
| | - Yuan Mao
- Genome Center, KingMed Center for Clinical Laboratory Co., Ltd, Hefei, Anhui Province, China
| | - Wenbo Ding
- Department of Ultrasound, Affiliated Hospital of Integrated Traditional Chinese and Western Medicine, Third Clinical Medical College, Nanjing University of Chinese Medicine, Nanjing, Jiangsu Province, China
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Lin X, Su H, Huo J, Zhang F. The association of hypoxia-inducible factor-1α and hypoxia-inducible factor-2α protein expression with clinicopathological characteristics in papillary thyroid carcinoma: A meta-analysis. Medicine (Baltimore) 2023; 102:e34045. [PMID: 37327294 PMCID: PMC10270558 DOI: 10.1097/md.0000000000034045] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/04/2023] [Accepted: 05/30/2023] [Indexed: 06/18/2023] Open
Abstract
OBJECTIVE To investigate the correlation of hypoxia-inducible factor-1α (HIF-1α) and hypoxia-inducible factor-2α (HIF-2α) protein expression with clinicopathologic characteristics in patients with papillary thyroid carcinoma (PTC) through a meta-analysis. METHODS PubMed, Embase, Web of Science, Cochrane, CNKI, Wanfang, and VIP databases were searched from the establishment of the database to February 2023. The New castle-Ottawa Scale was used to evaluate the quality of the literature. Rev Man 5.3 and Stata14.0 were used to conduct a meta-analysis of the included studies. RESULTS Twenty-eight articles with 2346 samples were included in the Meta-analysis. Compared with normal thyroid tissues, HIF-1α and HIF-2α proteins were highly expressed in PTC tumor tissues. High expression of HIF-1α protein was associated with tumor size (odds ratio [OR] = 4.50, 95% confidence interval [CI]: 2.88-7.04, P < .00001), lymph node metastasis (OR = 4.76, 95% CI: 3.78-5.99, P < .00001), TNM stage (OR = 3.67, 95% CI: 2.68-5.03, P < .00001), capsular invasion (OR = 2.30, 95% CI: 1.43-3.71, P = .0006 < .05), and extrathyroidal extension (OR = 10.96, 95% CI: 4.80-25.02, P < .00001). High expression of HIF-2α protein was associated with lymph node metastasis (OR = 4.18, 95% CI: 2.63-6.65, P < .00001), TNM stage (OR = 2.56, 95% CI: 1.36-4.82, P = .004 < .05), and capsular invasion (OR = 3.84, 95% CI: 1.66-8.88, P = .002 < .05). In addition, we concluded for the first time that there was a statistically significant difference in the expression of HIF-1α and HIF-2α in PTC patients (OR = 2.36, 95% CI: 1.26-4.42, P = .007 < .05). CONCLUSIONS The high expression of HIF-1α and HIF-2α proteins is closely related to some clinicopathological parameters of PTC, and can provide potential biological indicators for the diagnosis and prognosis of PTC.
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Affiliation(s)
- Xunyi Lin
- Department of Thyroid and Breast Surgery, Hebei General Hospital Affiliated to Hebei North University, Shijiazhuang, China
| | - Hang Su
- Department of Thyroid and Breast Surgery, Hebei General Hospital Affiliated to North China University of Science and Technology, Shijiazhuang, China
| | - Jiaxing Huo
- Department of Thyroid and Breast Surgery, Hebei General Hospital Affiliated to Hebei Medicine University, Shijiazhuang, China
| | - Fenghua Zhang
- Department of Thyroid and Breast Surgery, Hebei General Hospital, Shijiazhuang, China
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Li Q, Feng T, Zhu T, Zhang W, Qian Y, Zhang H, Zheng X, Li D, Yun X, Zhao J, Li Y, Yu H, Gao M, Qian B. Multi-omics profiling of papillary thyroid microcarcinoma reveals different somatic mutations and a unique transcriptomic signature. J Transl Med 2023; 21:206. [PMID: 36941725 PMCID: PMC10026500 DOI: 10.1186/s12967-023-04045-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2022] [Accepted: 03/08/2023] [Indexed: 03/22/2023] Open
Abstract
BACKGROUND Papillary thyroid microcarcinoma (PTMC) incidence has significantly increased, and some cases still exhibit invasive traits. The entire molecular landscape of PTMC, which can offer hints for the etiology of cancer, is currently absent. METHODS We compared our findings with those for PTMC in the TCGA by analyzing the largest study at the current stage of whole exome sequencing and RNA-sequencing data from 64 patients with PTMC. Then, we systematically demonstrated the differences between the two PTMC subtypes based on multi-omics analyses. Additionally, we created a molecular prediction model for the PTMC subtypes and validated them among TCGA patients for individualized integrative assessment. RESULTS In addition to the presence of BRAF mutations and RET fusions in the TCGA cohort, we also discovered a new molecular signature named PTMC-inflammatory that implies a potential response to immune intervention, which is enriched with AFP mutations, IGH@-ext fusions, elevated immune-related genes, positive peroxidase antibody, and positive thyroglobulin antibody. Additionally, a molecular prediction model for the PTMC-inflammatory patients was created and validated among TCGA patients, while the prognosis for these patients is poor. CONCLUSIONS Our findings comprehensively define the clinical and molecular features of PTMC and may inspire new therapeutic hypotheses.
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Affiliation(s)
- Qiang Li
- Hongqiao International Institute of Medicine, Shanghai Tongren Hospital and School of Public Health, Shanghai Jiao Tong University School of Medicine, 277 South Chongqing Road, Huangpu District, Shanghai, 200025, China
| | - Tienan Feng
- Hongqiao International Institute of Medicine, Shanghai Tongren Hospital and School of Public Health, Shanghai Jiao Tong University School of Medicine, 277 South Chongqing Road, Huangpu District, Shanghai, 200025, China
- Clinical Research Institute, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China
| | - Tengteng Zhu
- Hongqiao International Institute of Medicine, Shanghai Tongren Hospital and School of Public Health, Shanghai Jiao Tong University School of Medicine, 277 South Chongqing Road, Huangpu District, Shanghai, 200025, China
- Clinical Research Institute, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China
| | - Weituo Zhang
- Hongqiao International Institute of Medicine, Shanghai Tongren Hospital and School of Public Health, Shanghai Jiao Tong University School of Medicine, 277 South Chongqing Road, Huangpu District, Shanghai, 200025, China
| | - Ying Qian
- Hongqiao International Institute of Medicine, Shanghai Tongren Hospital and School of Public Health, Shanghai Jiao Tong University School of Medicine, 277 South Chongqing Road, Huangpu District, Shanghai, 200025, China
| | - Huan Zhang
- Cancer Prevention Center, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Tianjin's Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, 300060, China
| | - Xiangqian Zheng
- Cancer Prevention Center, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Tianjin's Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, 300060, China
| | - Dapeng Li
- Cancer Prevention Center, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Tianjin's Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, 300060, China
| | - Xinwei Yun
- Cancer Prevention Center, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Tianjin's Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, 300060, China
| | - Jingzhu Zhao
- Cancer Prevention Center, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Tianjin's Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, 300060, China
| | - Yangyang Li
- Clinical Research Institute, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China
| | - Herbert Yu
- Cancer Epidemiology Program, University of Hawaii Cancer Center, 701 Ilalo Street, Honolulu, HI, 96813, USA
| | - Ming Gao
- Department of Thyroid and Breast Surgery, Tianjin Union Medical Center, Tianjin, Tianjin Key Laboratory of General Surgery in Construction, Tianjin Union Medical Center, Tianjin, 300121, China.
- Department of Head and Neck Tumor, Tianjin Medical University Cancer Institute and Hospital, Tianjin, 300060, China.
| | - Biyun Qian
- Hongqiao International Institute of Medicine, Shanghai Tongren Hospital and School of Public Health, Shanghai Jiao Tong University School of Medicine, 277 South Chongqing Road, Huangpu District, Shanghai, 200025, China.
- Shanghai Tenth People's Hospital Affiliated to Tongji University, Shanghai, 200072, China.
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He W, Sun Y, Ge J, Wang X, Lin B, Yu S, Li Y, Hong S, Xiao H. STRA6 regulates tumor immune microenvironment and is a prognostic marker in BRAF-mutant papillary thyroid carcinoma. Front Endocrinol (Lausanne) 2023; 14:1076640. [PMID: 36843593 PMCID: PMC9950572 DOI: 10.3389/fendo.2023.1076640] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/21/2022] [Accepted: 01/31/2023] [Indexed: 02/12/2023] Open
Abstract
BACKGROUND BRAF mutation is one of the most common genetic alterations contributing to the initiation and progression of papillary thyroid carcinoma (PTC). However, the prognostic value of BRAF mutation for PTC is limited. Novel markers are needed to identify BRAF-mutant patients with poor prognosis. METHODS Transcriptional expression data were downloaded from the Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO) datasets. Pathway enrichment was performed by Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis and gene set enrichment analysis (GSEA). Protein-protein interaction networks were predicted by the GeneMANIA. The correlation between STRA6 expression and immune infiltration was analyzed by tumor immune estimation resource (TIMER) and tumor-immune system interaction database (TISIDB). Immunohistochemistry was used to detect the STRA6 protein expression level of PTC. Infiltration of regulatory T cells (Tregs) and CD8+ T cells in tumor samples were analyzed by fluorescent multiplex immunohistochemistry. RESULTS In BRAF-mutant PTC, STRA6 was extremely upregulated and predicted unfavorable survival, which was an independent risk factor for increased mortality risk. Bioinformatic analyses indicated that STRA6 might activate the MAPK pathway synergistically with BRAFV600E. The expression of STRA6 was associated with immune infiltrates and T cell exhaustion. Fluorescent multiplex immunohistochemistry showed that STRA6 increased Tregs abundance and decreased CD8+ T cells infiltration in PTC. Moreover, STRA6 promoted epithelial-mesenchymal transition via increased cancer-associated fibroblasts infiltration. CONCLUSIONS Our study demonstrates STRA6 may serve as a prognostic marker for BRAF-mutated PTC, which may drive thyroid carcinogenesis via activation of oncogenic pathway and regulation of tumor immunosuppressive microenvironment.
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Affiliation(s)
- Weiman He
- Department of Endocrinology, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Yijia Sun
- Department of Endocrinology, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Jiawei Ge
- Department of Endocrinology, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Xuejie Wang
- Department of Endocrinology, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Bo Lin
- Department of Thyroid Surgery, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Shuang Yu
- Department of Endocrinology, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Yanbing Li
- Department of Endocrinology, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Shubin Hong
- Department of Endocrinology, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
- *Correspondence: Haipeng Xiao, ; Shubin Hong,
| | - Haipeng Xiao
- Department of Endocrinology, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
- *Correspondence: Haipeng Xiao, ; Shubin Hong,
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