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Li C, Wang P, Dong Z, Cao W, Su Y, Zhang J, Zhao S, Wang Z, Lei Z, Shi L, Cheng R, Liu W. Single-cell transcriptomics analysis reveals that the tumor-infiltrating B cells determine the indolent fate of papillary thyroid carcinoma. J Exp Clin Cancer Res 2025; 44:91. [PMID: 40069827 PMCID: PMC11895268 DOI: 10.1186/s13046-025-03341-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2024] [Accepted: 02/20/2025] [Indexed: 03/15/2025] Open
Abstract
OBJECTIVE Active surveillance (AS) offers a viable alternative to surgical intervention for the management of indolent papillary thyroid carcinoma (PTC), helping to minimize the incidence of unnecessary treatment. However, the broader adoption of AS is hindered by the need for more reliable diagnostic markers. This study aimed to identify the differences between indolent and progressive PTC and find new targets for biomarker development and therapeutic strategies. METHODS We used single-cell RNA sequencing (scRNA-seq) to analyze cellular differences in 10 early-stage PTC tumors. Findings were validated in an additional 25 tumors using cell co-culture, migration assays, immunofluorescence staining, flow cytometry, and analysis of data from The Cancer Genome Atlas (TCGA). RESULTS Tumor-infiltrating B cells (TIL-B), particularly germinal center B cells (GC-B), were more abundant in indolent PTC. These cells suppressed thyroid cell proliferation in both indolent and progressive cases, though indolent PTC had a higher capacity to recruit peripheral B cells. In indolent cases, TIL-B cells showed increased proliferation and formed clusters within tertiary lymphoid structures (TLS). PTPRC-CD22 interactions were identified as potential drivers of TIL-B cell proliferation. Markers linked to GC-B cells, such as LMO2, were highlighted as potential diagnostic and prognostic indicators for indolent PTC. CONCLUSION This study provides insights into the cellular landscape of early-stage PTC, revealing distinct tumor and immune microenvironment features in indolent and progressive cases. These findings advance the understanding of indolent PTC biology and support the development of reliable diagnostic and prognostic biomarkers.
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Affiliation(s)
- Chunmei Li
- State Key Laboratory for Conservation and Utilization of Bio-resources and School of Life Sciences, Yunnan University, Kunming, Yunnan, 650091, China
| | - Pei Wang
- Department of Radiation Oncology, Cancer Institute, The First Affiliated Hospital and College of Clinical Medicine of Henan University of Science and Technology, Luoyang, China
| | - Zhizhong Dong
- Department of Thyroid Surgery, Clinical Research Center for Thyroid Diseases of Yunnan Province, The First Affiliated Hospital of Kunming Medical University, Kunming, Yunnan, China
| | - Weihan Cao
- Department of Ultrasound Imaging, The First Affiliated Hospital of Kunming Medical University, Kunming, Yunnan, China
| | - Yanjun Su
- Department of Thyroid Surgery, Clinical Research Center for Thyroid Diseases of Yunnan Province, The First Affiliated Hospital of Kunming Medical University, Kunming, Yunnan, China
| | - Jianming Zhang
- Department of Thyroid Surgery, Clinical Research Center for Thyroid Diseases of Yunnan Province, The First Affiliated Hospital of Kunming Medical University, Kunming, Yunnan, China
| | - Shuyan Zhao
- Department of Thyroid Surgery, Clinical Research Center for Thyroid Diseases of Yunnan Province, The First Affiliated Hospital of Kunming Medical University, Kunming, Yunnan, China
| | - Zhiyuan Wang
- Department of Pathology, The First Affiliated Hospital of Kunming Medical University, Kunming, Yunnan, China
| | - Zi Lei
- Department of Pathology, The First Affiliated Hospital of Kunming Medical University, Kunming, Yunnan, China
| | - Li Shi
- Endocrine and Metabolic Diseases Clinical Medical Center of Yunnan, The First Affiliated Hospital of Kunming Medical University, Kunming, Yunnan, China
| | - Ruochuan Cheng
- Department of Thyroid Surgery, Clinical Research Center for Thyroid Diseases of Yunnan Province, The First Affiliated Hospital of Kunming Medical University, Kunming, Yunnan, China.
| | - Wen Liu
- Department of Thyroid Surgery, Clinical Research Center for Thyroid Diseases of Yunnan Province, The First Affiliated Hospital of Kunming Medical University, Kunming, Yunnan, China.
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Wang H, Li J, Wang Y, Chen Y, Zhang W, Pan X, Su C, Li Z, Wang L, Gu J. IgG4-mediated M2 macrophage polarization in tertiary lymphoid structures of esophageal cancer: implications for immunosuppression. Front Immunol 2025; 15:1497783. [PMID: 39896813 PMCID: PMC11782137 DOI: 10.3389/fimmu.2024.1497783] [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: 09/17/2024] [Accepted: 12/30/2024] [Indexed: 02/04/2025] Open
Abstract
Background Our previous research highlighted the potential role of immunoglobulin G4 (IgG4) in mediating immunosuppression within the tumor microenvironment (TME). Tertiary lymphoid structures (TLS) in the TME have important immune-related functions. This study aims to analyze the distribution characteristics of IgG4-expressing cells, regulatory T cells (Tregs), and M2-type macrophages as well as to elucidate the relationship between IgG4 and the polarization of M2 macrophages within TLS in esophageal cancer. Object To elucidate the distribution of IgG4, Treg cells, and M2 macrophages in TLS and to assess the impact of IgG4 on macrophage polarization. Methods Esophageal cancer tissue were analyzed with multiplex immunofluorescence to determine the spatial distribution and density of B cells, T cells, and their subtypes. The relationship between IgG4 and CD8+ T cells in TLS, along with interleukin-10 (IL-10) expression and Treg presence, was studied. Serum IgG4 and IL-10 levels were compared between patients and healthy controls. In vitro, the impact of IgG4 on monocyte differentiation into M2 macrophages was observed. Results IgG4 density was inversely related with CD8+ T cells in mature TLS indicating a potential immunosuppressive role (P<0.05,*). Serum analysis revealed that both IgG4 (P<0.01, **) and IL-10 (P<0.0001, ****) were significantly elevated and positively correlated in tumor patients compared to controls (P<0.01, **). In vitro experiments confirmed that IgG4 monocyte differentiation into M2 macrophages, potentially enhancing the immunosuppressive phenotype in TLS. Conclusion IgG4 and IL-10 may contribute to immunosuppression in esophageal cancer by promoting the polarization of M2 macrophages within TLS, which could be a therapeutic target.
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Affiliation(s)
- Hui Wang
- Department of Pathology, The First People’s Hospital of Yunnan Province, Kunming, Yunnan, China
- The Affiliated Hospital of Kunming University of Science and Technology, Kunming, Yunnan, China
| | - Jirui Li
- Provincial Key Laboratory of Molecular Pathology and Personalized Medicine Center of Collaborative and Creative Center, Department of Pathology and Pathophysiology, Shantou University Medical College, Shantou, Guangdong, China
| | - Yinghai Wang
- Department of Gynecology, Peking University Cancer Hospital Yunnan, Yunnan Cancer Hospital, The Third Affiliated Hospital of Kunming Medical University, Kunming, China
| | - Yang Chen
- Department of Pathology, The First People’s Hospital of Yunnan Province, Kunming, Yunnan, China
- The Affiliated Hospital of Kunming University of Science and Technology, Kunming, Yunnan, China
| | - Weifeng Zhang
- Provincial Key Laboratory of Molecular Pathology and Personalized Medicine Center of Collaborative and Creative Center, Department of Pathology and Pathophysiology, Shantou University Medical College, Shantou, Guangdong, China
| | - Xinyan Pan
- Department of Pathology, The First People’s Hospital of Yunnan Province, Kunming, Yunnan, China
- The Affiliated Hospital of Kunming University of Science and Technology, Kunming, Yunnan, China
| | - Chanjuan Su
- Provincial Key Laboratory of Molecular Pathology and Personalized Medicine Center of Collaborative and Creative Center, Department of Pathology and Pathophysiology, Shantou University Medical College, Shantou, Guangdong, China
| | - Ziteng Li
- Provincial Key Laboratory of Molecular Pathology and Personalized Medicine Center of Collaborative and Creative Center, Department of Pathology and Pathophysiology, Shantou University Medical College, Shantou, Guangdong, China
| | - Li Wang
- Department of Pathology, The First People’s Hospital of Yunnan Province, Kunming, Yunnan, China
- The Affiliated Hospital of Kunming University of Science and Technology, Kunming, Yunnan, China
| | - Jiang Gu
- Provincial Key Laboratory of Molecular Pathology and Personalized Medicine Center of Collaborative and Creative Center, Department of Pathology and Pathophysiology, Shantou University Medical College, Shantou, Guangdong, China
- Jinxin Research Institute for Reproductive Medicine and Genetics, Xinan Hospital for Maternal and Child Health Care, Chengdu, China
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Monabbati S, Fu P, Asa SL, Pathak T, Willis JE, Shi Q, Madabhushi A. Machine Vision-Detected Peritumoral Lymphocytic Aggregates Are Associated With Disease-Free Survival in Patients With Papillary Thyroid Carcinoma. J Transl Med 2024; 104:102168. [PMID: 39505213 PMCID: PMC11659025 DOI: 10.1016/j.labinv.2024.102168] [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: 05/26/2024] [Revised: 10/01/2024] [Accepted: 10/25/2024] [Indexed: 11/08/2024] Open
Abstract
Papillary thyroid carcinoma (PTC) is the most prevalent form of thyroid cancer, with a disease recurrence rate of around 20%. Lymphoid formations, which occur in nonlymphoid tissues during chronic inflammatory, infectious, and immune responses, have been linked with tumor suppression. Lymphoid aggregates potentially enhance the body's antitumor response, offering an avenue for attracting tumor-infiltrating lymphocytes and fostering their coordination. Increasing evidence highlights the role of lymphoid aggregate density in managing tumor invasion and metastasis, with a favorable impact noted on overall and disease-free survival (DFS) across various cancer types. In this study, we present a machine vision model to predict recurrence in different histologic subtypes of PTC using measurements related to peritumoral lymphoid aggregate density. We demonstrated that quantifying peritumoral lymphocytic presence not only is associated with better prognosis but also, along with tumor-infiltrating lymphocytes within the tumor, adds additional prognostic value in the absence of well-known second mutations including TERT. Annotations of peritumoral lymphoid aggregates on 171 well-differentiated PTCs in the Cancer Genome Atlas Thyroid Carcinoma (TCGA-THCA) data set were used to train a deep-learning model to predict regions of lymphoid aggregates across the entire tissue. The fractional area of the tissue regions covered by these lymphocytes was dichotomized to determine the following 2 risk groups: a significant and low density of peritumoral lymphocytes. DFS prognosticated using these risk groups via the Kaplan-Meier analysis revealed a hazard ratio (HR) of 2.51 (95% CI: 2.36, 2.66), tested on 170 new patients also from the TCGA-THCA data set. The prognostic performance of peritumoral lymphocyte aggregate density was compared against the univariate Kaplan-Meier analysis of DFS using the fractional area of intratumoral lymphocytes within the primary tumor with an HR of 2.04 (95% CI: 1.89, 2.19). Combining the lymphocyte features in and around the tumor yielded a statistically significant improvement in prognostic performance (HR, 3.17 [95% CI: 3.02, 3.32]) on training and were independently evaluated against 62 patients outside TCGA-THCA with an HR of 2.44 (95% CI: 2.19, 2.69). Multivariable Cox regression analysis on the validation set revealed that the density of peritumoral and intratumoral lymphocytes was prognostic independent of histologic subtype with a concordance index of 0.815.
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Affiliation(s)
- Shayan Monabbati
- Department of Biomedical Engineering, Case Western Reserve University, Cleveland, Ohio
| | - Pingfu Fu
- Department of Population and Quantitative Health Sciences, Case Western Reserve University, Cleveland, Ohio
| | - Sylvia L Asa
- Department of Pathology, Case Western Reserve University School of Medicine, University Hospitals Cleveland Medical Center, Cleveland, Ohio
| | - Tilak Pathak
- Department of Biomedical Engineering, Emory University and Georgia Institute of Technology, Atlanta, Georgia
| | - Joseph E Willis
- Department of Pathology, Case Western Reserve University School of Medicine, University Hospitals Cleveland Medical Center, Cleveland, Ohio
| | - Qiuying Shi
- Department of Pathology, Emory University Hospital Midtown, Atlanta, Georgia
| | - Anant Madabhushi
- Department of Biomedical Engineering, Emory University and Georgia Institute of Technology, Atlanta, Georgia; Atlanta Veterans Administration Medical Center, Atlanta, Georgia.
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Komatsuda H, Kono M, Wakisaka R, Sato R, Inoue T, Kumai T, Takahara M. Harnessing Immunity to Treat Advanced Thyroid Cancer. Vaccines (Basel) 2023; 12:45. [PMID: 38250858 PMCID: PMC10820966 DOI: 10.3390/vaccines12010045] [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: 11/20/2023] [Revised: 12/26/2023] [Accepted: 12/29/2023] [Indexed: 01/23/2024] Open
Abstract
The incidence of thyroid cancer (TC) has increased over the past 30 years. Although differentiated thyroid cancer (DTC) has a good prognosis in most patients undergoing total thyroidectomy followed by radioiodine therapy (RAI), 5-10% of patients develop metastasis. Anaplastic thyroid cancer (ATC) has a low survival rate and few effective treatments have been available to date. Recently, tyrosine kinase inhibitors (TKIs) have been successfully applied to RAI-resistant or non-responsive TC to suppress the disease. However, TC eventually develops resistance to TKIs. Immunotherapy is a promising treatment for TC, the majority of which is considered an immune-hot malignancy. Immune suppression by TC cells and immune-suppressing cells, including tumor-associated macrophages, myeloid-derived suppressor cells, and regulatory T cells, is complex and dynamic. Negative immune checkpoints, cytokines, vascular endothelial growth factors (VEGF), and indoleamine 2,3-dioxygenase 1 (IDO1) suppress antitumor T cells. Basic and translational advances in immune checkpoint inhibitors (ICIs), molecule-targeted therapy, tumor-specific immunotherapy, and their combinations have enabled us to overcome immune suppression and activate antitumor immune cells. This review summarizes current findings regarding the immune microenvironment, immunosuppression, immunological targets, and immunotherapy for TC and highlights the potential efficacy of immunotherapy.
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Affiliation(s)
- Hiroki Komatsuda
- Department of Otolaryngology-Head and Neck Surgery, Asahikawa Medical University, Asahikawa 078-8510, Japan; (H.K.); (M.K.); (R.W.); (R.S.); (T.I.); (M.T.)
| | - Michihisa Kono
- Department of Otolaryngology-Head and Neck Surgery, Asahikawa Medical University, Asahikawa 078-8510, Japan; (H.K.); (M.K.); (R.W.); (R.S.); (T.I.); (M.T.)
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | - Risa Wakisaka
- Department of Otolaryngology-Head and Neck Surgery, Asahikawa Medical University, Asahikawa 078-8510, Japan; (H.K.); (M.K.); (R.W.); (R.S.); (T.I.); (M.T.)
| | - Ryosuke Sato
- Department of Otolaryngology-Head and Neck Surgery, Asahikawa Medical University, Asahikawa 078-8510, Japan; (H.K.); (M.K.); (R.W.); (R.S.); (T.I.); (M.T.)
| | - Takahiro Inoue
- Department of Otolaryngology-Head and Neck Surgery, Asahikawa Medical University, Asahikawa 078-8510, Japan; (H.K.); (M.K.); (R.W.); (R.S.); (T.I.); (M.T.)
| | - Takumi Kumai
- Department of Otolaryngology-Head and Neck Surgery, Asahikawa Medical University, Asahikawa 078-8510, Japan; (H.K.); (M.K.); (R.W.); (R.S.); (T.I.); (M.T.)
- Department of Innovative Head & Neck Cancer Research and Treatment, Asahikawa Medical University, Asahikawa 078-8510, Japan
| | - Miki Takahara
- Department of Otolaryngology-Head and Neck Surgery, Asahikawa Medical University, Asahikawa 078-8510, Japan; (H.K.); (M.K.); (R.W.); (R.S.); (T.I.); (M.T.)
- Department of Innovative Head & Neck Cancer Research and Treatment, Asahikawa Medical University, Asahikawa 078-8510, Japan
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