1
|
Zhao W, Sun J, Zhou B, Qiao H, Zhang J. Pan-cancer characterization of C-C motif chemokine ligand 5 (CCL5) identifies its role as biomarker and therapeutic target. Discov Oncol 2025; 16:264. [PMID: 40035930 PMCID: PMC11880496 DOI: 10.1007/s12672-025-02004-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/14/2024] [Accepted: 02/20/2025] [Indexed: 03/06/2025] Open
Abstract
OBJECTIVES C-C Motif Chemokine Ligand 5 (CCL5) is known for its role in immune regulation and has been implicated in cancer progression. However, its expression and prognostic significance in pan-cancer require comprehensive evaluation. This study was initiated to decipher the pan-cancer role of CCL5 genes. METHODS In silico analyses involving various online databases and molecular experiments involving CCL5 knockdown experiments in KIRC cell lines evaluated its role in cell proliferation, colony formation, and migration. RESULTS CCL5 expression was significantly up-regulated in several cancers. High CCL5 expression correlated with poorer overall survival in kidney renal cell carcinoma (KIRC) and esophageal cancer (ESCA) patients. Promoter hypomethylation correlated with elevated CCL5 expression and poorer prognosis. CCL5 mutations were rare; indicating its role in cancer is driven by overexpression rather than genetic alterations. Positive correlations with immune inhibitory and MHC genes suggested CCL5's role in fostering an immunosuppressive tumor microenvironment. High CCL5 expression correlated with increased immune cell infiltration, particularly CD8 T cells and macrophages. CCL5 expression did not significantly influence drug sensitivity. CCL5 knockdown in resulted in reduced proliferation, colony formation, and migration, underscoring its critical role in cancer cell dynamics. CONCLUSION Our study highlights the significance of CCL5 in cancer progression and prognosis, particularly in KIRC and ESCA. CCL5's role in modulating the tumor immune microenvironment and its potential as a therapeutic target warrant further investigation.
Collapse
Affiliation(s)
- Wenming Zhao
- Key Laboratory of Molecular Pathology and Early Diagnosis of Tumor in Hebei Province, Department of Pathology, Baoding First Central Hospital, Baoding, 071000, China
| | - Jirui Sun
- Key Laboratory of Molecular Pathology and Early Diagnosis of Tumor in Hebei Province, Department of Pathology, Baoding First Central Hospital, Baoding, 071000, China
| | - Bingjuan Zhou
- Key Laboratory of Molecular Pathology and Early Diagnosis of Tumor in Hebei Province, Department of Pathology, Baoding First Central Hospital, Baoding, 071000, China
| | - Haizhi Qiao
- Key Laboratory of Molecular Pathology and Early Diagnosis of Tumor in Hebei Province, Department of Pathology, Baoding First Central Hospital, Baoding, 071000, China
| | - Jinku Zhang
- Key Laboratory of Molecular Pathology and Early Diagnosis of Tumor in Hebei Province, Department of Pathology, Baoding First Central Hospital, Baoding, 071000, China.
| |
Collapse
|
2
|
Zhu Q, Yang Y, Zeng Y, Chen K, Zhang Q, Wang L, Huang Y, Jian S. The significance of CD8 + tumor-infiltrating lymphocytes exhaustion heterogeneity and its underlying mechanism in diffuse large B-cell lymphoma. Int Immunopharmacol 2024; 137:112447. [PMID: 38909497 DOI: 10.1016/j.intimp.2024.112447] [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: 05/02/2024] [Revised: 06/05/2024] [Accepted: 06/06/2024] [Indexed: 06/25/2024]
Abstract
CD8+ tumor-infiltrating lymphocytes (TILs) exhaustion is a major barrier to effective tumor control in diffuse large B-cell lymphoma (DLBCL) and may consist of heterogeneous populations with different functional states. We profiled the CD8+TILs exhaustion heterogeneity and explored its clinical significance as well as the underlying mechanism through single-cell RNA sequencing (n = 7), bulk RNA sequencing (n = 3300), immunohistochemistry (n = 116), and reverse transcription-quantitative polymerase chain reaction (n = 95), and somatic mutation data (n = 48). Our results demonstrated that exhausted CD8+TILs in DLBCL were composed of progenitor and terminal states characterized by CCL5 and TUBA1B, respectively. High terminally exhausted CD8+TILs indicated an immunosuppressive tumor microenvironment, activated B-cell-like subtype, inferior prognosis, and poor response to immune checkpoint blockade therapy in DLBCL. Our study further demonstrated that the CD39/A2AR-related signaling may be the potential pathway that promoted the transition of progenitor toward terminally exhausted CD8+TILs in DLBCL. Furthermore, the CD39/A2AR-related pathway in DLBCL may be regulated by BATF and STAT3 in exhausted CD8+TILs, and MYD88 mutation in tumor cells. Our study highlights CD8+TILs exhaustion heterogeneity and its possible regulatory mechanism provides a novel prognostic indicator and can facilitate the optimization of individualized immunotherapy.
Collapse
Affiliation(s)
- Qiqi Zhu
- Department of Pathology, North Sichuan Medical College, Affiliated Hospital of North Sichuan Medical College, Nanchong 637000, China; Department of Pathology, Institute of Basic Medicine and Forensic Medicine, North Sichuan Medical College, Nanchong 637000, China
| | - Yiming Yang
- Department of Pathology, North Sichuan Medical College, Affiliated Hospital of North Sichuan Medical College, Nanchong 637000, China; Key Lab of Process Analysis and Control of Sichuan Universities, Yibin University, Yibin, Sichuan 644000, China
| | - Yi Zeng
- Department of Pathology, North Sichuan Medical College, Affiliated Hospital of North Sichuan Medical College, Nanchong 637000, China
| | - Kexin Chen
- Department of Pathology, North Sichuan Medical College, Affiliated Hospital of North Sichuan Medical College, Nanchong 637000, China
| | - Qiaoyu Zhang
- Department of Pathology, North Sichuan Medical College, Affiliated Hospital of North Sichuan Medical College, Nanchong 637000, China
| | - Li Wang
- Department of Pathology, North Sichuan Medical College, Affiliated Hospital of North Sichuan Medical College, Nanchong 637000, China; Department of Pathology, Institute of Basic Medicine and Forensic Medicine, North Sichuan Medical College, Nanchong 637000, China
| | - Yifan Huang
- Department of Pathology, North Sichuan Medical College, Affiliated Hospital of North Sichuan Medical College, Nanchong 637000, China; Department of Pathology, Institute of Basic Medicine and Forensic Medicine, North Sichuan Medical College, Nanchong 637000, China
| | - Shunhai Jian
- Department of Pathology, North Sichuan Medical College, Affiliated Hospital of North Sichuan Medical College, Nanchong 637000, China; Department of Pathology, Institute of Basic Medicine and Forensic Medicine, North Sichuan Medical College, Nanchong 637000, China.
| |
Collapse
|
3
|
Mao J, Liu L, Shen Q, Cen M. Integrating single-cell transcriptomics and machine learning to predict breast cancer prognosis: A study based on natural killer cell-related genes. J Cell Mol Med 2024; 28:e18549. [PMID: 39098994 PMCID: PMC11298315 DOI: 10.1111/jcmm.18549] [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: 05/16/2024] [Revised: 06/24/2024] [Accepted: 07/09/2024] [Indexed: 08/06/2024] Open
Abstract
Breast cancer (BC) is the most commonly diagnosed cancer in women globally. Natural killer (NK) cells play a vital role in tumour immunosurveillance. This study aimed to establish a prognostic model using NK cell-related genes (NKRGs) by integrating single-cell transcriptomic data with machine learning. We identified 44 significantly expressed NKRGs involved in cytokine and T cell-related functions. Using 101 machine learning algorithms, the Lasso + RSF model showed the highest predictive accuracy with nine key NKRGs. We explored cell-to-cell communication using CellChat, assessed immune-related pathways and tumour microenvironment with gene set variation analysis and ssGSEA, and observed immune components by HE staining. Additionally, drug activity predictions identified potential therapies, and gene expression validation through immunohistochemistry and RNA-seq confirmed the clinical applicability of NKRGs. The nomogram showed high concordance between predicted and actual survival, linking higher tumour purity and risk scores to a reduced immune score. This NKRG-based model offers a novel approach for risk assessment and personalized treatment in BC, enhancing the potential of precision medicine.
Collapse
Affiliation(s)
- Juanjuan Mao
- Department of Thyroid and Breast SurgeryNingbo Hospital of TCM Affiliated to Zhejiang Chinese Medicine UniversityNingbo CityZhejiang ProvinceChina
| | - Ling‐lin Liu
- Department of Thyroid and Breast SurgeryNingbo Hospital of TCM Affiliated to Zhejiang Chinese Medicine UniversityNingbo CityZhejiang ProvinceChina
| | - Qian Shen
- Department of Thyroid and Breast SurgeryNingbo Hospital of TCM Affiliated to Zhejiang Chinese Medicine UniversityNingbo CityZhejiang ProvinceChina
| | - Mengyan Cen
- Department of Thyroid and Breast SurgeryNingbo Hospital of TCM Affiliated to Zhejiang Chinese Medicine UniversityNingbo CityZhejiang ProvinceChina
| |
Collapse
|
4
|
Huang Y, Wu L, Sun Y, Li J, Mao N, Yang Y, Zhao M, Ren S. CCL5 might be a prognostic biomarker and associated with immuno-therapeutic efficacy in cancers: A pan-cancer analysis. Heliyon 2023; 9:e18215. [PMID: 37519664 PMCID: PMC10375802 DOI: 10.1016/j.heliyon.2023.e18215] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2022] [Revised: 07/09/2023] [Accepted: 07/11/2023] [Indexed: 08/01/2023] Open
Abstract
PURPOSE Chemokine ligand 5 (CCL5), a vital member of the CC chemokine family, plays diverse roles in tumorigenesis, metastasis, and prognosis in various human tumors. However, no pan-cancer analysis has been conducted to illustrate its distinctive effects on clinical prognosis via underlying mechanisms and biological characteristics. METHODS Herein, we exploited the existed public bioinformatics database, primarily TCGA database and GTEx data, to comprehensively analyze the value of CCL5 involved in patient prognosis. RESULTS This study found that CCL5 was excessively expressed in most tumors and significantly associated with clinical prognosis in 10 out of 33 types of tumors. Notably, CCL5 might be an independent predictive biomarker of clinical outcome in SKCM patients, confirmed by univariate and multivariate Cox regression analysis. Furthermore, we acquired the genetic alteration status of CCL5 in multiple types of tumor tissues from TCGA cohorts. We revealed a potential correlation between the expression level of CCL5 and tumor mutational burden in 33 types of tumors. In addition, data showed that DNA methylation was associated with CCL5 gene expression in THCA, PRAD, LUSC, and BRCA cancers. Immune infiltration and immune checkpoints are fine indexes for evaluating immunotherapy. We uncovered that CCL5 was negatively correlated with the immune infiltration of CD8+ T cell, CD4+ T cell, macrophages, and gamma delta T cells in BRCA-basal and CESC tumors, while a significant positive correlation was observed in BLCA, COAD and other 7 types of tumors. Besides, CCL5 was closely associated with the immune checkpoint molecules in 8 types of tumors. The TIDE score was less in the CCL5 high-expressed group than in the CCL5 low-expressed group in SKCM patients, which indicated that CCL5 might be a fine monitor of immune response for immunotherapy. GO enrichment analysis data uncovered that cytokine-cytokine receptor interaction and chemokine signaling might be involved in the role of CCL5 in regulating tumor pathogenesis and prognosis. CONCLUSION In conclusion, CCL5 was preliminarly identified as a biomarker of immune response and prognosis for tumors patients via our first comprehensive pan-cancer analysis.
Collapse
Affiliation(s)
- Yanchun Huang
- Department of Laboratory Medicine, The First People's Hospital of Longquanyi District, Chengdu, Chengdu 610100, China
- Department of Laboratory Medicine, West China Longquan Hospital Sichuan University, Chengdu 610100, China
| | - Lijuan Wu
- Department of Laboratory Medicine, West China Hospital of Sichuan University, Chengdu, 610041, China
| | - Yong Sun
- Department of Laboratory Medicine, The First People's Hospital of Longquanyi District, Chengdu, Chengdu 610100, China
- Department of Laboratory Medicine, West China Longquan Hospital Sichuan University, Chengdu 610100, China
| | - Jiwen Li
- Department of Laboratory Medicine, The First People's Hospital of Longquanyi District, Chengdu, Chengdu 610100, China
- Department of Laboratory Medicine, West China Longquan Hospital Sichuan University, Chengdu 610100, China
| | - Nan Mao
- Department of Nephrology, Clinical Medical College and the First Affiliated Hospital of Chengdu Medical College, Chengdu 610500, China
| | - Yeqing Yang
- Department of Oncology, Affiliated Hospital of Traditional Chinese Medicine of Southwest Medical University, Luzhou 646000, China
| | - Ming Zhao
- Department of Gastroenterology, Clinical Medical College and the First Affiliated Hospital of Chengdu Medical College, Chengdu 610500, China
| | - Sichong Ren
- Department of Nephrology, Clinical Medical College and the First Affiliated Hospital of Chengdu Medical College, Chengdu 610500, China
| |
Collapse
|
5
|
Zhan C, Jin Y, Xu X, Shao J, Jin C. Antitumor therapy for breast cancer: Focus on tumor-associated macrophages and nanosized drug delivery systems. Cancer Med 2023. [PMID: 36794651 DOI: 10.1002/cam4.5489] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2022] [Revised: 10/15/2022] [Accepted: 11/17/2022] [Indexed: 02/17/2023] Open
Abstract
BACKGROUND In breast cancer (BC), tumor-associated macrophages (TAMs) are an important component of the tumor microenvironment and are closely related to poor prognosis. A growing number of studies have focused on the role of TAMs in BC progression and therapeutic strategies targeting TAMs. As an emerging treatment, the application of nanosized drug delivery systems (NDDSs) in the treatment of BC by targeting TAMs has attracted much attention. AIMS This review is to summarize the characteristics and treatment strategies targeting TAMs in BC and to clarify the applications of NDDSs targeting TAMs in the treatment of BC by targeting TAMs. MATERIALS & METHODS The existing results related to characteristics of TAMs in BC, BC treatment strategies by targeting TAMs, and the applications of NDDSs in these strategies are described. Through analyzing these results, the advantages and disadvantages of the treatment strategies using NDDSs are discussed, which could provide advices on designing NDDSs for BC treatment. RESULTS TAMs are one of the most prominent noncancer cell types in BC. TAMs not only promote angiogenesis, tumor growth and metastasis but also lead to therapeutic resistance and immunosuppression. Mainly four strategies have been used to target TAMs for BC therapy, which include depleting macrophages, blocking recruitment, reprogramming to attain an anti-tumor phenotype, and increasing phagocytosis. Since NDDSs can efficiently deliver drugs to TAMs with low toxicity, they are promising approaches for targeting TAMs in tumor therapy. NDDSs with various structures can deliver immunotherapeutic agents and nucleic acid therapeutics to TAMs. In addition, NDDSs can realize combination therapies. DISCUSSION TAMs play a critical role in the progression of BC. An increasing number of strategies have been proposed to regulate TAMs. Compared with free drugs, NDDSs targeting TAMs improve drug concentration, reduce toxicity and realize combination therapies. However, in order to achieve better therapeutic efficacy, there are still some disadvantages that need to be considered in the design of NDDSs. CONCLUSION TAMs play an important role in the progression of BC, and targeting TAMs is a promising strategy for BC therapy. In particular, NDDSs targeting TAMs have unique advantages and are potential treatments for BC.
Collapse
Affiliation(s)
- Cuiping Zhan
- Department of Ultrasound, China-Japan Union Hospital of Jilin University, Changchun, China
| | - Ying Jin
- Department of Breast Surgery, The First Hospital of Jilin University, Changchun, China
| | - Xinzhi Xu
- Department of Ultrasound, China-Japan Union Hospital of Jilin University, Changchun, China.,Department of Ultrasound, Chongqing University Cancer Hospital, Chongqing, China
| | - Jiangbo Shao
- Department of Ultrasound, China-Japan Union Hospital of Jilin University, Changchun, China
| | - Chunxiang Jin
- Department of Ultrasound, China-Japan Union Hospital of Jilin University, Changchun, China
| |
Collapse
|
6
|
Augimeri G, Fiorillo M, Morelli C, Panza S, Giordano C, Barone I, Catalano S, Sisci D, Andò S, Bonofiglio D. The Omega-3 Docosahexaenoyl Ethanolamide Reduces CCL5 Secretion in Triple Negative Breast Cancer Cells Affecting Tumor Progression and Macrophage Recruitment. Cancers (Basel) 2023; 15:cancers15030819. [PMID: 36765778 PMCID: PMC9913844 DOI: 10.3390/cancers15030819] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2022] [Revised: 01/25/2023] [Accepted: 01/27/2023] [Indexed: 02/03/2023] Open
Abstract
Triple-negative breast cancer (TNBC), an aggressive breast cancer subtype lacking effective targeted therapies, is considered to feature a unique cellular microenvironment with high infiltration of tumor-associated macrophages (TAM), which contribute to worsening breast cancer patient outcomes. Previous studies have shown the antitumoral actions of the dietary omega-3 docosahexaenoic acid (DHA) in both tumor epithelial and stromal components of the breast cancer microenvironment. Particularly in breast cancer cells, DHA can be converted into its conjugate with ethanolamine, DHEA, leading to a more effective anti-oncogenic activity of the parent compound in estrogen receptor-positive breast cancer cells. Here, we investigated the ability of DHEA to attenuate the malignant phenotype of MDA-MB-231 and MDA-MB-436 TNBC cell lines, which in turn influenced TAM behaviors. Our findings revealed that DHEA reduced the viability of TNBC cells in a concentration-dependent manner and compromised cell migration and invasion. Interestingly, DHEA inhibited oxygen consumption and extracellular acidification rates, reducing respiration and the glycolytic reserve in both cell lines. In a co-culture system, TNBC cells exposed to DHEA suppressed recruitment of human THP-1 cells, reduced their viability, and the expression of genes associated with TAM phenotype. Interestingly, we unraveled that the effects of DHEA in TNCB cells were mediated by reduced C-C motif chemokine ligand 5 (CCL5) expression and secretion affecting macrophage recruitment. Overall, our data, shedding new light on the antitumoral effects of DHA ethanolamine-conjugated, address this compound as a promising option in the treatment of TNBC patients.
Collapse
Affiliation(s)
- Giuseppina Augimeri
- Department of Pharmacy, Health and Nutritional Sciences, University of Calabria, Via P. Bucci, Arcavacata di Rende (CS), 87036 Cosenza, Italy
| | - Marco Fiorillo
- Department of Pharmacy, Health and Nutritional Sciences, University of Calabria, Via P. Bucci, Arcavacata di Rende (CS), 87036 Cosenza, Italy
| | - Catia Morelli
- Department of Pharmacy, Health and Nutritional Sciences, University of Calabria, Via P. Bucci, Arcavacata di Rende (CS), 87036 Cosenza, Italy
- Centro Sanitario, University of Calabria, Via P. Bucci, Arcavacata di Rende (CS), 87036 Cosenza, Italy
| | - Salvatore Panza
- Department of Pharmacy, Health and Nutritional Sciences, University of Calabria, Via P. Bucci, Arcavacata di Rende (CS), 87036 Cosenza, Italy
| | - Cinzia Giordano
- Department of Pharmacy, Health and Nutritional Sciences, University of Calabria, Via P. Bucci, Arcavacata di Rende (CS), 87036 Cosenza, Italy
- Centro Sanitario, University of Calabria, Via P. Bucci, Arcavacata di Rende (CS), 87036 Cosenza, Italy
- Correspondence: (C.G.); (D.B.)
| | - Ines Barone
- Department of Pharmacy, Health and Nutritional Sciences, University of Calabria, Via P. Bucci, Arcavacata di Rende (CS), 87036 Cosenza, Italy
- Centro Sanitario, University of Calabria, Via P. Bucci, Arcavacata di Rende (CS), 87036 Cosenza, Italy
| | - Stefania Catalano
- Department of Pharmacy, Health and Nutritional Sciences, University of Calabria, Via P. Bucci, Arcavacata di Rende (CS), 87036 Cosenza, Italy
- Centro Sanitario, University of Calabria, Via P. Bucci, Arcavacata di Rende (CS), 87036 Cosenza, Italy
| | - Diego Sisci
- Department of Pharmacy, Health and Nutritional Sciences, University of Calabria, Via P. Bucci, Arcavacata di Rende (CS), 87036 Cosenza, Italy
- Centro Sanitario, University of Calabria, Via P. Bucci, Arcavacata di Rende (CS), 87036 Cosenza, Italy
| | - Sebastiano Andò
- Department of Pharmacy, Health and Nutritional Sciences, University of Calabria, Via P. Bucci, Arcavacata di Rende (CS), 87036 Cosenza, Italy
- Centro Sanitario, University of Calabria, Via P. Bucci, Arcavacata di Rende (CS), 87036 Cosenza, Italy
| | - Daniela Bonofiglio
- Department of Pharmacy, Health and Nutritional Sciences, University of Calabria, Via P. Bucci, Arcavacata di Rende (CS), 87036 Cosenza, Italy
- Centro Sanitario, University of Calabria, Via P. Bucci, Arcavacata di Rende (CS), 87036 Cosenza, Italy
- Correspondence: (C.G.); (D.B.)
| |
Collapse
|
7
|
Khayati K, Bhatt V, Lan T, Alogaili F, wang W, Lopez E, Hu ZS, Gokhale S, Cassidy L, Narita M, Xie P, White E, Guo JY. Transient Systemic Autophagy Inhibition Is Selectively and Irreversibly Deleterious to Lung Cancer. Cancer Res 2022; 82:4429-4443. [PMID: 36156071 PMCID: PMC9722642 DOI: 10.1158/0008-5472.can-22-1039] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2022] [Revised: 08/17/2022] [Accepted: 09/20/2022] [Indexed: 01/24/2023]
Abstract
Autophagy is a conserved catabolic process that maintains cellular homeostasis. Autophagy supports lung tumorigenesis and is a potential therapeutic target in lung cancer. A better understanding of the importance of tumor cell-autonomous versus systemic autophagy in lung cancer could facilitate clinical translation of autophagy inhibition. Here, we exploited inducible expression of Atg5 shRNA to temporally control Atg5 levels and to generate reversible tumor-specific and systemic autophagy loss mouse models of KrasG12D/+;p53-/- (KP) non-small cell lung cancer (NSCLC). Transient suppression of systemic but not tumor Atg5 expression significantly reduced established KP lung tumor growth without damaging normal tissues. In vivo13C isotope tracing and metabolic flux analyses demonstrated that systemic Atg5 knockdown specifically led to reduced glucose and lactate uptake. As a result, carbon flux from glucose and lactate to major metabolic pathways, including the tricarboxylic acid cycle, glycolysis, and serine biosynthesis, was significantly reduced in KP NSCLC following systemic autophagy loss. Furthermore, systemic Atg5 knockdown increased tumor T-cell infiltration, leading to T-cell-mediated tumor killing. Importantly, intermittent transient systemic Atg5 knockdown, which resembles what would occur during autophagy inhibition for cancer therapy, significantly prolonged lifespan of KP lung tumor-bearing mice, resulting in recovery of normal tissues but not tumors. Thus, systemic autophagy supports the growth of established lung tumors by promoting immune evasion and sustaining cancer cell metabolism for energy production and biosynthesis, and the inability of tumors to recover from loss of autophagy provides further proof of concept that inhibition of autophagy is a valid approach to cancer therapy. SIGNIFICANCE Transient loss of systemic autophagy causes irreversible damage to tumors by suppressing cancer cell metabolism and promoting antitumor immunity, supporting autophagy inhibition as a rational strategy for treating lung cancer. See related commentary by Gan, p. 4322.
Collapse
Affiliation(s)
- Khoosheh Khayati
- Rutgers Cancer Institute of New Jersey, New Brunswick, New Jersey 08901, USA
| | - Vrushank Bhatt
- Rutgers Cancer Institute of New Jersey, New Brunswick, New Jersey 08901, USA
| | - Taijin Lan
- Rutgers Cancer Institute of New Jersey, New Brunswick, New Jersey 08901, USA
| | - Fawzi Alogaili
- Rutgers Cancer Institute of New Jersey, New Brunswick, New Jersey 08901, USA
| | - Wenping wang
- Rutgers Cancer Institute of New Jersey, New Brunswick, New Jersey 08901, USA
| | - Enrique Lopez
- Rutgers Cancer Institute of New Jersey, New Brunswick, New Jersey 08901, USA
| | - Zhixian Sherrie Hu
- Rutgers Cancer Institute of New Jersey, New Brunswick, New Jersey 08901, USA
| | - Samantha Gokhale
- Department of Cell Biology and Neuroscience, Rutgers University, Piscataway, New Jersey 08854, USA
| | - Liam Cassidy
- University of Cambridge, Cancer Research UK Cambridge Institute, Robinson Way, Cambridge, CB2 0RE, UK
| | - Masashi Narita
- University of Cambridge, Cancer Research UK Cambridge Institute, Robinson Way, Cambridge, CB2 0RE, UK
| | - Ping Xie
- Rutgers Cancer Institute of New Jersey, New Brunswick, New Jersey 08901, USA
- Department of Cell Biology and Neuroscience, Rutgers University, Piscataway, New Jersey 08854, USA
| | - Eileen White
- Rutgers Cancer Institute of New Jersey, New Brunswick, New Jersey 08901, USA
- Department of Molecular Biology and Biochemistry, Rutgers University, Piscataway, New Jersey 08854, USA
- Ludwig Princeton Branch, Ludwig Institute for Cancer Research, Princeton University, Princeton, New Jersey 08540, USA
| | - Jessie Yanxiang Guo
- Rutgers Cancer Institute of New Jersey, New Brunswick, New Jersey 08901, USA
- Department of Medicine, Rutgers Robert Wood Johnson Medical School, New Brunswick, New Jersey 08901, USA
- Department of Chemical Biology, Rutgers Ernest Mario School of Pharmacy, Piscataway, New Jersey 08854, USA
| |
Collapse
|
8
|
Naming the Barriers between Anti-CCR5 Therapy, Breast Cancer and Its Microenvironment. Int J Mol Sci 2022; 23:ijms232214159. [PMID: 36430633 PMCID: PMC9694078 DOI: 10.3390/ijms232214159] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2022] [Revised: 11/10/2022] [Accepted: 11/15/2022] [Indexed: 11/18/2022] Open
Abstract
Breast cancer represents the most common malignancy among women in the world. Although immuno-, chemo- and radiation therapy are widely recognized as the therapeutic trifecta, new strategies in the fight against breast cancer are continually explored. The local microenvironment around the tumor plays a great role in cancer progression and invasion, representing a promising therapeutic target. CCL5 is a potent chemokine with a physiological role of immune cell attraction and has gained particular attention in R&D for breast cancer treatment. Its receptor, CCR5, is a well-known co-factor for HIV entry through the cell membrane. Interestingly, biology research is unusually unified in describing CCL5 as a pro-oncogenic factor, especially in breast cancer. In silico, in vitro and in vivo studies blocking the CCL5/CCR5 axis show cancer cells become less invasive and less malignant, and the extracellular matrices produced are less oncogenic. At present, CCR5 blocking is a mainstay of HIV treatment, but despite its promising role in cancer treatment, CCR5 blocking in breast cancer remains unperformed. This review presents the role of the CCL5/CCR5 axis and its effector mechanisms, and names the most prominent hurdles for the clinical adoption of anti-CCR5 drugs in cancer.
Collapse
|
9
|
Nakamura K, Ashida A, Kiniwa Y, Okuyama R. Chemokine level predicts the therapeutic effect of anti-PD-1 antibody (nivolumab) therapy for malignant melanoma. Arch Dermatol Res 2022; 314:887-895. [PMID: 34842960 DOI: 10.1007/s00403-021-02305-z] [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: 08/26/2020] [Revised: 11/13/2021] [Accepted: 11/16/2021] [Indexed: 11/28/2022]
Abstract
Anti-programmed cell death protein 1 (PD-1) antibody drugs, nivolumab and pembrolizumab, are regarded as first-line therapies for advanced malignant melanoma. Anti-PD-1 therapy suppresses tumor immunity, and the therapeutic effect is frequently correlated with the number of tumor-infiltrating lymphocytes (TIL) and tumor mutation burden (TMB). However, sampling tumor tissues from the metastatic sites to examine the number of TILs and TMB level is often challenging. Herein, we focused on chemokines in blood to determine whether they can predict the therapeutic effect of anti-PD-1 (nivolumab) therapy. First, we measured 44 types of chemokines and cytokines in the blood of 8 advanced malignant melanomas before anti-PD-1 (nivolumab) treatment and examined the relationship between the levels of these proteins and therapeutic effect of the drug treatment, which suggested that C-C motif chemokine 5 (CCL5) and C-X-C motif chemokine ligand 12 (CXCL12) were candidates for biomarkers to predict the therapeutic effect of anti-PD-1 therapy. Next, we measured the blood levels of CCL5 and CXCL12 in 22 patients with advanced malignant melanomas before the administration of anti-PD-1 antibody. We evaluated tumor infiltration of CD8-positive T cells by immunostaining in nine patients in whom the metastatic site could be sampled at the beginning of the treatment. The patients with lower than average levels of CCL5 and CXCL12 had a large number of TILs (P = 0.04) and good disease-specific survival rate (P = 0.04). Therefore, CCL5 and CXCL12 could likely be used as biomarkers to predict the therapeutic effect of anti-PD-1 (nivolumab) therapy.
Collapse
Affiliation(s)
- Kenta Nakamura
- Department of Dermatology, Shinshu University School of Medicine, 3-1-1 Asahi, Matsumoto, Nagano, 390-8621, Japan.
| | - Atsuko Ashida
- Department of Dermatology, Shinshu University School of Medicine, 3-1-1 Asahi, Matsumoto, Nagano, 390-8621, Japan
| | - Yukiko Kiniwa
- Department of Dermatology, Shinshu University School of Medicine, 3-1-1 Asahi, Matsumoto, Nagano, 390-8621, Japan
| | - Ryuhei Okuyama
- Department of Dermatology, Shinshu University School of Medicine, 3-1-1 Asahi, Matsumoto, Nagano, 390-8621, Japan
| |
Collapse
|
10
|
Gao C, Li L, Jin X, Song X, Li H, Xu X, Dong C, Ma B. The Involvement of Insulin-Like Growth Factor 2 Messenger Ribonucleic Acid-Binding Protein 2 in the Regulation of the Expression of Breast Cancer-Related Genes. BREAST CANCER (DOVE MEDICAL PRESS) 2022; 14:311-322. [PMID: 36237482 PMCID: PMC9553167 DOI: 10.2147/bctt.s382566] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/19/2022] [Accepted: 09/22/2022] [Indexed: 11/23/2022]
Abstract
Aim This study investigated the role and mechanism of insulin-like growth factor 2-IGF2BP2 in breast cancer. Methods IGF2BP2 is overexpressed in MDA-MB-231 human breast cancer cells. Thus, RNA sequencing was used to analyze the differentially expressed genes, Cell Counting Kit-8 was used to detect cell proliferation, and a Transwell assay was used to assess cell invasion. Following on from the RNA sequencing results, Interferon-induced protein with tetratricopeptide repeats 2 (IFIT2), chemokine C-C motif ligand 20 (CCL20), chemokine C-C motif ligand 5 (CCL5), and chemokine C-X-C motif ligand 10 (CXCL10) regulated by IGF2BP2 were subjected to real-time reverse transcriptase-polymerase chain reaction verification. Results After IGF2BP2 overexpression, 67 genes were up-regulated, and 87 genes were down-regulated. The gene with the most significant up-regulation was homeobox protein 1 (PROX1), and the gene with the most significant down-regulation was Acidic β-crystallin 4 (CRYBA4). The most enriched gene ontology (GO) terms of up-regulated differentially expressed genes are protein binding and cell membrane and of down-regulated differentially expressed genes they are ion binding, cytoplasm, and response to virus. Kyoto Encyclopedia of Genes and Genomes analysis showed that the up-regulated differential genes were mainly enriched in protein processing, the endoplasmic reticulum, and the regulation of actin cytoskeleton, while down-regulated differential genes were mainly enriched in rheumatoid arthritis, chemokine signaling pathways, toll-like receptor signaling pathways, tumor necrosis factor signaling pathways, cytokine-cytokine receptor interaction, and Notch signaling pathways. IGF2BP2 overexpression significantly promoted the proliferation and invasion of breast cancer cells (P < 0.01). Compared with the control group, the IGF2BP2 overexpression group had significantly increased expressions of IFIT2, CCL20, and CXCL10 (P < 0.05). Conclusion IGF2BP2 may promote the invasion and proliferation of human breast cancer cells by up-regulating breast cancer-related genes, such as IFIT2, CCL20, and CXCL10.
Collapse
Affiliation(s)
- Chao Gao
- State Key Laboratory of Pathogenes, Prevention and Treatment of High Incidence Diseases in Central Asia, Department of Breast and Thyroid Surgery, Affiliated Cancer Hospital of Xinjiang Medical University, Urumqi, People’s Republic of China
| | - Li Li
- State Key Laboratory of Pathogenes, Prevention and Treatment of High Incidence Diseases in Central Asia, Department of Gynecology and surgery, Affiliated Cancer Hospital of Xinjiang Medical University, Urumqi, People’s Republic of China
| | - Xixin Jin
- State Key Laboratory of Pathogenes, Prevention and Treatment of High Incidence Diseases in Central Asia, Department of Breast and Thyroid Surgery, Affiliated Cancer Hospital of Xinjiang Medical University, Urumqi, People’s Republic of China
| | - Xinyu Song
- State Key Laboratory of Pathogenes, Prevention and Treatment of High Incidence Diseases in Central Asia, Department of Breast and Thyroid Surgery, Affiliated Cancer Hospital of Xinjiang Medical University, Urumqi, People’s Republic of China
| | - Huiling Li
- State Key Laboratory of Pathogenes, Prevention and Treatment of High Incidence Diseases in Central Asia, Department of Breast and Thyroid Surgery, Affiliated Cancer Hospital of Xinjiang Medical University, Urumqi, People’s Republic of China
| | - Xiaoli Xu
- State Key Laboratory of Pathogenes, Prevention and Treatment of High Incidence Diseases in Central Asia, Department of Breast and Thyroid Surgery, Affiliated Cancer Hospital of Xinjiang Medical University, Urumqi, People’s Republic of China
| | - Chao Dong
- State Key Laboratory of Pathogenes, Prevention and Treatment of High Incidence Diseases in Central Asia, Department of Breast and Thyroid Surgery, Affiliated Cancer Hospital of Xinjiang Medical University, Urumqi, People’s Republic of China,Correspondence: Chao Dong; Binlin Ma, State Key Laboratory of Pathogenes, Prevention and Treatment of High Incidence Diseases in Central Asia, Department of Breast and Thyroid Surgery, Affiliated Cancer Hospital of Xinjiang Medical University, No. 789 of East Suzhou Street, Urumqi, 830000, People’s Republic of China, Tel +860991-7968088, Fax +860991-7968111, Email ;
| | - Binlin Ma
- State Key Laboratory of Pathogenes, Prevention and Treatment of High Incidence Diseases in Central Asia, Department of Breast and Thyroid Surgery, Affiliated Cancer Hospital of Xinjiang Medical University, Urumqi, People’s Republic of China
| |
Collapse
|
11
|
Zhang L, Emu Q, Zhang H, Wang L, Wei Y, Wang H, Xiang Y. Goat CCL5 promotes cell viability and inflammatory factors production in lung fibroblasts and macrophages. Comp Biochem Physiol C Toxicol Pharmacol 2022; 259:109389. [PMID: 35659595 DOI: 10.1016/j.cbpc.2022.109389] [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: 04/13/2022] [Revised: 05/25/2022] [Accepted: 05/29/2022] [Indexed: 11/30/2022]
Abstract
Inflammatory chemokine CCL5 can mediate the occurrence of inflammatory reactions and participate in various disease processes. (Ch)CCL5 gene of Jintang black goat (Capra hircus, C. hircus) was cloned. The CDS (coding sequences) was 276 bp in length and encoded 91 amino acids. The 26.5 kDa recombinant protein was expressed by Escherichia coli system and purified by Ni-Agarose. The viabilities of primary goat lung fibroblasts could be enhanced after treating with ChCCL5 protein (12.5, 25, 50 μg/mL) (P < 0.05). The expression levels of interleukin-1beta (IL-1β), interleukin 6 (IL-6), tumor necrosis factor (TNF-α), C-C motif chemokine ligand 2 (CCL2) and heat-shock proteins (Hsp70) genes were upregulated after treating with ChCCL5 protein (12.5, 25, 50 μg/mL). Besides, the viabilities and phagocytic abilities of primary mouse peritoneal macrophages could be enhanced after treating with ChCCL5 protein (12.5, 25, 50 μg/mL) (P < 0.05). The expression levels of IL-1β, IL-6, toll-like receptor 4 (TLR4), inducible nitric oxide synthase (iNOs) and TNF-α genes were upregulated after treating with ChCCL5 protein (12.5, 25, 50 μg/mL) (P < 0.05). These results indicated that goat CCL5 might play a role in the inflammatory response by regulating the inflammatory cytokines produced by lung fibroblasts and macrophages.
Collapse
Affiliation(s)
- Ling Zhang
- Key Laboratory of Animal Science of State Ethnic Affairs Commission, Southwest Minzu University, Chengdu 610041, China
| | - Quzhe Emu
- Animal Breeding and Genetics Key Laboratory of Sichuan Province, Animal Science Academy of Sichuan Province, Chengdu 610066, China
| | - Hua Zhang
- Key Laboratory of Animal Science of State Ethnic Affairs Commission, Southwest Minzu University, Chengdu 610041, China
| | - Li Wang
- Key Laboratory of Animal Science of State Ethnic Affairs Commission, Southwest Minzu University, Chengdu 610041, China.
| | - Yong Wei
- Animal Breeding and Genetics Key Laboratory of Sichuan Province, Animal Science Academy of Sichuan Province, Chengdu 610066, China.
| | - Haipeng Wang
- Key Laboratory of Animal Science of State Ethnic Affairs Commission, Southwest Minzu University, Chengdu 610041, China
| | - Yi Xiang
- Key Laboratory of Animal Science of State Ethnic Affairs Commission, Southwest Minzu University, Chengdu 610041, China
| |
Collapse
|
12
|
Araujo JM, De la Cruz-Ku G, Cornejo M, Doimi F, Dyer R, Gomez HL, Pinto JA. Prognostic Capability of TNBC 3-Gene Score among Triple-Negative Breast Cancer Subtypes. Cancers (Basel) 2022; 14:cancers14174286. [PMID: 36077821 PMCID: PMC9454544 DOI: 10.3390/cancers14174286] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2022] [Revised: 08/29/2022] [Accepted: 08/30/2022] [Indexed: 11/16/2022] Open
Abstract
Background: Triple-negative breast cancer (TNBC) is a complex and molecularly heterogeneous entity, with the poorest outcome compared with other breast cancer subtypes. Previously, we developed a TNBC 3-gene score with a significant prognostic capability. This study aims to test the 3-gene score in the different TNBC subtypes. Methods: Data from 204 TNBC patients treated with neoadjuvant chemotherapy were retrieved from public datasets and pooled (GSE25066, GSE58812, and GSE16446). After removing batch effects, cases were classified into Lehman’s TNBC subtypes and then the TNBC 3-gene score was used to evaluate the risk of distant recurrence in each subgroup. In addition, the association with tumor-infiltrating lymphocyte (TILs) levels was evaluated in a retrospective group of 72 TNBC cases. Results: The TNBC 3-gene score was able to discriminate patients with different risks within the pooled cohort (HR = 2.41 for high vs. low risk; 95%CI: 1.50−3.86). The score showed predictive capability in the immunomodulatory subtype (HR = 4.16; 95%CI: 1.63−10.60) and in the mesenchymal stem-like subtype (HR = 18.76; 95%CI: 1.68−208.97). In the basal-like 1, basal-like-2, and mesenchymal subtypes, the observed differential risk patterns showed no statistical significance. The score had poor predictive capability in the luminal androgen receptor subtype (p = 0.765). In addition, a low TNBC 3-gene score was related to a high level of TIL infiltration (p < 0.001). Conclusions: The TNBC 3-gene score is able to predict the risk of distant recurrence in TNBC patients, specifically in the immunomodulatory and mesenchymal stem-like subtype. Despite a small sample size in each subgroup, an improved prognostic capability was seen in TNBC subtypes with tumor-infiltrating components.
Collapse
Affiliation(s)
- Jhajaira M. Araujo
- Centro de Investigación Básica y Traslacional, AUNA Ideas, Lima 15036, Peru
- Escuela Profesional de Medicina Humana, Universidad Privada San Juan Bautista, Lima 15067, Peru
| | - Gabriel De la Cruz-Ku
- Department of Surgery, University of Massachusetts, Worcester, MA 01604, USA
- Universidad Cientifica del Sur, Lima 15067, Peru
| | - Melanie Cornejo
- Centro de Investigación Básica y Traslacional, AUNA Ideas, Lima 15036, Peru
| | - Franco Doimi
- Departamento de Patología, Oncosalud-AUNA, Lima 15036, Peru
| | - Richard Dyer
- Departamento de Patología, Oncosalud-AUNA, Lima 15036, Peru
| | - Henry L. Gomez
- Departamento de Medicina Oncológica, Oncosalud-AUNA, Lima 15036, Peru
| | - Joseph A. Pinto
- Centro de Investigación Básica y Traslacional, AUNA Ideas, Lima 15036, Peru
- Correspondence: ; Tel.: +51-1-5137900 (ext. 2231)
| |
Collapse
|
13
|
Zhang H, Yu X, Yang J, He G, Zhang X, Wu X, Shen L, Zhou Y, Cheng X, Liu X, Zhu Y. Comprehensive analysis of pyroptotic gene prognostic signatures associated with tumor immune microenvironment and genomic mutation in breast cancer. Front Immunol 2022; 13:933779. [PMID: 36090993 PMCID: PMC9453314 DOI: 10.3389/fimmu.2022.933779] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2022] [Accepted: 08/08/2022] [Indexed: 11/16/2022] Open
Abstract
Background Breast cancer is becoming a tumor with the highest morbidity rate, and inflammation-induced cell death namely pyroptosis reportedly plays dual roles in cancers. However, the specific mechanism between pyroptosis and the clinical prognosis of breast cancer patients is indistinct. Hence, novel pyroptosis-related biomarkers and their contributing factors deserve further exploration to predict the prognosis in breast cancer. Methods Pearson’s correlation analysis, and univariate and multivariate Cox regression analysis were utilized to obtain six optimal pyroptosis-related gene prognostic signatures (Pyro-GPS). The risk score of each breast cancer patient was calculated. Next, a Pyro-GPS risk model was constructed and verified in TCGA cohort (n=1,089) and GSE20711 cohort (n=88). Then analyses of immune microenvironment, genomic variation, functional enrichment, drug response and clinicopathologic feature stratification associated with the risk score of Pyro-GPS were performed. Subsequently, a nomogram based on the risk score and several significant clinicopathologic features was established. Ultimately, we further investigated the role of CCL5 in the biological behavior of MDA-MB-231 cell line. Results The low-risk breast cancer patients have better survival outcomes than the high-risk patients. The low-risk patients also show higher immune cell infiltration levels and immune-oncology target expression levels. There is no significant difference in genetic variation between the two risk groups, but the frequency of gene mutations varies. Functional enrichment analysis shows that the low-risk patients are prominently correlated with immune-related pathways, whereas the high-risk patients are enriched in cell cycle, ubiquitination, mismatch repair, homologous recombination and biosynthesis-related pathways. Pyro-GPS is positively correlated with the IC50 of anti-tumor drugs. Furthermore, comprehensive analyses based on risk score and clinicopathological features were performed to predict the prognosis of breast cancer patients. Additionally, in vitro experiments confirmed that breast cancer cells with high expression of CCL5 had weaker proliferation, invasion and metastasis abilities as well as stronger apoptosis and cell cycle arrest abilities. Conclusions The risk score of Pyro-GPS can serve as a promising hallmark to predict the prognosis of BRCA patients. Risk score evaluation may assist to acquire relevant information of tumor immune microenvironment, genomic mutation status, functional pathways and drug sensitivity, and thus provide more effective personalized strategies.
Collapse
Affiliation(s)
- Hongfei Zhang
- Department of Breast Surgery, The First Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Xiafei Yu
- Department of Breast Surgery, The First Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Junzhe Yang
- Department of Breast Surgery, The First Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Gao He
- Department of Breast Surgery, The First Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Xiaoqiang Zhang
- Department of Breast Surgery, The First Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Xian Wu
- Department of Breast Surgery, The First Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Li Shen
- Department of Breast Surgery, The First Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Yi Zhou
- Department of Breast Surgery, The First Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Xuyu Cheng
- Department of Breast Surgery, The First Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Xiaoan Liu
- Department of Breast Surgery, The First Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Yanhui Zhu
- Department of Breast Surgery, The First Affiliated Hospital of Nanjing Medical University, Nanjing, China
| |
Collapse
|
14
|
Cheng D, Wang L, Qu F, Yu J, Tang Z, Liu X. Identification and construction of a 13-gene risk model for prognosis prediction in hepatocellular carcinoma patients. J Clin Lab Anal 2022; 36:e24377. [PMID: 35421268 PMCID: PMC9102505 DOI: 10.1002/jcla.24377] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2021] [Revised: 03/15/2022] [Accepted: 03/16/2022] [Indexed: 11/09/2022] Open
Abstract
We attempted to screen out the feature genes associated with the prognosis of hepatocellular carcinoma (HCC) patients through bioinformatics methods, to generate a risk model to predict the survival rate of patients. Gene expression information of HCC was accessed from GEO database, and differentially expressed genes (DEGs) were obtained through the joint analysis of multi-chip. Functional and pathway enrichment analyses of DEGs indicated that the enrichment was mainly displayed in biological processes such as nuclear division. Based on TCGA-LIHC data set, univariate, LASSO, and multivariate Cox regression analyses were conducted on the DEGs. Then, 13 feature genes were screened for the risk model. Also, the hub genes were examined in our collected clinical samples and GEPIA database. The performance of the risk model was validated by Kaplan-Meier survival analysis and receiver operation characteristic (ROC) curves. While its universality was verified in GSE76427 and ICGC (LIRI-JP) validation cohorts. Besides, through combining patients' clinical features (age, gender, T staging, and stage) and risk scores, univariate and multivariate Cox regression analyses revealed that the risk score was an effective independent prognostic factor. Finally, a nomogram was implemented for 3-year and 5-year overall survival prediction of patients. Our findings aid precision prediction for prognosis of HCC patients.
Collapse
Affiliation(s)
- Daming Cheng
- Department of Hepatobiliary Surgery, Tangshan Gongren Hospital, Tangshan City, China
| | - Libing Wang
- Department of Hepatobiliary Surgery, Tangshan Gongren Hospital, Tangshan City, China
| | - Fengzhi Qu
- Department of Hepatobiliary Surgery, Tangshan Gongren Hospital, Tangshan City, China
| | - Jingkun Yu
- Department of Hepatobiliary Surgery, Tangshan Gongren Hospital, Tangshan City, China
| | - Zhaoyuan Tang
- Department of Hepatobiliary Surgery, Tangshan Gongren Hospital, Tangshan City, China
| | - Xiaogang Liu
- Department of Hepatobiliary Surgery, Tangshan Gongren Hospital, Tangshan City, China
| |
Collapse
|
15
|
Wen Z, Wu L, Wang L, Ou Q, Ma H, Wu Q, Zhang S, Song Y. Comprehensive Genetic Analysis of Tuberculosis and Identification of Candidate Biomarkers. Front Genet 2022; 13:832739. [PMID: 35345666 PMCID: PMC8957076 DOI: 10.3389/fgene.2022.832739] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2021] [Accepted: 02/10/2022] [Indexed: 11/29/2022] Open
Abstract
Purpose: The purpose of this study is to use the data in the GEO database to analyze, screen biomarkers that can diagnose tuberculosis, and verification of candidate biomarkers. Materials and methods: GSE158767 dataset were used to process WGCNA analysis, differential gene analysis, Gene ontology and KEGG analysis, protein-protein network analysis and hub genes analysis. Based on our previous study, the intersect between WGCNA and differential gene analysis could be used as candidate biomarkers. Then, the enzyme-linked immunosorbent assay was used to validate candidate biomarkers, and receiver operating characteristic was used to assess diagnose ability of candidate biomarkers. Results: A total of 412 differential genes were screened. And we obtained 105 overlapping genes between DEGs and WGCNA. GO and KEGG analysis showed that most of the differential genes were significantly enriched in innate immunity. A total of 15 hub genes were screened, and four of them were verified by Enzyme-linked immunosorbent assay. CCL5 performed well in distinguishing the healthy group from the TB group (AUC = 0.723). And CCL19 performed well in distinguishing the TB group from the ORD groups (AUC = 0.811). Conclusion: CCL19, C1Qb, CCL5 and HLA-DMB may play important role in tuberculosis, which indicated four genes may become effective biomarkers and could be conveniently used to facilitate the individual tuberculosis diagnosis in Chinese people.
Collapse
Affiliation(s)
- Zilu Wen
- Department of Scientific Research, Shanghai Public Health Clinical Center, Fudan University, Shanghai, China
| | - Liwei Wu
- Department of Thoracic Surgery, Shanghai Public Health Clinical Center, Fudan University, Shanghai, China
| | - Lin Wang
- Department of Thoracic Surgery, Shanghai Public Health Clinical Center, Fudan University, Shanghai, China
| | - Qinfang Ou
- Department of TB, The fifth people's hospital of Wuxi, Wuxi, China
| | - Hui Ma
- Department of Thoracic Surgery, Shanghai Public Health Clinical Center, Fudan University, Shanghai, China
| | - Qihang Wu
- Department of Thoracic Surgery, Shanghai Public Health Clinical Center, Fudan University, Shanghai, China
| | - Shulin Zhang
- Department of Thoracic Surgery, Shanghai Public Health Clinical Center, Fudan University, Shanghai, China
| | - Yanzheng Song
- Department of Thoracic Surgery, Shanghai Public Health Clinical Center, Fudan University, Shanghai, China.,TB Center, Shanghai Emerging and Re-emerging Infectious Diseases Institute, Shanghai, China
| |
Collapse
|
16
|
Identify potential prognostic indicators and tumor-infiltrating immune cells in pancreatic adenocarcinoma. Biosci Rep 2022; 42:230704. [PMID: 35083488 PMCID: PMC8859426 DOI: 10.1042/bsr20212523] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2021] [Revised: 01/12/2022] [Accepted: 01/26/2022] [Indexed: 11/17/2022] Open
Abstract
Background: Pancreatic adenocarcinoma (PAAD) is a kind of highly malignant tumor and lacks early diagnosis method and effective treatment. Tumor microenvironment (TME) is of great importance for the occurrence and development of PAAD. Thus, a comprehensive overview of genes and tumor-infiltrating immune cells (TICs) related to TME dynamic changes conduce to develop novel therapeutic targets and prognostic indicators. Methods: We used MAlignant Tumors using Expression data (ESTIMATE) algorithm to analyze the transcriptome RNA-seq data of 182 PAAD cases on The Cancer Genome Atlas (TCGA) platform. Gene Ontology (GO), Kyoto Encyclopedia of Genes and Genomes (KEGG), protein–protein interaction (PPI) network, COX regression analysis and gene set enrichment analysis (GSEA) were carried out to get the hub genes related to the prognosis of PAAD patients. These core genes were validated in GEPIA. CXCL10 expression as a poor prognostic indicator was validated in GEO database. Finally, CIBERSORT algorithm was applied to understand the status of TICs. Results: A total of 715 up-regulated differential expression genes (DEGs) and 57 down-regulated DEGs were found simultaneously in stromal and immune groups. These DEGs were mainly enriched in immune recognition, activation and response processes. CD4, CXCL12, CXCL10, CCL5 and CXCL9 were the top five core genes. Then, the validation of these genes showed that CD4, CXCL10, CXCL5, CXCL9 were up-regulated in PAAD. Among the core genes, CXCL10 had a negative correlation with the survival time of PAAD patients. CD8+ T cells, CD4+ T cells memory activated, macrophages M1 had positive correlation of CXCL10 expression, whereas regulatory T cells (Tregs), macrophages M0 and B cells memory had negative correlation. Conclusion: We generated a series of genes related to TME with prognostic implications and TICs in PAAD, which have the potential to be novel immunotherapy targets and prognostic markers. The data showed that CXCL10 was favorable as a poor prognostic indicator in PAAD patients.
Collapse
|
17
|
Hou Y, Zhang G. Identification of immune-infiltrating cell-related biomarkers in hepatocellular carcinoma based on gene co-expression network analysis. Diagn Pathol 2021; 16:57. [PMID: 34218795 PMCID: PMC8255019 DOI: 10.1186/s13000-021-01118-y] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2021] [Accepted: 06/14/2021] [Indexed: 12/24/2022] Open
Abstract
Background Hepatocellular carcinoma (HCC) is often caused by chronic liver infection or inflammation. Searching for potential immunotherapy targets will aid the early diagnosis and treatment of HCC. Methods Firstly, detailed HCC data were downloaded from The Cancer Genome Atlas database. GDCRNATools was used for the comprehensive analysis of RNA sequencing data. Subsequently, the CIBERSORT package was used to estimate infiltration scores of 22 types of immune cells in complex samples. Furthermore, hub genes were identified via weighted gene co-expression network analysis (WGCNA) and protein-protein interaction (PPI) network analysis. In addition, multiple databases were used to validate the expression of hub gene in the tumor tissue. Finally, prognostic, diagnostic and immunohistochemical analysis of key hub genes was performed. Results In the present study, 9 hub genes were identified using WGCNA and PPI network analysis. Furthermore, the expression levels of 9 genes were positively correlated with the infiltration levels of CD8-positive T (CD8+ T) cells. In multiple dataset validations, the expression levels of CCL5, CXCR6, CD3E, and LCK were decreased in cancer tissues. In addition, survival analysis revealed that patients with LCK low expression had a poor survival prognosis (P < 0.05). Immunohistochemistry results demonstrated that CCL5, CD3E and LCK were expressed at low levels in HCC cancer tissues. Conclusion The identification of CCL5, CXCR6, CD3E and LCK may be helpful in the development of early diagnosis and therapy of HCC. LCK may be a potential prognostic biomarker for immunotherapy for HCC. Supplementary Information The online version contains supplementary material available at 10.1186/s13000-021-01118-y.
Collapse
Affiliation(s)
- Yinghui Hou
- Department of Gastroenterology, The Second People's Hospital of Liaocheng City, No.306 Jiankang Street, Linqing City, 252600, Shandong Province, China
| | - Guizhi Zhang
- Department of Gastroenterology, The Second People's Hospital of Liaocheng City, No.306 Jiankang Street, Linqing City, 252600, Shandong Province, China.
| |
Collapse
|
18
|
Bozic T, Sersa G, Kranjc Brezar S, Cemazar M, Markelc B. Gene electrotransfer of proinflammatory chemokines CCL5 and CCL17 as a novel approach of modifying cytokine expression profile in the tumor microenvironment. Bioelectrochemistry 2021; 140:107795. [PMID: 33789177 DOI: 10.1016/j.bioelechem.2021.107795] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2020] [Revised: 02/22/2021] [Accepted: 02/23/2021] [Indexed: 11/19/2022]
Abstract
The effectiveness of immunotherapy highly correlates with the degree and the type of infiltrated immune cells in the tumor tissue. Treatments based on modifying the immune cell infiltrate of the tumor microenvironment are thus gaining momentum. Therefore, the aim of our study was to investigate the effects of gene therapy with two proinflammatory chemokines CCL5 and CCL17 on inflammatory cytokine expression profile and immune cell infiltrate in two murine breast tumor models, 4T1 and E0771, and two murine colon tumor models, CT26 and MC38. In vitro, lipofection of plasmid DNA encoding CCL5 or CCL17 resulted in changes in the cytokine expression profile similar to control plasmid DNA, implying that the main driver of these changes was the entry of foreign DNA into the cell's cytosol. In vivo, gene electrotransfer resulted in high expression levels of both Ccl5 and Ccl17 transgenes in the 4T1 and CT26 tumor models. Besides a minor increase in the survival of the treated mice, the therapy also resulted in increased expression of Cxcl9 and Ifnγ, potent activators of the immune system, in CT26 tumors. However, this was not recapitulated in changes of TME, implying that a further refinement of the dosing schedule is needed.
Collapse
Affiliation(s)
- T Bozic
- Department of Experimental Oncology, Institute of Oncology Ljubljana, Zaloska cesta 2, SI-1000 Ljubljana, Slovenia; Faculty of Medicine, University of Ljubljana, Vrazov trg 2, SI-1000 Ljubljana, Slovenia
| | - G Sersa
- Department of Experimental Oncology, Institute of Oncology Ljubljana, Zaloska cesta 2, SI-1000 Ljubljana, Slovenia; Faculty of Health Sciences, University of Ljubljana, Zdravstvena pot 5, SI-1000 Ljubljana, Slovenia
| | - S Kranjc Brezar
- Department of Experimental Oncology, Institute of Oncology Ljubljana, Zaloska cesta 2, SI-1000 Ljubljana, Slovenia
| | - M Cemazar
- Department of Experimental Oncology, Institute of Oncology Ljubljana, Zaloska cesta 2, SI-1000 Ljubljana, Slovenia; Faculty of Health Sciences, University of Primorska, Polje 42, SI-6310 Izola, Slovenia.
| | - B Markelc
- Department of Experimental Oncology, Institute of Oncology Ljubljana, Zaloska cesta 2, SI-1000 Ljubljana, Slovenia; Faculty of Health Sciences, University of Ljubljana, Zdravstvena pot 5, SI-1000 Ljubljana, Slovenia.
| |
Collapse
|
19
|
Molehin D, Rasha F, Rahman RL, Pruitt K. Regulation of aromatase in cancer. Mol Cell Biochem 2021; 476:2449-2464. [PMID: 33599895 DOI: 10.1007/s11010-021-04099-0] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2020] [Accepted: 02/04/2021] [Indexed: 12/21/2022]
Abstract
The regulation of aromatase, an enzyme involved in the biosynthesis of estrogen in normal and cancer cells, has been associated with growth factor signaling and immune response modulation. The tissue-specific regulatory roles of these factors are of particular importance as local aromatase expression is strongly linked to cancer development/progression and disease outcomes in patients. Therefore, aromatase has become a chemotherapeutic target and aromatase inhibitors (AIs) are used in the clinic for treating hormone-dependent cancers. Although AIs have shown promising results in the treatment of cancers, the emerging increase in AI-resistance necessitates the development of new and improved targeted therapies. This review discusses the role of tumor and stromal-derived growth factors and immune cell modulators in regulating aromatase. Current single-agent and combination therapies with or without AIs targeting growth factors and immune checkpoints are also discussed. This review highlights recent studies that show new connections between growth factors, mediators of immune response, and aromatase regulation.
Collapse
Affiliation(s)
- Deborah Molehin
- Department of Immunology & Molecular Microbiology, Texas Tech University Health Sciences Center, Lubbock, TX, USA
| | - Fahmida Rasha
- Department of Immunology & Molecular Microbiology, Texas Tech University Health Sciences Center, Lubbock, TX, USA
| | | | - Kevin Pruitt
- Department of Immunology & Molecular Microbiology, Texas Tech University Health Sciences Center, Lubbock, TX, USA. .,Department of Immunology & Molecular Microbiology, Texas Tech University Health Sciences Center, 3601 4th Street, Lubbock, TX, 79430-6591, USA.
| |
Collapse
|
20
|
Lin XD, Lin N, Lin TT, Wu YP, Huang P, Ke ZB, Lin YZ, Chen SH, Zheng QS, Wei Y, Xue XY, Lin RJ, Xu N. Identification of marker genes and cell subtypes in castration-resistant prostate cancer cells. J Cancer 2021; 12:1249-1257. [PMID: 33442423 PMCID: PMC7797644 DOI: 10.7150/jca.49409] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2020] [Accepted: 12/01/2020] [Indexed: 12/15/2022] Open
Abstract
The diverse tumor cell populations may be the critical roles in relapse and resistance to treatment in prostate cancer patients. This study aimed to identify new marker genes and cell subtypes among castration-resistant prostate cancer (CRPC) cells. We downloaded single-cell RNA seq profiles (GSE67980) from the Gene Expression Omnibus (GEO) database. Principal component (PC) analysis and t-Distributed Stochastic Neighbor Embedding (TSNE) analysis were performed to identify marker genes. CRPC cells were clustered and annotated. GO and Kyoto Encyclopedia of Genes and Genomes (KEGG) analyses among marker genes were performed. A total of 1500 genes with larger standardized variance were obtained. The top 20 genes were demonstrated in each identified 20 PCs. PC with P-value < 0.05 was selected, including PC1, PC7, PC8, and PC14. The TSNE analysis classified cells as two clusters. The top 6 genes in cluster 0 included HBB, CCL5, SLITRK4, GZMB, BBIP1, and PF4V1. Plus, the top 6 genes in cluster 1 included MLEC, CCT8, CCT3, EPCAM, TMPRSS2, EIF4G2. The GO analysis revealed that these marker genes were mainly enriched in RNA catabolic process, translational initiation, mitochondrial inner membrane, cytosolic part, ribosome, cell adhesion molecule binding, cadherin binding, and structural constituent of ribosome. The KEGG analysis showed that these marker genes mainly enriched in metabolism associated pathways, including carbon metabolism, cysteine and methionine metabolism, propanoate metabolism, pyruvate metabolism, and citrate cycle pathways. To conclude, our results provide essential insights into the spectrum of cellular heterogeneity within human CRPC cells. These marker genes, GO terms and pathways may be critical in the development and progression of human CRPC.
Collapse
Affiliation(s)
- Xiao-Dan Lin
- Department of Urology, the First Affiliated Hospital of Fujian Medical University, Fuzhou 350005, China
| | - Ning Lin
- Department of Urology, the First Affiliated Hospital of Fujian Medical University, Fuzhou 350005, China
| | - Ting-Ting Lin
- Department of Urology, the First Affiliated Hospital of Fujian Medical University, Fuzhou 350005, China
| | - Yu-Peng Wu
- Department of Urology, the First Affiliated Hospital of Fujian Medical University, Fuzhou 350005, China
| | - Peng Huang
- Department of Urology, the First Affiliated Hospital of Fujian Medical University, Fuzhou 350005, China
| | - Zhi-Bin Ke
- Department of Urology, the First Affiliated Hospital of Fujian Medical University, Fuzhou 350005, China
| | - Yun-Zhi Lin
- Department of Urology, the First Affiliated Hospital of Fujian Medical University, Fuzhou 350005, China
| | - Shao-Hao Chen
- Department of Urology, the First Affiliated Hospital of Fujian Medical University, Fuzhou 350005, China
| | - Qing-Shui Zheng
- Department of Urology, the First Affiliated Hospital of Fujian Medical University, Fuzhou 350005, China
| | - Yong Wei
- Department of Urology, the First Affiliated Hospital of Fujian Medical University, Fuzhou 350005, China
| | - Xue-Yi Xue
- Department of Urology, the First Affiliated Hospital of Fujian Medical University, Fuzhou 350005, China
| | - Rong-Jin Lin
- Department of Nursing, the First Affiliated Hospital of Fujian Medical University, Fuzhou 350005, China
| | - Ning Xu
- Department of Urology, the First Affiliated Hospital of Fujian Medical University, Fuzhou 350005, China
| |
Collapse
|
21
|
Ramirez-Valles EG, Rodríguez-Pulido A, Barraza-Salas M, Martínez-Velis I, Meneses-Morales I, Ayala-García VM, Alba-Fierro CA. A Quest for New Cancer Diagnosis, Prognosis and Prediction Biomarkers and Their Use in Biosensors Development. Technol Cancer Res Treat 2020; 19:1533033820957033. [PMID: 33107395 PMCID: PMC7607814 DOI: 10.1177/1533033820957033] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023] Open
Abstract
Traditional techniques for cancer diagnosis, such as nuclear magnetic resonance, ultrasound and tissue analysis, require sophisticated devices and highly trained personnel, which are characterized by elevated operation costs. The use of biomarkers has emerged as an alternative for cancer diagnosis, prognosis and prediction because their measurement in tissues or fluids, such as blood, urine or saliva, is characterized by shorter processing times. However, the biomarkers used currently, and the techniques used for their measurement, including ELISA, western-blot, polymerase chain reaction (PCR) or immunohistochemistry, possess low sensitivity and specificity. Therefore, the search for new proteomic, genomic or immunological biomarkers and the development of new noninvasive, easier and cheaper techniques that meet the sensitivity and specificity criteria for the diagnosis, prognosis and prediction of this disease has become a relevant topic. The purpose of this review is to provide an overview about the search for new cancer biomarkers, including the strategies that must be followed to identify them, as well as presenting the latest advances in the development of biosensors that possess a high potential for cancer diagnosis, prognosis and prediction, mainly focusing on their relevance in lung, prostate and breast cancers.
Collapse
Affiliation(s)
- Eda G Ramirez-Valles
- Facultad de Ciencias Químicas, Universidad Juárez del Estado de Durango, Dgo, Mexico
| | | | - Marcelo Barraza-Salas
- Facultad de Ciencias Químicas, Universidad Juárez del Estado de Durango, Dgo, Mexico
| | - Isaac Martínez-Velis
- Facultad de Ciencias Químicas, Universidad Juárez del Estado de Durango, Dgo, Mexico
| | - Iván Meneses-Morales
- Facultad de Ciencias Químicas, Universidad Juárez del Estado de Durango, Dgo, Mexico
| | - Víctor M Ayala-García
- Facultad de Ciencias Químicas, Universidad Juárez del Estado de Durango, Dgo, Mexico
| | - Carlos A Alba-Fierro
- Facultad de Ciencias Químicas, Universidad Juárez del Estado de Durango, Dgo, Mexico
| |
Collapse
|
22
|
Karin N. The Development and Homing of Myeloid-Derived Suppressor Cells: From a Two-Stage Model to a Multistep Narrative. Front Immunol 2020; 11:557586. [PMID: 33193327 PMCID: PMC7649122 DOI: 10.3389/fimmu.2020.557586] [Citation(s) in RCA: 43] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2020] [Accepted: 09/03/2020] [Indexed: 12/12/2022] Open
Abstract
Myeloid-derived suppressor cells (MDSC) represent a heterogeneous population of immature myeloid cells. Under normal conditions, they differentiate into macrophages, dendritic cells, and granulocytes. Under pathological conditions, such as chronic inflammation, or cancer, they tend to maintain their immature state as immature myeloid cells that, within the tumor microenvironment, become suppressor cells and assist tumor escape from immune eradication. MDSC are comprised of two major subsets: monocytic MDSC (M-MDSC) and polymorphonuclear MDSC (PMN-MDSC). Monocytic myeloid cells give rise to monocytic cells, whereas PMN-MDSC share similarities with neutrophils. Based on their biological activities, a two-stage model that includes the mobilization of the periphery as myeloid cells and their activation within the tumor microenvironment converting them into suppressor cells was previously suggested by D. Gabrilovich. From the migratory viewpoint, we are suggesting a more complex setup. It starts with crosstalk between the tumor site and the hematopoietic stem and progenitor cells (HSPCs) at the bone marrow (BM) and secondary lymphatic organs, resulting in rapid myelopoiesis followed by mobilization to the blood. Although myelopoiesis is coordinated by several cytokines and transcription factors, mobilization is selectively directed by chemokine receptors and may differ between M-MDSC and PMN-MDSC. These myeloid cells may then undergo further expansion at these secondary lymphatic organs and then home to the tumor site. Finally, selective homing of T cell subsets has been associated with retention at the target organs directed by adhesion molecules or chemokine receptors. The possible relevance to myeloid cells is still speculative but is discussed.
Collapse
Affiliation(s)
- Nathan Karin
- Department of Immunology, Faculty of Medicine, Technion-Israel Institute of Technology, Haifa, Israel
| |
Collapse
|
23
|
Fujimoto Y, Inoue N, Morimoto K, Watanabe T, Hirota S, Imamura M, Matsushita Y, Katagiri T, Okamura H, Miyoshi Y. Significant association between high serum CCL5 levels and better disease-free survival of patients with early breast cancer. Cancer Sci 2019; 111:209-218. [PMID: 31724785 PMCID: PMC6942441 DOI: 10.1111/cas.14234] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2019] [Revised: 10/10/2019] [Accepted: 10/25/2019] [Indexed: 12/26/2022] Open
Abstract
Analysis of anticancer immunity aids in assessing the prognosis of patients with breast cancer. From 250 operated breast cancers, we focused on serum levels of C‐C motif chemokine ligand 5 (CCL5), which is involved in cancer immune reactions. Serum levels of CCL5 were measured using a cytometric bead‐based immunoassay kit and CCL5 expression in cancer cells was determined using immunohistochemical staining. In addition, mRNA in cancer and stromal cells was analyzed by microdissection and comparison with the public dataset. Disease‐free survival (DFS) of patients with high CCL5 levels (cut‐off, 13.87 ng/mL; n = 192) was significantly better than those with low CCL5 levels (n = 58; hazard ratio, 0.20; 95% confidence interval, 0.10‐0.39; P < .0001). An improved overall survival was observed in patients with high CCL5 levels compared to those with low CCL5 levels (P = .024). On the contrary, high immunohistochemical expression of CCL5 in cancer cells was significantly associated with decreased DFS. As serum CCL5 levels did not correlate with CCL5 expression in cancer cells and the relative expression of mRNA CCL5 was elevated in stromal cells in relation to cancer cells, serum CCL5 might be derived not from cancer cells, but from stromal cells. Expression of CCL5 in serum, but not in cancer cells, might contribute to improved patient prognosis mediating through not only immune reaction, but through other mechanisms. Determination of circulating CCL5 levels could be useful for predicting patient prognosis.
Collapse
Affiliation(s)
- Yukie Fujimoto
- Division of Breast and Endocrine Surgery, Department of Surgery, Hyogo College of Medicine, Nishinomiya, Japan
| | - Natsuko Inoue
- Division of Breast and Endocrine Surgery, Department of Surgery, Hyogo College of Medicine, Nishinomiya, Japan
| | - Koji Morimoto
- Osaka Ryokuryo High School, Fujiidera, Japan.,Department of Surgery, National Hospital Organization Osaka National Hospital, Osaka, Japan.,Biofunctional Synthetic Chemistry Laboratory, RIKEN Cluster for Pioneering Research, Wako, Japan
| | - Takahiro Watanabe
- Department of Surgical Pathology, Hyogo College of Medicine, Nishinomiya, Japan
| | - Seiichi Hirota
- Department of Surgical Pathology, Hyogo College of Medicine, Nishinomiya, Japan
| | - Michiko Imamura
- Division of Breast and Endocrine Surgery, Department of Surgery, Hyogo College of Medicine, Nishinomiya, Japan
| | - Yosuke Matsushita
- Division of Genome Medicine, Institute for Genome Research, Tokushima University, Tokushima, Japan
| | - Toyomasa Katagiri
- Division of Genome Medicine, Institute for Genome Research, Tokushima University, Tokushima, Japan
| | - Haruki Okamura
- Laboratory of Tumor Immunology and Cell Therapy, Hyogo College of Medicine, Nishinomiya, Japan
| | - Yasuo Miyoshi
- Division of Breast and Endocrine Surgery, Department of Surgery, Hyogo College of Medicine, Nishinomiya, Japan
| |
Collapse
|