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Li D, Wang Z, Yu Q, Wang J, Wu R, Tuo Z, Yoo KH, Wusiman D, Ye L, Guo Y, Yang Y, Shao F, Shu Z, Okoli U, Cho WC, Wei W, Feng D. Tracing the Evolution of Sex Hormones and Receptor-Mediated Immune Microenvironmental Differences in Prostate and Bladder Cancers: From Embryonic Development to Disease. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2025:e2407715. [PMID: 40007149 DOI: 10.1002/advs.202407715] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/08/2024] [Revised: 11/26/2024] [Indexed: 02/27/2025]
Abstract
The bladder and prostate originate from the urogenital sinus. However, bladder cancer (BC) is usually classified as an immune "hot" tumor, whereas prostate cancer (PCa) is deemed as an immune "cold" tumor according to the tumor microenvironment (TME) and clinical outcomes. To investigate the immune differences between BC and PCa, studies are compared focusing on immune regulation mediated by sex hormones and receptors to identify key genes and pathways responsible for the immune differences. From a developmental perspective, it is shown that PCa and BC activate genes and pathways similar to those in the developmental stage. During prostate development, the differential expression and function of the androgen receptor (AR) across cell types may contribute to its dual role in promoting and inhibiting immunity in different cells. Androgen deprivation therapy affects AR function in different cells within the TME, influencing immune cell infiltration and antitumor function. Additionally, estrogenα and estrogenβ exert contrasting effects in PCa and BC, which may hold the potential for modifying the "cold" and "hot" tumor phenotypes. Future research should target key genes and pathways involved in bladder development to clarify the immune regulatory similarities and differences between BC and PCa.
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Affiliation(s)
- Dengxiong Li
- Department of Urology, Institute of Urology, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Zhipeng Wang
- Department of Urology, Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, 610041, China
| | - Qingxin Yu
- Department of pathology, Ningbo Clinical Pathology Diagnosis Center, Ningbo City, Zhejiang Province, 315211, China
| | - Jie Wang
- Department of Urology, Institute of Urology, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Ruicheng Wu
- Department of Urology, Institute of Urology, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Zhouting Tuo
- Department of Urological Surgery, Daping Hospital, Army Medical Center of PLA, Army Medical University, Chongqing, 404100, China
| | - Koo Han Yoo
- Department of Urology, Kyung Hee University, Seoul, 04510, South Korea
| | - Dilinaer Wusiman
- Department of Comparative Pathobiology, College of Veterinary Medicine, Purdue University, West Lafayette, IN, 47907, USA
- Purdue Institute for Cancer Research, Purdue University, West Lafayette, IN, 47907, USA
| | - Luxia Ye
- Department of Public Research Platform, Taizhou Hospital of Zhejiang Province Affiliated to Wenzhou Medical University, Linhai, 317000, China
| | - Yiqing Guo
- Department of Public Research Platform, Taizhou Hospital of Zhejiang Province Affiliated to Wenzhou Medical University, Linhai, 317000, China
| | - Yubo Yang
- Department of Urology, Three Gorges Hospital, Chongqing University, Wanzhou, Chongqing, 404000, China
| | - Fanglin Shao
- Department of Rehabilitation, The Affiliated Hospital of Southwest Medical University, Luzhou, 646000, P. R. China
| | - Ziyu Shu
- Department of Earth Science and Engineering, Imperial College London, London, SW7 2AZ, UK
- Joint International Research Laboratory of Green Buildings and Built Environments (Ministry of Education), Chongqing University, Chongqing, 400045, China
| | - Uzoamaka Okoli
- Division of Surgery & Interventional Science, University College London, London, W1W 7TS, UK
- Basic and Translational Cancer Research Group, Department of Pharmacology and Therapeutics, College of Medicine, University of Nigeria, Enugu State, Nsukka, 410001, Eastern part of Nigeria
| | - William C Cho
- Department of Clinical Oncology, Queen Elizabeth Hospital, Hong Kong, SAR, 999077, China
| | - Wuran Wei
- Department of Urology, Institute of Urology, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Dechao Feng
- Department of Urology, Institute of Urology, West China Hospital, Sichuan University, Chengdu, 610041, China
- Division of Surgery & Interventional Science, University College London, London, W1W 7TS, UK
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Tan C, Li C, Ge R, Zhang W, Wu Z, Wang S, Cui H, Wang X, Zhang L. Mcl-1 downregulation enhances BCG treatment efficacy in bladder cancer by promoting macrophage polarization. Cancer Cell Int 2025; 25:48. [PMID: 39955585 PMCID: PMC11830210 DOI: 10.1186/s12935-025-03676-3] [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: 05/11/2024] [Accepted: 02/04/2025] [Indexed: 02/17/2025] Open
Abstract
BACKGROUND Bacillus Calmette-Guérin (BCG) is the primary method of postoperative perfusion treatment for bladder cancer. The myeloid cell leukemia gene-1 (Mcl-1) is closely associated with the development of malignant tumors. Previous research by our group has demonstrated that downregulating Mcl-1 using shRNA can enhance the efficacy of BCG treatment in bladder cancer. This study aims to investigate the impact of Mcl-1 downregulation in combination with BCG treatment on bladder cancer, macrophage polarization, and the underlying mechanism of action, with the goal of reducing recurrence and metastasis in bladder cancer. METHODS The GSE190529 dataset was analyzed to identify differential genes for enrichment analysis. The WGCNA algorithm was then employed to pinpoint gene modules closely associated with the Mcl-1 gene. The overlapping genes between these modules and the differentially expressed genes were subjected to enrichment analysis in GO and KEGG pathways to unveil crucial signaling pathways. In vitro experiments involved the co-culture of Raw264.7 macrophages and MB49 to establish a tumor microenvironment model, while in vivo experiments utilized an MNU-induced rat bladder cancer model. Various methods including Enzyme-Linked Immunosorbent Assay (ELISA), Western blot, immunofluorescence, HE staining, etc. were utilized to assess macrophage polarization and the expression of proteins linked to the ASK1/MKK7/JNK/cJUN signaling pathway. RESULTS Bioinformatics analysis indicates that the therapeutic mechanism of Mcl-1 in BCG treatment for bladder cancer may be linked to the Mitogen-Activated Protein Kinase (MAPK) signaling pathway. Both in vivo and in vitro experiments have demonstrated that the combination of BCG treatment and Mcl-1shRNA intervention results in elevated expression of M1 markers (TNF-α, CD86, INOS) and reduced expression of M2 markers (IL-10, CD206, Arg-1). Moreover, there was a notable increase in protein levels of P-ASK1, P-MKK7, P-JNK, P-cJUN, and CX43, leading to a significant rise in the apoptosis rate of bladder cancer cells and diminished proliferation, migration, and invasion capabilities. The expression of these markers can be reversed by employing the JNK signaling pathway inhibitor SP600125. CONCLUSION Down-regulation of Mcl-1 promotes the polarization of macrophages towards the M1 type through activation of the ASK1/MKK7/JNK signaling pathway. This enhances intercellular communication and improves the efficacy of BCG in bladder cancer treatment.
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Affiliation(s)
- Caixia Tan
- Department of Pathophysiology, Shihezi University School of Medicine, Shihezi, Xinjiang, China
- Xinjiang Key Laboratory of Endemic and Ethnic Diseases, Shihezi University School of Medicine, Shihezi, Xinjiang, China
- NHC Key Laboratory of Prevention and Treatment of Central Asia High Incidence Diseases, Shihezi, Xinjiang, China
| | - Chen Li
- Department of Pathophysiology, Shihezi University School of Medicine, Shihezi, Xinjiang, China
- Xinjiang Key Laboratory of Endemic and Ethnic Diseases, Shihezi University School of Medicine, Shihezi, Xinjiang, China
- NHC Key Laboratory of Prevention and Treatment of Central Asia High Incidence Diseases, Shihezi, Xinjiang, China
- The First Affiliated Hospital of Shihezi University, Shihezi, Xinjiang, China
| | - Ruihan Ge
- Department of Pathophysiology, Shihezi University School of Medicine, Shihezi, Xinjiang, China
- Xinjiang Key Laboratory of Endemic and Ethnic Diseases, Shihezi University School of Medicine, Shihezi, Xinjiang, China
- NHC Key Laboratory of Prevention and Treatment of Central Asia High Incidence Diseases, Shihezi, Xinjiang, China
| | - Wei Zhang
- Department of Pathophysiology, Shihezi University School of Medicine, Shihezi, Xinjiang, China
- Xinjiang Key Laboratory of Endemic and Ethnic Diseases, Shihezi University School of Medicine, Shihezi, Xinjiang, China
- NHC Key Laboratory of Prevention and Treatment of Central Asia High Incidence Diseases, Shihezi, Xinjiang, China
| | - Ziyi Wu
- Xinjiang Key Laboratory of Endemic and Ethnic Diseases, Shihezi University School of Medicine, Shihezi, Xinjiang, China
- NHC Key Laboratory of Prevention and Treatment of Central Asia High Incidence Diseases, Shihezi, Xinjiang, China
- The First Affiliated Hospital of Shihezi University, Shihezi, Xinjiang, China
| | - Shengpeng Wang
- Xinjiang Key Laboratory of Endemic and Ethnic Diseases, Shihezi University School of Medicine, Shihezi, Xinjiang, China
- NHC Key Laboratory of Prevention and Treatment of Central Asia High Incidence Diseases, Shihezi, Xinjiang, China
- The First Affiliated Hospital of Shihezi University, Shihezi, Xinjiang, China
| | - Haotian Cui
- Department of Pathophysiology, Shihezi University School of Medicine, Shihezi, Xinjiang, China
- Xinjiang Key Laboratory of Endemic and Ethnic Diseases, Shihezi University School of Medicine, Shihezi, Xinjiang, China
- NHC Key Laboratory of Prevention and Treatment of Central Asia High Incidence Diseases, Shihezi, Xinjiang, China
| | - Xinmin Wang
- Xinjiang Key Laboratory of Endemic and Ethnic Diseases, Shihezi University School of Medicine, Shihezi, Xinjiang, China.
- NHC Key Laboratory of Prevention and Treatment of Central Asia High Incidence Diseases, Shihezi, Xinjiang, China.
- The First Affiliated Hospital of Shihezi University, Shihezi, Xinjiang, China.
| | - Le Zhang
- Department of Pathophysiology, Shihezi University School of Medicine, Shihezi, Xinjiang, China.
- Xinjiang Key Laboratory of Endemic and Ethnic Diseases, Shihezi University School of Medicine, Shihezi, Xinjiang, China.
- NHC Key Laboratory of Prevention and Treatment of Central Asia High Incidence Diseases, Shihezi, Xinjiang, China.
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Cesano A, Augustin R, Barrea L, Bedognetti D, Bruno TC, Carturan A, Hammer C, Ho WS, Kather JN, Kirchhoff T, Lu RO, McQuade J, Najjar YG, Pietrobon V, Ruella M, Shen R, Soldati L, Spencer C, Betof Warner A, Warren S, Ziv E, Marincola FM. Advances in the understanding and therapeutic manipulation of cancer immune responsiveness: a Society for Immunotherapy of Cancer (SITC) review. J Immunother Cancer 2025; 13:e008876. [PMID: 39824527 PMCID: PMC11749597 DOI: 10.1136/jitc-2024-008876] [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: 01/19/2024] [Accepted: 12/12/2024] [Indexed: 01/20/2025] Open
Abstract
Cancer immunotherapy-including immune checkpoint inhibition (ICI) and adoptive cell therapy (ACT)-has become a standard, potentially curative treatment for a subset of advanced solid and liquid tumors. However, most patients with cancer do not benefit from the rapidly evolving improvements in the understanding of principal mechanisms determining cancer immune responsiveness (CIR); including patient-specific genetically determined and acquired factors, as well as intrinsic cancer cell biology. Though CIR is multifactorial, fundamental concepts are emerging that should be considered for the design of novel therapeutic strategies and related clinical studies. Recent advancements as well as novel approaches to address the limitations of current treatments are discussed here, with a specific focus on ICI and ACT.
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Affiliation(s)
| | - Ryan Augustin
- University of Pittsburgh Department of Medicine, Pittsburgh, Pennsylvania, USA
- Mayo Clinic, Rochester, Minnesota, USA
| | | | | | - Tullia C Bruno
- University of Pittsburgh, UPMC Hillman Cancer Center, Pittsburgh, Pennsylvania, USA
| | | | | | - Winson S Ho
- University of California San Francisco, San Francisco, California, USA
| | - Jakob Nikolas Kather
- Else Kroener Fresenius Center for Digital Health, Technical University Dresden, Dresden, Germany
| | - Tomas Kirchhoff
- Laura and Isaac Perlmutter Cancer Center, New York University Grossman School of Medicine, New York University Langone Health, New York, NY, USA
| | - Rongze O Lu
- UCSF Helen Diller Family Comprehensive Cancer Center, San Francisco, California, USA
| | - Jennifer McQuade
- University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Yana G Najjar
- UPMC Hillman Cancer Center, Pittsburgh, Pennsylvania, USA
| | | | - Marco Ruella
- University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Rhine Shen
- Kite Pharma Inc, Santa Monica, California, USA
| | | | - Christine Spencer
- Parker Institute for Cancer Immunotherapy, San Francisco, California, USA
| | | | | | - Elad Ziv
- University of California San Francisco, San Francisco, California, USA
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Huang T, Fan L, Tang J, Chen S, Du G, Zhang N. Advances in research on the carcinogenic mechanisms and therapeutic potential of YAP1 in bladder cancer (Review). Oncol Rep 2025; 53:10. [PMID: 39540392 PMCID: PMC11599795 DOI: 10.3892/or.2024.8843] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2024] [Accepted: 09/25/2024] [Indexed: 11/16/2024] Open
Abstract
Bladder cancer is the most common malignant tumor of the urinary system with high morbidity and no clear pathogenesis. The Hippo signaling pathway is an evolutionarily conserved pathway that regulates organ size and maintains tissue homeostasis. Yes‑associated protein 1 (YAP1) is a key effector of this pathway and regulates downstream target genes by binding to transcriptional co‑activators with PDZ binding sequences (TAZ). Several studies have demonstrated that YAP1 is overexpressed in bladder cancer and is involved in adverse outcomes such as bladder cancer occurrence, progression, resistance to cisplatin and the recurrence of tumours. The present review summarized the involvement of YAP1 in bladder cancer disease onset and progression, and the mechanism of YAP1 involvement in bladder cancer treatment. In addition, this study further explored the potential of YAP1 in the diagnosis and treatment of bladder cancer. This study aimed to explore the potential mechanism of YAP1 in the treatment of bladder cancer.
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Affiliation(s)
- Tianyu Huang
- Department of Urology, The Affiliated Hospital of Zunyi Medical University, Zunyi, Guizhou 563000, P.R. China
| | - Longmei Fan
- Department of Urology, The Affiliated Hospital of Zunyi Medical University, Zunyi, Guizhou 563000, P.R. China
| | - Jiajia Tang
- Department of Urology, The Affiliated Hospital of Zunyi Medical University, Zunyi, Guizhou 563000, P.R. China
| | - Shicheng Chen
- Department of Urology, The Second Affiliated Hospital of Zunyi Medical University, Zunyi, Guizhou 563000, P.R. China
| | - Guotu Du
- Department of Urology, The Affiliated Hospital of Zunyi Medical University, Zunyi, Guizhou 563000, P.R. China
| | - Neng Zhang
- Department of Urology, The Affiliated Hospital of Zunyi Medical University, Zunyi, Guizhou 563000, P.R. China
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Tong T, Huang M, Yan B, Lin B, Yu J, Teng Q, Li P, Pang J. Hippo signaling modulation and its biological implications in urological malignancies. Mol Aspects Med 2024; 98:101280. [PMID: 38870717 DOI: 10.1016/j.mam.2024.101280] [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: 12/19/2023] [Revised: 03/27/2024] [Accepted: 05/19/2024] [Indexed: 06/15/2024]
Abstract
Although cancer diagnosis and treatment have rapidly advanced in recent decades, urological malignancies, which have high morbidity and mortality rates, are among the most difficult diseases to treat. The Hippo signaling is an evolutionarily conserved pathway in organ size control and tissue homeostasis maintenance. Its downstream effectors, Yes-associated protein (YAP) and transcriptional coactivator with PDZ-binding motif (TAZ), are key modulators of numerous physiological and pathological processes. Recent work clearly indicates that Hippo signaling is frequently altered in human urological malignancies. In this review, we discuss the disparate viewpoints on the upstream regulators of YAP/TAZ and their downstream targets and systematically summarize the biological implications. More importantly, we highlight the molecular mechanisms involved in Hippo-YAP signaling to improve our understanding of its role in every stage of prostate cancer, bladder cancer and kidney cancer progression. A better understanding of the biological outcomes of YAP/TAZ modulation will contribute to the establishment of future therapeutic approaches.
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Affiliation(s)
- Tongyu Tong
- Department of Urology, Pelvic Floor Disorders Center, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, Guangdong, 518107, China; Scientific Research Center, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, Guangdong, 518107, China
| | - Mengjun Huang
- Department of Urology, Pelvic Floor Disorders Center, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, Guangdong, 518107, China; Scientific Research Center, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, Guangdong, 518107, China
| | - Binyuan Yan
- Department of Urology, Pelvic Floor Disorders Center, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, Guangdong, 518107, China
| | - Bingbiao Lin
- Department of Urology, Pelvic Floor Disorders Center, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, Guangdong, 518107, China; Department of Radiotherapy, Cancer Hospital of Shantou University Medical College, No. 7 Raoping Road, Shantou, Guangdong, 515041, China
| | - Jiaying Yu
- Scientific Research Center, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, Guangdong, 518107, China
| | - Qiliang Teng
- Department of Urology, Pelvic Floor Disorders Center, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, Guangdong, 518107, China; Scientific Research Center, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, Guangdong, 518107, China
| | - Peng Li
- Scientific Research Center, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, Guangdong, 518107, China.
| | - Jun Pang
- Department of Urology, Pelvic Floor Disorders Center, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, Guangdong, 518107, China.
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Shi C, Qin K, Lin A, Jiang A, Cheng Q, Liu Z, Zhang J, Luo P. The role of DNA damage repair (DDR) system in response to immune checkpoint inhibitor (ICI) therapy. J Exp Clin Cancer Res 2022; 41:268. [PMID: 36071479 PMCID: PMC9450390 DOI: 10.1186/s13046-022-02469-0] [Citation(s) in RCA: 33] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2022] [Accepted: 08/18/2022] [Indexed: 11/10/2022] Open
Abstract
As our understanding of the mechanisms of cancer treatment has increased, a growing number of studies demonstrate pathways through which DNA damage repair (DDR) affects the immune system. At the same time, the varied response of patients to immune checkpoint blockade (ICB) therapy has prompted the discovery of various predictive biomarkers and the study of combination therapy. Here, our investigation explores the interactions involved in combination therapy, accompanied by a review that summarizes currently identified and promising predictors of response to immune checkpoint inhibitors (ICIs) that are useful for classifying oncology patients. In addition, this work, which discusses immunogenicity and several components of the tumor immune microenvironment, serves to illustrate the mechanism by which higher response rates and improved efficacy of DDR inhibitors (DDRi) in combination with ICIs are achieved.
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Baek SW, Mun JY, Jang IH, Yang GE, Jeong MS, Kim SK, Nam JK, Chu IS, Leem SH. YAP1 activation is associated with the progression and response to immunotherapy of non-muscle invasive bladder cancer. EBioMedicine 2022; 81:104092. [PMID: 35665684 PMCID: PMC9166372 DOI: 10.1016/j.ebiom.2022.104092] [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: 08/31/2021] [Revised: 05/19/2022] [Accepted: 05/19/2022] [Indexed: 02/03/2023] Open
Abstract
Background Despite the availability of several treatments for non-muscle-invasive bladder cancer (NMIBC), many patients are still not responsive to treatments, and the disease progresses. A new prognostic classifier can differentiate between treatment response and progression, and it could be used as a very important tool in patient decision-making regarding treatment options. In this study, we focused on the activation of Yes-associated protein 1 (YAP1), which is known to play a pivotal role in tumour progression and serves as a factor contributing to the mechanism of resistance to various relevant therapeutic agents. We further evaluated its potential as a novel prognostic agent. Methods We identified YAP1-associated gene signatures based on UC3-siYAP1 cells (n=8) and NMIBC cohort (n=460). Cross-validation was performed using 5 independent bladder cancer patient cohorts (n=1006). We also experimentally validated the changes of gene expression levels representing each subgroup. Findings The 976-gene signature based on YAP1-activation redefined three subgroups and had the benefits of Bacillus Calmette-Guérin (BCG) treatment in patients with NMIBC (hazard ratio 3.32, 95% CI 1.29-8.56, p = 0.01). The integrated analysis revealed that YAP1 activation was associated with the characterization of patients with high-risk NMIBC and the response to immunotherapy. Interpretation This study suggests that YAP1 activation has an important prognostic effect on bladder cancer progression and might be useful in the selection of immunotherapy. Funding A funding list that contributed to this research can be found in the Acknowledgements section.
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Affiliation(s)
- Seung-Woo Baek
- Genome Editing Research Center, Korea Research Institute of Bioscience and Biotechnology (KRIBB), Daejeon 34141, Republic of Korea; Department of Bioinformatics, KRIBB School of Bioscience, Korea University of Science and Technology, Daejeon 34113, Republic of Korea
| | - Jeong-Yeon Mun
- Department of Biomedical Sciences, Dong-A University, Busan 49315, Republic of Korea
| | - In-Hwan Jang
- Genome Editing Research Center, Korea Research Institute of Bioscience and Biotechnology (KRIBB), Daejeon 34141, Republic of Korea; Department of Bioinformatics, KRIBB School of Bioscience, Korea University of Science and Technology, Daejeon 34113, Republic of Korea
| | - Gi-Eun Yang
- Department of Biomedical Sciences, Dong-A University, Busan 49315, Republic of Korea; Department of Health Sciences, The Graduated of Dong-A University, Busan 49315, Republic of Korea
| | - Mi-So Jeong
- Department of Biomedical Sciences, Dong-A University, Busan 49315, Republic of Korea
| | - Seon-Kyu Kim
- Department of Bioinformatics, KRIBB School of Bioscience, Korea University of Science and Technology, Daejeon 34113, Republic of Korea; Personalized Genomic Medicine Research Center, KRIBB, Daejeon 34141, Republic of Korea
| | - Jong-Kil Nam
- Department of Urology, Research Institute for Convergence of Biomedical Science and Technology, Pusan National University Yangsan Hospital, Yangsan 50612, Republic of Korea
| | - In-Sun Chu
- Genome Editing Research Center, Korea Research Institute of Bioscience and Biotechnology (KRIBB), Daejeon 34141, Republic of Korea; Department of Bioinformatics, KRIBB School of Bioscience, Korea University of Science and Technology, Daejeon 34113, Republic of Korea.
| | - Sun-Hee Leem
- Department of Biomedical Sciences, Dong-A University, Busan 49315, Republic of Korea; Department of Health Sciences, The Graduated of Dong-A University, Busan 49315, Republic of Korea.
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Cho H, Tong F, You S, Jung S, Kim WH, Kim J. Prediction of the Immune Phenotypes of Bladder Cancer Patients for Precision Oncology. IEEE OPEN JOURNAL OF ENGINEERING IN MEDICINE AND BIOLOGY 2022; 3:47-57. [PMID: 35519421 PMCID: PMC9060513 DOI: 10.1109/ojemb.2022.3163533] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2021] [Revised: 01/27/2022] [Accepted: 03/19/2022] [Indexed: 11/11/2022] Open
Abstract
Bladder cancer (BC) is the most common urinary malignancy; however accurate diagnosis and prediction of recurrence after therapies remain elusive. This study aimed to develop a biosignature of immunotherapy-based responses using gene expression data. Publicly available BC datasets were collected, and machine learning (ML) approaches were applied to identify a novel biosignature to differentiate patient subgroups. Immune phenotyping of BC in the IMvigor210 dataset included three subtypes: inflamed, excluded, and desert immune. Immune phenotypes were analyzed with gene expressions using traditional but powerful classification methods such as random forests, Deep Neural Networks (DNN), Support Vector Machines (SVM) together with boosting and feature selection methods. Specifically, DNN yielded the highest area under the curve (AUC) with precision and recall (PR) curves and receiver operating characteristic (ROC) curves for each phenotype ([Formula: see text] and [Formula: see text], respectively) resulting in the identification of gene expression features useful for immune phenotype classification. Our results suggest significant potential to further develop and utilize machine learning algorithms for analysis of BC and its precaution. In conclusion, the findings from this study present a novel gene expression assay that can accurately discriminate BC patients from controls. Upon further validation in independent cohorts, this gene signature could be developed into a predictive test that can support clinical evaluation and patient care.
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Affiliation(s)
- Hyuna Cho
- Graduate School of Artificial Intelligence (GSAI)Pohang University of Science and TechnologyPohang37673South Korea
| | - Feng Tong
- Department of Computer Science and EngineeringUniversity of Texas at ArlingtonArlingtonTX76019USA
| | - Sungyong You
- Department of Surgery and Biomedical SciencesCedars-Sinai Medical CenterLos AngelesCA90048USA
| | - Sungyoung Jung
- Department of Electrical EngineeringUniversity of Texas at ArlingtonArlingtonTX76019USA
| | - Won Hwa Kim
- Graduate School of Artificial Intelligence (GSAI)Pohang University of Science and TechnologyPohang37673South Korea
- Department of Computer Science and EngineeringUniversity of Texas at ArlingtonArlingtonTX76019USA
- Department of Computer Science and EngineeringPohang University of Science and TechnologyPohang37673South Korea
| | - Jayoung Kim
- Department of Surgery and Biomedical SciencesCedars-Sinai Medical CenterLos AngelesCA90048USA
- Department of MedicineUniversity of California Los AngelesLos AngelesCA90095USA
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Jiang C, Wang R, Zong B, Wei P, Lu W, Han B, Xu Y. Subgroup Identification with Gene Expression Profiles of Adipose Tissue in Patients with Coronary Artery Disease. Int Heart J 2021; 62:1199-1206. [PMID: 34744146 DOI: 10.1536/ihj.21-189] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
Among many diseases, coronary artery disease (CAD) is the primary cause of mortality and morbidity worldwide. With the aim of revealing the underlying genetic characteristics of the CAD subtypes, we recruited patients with CAD and categorized them into subgroups according to the transcriptome expression profiles of the adipose tissue.With the removal of the batch effect, consensus clustering was employed to determine the subgroup numbers. Subgroup-specific genes were determined to conduct analysis of Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG). Weighted gene co-expression network analysis (WGCNA) revealed the subgroup-specific WGCNA modules. Moreover, gene set enrichment analysis (GSEA) was conducted. Overrepresentation enrichment analysis (OEA) of subgroup-specific signatures was also conducted to reveal the significant gene module associated with the corresponding clinical characteristics.After the removal of the batch effect, 77 CAD objects were divided into three subgroups. It was observed that the patients in subgroup III tended to be fat. After analyzing the dominant pathways of each subgroup, we discovered that the protein digestion and absorption pathway was specifically upregulated in subgroup I, which might result from the lowest proportion of the epicardial adipose tissue (EAT) sample. Moreover, subgroup II patients had genetic characteristics of high expression of complement and coagulation cascades and TNF signaling pathway. Furthermore, Th17 cell differentiation was significantly upregulated in subgroup III, indicating that Th17 cell differentiation is related to the clinical characteristics of body mass index (BMI).In conclusion, the genetic classification of CAD subjects indicated that subjects from different subgroups may exhibit specific gene expression patterns, suggesting that more personalized treatment should be applied to patients in each subgroup.
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Affiliation(s)
- Chunying Jiang
- Department of Cardiology, The Xuzhou School of Clinical Medicine of Nanjing Medical University; Xuzhou Central Hospital
| | - Rui Wang
- Department of Ultrasound, The Third Affiliated Hospital of Xuzhou Medical University
| | - Bin Zong
- Department of Cardiology, The Xuzhou School of Clinical Medicine of Nanjing Medical University; Xuzhou Central Hospital
| | - Peng Wei
- Department of Cardiology, The Xuzhou School of Clinical Medicine of Nanjing Medical University; Xuzhou Central Hospital
| | - Wen Lu
- Department of Cardiology, The Xuzhou School of Clinical Medicine of Nanjing Medical University; Xuzhou Central Hospital
| | - Bing Han
- Department of Cardiology, The Xuzhou School of Clinical Medicine of Nanjing Medical University; Xuzhou Central Hospital
| | - Yawei Xu
- Department of Cardiology, Shanghai Tenth Clinical Medical School of Nanjing Medical University; Shanghai Tenth People's Hospital
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Tambaro R, Napoli MD, Pisano C, Cecere SC, Attademo L, Rossetti S, Feroce F, Setola S, Califano D, Russo D, Spina A, Perdonà S, Izzo A, Pignata S. From clinical trials to clinical use of checkpoint inhibitors for patients with metastatic urothelial cancer. Immunotherapy 2020; 13:67-77. [PMID: 33045887 DOI: 10.2217/imt-2020-0128] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023] Open
Abstract
Monoclonal antibodies targeting the checkpoint inhibitors (CPIs), programmed cell death protein-1 or programmed cell death ligand-1, are changing the landscape of urothelial carcinoma therapeutics. Overall, clinical studies in metastatic or advanced urothelial cancer showed that CPIs provided a slight improvement in survival and a relevant advantage in safety, compared with chemotherapy. After reviewing published and ongoing trials, the authors discuss expected answers to unmet needs, with a special attention to the research of biological markers for patients with urothelial cancer eligible for treatment with CPIs in this article.
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Affiliation(s)
- Rosa Tambaro
- Department of Urology & Gynecology, Istituto Nazionale Tumori 'Fondazione G Pascale' IRCCS, Napoli, Italy
| | - Marilena Di Napoli
- Department of Urology & Gynecology, Istituto Nazionale Tumori 'Fondazione G Pascale' IRCCS, Napoli, Italy
| | - Carmela Pisano
- Department of Urology & Gynecology, Istituto Nazionale Tumori 'Fondazione G Pascale' IRCCS, Napoli, Italy
| | - Sabrina Chiara Cecere
- Department of Urology & Gynecology, Istituto Nazionale Tumori 'Fondazione G Pascale' IRCCS, Napoli, Italy
| | - Laura Attademo
- Department of Urology & Gynecology, Istituto Nazionale Tumori 'Fondazione G Pascale' IRCCS, Napoli, Italy
| | - Sabrina Rossetti
- Department of Urology & Gynecology, Istituto Nazionale Tumori 'Fondazione G Pascale' IRCCS, Napoli, Italy
| | - Florinda Feroce
- Pathology Unit, Istituto Nazionale Tumori 'Fondazione G Pascale' IRCCS, Naples, Italy
| | - Sergio Setola
- Radiology Unit, Istituto Nazionale Tumori 'Fondazione G Pascale' IRCCS, Naples, Italy
| | - Daniela Califano
- Functional Genomic Unit, Istituto Nazionale Tumori 'Fondazione G Pascale' IRCCS, Naples, Italy
| | - Daniela Russo
- Functional Genomic Unit, Istituto Nazionale Tumori 'Fondazione G Pascale' IRCCS, Naples, Italy
| | - Anna Spina
- Functional Genomic Unit, Istituto Nazionale Tumori 'Fondazione G Pascale' IRCCS, Naples, Italy
| | - Sisto Perdonà
- Urology Unit, Istituto Nazionale Tumori 'Fondazione G Pascale' IRCCS, Naples, Italy
| | - Alessandro Izzo
- Urology Unit, Istituto Nazionale Tumori 'Fondazione G Pascale' IRCCS, Naples, Italy
| | - Sandro Pignata
- Department of Urology & Gynecology, Istituto Nazionale Tumori 'Fondazione G Pascale' IRCCS, Napoli, Italy
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