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Chen C, Peng R, Jin S, Tang Y, Liu H, Tu D, Su B, Wang S, Jiang G, Cao J, Zhang C, Bai D. Identification of potential biomarkers for hepatocellular carcinoma based on machine learning and bioinformatics analysis. Discov Oncol 2024; 15:808. [PMID: 39692931 DOI: 10.1007/s12672-024-01667-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/11/2024] [Accepted: 12/03/2024] [Indexed: 12/19/2024] Open
Abstract
Metastasis is the major cause of hepatocellular carcinoma (HCC) mortality. But the effective biomarkers for HCC metastasis remain underexplored. Here we integrated GEO (Gene Expression Omnibus) and TCGA (The Cancer Genome Atlas) datasets to screen candidate genes for hepatocellular carcinoma metastasis, a consensus metastasis-derived prognostic signature (MDPS) was constructed by machine learning. Based on the risk scores, HCC patients were stratified into high-risk and low-risk groups. Comprehensive analyses were conducted to investigate various aspects including survival outcomes, clinical characteristics, immune cell infiltration, as well as in vitro experiments. Together, we develop a comprehensive machine learning-based program for constructing a consensus MDPS including four genes (SPP1, TYMS, HMMR and MYCN). Our findings revealed that four genes could serve as efficient prognostic biomarkers and therapeutic targets in HCC. In addition, in vitro experiments showed that HMMR overregulation exacerbated tumor progression, including proliferation, migration and invasion.
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Affiliation(s)
- Chen Chen
- Department of Hepatobiliary Surgery, Northern Jiangsu People's Hospital Affiliated to Yangzhou University, Yangzhou, China
| | - Rui Peng
- Department of Hepatobiliary Surgery, Northern Jiangsu People's Hospital Affiliated to Yangzhou University, Yangzhou, China
| | - Shengjie Jin
- Department of Hepatobiliary Surgery, Northern Jiangsu People's Hospital, Yangzhou, China
| | - Yuhong Tang
- Department of Hepatobiliary Surgery, Northern Jiangsu People's Hospital Affiliated to Yangzhou University, Yangzhou, China
| | - Huanxiang Liu
- Department of Hepatobiliary Surgery, Northern Jiangsu People's Hospital Affiliated to Yangzhou University, Yangzhou, China
| | - Daoyuan Tu
- Department of Hepatobiliary Surgery, Northern Jiangsu People's Hospital Affiliated to Yangzhou University, Yangzhou, China
| | - Bingbing Su
- Department of Hepatobiliary Surgery, Northern Jiangsu People's Hospital Affiliated to Yangzhou University, Yangzhou, China
| | - Shunyi Wang
- Department of Hepatobiliary Surgery, Northern Jiangsu People's Hospital Affiliated to Yangzhou University, Yangzhou, China
| | - Guoqing Jiang
- Department of Hepatobiliary Surgery, Northern Jiangsu People's Hospital Affiliated to Yangzhou University, Yangzhou, China
- Department of Hepatobiliary Surgery, Northern Jiangsu People's Hospital, Yangzhou, China
| | - Jun Cao
- Department of Hepatobiliary Surgery, Northern Jiangsu People's Hospital Affiliated to Yangzhou University, Yangzhou, China.
| | - Chi Zhang
- Department of Hepatobiliary Surgery, Northern Jiangsu People's Hospital Affiliated to Yangzhou University, Yangzhou, China.
- Department of Hepatobiliary Surgery, Northern Jiangsu People's Hospital, Yangzhou, China.
| | - Dousheng Bai
- Department of Hepatobiliary Surgery, Northern Jiangsu People's Hospital Affiliated to Yangzhou University, Yangzhou, China.
- Department of Hepatobiliary Surgery, Northern Jiangsu People's Hospital, Yangzhou, China.
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Wang Z, Zou X, Wang H, Hao Z, Li G, Wang S. Companion diagnostics and predictive biomarkers for PD-1/PD-L1 immune checkpoint inhibitors therapy in malignant melanoma. Front Immunol 2024; 15:1454720. [PMID: 39530091 PMCID: PMC11550933 DOI: 10.3389/fimmu.2024.1454720] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2024] [Accepted: 09/27/2024] [Indexed: 11/16/2024] Open
Abstract
Programmed cell death receptor 1 (PD-1), when bound to the ligand programmed death-ligand 1 (PD-L1), can suppress cellular immunity and play a critical role in the initiation and development of cancer. Immune drugs targeting these two sites have been developed for different cancers, including malignant melanoma. The accompanying diagnostic method has been approved by the FDA to guide patient medication. However, the method of immunohistochemical staining, which varies widely due to the antibody and staining cut-off values, has certain limitations in application and does not benefit all patients. Increasing researches begin to focus on new biomarkers to improve objective response rates and survival in cancer patients. In this article, we enumerated three major groups, including tumour microenvironment, peripheral circulation, and gene mutation, which covered the current main research directions. In the future, we hope those biomarkers may be used to guide the treatment of patients with malignant melanoma.
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Affiliation(s)
- Zeping Wang
- College of Veterinary Medicine, China Agricultural University, Beijing, China
| | - Xiaojing Zou
- College of Veterinary Medicine, China Agricultural University, Beijing, China
| | - Haiyan Wang
- Beijing Biomedical Science and Technology Center, Zhaofenghua Biotechnology (Nanjing) Company Limited, Beijing, China
| | - Zhihui Hao
- College of Veterinary Medicine, China Agricultural University, Beijing, China
- Key Biology Laboratory of Chinese Veterinary Medicine, Ministry of Agriculture and Rural Affairs, Beijing, China
- National Center of Technology Innovation for Medicinal Function of Food, National Food and Strategic Reserves Administration, Beijing, China
| | - Gebin Li
- College of Veterinary Medicine, China Agricultural University, Beijing, China
| | - Shuaiyu Wang
- College of Veterinary Medicine, China Agricultural University, Beijing, China
- Key Biology Laboratory of Chinese Veterinary Medicine, Ministry of Agriculture and Rural Affairs, Beijing, China
- National Center of Technology Innovation for Medicinal Function of Food, National Food and Strategic Reserves Administration, Beijing, China
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Jiang Y, Hu X, Wang Z, Zhang Q, Chen D, Zhao P. RPTOR mutation: a novel predictor of efficacious immunotherapy in melanoma. Invest New Drugs 2024; 42:60-69. [PMID: 38071684 DOI: 10.1007/s10637-023-01413-z] [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: 10/25/2023] [Accepted: 11/14/2023] [Indexed: 02/24/2024]
Abstract
Identifying biomarkers to evaluate the therapeutic effect of immune checkpoint inhibitors (ICIs) is crucial. Regulatory Associated Protein of MTOR Complex 1 (RPTOR), one of the genes in the mTOR pathway, plays a role in regulating tumor progression. However, the connection between RPTOR mutation and the efficacy of ICIs in melanoma remains unclear. The data of ICIs-treated melanoma patients in discovery (n = 384) and validation (n = 320) cohorts were obtained from cBioPortal databases. The genomic data in the two cohorts was used to investigate the connection between RPTOR mutation and immunotherapy efficacy. The underlying mechanisms were explored based on data from the The Cancer Genome Atlas (TCGA)-skin cutaneous melanoma (SKCM) cohort. Compared to melanoma patients with RPTOR wildtype (RPTOR-WT), RPTOR-mutation (RPTOR-Mut) patients achieved prolonged overall survival (OS) in both discovery cohort (median OS of 49.3 months vs. 21.7 months; HR = 0.41, 95% CI: 0.18-0.92; P = 0.026) and validation cohorts (not reached vs. 42.0 months; HR = 0.34, 95% CI: 0.11-1.06; P = 0.049). RPTOR-Mut melanoma patients exhibited a higher objective response rate (ORR) than RPTOR-WT patients in the discovery cohort (55.0% vs. 29.0%, P = 0.022). RPTOR-Mut patients exhibited higher TMB than RPTOR-WT patients in both discovery and validation cohorts (P < 0.001). RPTOR-Mut melanoma patients had an increased number of DNA damage response (DDR) mutations in TCGA-SKCM cohort. Immune cell infiltration analysis suggested that activated CD4 memory T cells were more enriched in RPTOR-Mut tumors. RPTOR-Mut melanoma patients had higher expression levels of immune-related genes than the RPTOR-WT patients. Our results suggest that RPTOR mutation could serve as a predictor of effective immunotherapy for melanoma.
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Affiliation(s)
- Yanfang Jiang
- Genetic Diagnosis Center, The First Hospital of Jilin University, Changchun, 130021, China
| | - Xintong Hu
- Genetic Diagnosis Center, The First Hospital of Jilin University, Changchun, 130021, China
| | - Zhouyu Wang
- Jiangsu Simcere Diagnostics Co.,Ltd, The State Key Laboratory of Neurology and Oncology Drug Development, Nanjing, 210002, China
| | - Qin Zhang
- Jiangsu Simcere Diagnostics Co.,Ltd, The State Key Laboratory of Neurology and Oncology Drug Development, Nanjing, 210002, China
| | - Dongsheng Chen
- Jiangsu Simcere Diagnostics Co.,Ltd, The State Key Laboratory of Neurology and Oncology Drug Development, Nanjing, 210002, China.
| | - Pingwei Zhao
- General Surgery Center, The First Hospital of Jilin University, Changchun, 130021, China.
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Roccuzzo G, Bongiovanni E, Tonella L, Pala V, Marchisio S, Ricci A, Senetta R, Bertero L, Ribero S, Berrino E, Marchiò C, Sapino A, Quaglino P, Cassoni P. Emerging prognostic biomarkers in advanced cutaneous melanoma: a literature update. Expert Rev Mol Diagn 2024; 24:49-66. [PMID: 38334382 DOI: 10.1080/14737159.2024.2314574] [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: 08/05/2023] [Accepted: 02/01/2024] [Indexed: 02/10/2024]
Abstract
INTRODUCTION Over the past two years, the scientific community has witnessed an exponential growth in research focused on identifying prognostic biomarkers for melanoma, both in pre-clinical and clinical settings. This surge in studies reflects the need of developing effective prognostic indicators in the field of melanoma. AREAS COVERED The aim of this work is to review the scientific literature on the most recent findings on the development or validation of prognostic biomarkers in melanoma, in the attempt of providing both clinicians and researchers with an updated broad synopsis of prognostic biomarkers in cutaneous melanoma. EXPERT OPINION While the field of prognostic biomarkers in melanoma appears promising, there are several complexities and limitations to address. The interdependence of clinical, histological, and molecular features requires accurate classification of different biomarker families. Correlation does not imply causation, and adjustments for confounding factors are often overlooked. In this scenario, large-scale studies based on high-quality clinical trial data can provide more reliable evidence. It is essential to avoid oversimplification by focusing on a single biomarker, as the interactions among multiple factors contribute to define the disease course and patient's outcome. Furthermore, implementing well-supported evidence in real-life settings can help advance prognostic biomarker research in melanoma.
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Affiliation(s)
- Gabriele Roccuzzo
- Department of Medical Sciences, Section of Dermatology, University of Turin, Turin, Italy
| | - Eleonora Bongiovanni
- Department of Medical Sciences, Section of Dermatology, University of Turin, Turin, Italy
| | - Luca Tonella
- Department of Medical Sciences, Section of Dermatology, University of Turin, Turin, Italy
| | - Valentina Pala
- Department of Medical Sciences, Section of Dermatology, University of Turin, Turin, Italy
| | - Sara Marchisio
- Pathology Unit, Department of Medical Sciences, University of Turin, Turin, Italy
| | - Alessia Ricci
- Pathology Unit, Department of Medical Sciences, University of Turin, Turin, Italy
| | - Rebecca Senetta
- Pathology Unit, Department of Medical Sciences, University of Turin, Turin, Italy
| | - Luca Bertero
- Pathology Unit, Department of Medical Sciences, University of Turin, Turin, Italy
| | - Simone Ribero
- Department of Medical Sciences, Section of Dermatology, University of Turin, Turin, Italy
| | - Enrico Berrino
- Candiolo Cancer Institute, FPO-IRCCS, Candiolo, Italy
- Department of Medical Sciences, University of Turin, Turin, Italy
| | - Caterina Marchiò
- Candiolo Cancer Institute, FPO-IRCCS, Candiolo, Italy
- Department of Medical Sciences, University of Turin, Turin, Italy
| | - Anna Sapino
- Candiolo Cancer Institute, FPO-IRCCS, Candiolo, Italy
- Department of Medical Sciences, University of Turin, Turin, Italy
| | - Pietro Quaglino
- Department of Medical Sciences, Section of Dermatology, University of Turin, Turin, Italy
| | - Paola Cassoni
- Pathology Unit, Department of Medical Sciences, University of Turin, Turin, Italy
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Ruan R, Li L, Li X, Huang C, Zhang Z, Zhong H, Zeng S, Shi Q, Xia Y, Zeng Q, Wen Q, Chen J, Dai X, Xiong J, Xiang X, Lei W, Deng J. Unleashing the potential of combining FGFR inhibitor and immune checkpoint blockade for FGF/FGFR signaling in tumor microenvironment. Mol Cancer 2023; 22:60. [PMID: 36966334 PMCID: PMC10039534 DOI: 10.1186/s12943-023-01761-7] [Citation(s) in RCA: 26] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2022] [Accepted: 03/14/2023] [Indexed: 03/27/2023] Open
Abstract
BACKGROUND Fibroblast growth factors (FGFs) and their receptors (FGFRs) play a crucial role in cell fate and angiogenesis, with dysregulation of the signaling axis driving tumorigenesis. Therefore, many studies have targeted FGF/FGFR signaling for cancer therapy and several FGFR inhibitors have promising results in different tumors but treatment efficiency may still be improved. The clinical use of immune checkpoint blockade (ICB) has resulted in sustained remission for patients. MAIN: Although there is limited data linking FGFR inhibitors and immunotherapy, preclinical research suggest that FGF/FGFR signaling is involved in regulating the tumor microenvironment (TME) including immune cells, vasculogenesis, and epithelial-mesenchymal transition (EMT). This raises the possibility that ICB in combination with FGFR-tyrosine kinase inhibitors (FGFR-TKIs) may be feasible for treatment option for patients with dysregulated FGF/FGFR signaling. CONCLUSION Here, we review the role of FGF/FGFR signaling in TME regulation and the potential mechanisms of FGFR-TKI in combination with ICB. In addition, we review clinical data surrounding ICB alone or in combination with FGFR-TKI for the treatment of FGFR-dysregulated tumors, highlighting that FGFR inhibitors may sensitize the response to ICB by impacting various stages of the "cancer-immune cycle".
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Affiliation(s)
- Ruiwen Ruan
- Department of Oncology, First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi Province, 330006, China
- Jiangxi Key Laboratory for lndividualized Cancer Therapy, 17 YongwaiStreet, Donghu District, Nanchang, Jiangxi, 330006, China
| | - Li Li
- Department of Oncology, First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi Province, 330006, China
- Jiangxi Key Laboratory for lndividualized Cancer Therapy, 17 YongwaiStreet, Donghu District, Nanchang, Jiangxi, 330006, China
| | - Xuan Li
- Department of Oncology, First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi Province, 330006, China
- Jiangxi Key Laboratory for lndividualized Cancer Therapy, 17 YongwaiStreet, Donghu District, Nanchang, Jiangxi, 330006, China
| | - Chunye Huang
- Department of Oncology, First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi Province, 330006, China
- Jiangxi Key Laboratory for lndividualized Cancer Therapy, 17 YongwaiStreet, Donghu District, Nanchang, Jiangxi, 330006, China
| | - Zhanmin Zhang
- Department of Oncology, First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi Province, 330006, China
- Jiangxi Key Laboratory for lndividualized Cancer Therapy, 17 YongwaiStreet, Donghu District, Nanchang, Jiangxi, 330006, China
| | - Hongguang Zhong
- Department of Oncology, First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi Province, 330006, China
- Jiangxi Key Laboratory for lndividualized Cancer Therapy, 17 YongwaiStreet, Donghu District, Nanchang, Jiangxi, 330006, China
| | - Shaocheng Zeng
- Department of Oncology, First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi Province, 330006, China
- Jiangxi Key Laboratory for lndividualized Cancer Therapy, 17 YongwaiStreet, Donghu District, Nanchang, Jiangxi, 330006, China
| | - Qianqian Shi
- Department of Oncology, First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi Province, 330006, China
- Jiangxi Key Laboratory for lndividualized Cancer Therapy, 17 YongwaiStreet, Donghu District, Nanchang, Jiangxi, 330006, China
| | - Yang Xia
- Department of Oncology, First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi Province, 330006, China
- Jiangxi Key Laboratory for lndividualized Cancer Therapy, 17 YongwaiStreet, Donghu District, Nanchang, Jiangxi, 330006, China
| | - Qinru Zeng
- Department of Oncology, First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi Province, 330006, China
- Jiangxi Key Laboratory for lndividualized Cancer Therapy, 17 YongwaiStreet, Donghu District, Nanchang, Jiangxi, 330006, China
| | - Qin Wen
- Department of Oncology, First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi Province, 330006, China
- Jiangxi Key Laboratory for lndividualized Cancer Therapy, 17 YongwaiStreet, Donghu District, Nanchang, Jiangxi, 330006, China
| | - Jingyi Chen
- Department of Oncology, First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi Province, 330006, China
- Jiangxi Key Laboratory for lndividualized Cancer Therapy, 17 YongwaiStreet, Donghu District, Nanchang, Jiangxi, 330006, China
| | - Xiaofeng Dai
- Department of Oncology, First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi Province, 330006, China
- Jiangxi Key Laboratory for lndividualized Cancer Therapy, 17 YongwaiStreet, Donghu District, Nanchang, Jiangxi, 330006, China
| | - Jianping Xiong
- Department of Oncology, First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi Province, 330006, China
- Jiangxi Key Laboratory for lndividualized Cancer Therapy, 17 YongwaiStreet, Donghu District, Nanchang, Jiangxi, 330006, China
| | - Xiaojun Xiang
- Department of Oncology, First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi Province, 330006, China.
- Jiangxi Key Laboratory for lndividualized Cancer Therapy, 17 YongwaiStreet, Donghu District, Nanchang, Jiangxi, 330006, China.
| | - Wan Lei
- Department of Oncology, First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi Province, 330006, China.
- Jiangxi Key Laboratory for lndividualized Cancer Therapy, 17 YongwaiStreet, Donghu District, Nanchang, Jiangxi, 330006, China.
| | - Jun Deng
- Department of Oncology, First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi Province, 330006, China.
- Jiangxi Key Laboratory for lndividualized Cancer Therapy, 17 YongwaiStreet, Donghu District, Nanchang, Jiangxi, 330006, China.
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