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Lu D, Zheng Y, Yi X, Hao J, Zeng X, Han L, Li Z, Jiao S, Jiang B, Ai J, Peng J. Identifying potential risk genes for clear cell renal cell carcinoma with deep reinforcement learning. Nat Commun 2025; 16:3591. [PMID: 40234405 PMCID: PMC12000451 DOI: 10.1038/s41467-025-58439-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2024] [Accepted: 03/18/2025] [Indexed: 04/17/2025] Open
Abstract
Clear cell renal cell carcinoma (ccRCC) is the most prevalent type of renal cell carcinoma. However, our understanding of ccRCC risk genes remains limited. This gap in knowledge poses challenges to the effective diagnosis and treatment of ccRCC. To address this problem, we propose a deep reinforcement learning-based computational approach named RL-GenRisk to identify ccRCC risk genes. Distinct from traditional supervised models, RL-GenRisk frames the identification of ccRCC risk genes as a Markov Decision Process, combining the graph convolutional network and Deep Q-Network for risk gene identification. Moreover, a well-designed data-driven reward is proposed for mitigating the limitation of scant known risk genes. The evaluation demonstrates that RL-GenRisk outperforms existing methods in ccRCC risk gene identification. Additionally, RL-GenRisk identifies eight potential ccRCC risk genes. We successfully validated epidermal growth factor receptor (EGFR) and piccolo presynaptic cytomatrix protein (PCLO), corroborated through independent datasets and biological experimentation. This approach may also be used for other diseases in the future.
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Affiliation(s)
- Dazhi Lu
- AI for Science Interdisciplinary Research Center, School of Computer Science, Northwestern Polytechnical University, Xi'an, China
| | - Yan Zheng
- College of Intelligence and Computing, Tianjin University, Tianjin, China
| | - Xianyanling Yi
- Department of Urology, Institute of Urology, West China Hospital, Sichuan University, Chengdu, China
| | - Jianye Hao
- College of Intelligence and Computing, Tianjin University, Tianjin, China.
| | - Xi Zeng
- AI for Science Interdisciplinary Research Center, School of Computer Science, Northwestern Polytechnical University, Xi'an, China
| | - Lu Han
- AI for Science Interdisciplinary Research Center, School of Computer Science, Northwestern Polytechnical University, Xi'an, China
| | - Zhigang Li
- College of Intelligence and Computing, Tianjin University, Tianjin, China
| | - Shaoqing Jiao
- School of Software, Northwestern Polytechnical University, Xi'an, China
| | - Bei Jiang
- Tianjin Second People's Hospital, Tianjin, China
| | - Jianzhong Ai
- Department of Urology, Institute of Urology, West China Hospital, Sichuan University, Chengdu, China.
| | - Jiajie Peng
- AI for Science Interdisciplinary Research Center, School of Computer Science, Northwestern Polytechnical University, Xi'an, China.
- Key Laboratory of Big Data Storage and Management, Northwestern Polytechnical University, Ministry of Industry and Information Technology, Xi'an, China.
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2
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Li J, Wang W, Lin Z, Liu Z, Zhang R, Li R, Zhang J, Zheng Y, Qin D, Wu Y, Liu Y. Vinculin: A new target for the diagnosis and treatment of disease. PROGRESS IN BIOPHYSICS AND MOLECULAR BIOLOGY 2025; 195:157-166. [PMID: 39863082 DOI: 10.1016/j.pbiomolbio.2025.01.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/28/2024] [Revised: 01/10/2025] [Accepted: 01/12/2025] [Indexed: 01/27/2025]
Abstract
Vinculin, a crucial adhesion plaque protein, plays a significant role in cell morphology and tissue development. Dysregulation of focal adhesion proteins has been linked to numerous diseases, including cardiovascular conditions, gastrointestinal disorders, and cancer. Recent studies increasingly highlight vinculin's involvement in the progression of these diseases; however, a comprehensive review remains lacking. Therefore, an in-depth and timely review is essential to consolidate the latest findings on vinculin's role in disease mechanisms. This study aims to examine how vinculin coordinates a complex network of signaling pathways across various pathological contexts.
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Affiliation(s)
- Jiqiang Li
- Department of Vascular Surgery, The Affiliated Hospital of Southwest Medical University, 646000, Luzhou, China
| | - Weiming Wang
- Department of Vascular Surgery, The Affiliated Hospital of Southwest Medical University, 646000, Luzhou, China
| | - Zipeng Lin
- Department of Vascular Surgery, The Affiliated Hospital of Southwest Medical University, 646000, Luzhou, China
| | - Zhenyu Liu
- Department of Vascular Surgery, The Affiliated Hospital of Southwest Medical University, 646000, Luzhou, China
| | - Ruilin Zhang
- Department of Vascular Surgery, The Affiliated Hospital of Southwest Medical University, 646000, Luzhou, China
| | - Runwen Li
- Department of Vascular Surgery, The Affiliated Hospital of Southwest Medical University, 646000, Luzhou, China
| | - Jie Zhang
- Department of Vascular Surgery, The Affiliated Hospital of Southwest Medical University, 646000, Luzhou, China
| | - Youkun Zheng
- Department of Pharmacology, School of Pharmacy, Southwest Medical University, 646000, Luzhou, China
| | - Dalian Qin
- Department of Pharmacology, School of Pharmacy, Southwest Medical University, 646000, Luzhou, China
| | - Ya Wu
- Department of Vascular Surgery, The Affiliated Hospital of Southwest Medical University, 646000, Luzhou, China; Metabolic Vascular Disease Key Laboratory of Sichuan Province, The Affiliated Hospital of Southwest Medical University, 646000, Luzhou, China; Key Laboratory of Medical Electrophysiology, Ministry of Education & Medical Electrophysiological Key Laboratory of Sichuan Province, (Collaborative Innovation Center for Prevention of Cardiovascular Diseases) Institute of Cardiovascular Research, Southwest Medical University, 646000, Luzhou, China; Department of General Surgery, The Affiliated Hospital of Southwest Medical University, 646000, Luzhou, China.
| | - Yong Liu
- Department of Vascular Surgery, The Affiliated Hospital of Southwest Medical University, 646000, Luzhou, China; Metabolic Vascular Disease Key Laboratory of Sichuan Province, The Affiliated Hospital of Southwest Medical University, 646000, Luzhou, China; Key Laboratory of Medical Electrophysiology, Ministry of Education & Medical Electrophysiological Key Laboratory of Sichuan Province, (Collaborative Innovation Center for Prevention of Cardiovascular Diseases) Institute of Cardiovascular Research, Southwest Medical University, 646000, Luzhou, China; Department of General Surgery, The Affiliated Hospital of Southwest Medical University, 646000, Luzhou, China.
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3
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Li X, Mao J. Research progress on the role of lipoxygenase and its inhibitors in prostate cancer. Future Oncol 2024; 20:3549-3568. [PMID: 39535136 PMCID: PMC11776861 DOI: 10.1080/14796694.2024.2419356] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2024] [Accepted: 10/17/2024] [Indexed: 11/16/2024] Open
Abstract
Prostate cancer (PCa) has become a common disease among middle-aged and elderly men. The lipoxygenase (LOX) pathway plays a crucial role in the occurrence, development, invasion and metastasis of PCa and is therefore considered a new target for the prevention and treatment of PCa. 5-LOX and 12-LOX have a promoting effect on the occurrence, development, invasion and metastasis of PCa. 15-LOX-2 has an inhibitory effect on PCa. LOX inhibitors can effectively inhibit the metabolic activity of LOX. The research aims to review the mechanism of action and inhibitors of LOX in PCa, in order to provide relevant references for the prevention and treatment of PCa.
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Affiliation(s)
- Xiaobing Li
- Chongqing Medical & Pharmaceutical College, Chongqing, 400030, China
- School of Public Health, Chongqing Medical University, Chongqing, 400016, China
| | - Jingxin Mao
- Chongqing Medical & Pharmaceutical College, Chongqing, 400030, China
- College of Pharmaceutical Sciences, Southwest University, Chongqing400715, China
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4
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Paromov V, Uversky VN, Cooley A, Liburd LE, Mukherjee S, Na I, Dayhoff GW, Pratap S. The Proteomic Analysis of Cancer-Related Alterations in the Human Unfoldome. Int J Mol Sci 2024; 25:1552. [PMID: 38338831 PMCID: PMC10855131 DOI: 10.3390/ijms25031552] [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: 12/01/2023] [Revised: 01/11/2024] [Accepted: 01/11/2024] [Indexed: 02/12/2024] Open
Abstract
Many proteins lack stable 3D structures. These intrinsically disordered proteins (IDPs) or hybrid proteins containing ordered domains with intrinsically disordered protein regions (IDPRs) often carry out regulatory functions related to molecular recognition and signal transduction. IDPs/IDPRs constitute a substantial portion of the human proteome and are termed "the unfoldome". Herein, we probe the human breast cancer unfoldome and investigate relations between IDPs and key disease genes and pathways. We utilized bottom-up proteomics, MudPIT (Multidimensional Protein Identification Technology), to profile differentially expressed IDPs in human normal (MCF-10A) and breast cancer (BT-549) cell lines. Overall, we identified 2271 protein groups in the unfoldome of normal and cancer proteomes, with 148 IDPs found to be significantly differentially expressed in cancer cells. Further analysis produced annotations of 140 IDPs, which were then classified to GO (Gene Ontology) categories and pathways. In total, 65% (91 of 140) IDPs were related to various diseases, and 20% (28 of 140) mapped to cancer terms. A substantial portion of the differentially expressed IDPs contained disordered regions, confirmed by in silico characterization. Overall, our analyses suggest high levels of interactivity in the human cancer unfoldome and a prevalence of moderately and highly disordered proteins in the network.
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Affiliation(s)
- Victor Paromov
- Meharry Proteomics Core, RCMI Research Capacity Core, School of Medicine, Meharry Medical College, Nashville, TN 37208, USA;
| | - Vladimir N. Uversky
- Department of Molecular Medicine, USF Health Byrd Alzheimer’s Research Institute, Morsani College of Medicine, University of South Florida, Tampa, FL 33613, USA; (V.N.U.); (I.N.)
| | - Ayorinde Cooley
- Meharry Bioinformatics Core, Department of Microbiology, Immunology and Physiology, School of Medicine, Meharry Medical College, Nashville, TN 37208, USA;
| | - Lincoln E. Liburd
- Department of Biochemistry, Cancer Biology, Neuroscience & Pharmacology, School of Medicine, Meharry Medical College, Nashville, TN 37208, USA (S.M.)
| | - Shyamali Mukherjee
- Department of Biochemistry, Cancer Biology, Neuroscience & Pharmacology, School of Medicine, Meharry Medical College, Nashville, TN 37208, USA (S.M.)
| | - Insung Na
- Department of Molecular Medicine, USF Health Byrd Alzheimer’s Research Institute, Morsani College of Medicine, University of South Florida, Tampa, FL 33613, USA; (V.N.U.); (I.N.)
| | - Guy W. Dayhoff
- Department of Chemistry, College of Art and Sciences, University of South Florida, Tampa, FL 33613, USA;
| | - Siddharth Pratap
- Meharry Proteomics Core, RCMI Research Capacity Core, School of Medicine, Meharry Medical College, Nashville, TN 37208, USA;
- Meharry Bioinformatics Core, Department of Microbiology, Immunology and Physiology, School of Medicine, Meharry Medical College, Nashville, TN 37208, USA;
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5
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Samaržija I. The Potential of Extracellular Matrix- and Integrin Adhesion Complex-Related Molecules for Prostate Cancer Biomarker Discovery. Biomedicines 2023; 12:79. [PMID: 38255186 PMCID: PMC10813710 DOI: 10.3390/biomedicines12010079] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2023] [Revised: 12/16/2023] [Accepted: 12/26/2023] [Indexed: 01/24/2024] Open
Abstract
Prostate cancer is among the top five cancer types according to incidence and mortality. One of the main obstacles in prostate cancer management is the inability to foresee its course, which ranges from slow growth throughout years that requires minimum or no intervention to highly aggressive disease that spreads quickly and resists treatment. Therefore, it is not surprising that numerous studies have attempted to find biomarkers of prostate cancer occurrence, risk stratification, therapy response, and patient outcome. However, only a few prostate cancer biomarkers are used in clinics, which shows how difficult it is to find a novel biomarker. Cell adhesion to the extracellular matrix (ECM) through integrins is among the essential processes that govern its fate. Upon activation and ligation, integrins form multi-protein intracellular structures called integrin adhesion complexes (IACs). In this review article, the focus is put on the biomarker potential of the ECM- and IAC-related molecules stemming from both body fluids and prostate cancer tissue. The processes that they are involved in, such as tumor stiffening, bone turnover, and communication via exosomes, and their biomarker potential are also reviewed.
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Affiliation(s)
- Ivana Samaržija
- Laboratory for Epigenomics, Division of Molecular Medicine, Ruđer Bošković Institute, 10000 Zagreb, Croatia
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6
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Peruzzu D, Boussadia Z, Fratini F, Spadaro F, Bertuccini L, Sanchez M, Carollo M, Matarrese P, Falchi M, Iosi F, Raggi C, Parolini I, Carè A, Sargiacomo M, Gagliardi MC, Fecchi K. Inhibition of cholesterol transport impairs Cav-1 trafficking and small extracellular vesicles secretion, promoting amphisome formation in melanoma cells. Traffic 2023; 24:76-94. [PMID: 36519961 DOI: 10.1111/tra.12878] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2021] [Revised: 11/22/2022] [Accepted: 12/06/2022] [Indexed: 12/23/2022]
Abstract
Caveolin-1 (Cav-1) is a fundamental constituent of caveolae, whose functionality and structure are strictly dependent on cholesterol. In this work the U18666A inhibitor was used to study the role of cholesterol transport in the endosomal degradative-secretory system in a metastatic human melanoma cell line (WM266-4). We found that U18666A induces a shift of Cav-1 from the plasma membrane to the endolysosomal compartment, which is involved, through Multi Vesicular Bodies (MVBs), in the formation and release of small extracellular vesicles (sEVs). Moreover, this inhibitor induces an increase in the production of sEVs with chemical-physical characteristics similar to control sEVs but with a different protein composition (lower expression of Cav-1 and increase of LC3II) and reduced transfer capacity on target cells. Furthermore, we determined that U18666A affects mitochondrial function and also cancer cell aggressive features, such as migration and invasion. Taken together, these results indicate that the blockage of cholesterol transport, determining the internalization of Cav-1, may modify sEVs secretory pathways through an increased fusion between autophagosomes and MVBs to form amphisome, which in turn fuses with the plasma membrane releasing a heterogeneous population of sEVs to maintain homeostasis and ensure correct cellular functionality.
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Affiliation(s)
- Daniela Peruzzu
- Center for Gender-Specific Medicine, Istituto Superiore di Sanità, Rome, Italy
| | - Zaira Boussadia
- National Center for Drug Research and Evaluation, Istituto Superiore di Sanità, Rome, Italy
| | - Federica Fratini
- Core Facilities Technical Scientific Service, Istituto Superiore di Sanità, Rome, Italy
| | - Francesca Spadaro
- Core Facilities Technical Scientific Service, Istituto Superiore di Sanità, Rome, Italy
| | - Lucia Bertuccini
- Core Facilities Technical Scientific Service, Istituto Superiore di Sanità, Rome, Italy
| | - Massimo Sanchez
- Core Facilities Technical Scientific Service, Istituto Superiore di Sanità, Rome, Italy
| | - Maria Carollo
- Core Facilities Technical Scientific Service, Istituto Superiore di Sanità, Rome, Italy
| | - Paola Matarrese
- Center for Gender-Specific Medicine, Istituto Superiore di Sanità, Rome, Italy
| | - Mario Falchi
- National Center for HIV/AIDS Research, Istituto Superiore di Sanità, Rome
| | - Francesca Iosi
- Core Facilities Technical Scientific Service, Istituto Superiore di Sanità, Rome, Italy
| | - Carla Raggi
- National Center for the control and evaluation of Medicine, Istituto Superiore di Sanità, Rome, Italy
| | - Isabella Parolini
- Department Oncology and Molecular Medicine, Istituto Superiore di Sanità, Rome, Italy
| | - Alessandra Carè
- Center for Gender-Specific Medicine, Istituto Superiore di Sanità, Rome, Italy
| | - Massimo Sargiacomo
- National Center for Global Health, Istituto Superiore di Sanità, Rome, Italy
| | | | - Katia Fecchi
- Center for Gender-Specific Medicine, Istituto Superiore di Sanità, Rome, Italy
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Li K, Huo Q, Li BY, Yokota H. The Double-Edged Proteins in Cancer Proteomes and the Generation of Induced Tumor-Suppressing Cells (iTSCs). Proteomes 2023; 11:5. [PMID: 36810561 PMCID: PMC9944087 DOI: 10.3390/proteomes11010005] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2022] [Revised: 01/15/2023] [Accepted: 01/16/2023] [Indexed: 01/20/2023] Open
Abstract
Unlike a prevalent expectation that tumor cells secrete tumor-promoting proteins and stimulate the progression of neighboring tumor cells, accumulating evidence indicates that the role of tumor-secreted proteins is double-edged and context-dependent. Some of the oncogenic proteins in the cytoplasm and cell membranes, which are considered to promote the proliferation and migration of tumor cells, may inversely act as tumor-suppressing proteins in the extracellular domain. Furthermore, the action of tumor-secreted proteins by aggressive "super-fit" tumor cells can be different from those derived from "less-fit" tumor cells. Tumor cells that are exposed to chemotherapeutic agents could alter their secretory proteomes. Super-fit tumor cells tend to secrete tumor-suppressing proteins, while less-fit or chemotherapeutic agent-treated tumor cells may secrete tumor-promotive proteomes. Interestingly, proteomes derived from nontumor cells such as mesenchymal stem cells and peripheral blood mononuclear cells mostly share common features with tumor cell-derived proteomes in response to certain signals. This review introduces the double-sided functions of tumor-secreted proteins and describes the proposed underlying mechanism, which would possibly be based on cell competition.
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Affiliation(s)
- Kexin Li
- Department of Pharmacology, School of Pharmacy, Harbin Medical University, Harbin 150081, China
- Department of Biomedical Engineering, Indiana University Purdue University Indianapolis, Indianapolis, IN 46202, USA
| | - Qingji Huo
- Department of Pharmacology, School of Pharmacy, Harbin Medical University, Harbin 150081, China
- Department of Biomedical Engineering, Indiana University Purdue University Indianapolis, Indianapolis, IN 46202, USA
| | - Bai-Yan Li
- Department of Pharmacology, School of Pharmacy, Harbin Medical University, Harbin 150081, China
| | - Hiroki Yokota
- Department of Biomedical Engineering, Indiana University Purdue University Indianapolis, Indianapolis, IN 46202, USA
- Indiana Center for Musculoskeletal Health, Indiana University School of Medicine, Indianapolis, IN 46202, USA
- Indiana University Simon Comprehensive Cancer Center, Indianapolis, IN 46202, USA
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Dang TT, Lerner M, Saunders D, Smith N, Gulej R, Zalles M, Towner RA, Morales JC. XRN2 Is Required for Cell Motility and Invasion in Glioblastomas. Cells 2022; 11:1481. [PMID: 35563787 PMCID: PMC9100175 DOI: 10.3390/cells11091481] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2022] [Revised: 04/21/2022] [Accepted: 04/26/2022] [Indexed: 02/01/2023] Open
Abstract
One of the major obstacles in treating brain cancers, particularly glioblastoma multiforme, is the occurrence of secondary tumor lesions that arise in areas of the brain and are inoperable while obtaining resistance to current therapeutic agents. Thus, gaining a better understanding of the cellular factors that regulate glioblastoma multiforme cellular movement is imperative. In our study, we demonstrate that the 5'-3' exoribonuclease XRN2 is important to the invasive nature of glioblastoma. A loss of XRN2 decreases cellular speed, displacement, and movement through a matrix of established glioblastoma multiforme cell lines. Additionally, a loss of XRN2 abolishes tumor formation in orthotopic mouse xenograft implanted with G55 glioblastoma multiforme cells. One reason for these observations is that loss of XRN2 disrupts the expression profile of several cellular factors that are important for tumor invasion in glioblastoma multiforme cells. Importantly, XRN2 mRNA and protein levels are elevated in glioblastoma multiforme patient samples. Elevation in XRN2 mRNA also correlates with poor overall patient survival. These data demonstrate that XRN2 is an important cellular factor regulating one of the major obstacles in treating glioblastomas and is a potential molecular target that can greatly enhance patient survival.
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Affiliation(s)
- Tuyen T. Dang
- Department of Neurosurgery, Sttephenson Cancer Center University of Oklahoma Health Science Center, Oklahoma City, OK 73104, USA;
| | - Megan Lerner
- Department of Surgery, University of Oklahoma Health Science Center, Oklahoma City, OK 73104, USA;
| | - Debra Saunders
- Department of Pathology, University of Oklahoma Health Science Center, Advanced Magnetic Resonance Center, Oklahoma Medical Research Foundation, Oklahoma City, OK 73104, USA; (D.S.); (N.S.); (R.G.); (M.Z.); (R.A.T.)
| | - Nataliya Smith
- Department of Pathology, University of Oklahoma Health Science Center, Advanced Magnetic Resonance Center, Oklahoma Medical Research Foundation, Oklahoma City, OK 73104, USA; (D.S.); (N.S.); (R.G.); (M.Z.); (R.A.T.)
| | - Rafal Gulej
- Department of Pathology, University of Oklahoma Health Science Center, Advanced Magnetic Resonance Center, Oklahoma Medical Research Foundation, Oklahoma City, OK 73104, USA; (D.S.); (N.S.); (R.G.); (M.Z.); (R.A.T.)
| | - Michelle Zalles
- Department of Pathology, University of Oklahoma Health Science Center, Advanced Magnetic Resonance Center, Oklahoma Medical Research Foundation, Oklahoma City, OK 73104, USA; (D.S.); (N.S.); (R.G.); (M.Z.); (R.A.T.)
| | - Rheal A. Towner
- Department of Pathology, University of Oklahoma Health Science Center, Advanced Magnetic Resonance Center, Oklahoma Medical Research Foundation, Oklahoma City, OK 73104, USA; (D.S.); (N.S.); (R.G.); (M.Z.); (R.A.T.)
| | - Julio C. Morales
- Department of Neurosurgery, Sttephenson Cancer Center University of Oklahoma Health Science Center, Oklahoma City, OK 73104, USA;
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Ji L, Wang Z, Ji Y, Wang H, Guo M, Zhang L, Wang P, Xiao H. Proteomics and phosphoproteomics analysis of tissues for the reoccurrence prediction of colorectal cancer. Expert Rev Proteomics 2022; 19:263-277. [PMID: 36308708 DOI: 10.1080/14789450.2022.2142566] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
BACKGROUND Many stage II/III colorectal cancer (CRC) patients may relapse after routine treatments. Aberrant phosphorylation can regulate pathophysiological processes of tumors, and finding characteristic protein phosphorylation is an efficient approach for the prediction of CRC relapse. RESEARCH DESIGN AND METHODS We compared the tissue proteome and phosphoproteome of stage II/III CRC patients between the relapsed group (n = 5) and the non-relapsed group (n = 5). Phosphopeptides were enriched with Ti4+-IMAC material. We utilized label-free quantification-based proteomics to screen differentially expressed proteins and phosphopeptides between the two groups. Gene Ontology (GO) analysis and Ingenuity Pathway Analysis (IPA) were used for bioinformatics analysis. RESULTS The immune response of the relapsed group (Z-score -2.229) was relatively poorer than that of the non-relapsed group (Z-score 1.982), while viability of tumor was more activated (Z-score 2.895) in the relapsed group, which might cause increased relapse risk. The phosphorylation degrees of three phosphosites (phosphosite 1362 of TP53BP1, phosphosite 809 of VCL and phosphosite 438 of STK10) might be reliable prognostic biomarkers. CONCLUSIONS Some promising proteins and phosphopeptides were discovered to predict the relapse risk in postoperative follow-ups.
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Affiliation(s)
- Liyun Ji
- State Key Laboratory of Microbial Metabolism, Joint International Research Laboratory of Metabolic & Developmental Sciences, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University 200240, Shanghai, China
| | - Zeyuan Wang
- State Key Laboratory of Microbial Metabolism, Joint International Research Laboratory of Metabolic & Developmental Sciences, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University 200240, Shanghai, China
| | - Yin Ji
- State Key Laboratory of Translational Medicine and Innovative Drug Development, Jiangsu Simcere Pharmaceutical Co Ltd 210042, Nanjing, China
| | - Huiyu Wang
- State Key Laboratory of Microbial Metabolism, Joint International Research Laboratory of Metabolic & Developmental Sciences, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University 200240, Shanghai, China
| | - Miao Guo
- State Key Laboratory of Microbial Metabolism, Joint International Research Laboratory of Metabolic & Developmental Sciences, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University 200240, Shanghai, China
| | - Lu Zhang
- State Key Laboratory of Microbial Metabolism, Joint International Research Laboratory of Metabolic & Developmental Sciences, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University 200240, Shanghai, China
| | - Peng Wang
- State Key Laboratory of Translational Medicine and Innovative Drug Development, Jiangsu Simcere Pharmaceutical Co Ltd 210042, Nanjing, China
| | - Hua Xiao
- State Key Laboratory of Microbial Metabolism, Joint International Research Laboratory of Metabolic & Developmental Sciences, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University 200240, Shanghai, China
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10
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Fahrmann JF, Katayama H, Irajizad E, Chakraborty A, Kato T, Mao X, Park S, Murage E, Rusling L, Yu CY, Cai Y, Hsiao FC, Dennison JB, Tran H, Ostrin E, Wilson DO, Yuan JM, Vykoukal J, Hanash S. Plasma Based Protein Signatures Associated with Small Cell Lung Cancer. Cancers (Basel) 2021; 13:cancers13163972. [PMID: 34439128 PMCID: PMC8391533 DOI: 10.3390/cancers13163972] [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: 06/15/2021] [Revised: 08/03/2021] [Accepted: 08/04/2021] [Indexed: 02/04/2023] Open
Abstract
Small-cell-lung cancer (SCLC) is associated with overexpression of oncogenes including Myc family genes and YAP1 and inactivation of tumor suppressor genes. We performed in-depth proteomic profiling of plasmas collected from 15 individuals with newly diagnosed early stage SCLC and from 15 individuals before the diagnosis of SCLC and compared findings with plasma proteomic profiles of 30 matched controls to determine the occurrence of signatures that reflect disease pathogenesis. A total of 272 proteins were elevated (area under the receiver operating characteristic curve (AUC) ≥ 0.60) among newly diagnosed cases compared to matched controls of which 31 proteins were also elevated (AUC ≥ 0.60) in case plasmas collected within one year prior to diagnosis. Ingenuity Pathway analyses of SCLC-associated proteins revealed enrichment of signatures of oncogenic MYC and YAP1. Intersection of proteins elevated in case plasmas with proteomic profiles of conditioned medium from 17 SCLC cell lines yielded 52 overlapping proteins characterized by YAP1-associated signatures of cytoskeletal re-arrangement and epithelial-to-mesenchymal transition. Among samples collected more than one year prior to diagnosis there was a predominance of inflammatory markers. Our integrated analyses identified novel circulating protein features in early stage SCLC associated with oncogenic drivers.
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Affiliation(s)
- Johannes F. Fahrmann
- Department of Clinical Cancer Prevention, The University of Texas M. D. Anderson Cancer Center, Houston, TX 77030, USA; (J.F.F.); (H.K.); (E.I.); (A.C.); (T.K.); (X.M.); (S.P.); (E.M.); (L.R.); (C.-Y.Y.); (Y.C.); (F.C.H.); (J.B.D.); (J.V.)
| | - Hiroyuki Katayama
- Department of Clinical Cancer Prevention, The University of Texas M. D. Anderson Cancer Center, Houston, TX 77030, USA; (J.F.F.); (H.K.); (E.I.); (A.C.); (T.K.); (X.M.); (S.P.); (E.M.); (L.R.); (C.-Y.Y.); (Y.C.); (F.C.H.); (J.B.D.); (J.V.)
| | - Ehsan Irajizad
- Department of Clinical Cancer Prevention, The University of Texas M. D. Anderson Cancer Center, Houston, TX 77030, USA; (J.F.F.); (H.K.); (E.I.); (A.C.); (T.K.); (X.M.); (S.P.); (E.M.); (L.R.); (C.-Y.Y.); (Y.C.); (F.C.H.); (J.B.D.); (J.V.)
| | - Ashish Chakraborty
- Department of Clinical Cancer Prevention, The University of Texas M. D. Anderson Cancer Center, Houston, TX 77030, USA; (J.F.F.); (H.K.); (E.I.); (A.C.); (T.K.); (X.M.); (S.P.); (E.M.); (L.R.); (C.-Y.Y.); (Y.C.); (F.C.H.); (J.B.D.); (J.V.)
| | - Taketo Kato
- Department of Clinical Cancer Prevention, The University of Texas M. D. Anderson Cancer Center, Houston, TX 77030, USA; (J.F.F.); (H.K.); (E.I.); (A.C.); (T.K.); (X.M.); (S.P.); (E.M.); (L.R.); (C.-Y.Y.); (Y.C.); (F.C.H.); (J.B.D.); (J.V.)
| | - Xiangying Mao
- Department of Clinical Cancer Prevention, The University of Texas M. D. Anderson Cancer Center, Houston, TX 77030, USA; (J.F.F.); (H.K.); (E.I.); (A.C.); (T.K.); (X.M.); (S.P.); (E.M.); (L.R.); (C.-Y.Y.); (Y.C.); (F.C.H.); (J.B.D.); (J.V.)
| | - Soyoung Park
- Department of Clinical Cancer Prevention, The University of Texas M. D. Anderson Cancer Center, Houston, TX 77030, USA; (J.F.F.); (H.K.); (E.I.); (A.C.); (T.K.); (X.M.); (S.P.); (E.M.); (L.R.); (C.-Y.Y.); (Y.C.); (F.C.H.); (J.B.D.); (J.V.)
| | - Eunice Murage
- Department of Clinical Cancer Prevention, The University of Texas M. D. Anderson Cancer Center, Houston, TX 77030, USA; (J.F.F.); (H.K.); (E.I.); (A.C.); (T.K.); (X.M.); (S.P.); (E.M.); (L.R.); (C.-Y.Y.); (Y.C.); (F.C.H.); (J.B.D.); (J.V.)
| | - Leona Rusling
- Department of Clinical Cancer Prevention, The University of Texas M. D. Anderson Cancer Center, Houston, TX 77030, USA; (J.F.F.); (H.K.); (E.I.); (A.C.); (T.K.); (X.M.); (S.P.); (E.M.); (L.R.); (C.-Y.Y.); (Y.C.); (F.C.H.); (J.B.D.); (J.V.)
| | - Chuan-Yih Yu
- Department of Clinical Cancer Prevention, The University of Texas M. D. Anderson Cancer Center, Houston, TX 77030, USA; (J.F.F.); (H.K.); (E.I.); (A.C.); (T.K.); (X.M.); (S.P.); (E.M.); (L.R.); (C.-Y.Y.); (Y.C.); (F.C.H.); (J.B.D.); (J.V.)
| | - Yinging Cai
- Department of Clinical Cancer Prevention, The University of Texas M. D. Anderson Cancer Center, Houston, TX 77030, USA; (J.F.F.); (H.K.); (E.I.); (A.C.); (T.K.); (X.M.); (S.P.); (E.M.); (L.R.); (C.-Y.Y.); (Y.C.); (F.C.H.); (J.B.D.); (J.V.)
| | - Fu Chung Hsiao
- Department of Clinical Cancer Prevention, The University of Texas M. D. Anderson Cancer Center, Houston, TX 77030, USA; (J.F.F.); (H.K.); (E.I.); (A.C.); (T.K.); (X.M.); (S.P.); (E.M.); (L.R.); (C.-Y.Y.); (Y.C.); (F.C.H.); (J.B.D.); (J.V.)
| | - Jennifer B. Dennison
- Department of Clinical Cancer Prevention, The University of Texas M. D. Anderson Cancer Center, Houston, TX 77030, USA; (J.F.F.); (H.K.); (E.I.); (A.C.); (T.K.); (X.M.); (S.P.); (E.M.); (L.R.); (C.-Y.Y.); (Y.C.); (F.C.H.); (J.B.D.); (J.V.)
| | - Hai Tran
- Department of Thoracic-Head & Neck Medical Oncology, The University of Texas M. D. Anderson Cancer Center, Houston, TX 77030, USA;
| | - Edwin Ostrin
- Department of Pulmonary Medicine, The University of Texas M. D. Anderson Cancer Center, Houston, TX 77030, USA;
| | - David O. Wilson
- Division of Pulmonary, Allergy and Critical Care Medicine, School of Medicine, University of Pittsburgh, Pittsburgh, PA 15213, USA;
| | - Jian-Min Yuan
- Division of Cancer Control and Population Sciences, UPMC Hillman Cancer Center, University of Pittsburgh, Pittsburgh, PA 15232, USA;
- Department of Epidemiology, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA 15261, USA
| | - Jody Vykoukal
- Department of Clinical Cancer Prevention, The University of Texas M. D. Anderson Cancer Center, Houston, TX 77030, USA; (J.F.F.); (H.K.); (E.I.); (A.C.); (T.K.); (X.M.); (S.P.); (E.M.); (L.R.); (C.-Y.Y.); (Y.C.); (F.C.H.); (J.B.D.); (J.V.)
| | - Samir Hanash
- Department of Clinical Cancer Prevention, The University of Texas M. D. Anderson Cancer Center, Houston, TX 77030, USA; (J.F.F.); (H.K.); (E.I.); (A.C.); (T.K.); (X.M.); (S.P.); (E.M.); (L.R.); (C.-Y.Y.); (Y.C.); (F.C.H.); (J.B.D.); (J.V.)
- Correspondence:
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