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Jia Y, Oyken M, Kim RQ, Tjokrodirijo RT, de Ru AH, Janssen APA, Hacker SM, van Veelen PA, Geurink PP, Sapmaz A. Development of Inhibitors, Probes, and PROTAC Provides a Complete Toolbox to Study PARK7 in the Living Cell. J Med Chem 2024; 67:7935-7953. [PMID: 38713163 PMCID: PMC11129182 DOI: 10.1021/acs.jmedchem.3c02410] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2023] [Revised: 04/25/2024] [Accepted: 04/26/2024] [Indexed: 05/08/2024]
Abstract
The integration of diverse chemical tools like small-molecule inhibitors, activity-based probes (ABPs), and proteolysis targeting chimeras (PROTACs) advances clinical drug discovery and facilitates the exploration of various biological facets of targeted proteins. Here, we report the development of such a chemical toolbox for the human Parkinson disease protein 7 (PARK7/DJ-1) implicated in Parkinson's disease and cancers. By combining structure-guided design, miniaturized library synthesis, and high-throughput screening, we identified two potent compounds, JYQ-164 and JYQ-173, inhibiting PARK7 in vitro and in cells by covalently and selectively targeting its critical residue, Cys106. Leveraging JYQ-173, we further developed a cell-permeable Bodipy probe, JYQ-196, for covalent labeling of PARK7 in living cells and a first-in-class PARK7 degrader JYQ-194 that selectively induces its proteasomal degradation in human cells. Our study provides a valuable toolbox to enhance the understanding of PARK7 biology in cellular contexts and opens new opportunities for therapeutic interventions.
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Affiliation(s)
- Yuqing Jia
- Department
of Cell and Chemical Biology, Division of Chemical Biology and Drug
Discovery, Leiden University Medical Center, Einthovenweg 20, Leiden 2333 ZC, The Netherlands
- Laboratory
for Organic Chemistry, Department of Chemistry and Applied Biosciences, ETH Zürich, Vladimir-Prelog-Weg 3, Zürich CH-8093, Switzerland
| | - Merve Oyken
- Department
of Cell and Chemical Biology, Division of Chemical Biology and Drug
Discovery, Leiden University Medical Center, Einthovenweg 20, Leiden 2333 ZC, The Netherlands
| | - Robbert Q. Kim
- Department
of Cell and Chemical Biology, Division of Chemical Biology and Drug
Discovery, Leiden University Medical Center, Einthovenweg 20, Leiden 2333 ZC, The Netherlands
| | - Rayman T.N. Tjokrodirijo
- Center
for Proteomics and Metabolomics, Leiden
University Medical Center, Albinusdreef 2, Leiden 2333 ZA, The Netherlands
| | - Arnoud H. de Ru
- Center
for Proteomics and Metabolomics, Leiden
University Medical Center, Albinusdreef 2, Leiden 2333 ZA, The Netherlands
| | - Antonius P. A. Janssen
- Department
of Molecular Physiology, Leiden Institute of Chemistry, Leiden University, Einsteinweg 55, Leiden 2333 CC, The Netherlands
| | - Stephan M. Hacker
- Department
of Molecular Physiology, Leiden Institute of Chemistry, Leiden University, Einsteinweg 55, Leiden 2333 CC, The Netherlands
| | - Peter A. van Veelen
- Center
for Proteomics and Metabolomics, Leiden
University Medical Center, Albinusdreef 2, Leiden 2333 ZA, The Netherlands
| | - Paul P. Geurink
- Department
of Cell and Chemical Biology, Division of Chemical Biology and Drug
Discovery, Leiden University Medical Center, Einthovenweg 20, Leiden 2333 ZC, The Netherlands
| | - Aysegul Sapmaz
- Department
of Cell and Chemical Biology, Division of Chemical Biology and Drug
Discovery, Leiden University Medical Center, Einthovenweg 20, Leiden 2333 ZC, The Netherlands
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2
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Sun X, Meng F, Nong M, Fang H, Lu C, Wang Y, Zhang P. Single-cell dissection reveals the role of aggrephagy patterns in tumor microenvironment components aiding predicting prognosis and immunotherapy on lung adenocarcinoma. Aging (Albany NY) 2023; 15:14333-14371. [PMID: 38095634 PMCID: PMC10756128 DOI: 10.18632/aging.205306] [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: 07/17/2023] [Accepted: 11/06/2023] [Indexed: 12/21/2023]
Abstract
BACKGROUND Lung adenocarcinoma (LUAD) is one of the leading malignant cancers. Aggrephagy plays a critical role in key genetic events for various cancers; yet, how aggrephagy functions within the tumor microenvironment (TME) in LUAD remains to be elucidated. METHODS In this study, by sequential non-negative matrix factorization (NMF) algorithm, pseudotime analysis, cell-cell interaction analysis, and SCENIC analysis, we have shown that aggrephagy genes demonstrated various patterns among different cell types in LUAD TME. LUAD and Immunotherapy cohorts from public repository were used to determine the prognosis and immune response of aggrephagy TME subtypes. The aggrephagy-deprived prognostic score (ADPS) was quantified based on machine learning algorithms. RESULTS The cancer-associated fibroblasts (CAFs), tumor-associated macrophages (TAMs), and CD8+ T cells have various aggrephagy patterns, which enhance the intensity of intercellular communication and transcription factor activation. Furthermore, based on the signatures of the newly defined aggrephagy cell subtypes and expression profiles of large cohorts in LUAD patients, we determine that DYNC1I2+CAF-C1, DYNLL1+CAF-C2, PARK7+CAF-C3, VIM+Mac-C1, PARK7+Mac-C2, VIM+CD8+T_cells-C1, UBA52+CD8+T_cells-C2, TUBA4A+CD8+T_ cells-C3, and TUBA1A+CD8+T_cells-C4 are crucial prognostic factors for LUAD patients. The developed ADPS could predict survival outcomes and immunotherapeutic response across ten cohorts (n = 1838), and patients with low ADPS owned a better prognosis, lower genomic alterations, and are more sensitive to immunotherapy. Meanwhile, based on PRISM, CTRP, and CMAP databases, PLK inhibitor BI-2536, may be a potential agent for patients with high ADPS. CONCLUSIONS Taken together, our novel and systematic single-cell analysis has revealed the unique role of aggrephagy in remodeling the TME of LUAD. As a newly demonstrated biomarker, the ADPS facilitates the clinical management and individualized treatment of LUAD.
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Affiliation(s)
- Xinti Sun
- Department of Cardiothoracic Surgery, Tianjin Medical University General Hospital, Tianjin 300052, China
| | - Fei Meng
- Department of Cardiothoracic Surgery, Tianjin Medical University General Hospital, Tianjin 300052, China
| | - Minyu Nong
- School of Clinical Medicine, Youjiang Medical University for Nationalities, Baise, Guangxi, China
| | - Hao Fang
- Department of Cardiothoracic Surgery, Tianjin Medical University General Hospital, Tianjin 300052, China
| | - Chenglu Lu
- Department of Pathology, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China
| | - Yan Wang
- Department of Cardiothoracic Surgery, Tianjin Medical University General Hospital, Tianjin 300052, China
| | - Peng Zhang
- Department of Cardiothoracic Surgery, Tianjin Medical University General Hospital, Tianjin 300052, China
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3
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Jin W. Novel Insights into PARK7 (DJ-1), a Potential Anti-Cancer Therapeutic Target, and Implications for Cancer Progression. J Clin Med 2020; 9:jcm9051256. [PMID: 32357493 PMCID: PMC7288009 DOI: 10.3390/jcm9051256] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2020] [Revised: 04/23/2020] [Accepted: 04/24/2020] [Indexed: 12/28/2022] Open
Abstract
The expression of PARK7 is upregulated in various types of cancer, suggesting its potential role as a critical regulator of the pathogenesis of cancer and in the treatment of cancer and neurodegenerative diseases, including Parkinson’s disease, Alzheimer’s disease, and Huntington disease. PARK7 activates various intracellular signaling pathways that have been implicated in the induction of tumor progression, which subsequently enhances tumor initiation, continued proliferation, metastasis, recurrence, and resistance to chemotherapy. Additionally, secreted PARK7 has been identified as a high-risk factor for the pathogenesis and survival of various cancers. This review summarizes the current understanding of the correlation between the expression of PARK7 and tumor progression.
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Affiliation(s)
- Wook Jin
- Laboratory of Molecular Disease and Cell Regulation, Department of Biochemistry, School of Medicine, Gachon University, Incheon 406-840, Korea
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4
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Chiou J, Chang YC, Tsai HF, Lin YF, Huang MS, Yang CJ, Hsiao M. Follistatin-like Protein 1 Inhibits Lung Cancer Metastasis by Preventing Proteolytic Activation of Osteopontin. Cancer Res 2019; 79:6113-6125. [PMID: 31653686 DOI: 10.1158/0008-5472.can-19-0842] [Citation(s) in RCA: 43] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2019] [Revised: 09/23/2019] [Accepted: 10/21/2019] [Indexed: 11/16/2022]
Abstract
Follistatin-like protein 1 (FSTL1) plays a critical role in lung organogenesis, but is downregulated during lung cancer development and progression. The prognostic significance and functional consequences of FSTL1 downregulation in lung cancer are unclear. Here, reduced levels of FSTL1 were detected in various tumors compared with normal tissues and were associated with poor clinical outcome in patients with non-small cell lung cancer, particularly those with lung adenocarcinoma. FSTL1 expression negatively correlated with the metastatic potential of lung cancer cells. Antibody-based neutralization of extracellular FSTL1 increased cellular migration/invasion while addition of recombinant FSTL1 protein diminished the metastatic capacity of lung cancer cells in vitro and in vivo. Notably, treatment with FSTL1 effectively prevented the metastatic progression of lung cancer cells in an orthotopic animal model. Mechanistically, FSTL1 directly bound to the proform of secreted phosphoprotein 1 (SPP1)/osteopontin, restraining proteolytic activation of SPP1, which led to inactivation of integrin/CD44-associated signaling and rearrangement of the actin cytoskeleton. Combined low expression of FSTL1 and high expression of SPP1 predicted a poorer prognosis for patients with lung cancer. This study highlights the novel interaction between FSTL1 and SPP1 and new opportunities to effectively target SPP1-driven metastatic cancers characterized by FSTL1 downregulation. SIGNIFICANCE: These findings describe the novel interaction between FSTL1 and SPP1 and its role in the metastatic progression of lung adenocarcinoma.
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Affiliation(s)
- Jean Chiou
- Genomic Research Center, Academia Sinica, Taipei, Taiwan
| | - Yu-Chan Chang
- Genomic Research Center, Academia Sinica, Taipei, Taiwan
| | | | - Yuan-Feng Lin
- Graduate Institute of Clinical Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan
| | - Ming-Shyan Huang
- Department of Internal Medicine, E-DA Cancer Hospital, School of Medicine, I-Shou University, Kaohsiung, Taiwan
| | - Chih-Jen Yang
- Department of Internal Medicine, Kaohsiung Municipal Ta-Tung Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan. .,Faculty of Medicine, College of Medicine, Kaohsiung Medical University, Taiwan
| | - Michael Hsiao
- Genomic Research Center, Academia Sinica, Taipei, Taiwan. .,Department of Biochemistry, College of Medicine, Kaohsiung Medical University, Kaohsiung, Taiwan
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Hsiao YC, Chu LJ, Chen JT, Yeh TS, Yu JS. Proteomic profiling of the cancer cell secretome: informing clinical research. Expert Rev Proteomics 2017; 14:737-756. [PMID: 28695748 DOI: 10.1080/14789450.2017.1353913] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
INTRODUCTION Cancer represents one of the major causes of human deaths. Identification of proteins as biomarkers for early detection of cancer and therapeutic targets for cancer treatment are important issues in precision medicine. Secretome of cancer cells represents the collection of proteins secreted or shed from cancer cells. Proteomic profiling of the cancer cell secretome has been proven to be a convenient and efficient way to discover cancer biomarker and/or therapeutic targets. Areas covered: There have been numerous reviews describing the history and application of secretome analysis in cancer biomarker/therapeutic target research. The present review focuses on the technological advancement for profiling low-molecular-mass proteins in secretome, the latest information regarding the new candidate biomarkers and molecular mechanisms discovered on the basis of cancer cell secretome analysis, as well as the previously discovered candidate biomarkers that enter into clinical trials. Expert commentary: Current technologies for protein sample preparation/separation and MS-based protein identification have allowed in-depth analysis of cancer cell secretome. Future efforts should focus on the comprehensiveness of cancer cell secretome, meta-analysis of different secretome datasets and integrated analysis via combining other omics datasets, as well as the incorporation of MS-based biomarker verification pipeline into both preclinical studies and clinical trials.
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Affiliation(s)
- Yung-Chin Hsiao
- a Molecular Medicine Research Center , Chang Gung University , Taoyuan , Taiwan.,b Liver Research Center , Chang Gung Memorial Hospital at Linkou , Taoyuan , Taiwan
| | - Lichieh Julie Chu
- a Molecular Medicine Research Center , Chang Gung University , Taoyuan , Taiwan.,b Liver Research Center , Chang Gung Memorial Hospital at Linkou , Taoyuan , Taiwan
| | - Jeng-Ting Chen
- c Department of Surgery , Chang Gung Memorial Hospital at Linkou , Taoyuan , Taiwan
| | - Ta-Sen Yeh
- c Department of Surgery , Chang Gung Memorial Hospital at Linkou , Taoyuan , Taiwan
| | - Jau-Song Yu
- a Molecular Medicine Research Center , Chang Gung University , Taoyuan , Taiwan.,b Liver Research Center , Chang Gung Memorial Hospital at Linkou , Taoyuan , Taiwan.,d Department of Cell and Molecular Biology , College of Medicine, Chang Gung University , Taoyuan , Taiwan
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6
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Fukuda T, Nomura M, Kato Y, Tojo H, Fujii K, Nagao T, Bando Y, Fehniger TE, Marko-Varga G, Nakamura H, Kato H, Nishimura T. A selected reaction monitoring mass spectrometric assessment of biomarker candidates diagnosing large-cell neuroendocrine lung carcinoma by the scaling method using endogenous references. PLoS One 2017; 12:e0176219. [PMID: 28448532 PMCID: PMC5407814 DOI: 10.1371/journal.pone.0176219] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2016] [Accepted: 03/22/2017] [Indexed: 01/09/2023] Open
Abstract
Selected reaction monitoring mass spectrometry (SRM-MS) -based semi-quantitation was performed to assess the validity of 46 selected candidate proteins for specifically diagnosing large-cell neuroendocrine lung carcinoma (LCNEC) and differentiating it from other lung cancer subtypes. The scaling method was applied in this study using specific SRM peak areas (AUCs) derived from the endogenous reference protein that normalizes all SRM AUCs obtained for the candidate proteins. In a screening verification study, we found that seven out of the 46 candidate proteins were statistically significant for the LCNEC phenotype, including 4F2hc cell surface antigen heavy chain (4F2hc/CD98) (p-ANOVA ≤ 0.0012), retinal dehydrogenase 1 (p-ANOVA ≤ 0.0029), apolipoprotein A-I (p-ANOVA ≤ 0.0004), β-enolase (p-ANOVA ≤ 0.0043), creatine kinase B-type (p-ANOVA ≤ 0.0070), and galectin-3-binding protein (p-ANOVA = 0.0080), and phosphatidylethanolamine-binding protein 1 (p-ANOVA ≤ 0.0012). In addition, we also identified candidate proteins specific to the small-cell lung carcinoma (SCLC) subtype. These candidates include brain acid soluble protein 1 (p-ANOVA < 0.0001) and γ-enolase (p-ANOVA ≤ 0.0013). This new relative quantitation-based approach utilizing the scaling method can be applied to assess hundreds of protein candidates obtained from discovery proteomic studies as a first step of the verification phase in biomarker development processes.
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Affiliation(s)
| | - Masaharu Nomura
- Department of Thoracic and Thyroid Surgery, Tokyo Medical University, Tokyo, Japan
| | - Yasufumi Kato
- Department of Thoracic Surgery, Tokyo Medical University Ibaraki Medical Center, Ibaraki, Japan
| | - Hiromasa Tojo
- Department of Biophysics and Biochemistry, Osaka University Graduate School of Medicine, Osaka, Japan
| | - Kiyonaga Fujii
- Department of Translational Medicine Informatics, St. Mariana University School of Medicine, Kawasaki, Japan
| | - Toshitaka Nagao
- Department of Clinical Pathology, Tokyo Medical University, Tokyo, Japan
| | | | - Thomas E. Fehniger
- Center of Excellence in Biological and Medical Mass Spectrometry, Lund University, Lund, Sweden
- Clinical Protein Science & Imaging, Biomedical Center, Department of Biomedical Engineering, Lund University, Lund, Sweden
| | - György Marko-Varga
- Center of Excellence in Biological and Medical Mass Spectrometry, Lund University, Lund, Sweden
- Clinical Protein Science & Imaging, Biomedical Center, Department of Biomedical Engineering, Lund University, Lund, Sweden
| | - Haruhiko Nakamura
- Department of Translational Medicine Informatics, St. Mariana University School of Medicine, Kawasaki, Japan
- Department of Chest Surgery, St. Marianna University School of Medicine, Kawasaki, Japan
| | - Harubumi Kato
- Department of Thoracic and Thyroid Surgery, Tokyo Medical University, Tokyo, Japan
- Chest Surgery, Niizashiki Central General Hospital, Saitama, Japan
| | - Toshihide Nishimura
- Department of Translational Medicine Informatics, St. Mariana University School of Medicine, Kawasaki, Japan
- Center of Excellence in Biological and Medical Mass Spectrometry, Lund University, Lund, Sweden
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7
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Bilan R, Ametzazurra A, Brazhnik K, Escorza S, Fernández D, Uríbarri M, Nabiev I, Sukhanova A. Quantum-dot-based suspension microarray for multiplex detection of lung cancer markers: preclinical validation and comparison with the Luminex xMAP ® system. Sci Rep 2017; 7:44668. [PMID: 28300171 PMCID: PMC5353738 DOI: 10.1038/srep44668] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2016] [Accepted: 02/13/2017] [Indexed: 11/21/2022] Open
Abstract
A novel suspension multiplex immunoassay for the simultaneous specific detection of lung cancer markers in bronchoalveolar lavage fluid (BALF) clinical samples based on fluorescent microspheres having different size and spectrally encoded with quantum dots (QDEM) was developed. The designed suspension immunoassay was validated for the quantitative detection of three lung cancer markers in BALF samples from 42 lung cancer patients and 10 control subjects. Tumor markers were detected through simultaneous formation of specific immune complexes consisting of a capture molecule, the target antigen, and biotinylated recognition molecule on the surface of the different QDEM in a mixture. The immune complexes were visualized by fluorescently labeled streptavidin and simultaneously analyzed using a flow cytometer. Preclinical validation of the immunoassay was performed and results were compared with those obtained using an alternative 3-plex immunoassay based on Luminex xMAP® technology, developed on classical organic fluorophores. The comparison showed that the QDEM and xMAP® assays yielded almost identical results, with clear discrimination between control and clinical samples. Thus, developed QDEM technology can become a good alternative to xMAP® assays permitting analysis of multiple protein biomarkers using conventional flow cytometers.
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Affiliation(s)
- Regina Bilan
- Laboratory of Nano-Bioengineering, National Research Nuclear University MEPhI (Moscow Engineering Physics Institute), 115409 Moscow, Russian Federation
| | - Amagoia Ametzazurra
- Department of Research and Development, Progenika Biopharma S.A., Derio, 48160 Spain
| | - Kristina Brazhnik
- Laboratory of Nano-Bioengineering, National Research Nuclear University MEPhI (Moscow Engineering Physics Institute), 115409 Moscow, Russian Federation
| | - Sergio Escorza
- Department of Research and Development, Progenika Biopharma S.A., Derio, 48160 Spain
| | - David Fernández
- Department of Research and Development, Progenika Biopharma S.A., Derio, 48160 Spain
| | - María Uríbarri
- Department of Research and Development, Progenika Biopharma S.A., Derio, 48160 Spain
| | - Igor Nabiev
- Laboratory of Nano-Bioengineering, National Research Nuclear University MEPhI (Moscow Engineering Physics Institute), 115409 Moscow, Russian Federation.,Laboratoire de Recherche en Nanosciences, LRN - EA4682, Université de Reims Champagne-Ardenne, 51096 Reims, France
| | - Alyona Sukhanova
- Laboratory of Nano-Bioengineering, National Research Nuclear University MEPhI (Moscow Engineering Physics Institute), 115409 Moscow, Russian Federation.,Laboratoire de Recherche en Nanosciences, LRN - EA4682, Université de Reims Champagne-Ardenne, 51096 Reims, France
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8
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Jin H, Cheng X, Pei Y, Fu J, Lyu Z, Peng H, Yao Q, Jiang Y, Luo L, Zhuo H. Data from a comparative proteomic analysis of tumor-derived lung-cancer CD105(+) endothelial cells. Data Brief 2016; 7:927-39. [PMID: 27081670 PMCID: PMC4818351 DOI: 10.1016/j.dib.2016.03.062] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2015] [Revised: 02/25/2016] [Accepted: 03/16/2016] [Indexed: 01/16/2023] Open
Abstract
Increasing evidence indicates that tumor-derived endothelial cells (TECs) are more relevant for the study of tumor angiogenesis and for screening antiangiogenic drugs than normal ECs (NECs). In this data article, high-purity (>98%) primary CD105+ NECs and TECs purified from a mouse Lewis lung carcinoma model bearing 0.5 cm tumors were identified using 2D-PAGE and Matrix-assisted laser desorption/ionization tandem mass spectrometry (MALDI-MS/MS). All the identified proteins were categorized functionally by Gene Ontology (GO) analysis, and gene-pathway annotated by Kyoto Encyclopedia of Genes and Genomes (KEGG). Finally, protein–protein interaction networks were also built. The proteomics and bioinformatics data presented here provide novel insights into the molecular characteristics and the early modulation of the TEC proteome in the tumor microenvironment.
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Affiliation(s)
- Hongwei Jin
- Xiamen Center of Clinical Laboratory, The Affiliated Zhongshan Hospital, Xiamen University, Xiamen, Fujian 361004, China
| | - Xiao Cheng
- Respiratory Department, The Affiliated Zhongshan Hospital, Xiamen University, Xiamen, Fujian 361004, China
| | - Yihua Pei
- Central Laboratory, The Affiliated Zhongshan Hospital, Xiamen University, Xiamen, Fujian 361004, China
| | - Jianguo Fu
- Hospital Infection Control Office, The Affiliated Zhongshan Hospital, Xiamen University, Xiamen, Fujian 361004, China
| | - Zhi Lyu
- Respiratory Department, The Affiliated Zhongshan Hospital, Xiamen University, Xiamen, Fujian 361004, China
| | - Huifang Peng
- State Key Laboratory of Stress Cell Biology, School of Life Science, Xiamen University, Xiamen, Fujian 361004, China
| | - Qin Yao
- Central Laboratory, The Affiliated Zhongshan Hospital, Xiamen University, Xiamen, Fujian 361004, China
| | - Yu Jiang
- Central Laboratory, Xiamen Women׳s and Children׳s Hospital, Xiamen, Fujian 361004, China
| | - Lianzhong Luo
- Department of Pharmacy, Xiamen Medical College, Xiamen, Fujian 361004, China
| | - Huiqin Zhuo
- Central Laboratory, The Affiliated Zhongshan Hospital, Xiamen University, Xiamen, Fujian 361004, China
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9
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Hu R, Huffman KE, Chu M, Zhang Y, Minna JD, Yu Y. Quantitative Secretomic Analysis Identifies Extracellular Protein Factors That Modulate the Metastatic Phenotype of Non-Small Cell Lung Cancer. J Proteome Res 2016; 15:477-86. [PMID: 26736068 DOI: 10.1021/acs.jproteome.5b00819] [Citation(s) in RCA: 39] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Lung cancer is the leading cause of cancer-related deaths for men and women in the United States, with non-small cell lung cancer (NSCLC) representing 85% of all diagnoses. Late stage detection, metastatic disease and lack of actionable biomarkers contribute to the high mortality rate. Proteins in the extracellular space are known to be critically involved in regulating every stage of the pathogenesis of lung cancer. To investigate the mechanism by which secreted proteins contribute to the pathogenesis of NSCLC, we performed quantitative secretomic analysis of two isogenic NSCLC cell lines (NCI-H1993 and NCI-H2073) and an immortalized human bronchial epithelial cell line (HBEC3-KT) as control. H1993 was derived from a chemo-naïve metastatic tumor, while H2073 was derived from the primary tumor after etoposide/cisplatin therapy. From the conditioned media of these three cell lines, we identified and quantified 2713 proteins, including a series of proteins involved in regulating inflammatory response, programmed cell death and cell motion. Gene Ontology (GO) analysis indicates that a number of proteins overexpressed in H1993 media are involved in biological processes related to cancer metastasis, including cell motion, cell-cell adhesion and cell migration. RNA interference (RNAi)-mediated knock down of a number of these proteins, including SULT2B1, CEACAM5, SPRR3, AGR2, S100P, and S100A14, leads to dramatically reduced migration of these cells. In addition, meta-analysis of survival data indicates NSCLC patients whose tumors express higher levels of several of these secreted proteins, including SULT2B1, CEACAM5, SPRR3, S100P, and S100A14, have a worse prognosis. Collectively, our results provide a potential molecular link between deregulated secretome and NSCLC cell migration/metastasis. In addition, the identification of these aberrantly secreted proteins might facilitate the development of biomarkers for early detection of this devastating disease.
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Affiliation(s)
- Rongkuan Hu
- Department of Biochemistry and ‡Hamon Center for Therapeutic Oncology Research, Simmons Comprehensive Cancer Center, Pharmacology and Internal Medicine, University of Texas Southwestern Medical Center , Dallas, Texas 75235, United States
| | - Kenneth E Huffman
- Department of Biochemistry and ‡Hamon Center for Therapeutic Oncology Research, Simmons Comprehensive Cancer Center, Pharmacology and Internal Medicine, University of Texas Southwestern Medical Center , Dallas, Texas 75235, United States
| | - Michael Chu
- Department of Biochemistry and ‡Hamon Center for Therapeutic Oncology Research, Simmons Comprehensive Cancer Center, Pharmacology and Internal Medicine, University of Texas Southwestern Medical Center , Dallas, Texas 75235, United States
| | - Yajie Zhang
- Department of Biochemistry and ‡Hamon Center for Therapeutic Oncology Research, Simmons Comprehensive Cancer Center, Pharmacology and Internal Medicine, University of Texas Southwestern Medical Center , Dallas, Texas 75235, United States
| | - John D Minna
- Department of Biochemistry and ‡Hamon Center for Therapeutic Oncology Research, Simmons Comprehensive Cancer Center, Pharmacology and Internal Medicine, University of Texas Southwestern Medical Center , Dallas, Texas 75235, United States
| | - Yonghao Yu
- Department of Biochemistry and ‡Hamon Center for Therapeutic Oncology Research, Simmons Comprehensive Cancer Center, Pharmacology and Internal Medicine, University of Texas Southwestern Medical Center , Dallas, Texas 75235, United States
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10
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Jin H, Cheng X, Pei Y, Fu J, Lyu Z, Peng H, Yao Q, Jiang Y, Luo L, Zhuo H. Identification and verification of transgelin-2 as a potential biomarker of tumor-derived lung-cancer endothelial cells by comparative proteomics. J Proteomics 2015; 136:77-88. [PMID: 26721444 DOI: 10.1016/j.jprot.2015.12.012] [Citation(s) in RCA: 38] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2015] [Revised: 12/02/2015] [Accepted: 12/09/2015] [Indexed: 12/16/2022]
Abstract
UNLABELLED To investigate heterogeneity of endothelial cells (ECs) in the tumor microenvironment and biomarkers for antitumor angiogenesis therapy, high-purity (>98%) normal (NECs) and tumor-derived CD105(+) ECs (TECs) were purified from a mouse Lewis lung carcinoma model bearing 0.5 cm tumors by immunomagnetic separation. Proteomics analysis revealed that 48 proteins (28 upregulated and 20 downregulated) were differentially regulated by at least 1.5-fold in TECs, and that these proteins were involved in metabolism, energy pathways, protein folding, cell growth and/or functioned as structural constituents of the cytoskeleton. Upregulation of heat shock protein 60 (Hspd1) and transgelin-2 (Tagln2) was revealed in TECs, and by immunohistochemistry (IHC) in paired tissues from 30 consecutive lung cancer (LC) patients. Higher expression levels of Hspd1, Tagln2 were detected in microvascular ECs of paratumor and tumor tissues than in paired normal counterparts. Stronger Tagln2 staining was associated with clinical stage, tumor size, and histological neural invasion. Higher Hspd1 (area under the curve [AUC], 0.82) and lower Tagln2 (AUC, 0.90) levels were detected in LC patient sera. Pearson correlation analysis revealed a positive correlation between serum Hspd1 and Tagln2 levels. In conclusion, higher Tagln2 levels were associated with tumor development, lymph node metastasis, and neural invasion in LC and may thus serve as a potential biomarker of tumor angiogenesis. SIGNIFICANCE High-purity endothelial cells (normal and tumor derived) were prepared to characterize ECs heterogeneity in the tumor microenvironment and to explore biomarkers of early stages of tumor development by proteomics. Candidate proteins Hspd1 and Tagln2, were further verification in the sera and tumor tissues of lung cancer patients. Moreover, higher Tagln2 was significantly associated with clinical tumor development, metastasis, and neural invasion. All these results indicated a crucial role for Tagln2 in TECs for tumor development and metastasis.
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Affiliation(s)
- Hongwei Jin
- Xiamen Center of Clinical Laboratory, The Affiliated Zhongshan Hospital, Xiamen University, Xiamen, Fujian 361004, China
| | - Xiao Cheng
- Respiratory Department, The Affiliated Zhongshan Hospital, Xiamen University, Xiamen, Fujian 361004, China
| | - Yihua Pei
- Central Laboratory, The Affiliated Zhongshan Hospital, Xiamen University, Xiamen, Fujian 361004, China
| | - Jianguo Fu
- Hospital Infection Control Office, The Affiliated Zhongshan Hospital, Xiamen University, Xiamen, Fujian 361004, China
| | - Zhi Lyu
- Respiratory Department, The Affiliated Zhongshan Hospital, Xiamen University, Xiamen, Fujian 361004, China
| | - Huifang Peng
- State Key Laboratory of Stress Cell Biology, School of Life Science, Xiamen University, Xiamen, Fujian 361004, China
| | - Qin Yao
- Central Laboratory, The Affiliated Zhongshan Hospital, Xiamen University, Xiamen, Fujian 361004, China
| | - Yu Jiang
- Central Laboratory, Xiamen Women's and Children's Hospital, Xiamen, Fujian 361004, China.
| | - Lianzhong Luo
- Department of Pharmacy, Xiamen Medical College, Xiamen, Fujian 361004, China.
| | - Huiqin Zhuo
- Central Laboratory, The Affiliated Zhongshan Hospital, Xiamen University, Xiamen, Fujian 361004, China.
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11
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Krüppel-like factor 17, a novel tumor suppressor: its low expression is involved in cancer metastasis. Tumour Biol 2015; 37:1505-13. [PMID: 26662959 PMCID: PMC4842221 DOI: 10.1007/s13277-015-4588-3] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2015] [Accepted: 12/03/2015] [Indexed: 12/18/2022] Open
Abstract
Krüppel-like factor (KLF) family is highly conserved zinc finger transcription factors that regulate cell proliferation, differentiation, apoptosis, and migration. KLF17 is a member of the KLF family. Recent studies have demonstrated that KLF17 low expression and inactivation are caused by microRNA, gene mutation, and loss of heterozygosity in human tumors, which participates in tumor progression. KLF17 low expression increases cancer metastatic viability; its mechanism is that low KLF17 mediates epithelial-mesenchymal transition (EMT) through regulating EMT-related genes expression; the reduced-KLF17 also increases cancer metastasis though upregulating inhibitor of DNA binding 1 (ID1). Additionally, mutant p53 proteins are capable of developing a complex with KLF17, which mediate the depletion of KLF17 inhibiting EMT gene transcription and increases cancer metastasis. KLF17 downregulation also mediates the activation of TGF-β pathway.
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12
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Lin Q, Lim HSR, Lin HL, Tan HT, Lim TK, Cheong WK, Cheah PY, Tang CL, Chow PKH, Chung MCM. Analysis of colorectal cancer glyco-secretome identifies laminin β-1 (LAMB1) as a potential serological biomarker for colorectal cancer. Proteomics 2015; 15:3905-20. [PMID: 26359947 DOI: 10.1002/pmic.201500236] [Citation(s) in RCA: 41] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2015] [Revised: 08/20/2015] [Accepted: 09/08/2015] [Indexed: 12/12/2022]
Abstract
The high mortality rate in colorectal cancer is mostly ascribed to metastasis, but the only clinical biomarker available for disease monitoring and prognosis is the carcinoembryonic antigen (CEA). However, the prognostic utility of CEA remains controversial. In an effort to identify novel biomarkers that could be potentially translated for clinical use, we collected the secretomes from the colon adenocarcinoma cell line HCT-116 and its metastatic derivative, E1, using the hollow fiber culture system, and utilized the multilectin affinity chromatography approach to enrich for the secreted glycoproteins (glyco-secretome). The HCT-116 and E1 glyco-secretomes were compared using the label-free quantitative SWATH-MS technology, and a total of 149 glycoproteins were differentially secreted in E1 cells. Among these glycoproteins, laminin β-1 (LAMB1), a glycoprotein not previously known to be secreted in colorectal cancer cells, was observed to be oversecreted in E1 cells. In addition, we showed that LAMB1 levels were significantly higher in colorectal cancer patient serum samples as compared to healthy controls when measured using ELISA. ROC analyses indicated that LAMB1 performed better than CEA at discriminating between colorectal cancer patients from controls. Moreover, the diagnostic performance was further improved when LAMB1 was used in combination with CEA.
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Affiliation(s)
- Qifeng Lin
- Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Hannah S R Lim
- Department of Biological Sciences, Faculty of Science, National University of Singapore, Singapore
| | - Hui Ling Lin
- Department of Biological Sciences, Faculty of Science, National University of Singapore, Singapore
| | - Hwee Tong Tan
- Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Teck Kwang Lim
- Department of Biological Sciences, Faculty of Science, National University of Singapore, Singapore
| | - Wai Kit Cheong
- Division of Colorectal Surgery, National University Hospital, Singapore.,Department of Surgery, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Peh Yean Cheah
- Department of Colorectal Surgery, Singapore General Hospital, Singapore.,Saw Swee Hock School of Public Health, National University of Singapore, Singapore.,Duke-NUS Graduate Medical School, National University of Singapore, Singapore
| | - Choong Leong Tang
- Department of Colorectal Surgery, Singapore General Hospital, Singapore
| | - Pierce K H Chow
- Department of General Surgery, Singapore General Hospital, Singapore.,Department of Surgical Oncology, National Cancer Centre, Singapore.,Centre for Quantitative Medicine, Duke-NUS Graduate Medical School, National University of Singapore, Singapore
| | - Maxey C M Chung
- Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore.,Department of Biological Sciences, Faculty of Science, National University of Singapore, Singapore
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13
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Chen GY, Liao HW, Tsai IL, Tseng YJ, Kuo CH. Using the Matrix-Induced Ion Suppression Method for Concentration Normalization in Cellular Metabolomics Studies. Anal Chem 2015; 87:9731-9. [DOI: 10.1021/acs.analchem.5b01869] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Affiliation(s)
- Guan-Yuan Chen
- School
of Pharmacy, College of Medicine, National Taiwan University, No. 33, Linsen S. Rd., Chongcheng Dist., Taipei, 10051 Taiwan
- The
Metabolomics Core Laboratory, Center of Genomic Medicine, National Taiwan University, No.2, Xuzhou Rd., Zhongzheng Dist., Taipei 10055, Taiwan
| | - Hsiao-Wei Liao
- School
of Pharmacy, College of Medicine, National Taiwan University, No. 33, Linsen S. Rd., Chongcheng Dist., Taipei, 10051 Taiwan
- The
Metabolomics Core Laboratory, Center of Genomic Medicine, National Taiwan University, No.2, Xuzhou Rd., Zhongzheng Dist., Taipei 10055, Taiwan
| | - I-Lin Tsai
- School
of Pharmacy, College of Medicine, National Taiwan University, No. 33, Linsen S. Rd., Chongcheng Dist., Taipei, 10051 Taiwan
- The
Metabolomics Core Laboratory, Center of Genomic Medicine, National Taiwan University, No.2, Xuzhou Rd., Zhongzheng Dist., Taipei 10055, Taiwan
| | - Yufeng Jane Tseng
- School
of Pharmacy, College of Medicine, National Taiwan University, No. 33, Linsen S. Rd., Chongcheng Dist., Taipei, 10051 Taiwan
- The
Metabolomics Core Laboratory, Center of Genomic Medicine, National Taiwan University, No.2, Xuzhou Rd., Zhongzheng Dist., Taipei 10055, Taiwan
- Graduate
Institute of Biomedical Electronics and Bioinformatics, National Taiwan University, No.1, Sec. 4, Roosevelt Rd., Zhongzheng
Dist., Taipei 10090, Taiwan
- Department
of Computer Science and Information Engineering, National Taiwan University, No.1, Sec. 4, Roosevelt Rd., Zhongzheng Dist., Taipei 10090, Taiwan
| | - Ching-Hua Kuo
- School
of Pharmacy, College of Medicine, National Taiwan University, No. 33, Linsen S. Rd., Chongcheng Dist., Taipei, 10051 Taiwan
- The
Metabolomics Core Laboratory, Center of Genomic Medicine, National Taiwan University, No.2, Xuzhou Rd., Zhongzheng Dist., Taipei 10055, Taiwan
- Department
of Pharmacy, National Taiwan University Hospital, No.7, Zhongshan
S. Rd., Zhongzheng Dist., Taipei 10002, Taiwan
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14
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Alpha-Actinin 4 Is Associated with Cancer Cell Motility and Is a Potential Biomarker in Non–Small Cell Lung Cancer. J Thorac Oncol 2015; 10:286-301. [DOI: 10.1097/jto.0000000000000396] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
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15
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Maryáš J, Faktor J, Dvořáková M, Struhárová I, Grell P, Bouchal P. Proteomics in investigation of cancer metastasis: Functional and clinical consequences and methodological challenges. Proteomics 2014; 14:426-40. [DOI: 10.1002/pmic.201300264] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2013] [Revised: 09/16/2013] [Accepted: 10/04/2013] [Indexed: 01/05/2023]
Affiliation(s)
- Josef Maryáš
- Department of Biochemistry; Faculty of Science; Masaryk University; Brno Czech Republic
| | - Jakub Faktor
- Department of Biochemistry; Faculty of Science; Masaryk University; Brno Czech Republic
- Regional Centre for Applied Molecular Oncology; Masaryk Memorial Cancer Institute; Brno Czech Republic
| | - Monika Dvořáková
- Department of Biochemistry; Faculty of Science; Masaryk University; Brno Czech Republic
- Regional Centre for Applied Molecular Oncology; Masaryk Memorial Cancer Institute; Brno Czech Republic
| | - Iva Struhárová
- Department of Biochemistry; Faculty of Science; Masaryk University; Brno Czech Republic
- Regional Centre for Applied Molecular Oncology; Masaryk Memorial Cancer Institute; Brno Czech Republic
| | - Peter Grell
- Department of Comprehensive Cancer Care; Masaryk Memorial Cancer Institute; Brno Czech Republic
| | - Pavel Bouchal
- Department of Biochemistry; Faculty of Science; Masaryk University; Brno Czech Republic
- Regional Centre for Applied Molecular Oncology; Masaryk Memorial Cancer Institute; Brno Czech Republic
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16
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Patel S, Ngounou Wetie AG, Darie CC, Clarkson BD. Cancer secretomes and their place in supplementing other hallmarks of cancer. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2014; 806:409-42. [PMID: 24952195 DOI: 10.1007/978-3-319-06068-2_20] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
The secretome includes all macromolecules secreted by cells, in particular conditions at defined times, allowing cell-cell communication. Cancer cell secretomes that are altered compared to normal cells have shown significant potential for elucidating cancer biology. Proteins of secretomes are secreted by various secretory pathways and can be studied using different methods. Cancer secretomes seem to play an important role in known hallmarks of cancers such as excessive proliferation, reduced apoptosis, immune invasion, angioneogenesis, alteration in energy metabolism, and development of resistance against anti-cancer therapy [1, 2]. If a significant role of an altered secretome can be identified in cancer cells, using advanced mass spectrometry-based techniques, this may allow researchers to screen and characterize the secretome proteins involved in cancer progression and open up new opportunities to develop new therapies. We aim to elaborate upon recent advances in cancer cell secretome analysis using different proteomics techniques. In this review, we highlight the role of the altered secretome in contributing to already recognized and emerging hallmarks of cancer and we discuss new challenges in the field of secretome analysis.
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Affiliation(s)
- Sapan Patel
- Memorial Sloan Kettering Cancer Center, Molecular Pharmacology and Chemistry Program, 415 East 68th Street, New York, NY, 10065, USA
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17
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Lin Q, Tan HT, Lim HSR, Chung MCM. Sieving through the cancer secretome. BIOCHIMICA ET BIOPHYSICA ACTA-PROTEINS AND PROTEOMICS 2013; 1834:2360-71. [PMID: 23376431 DOI: 10.1016/j.bbapap.2013.01.030] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/14/2012] [Revised: 01/03/2013] [Accepted: 01/24/2013] [Indexed: 12/22/2022]
Abstract
Cancer is among the most prevalent and serious health problems worldwide. Therefore, there is an urgent need for novel cancer biomarkers with high sensitivity and specificity for early detection and management of the disease. The cancer secretome, encompassing all the proteins that are secreted by cancer cells, is a promising source of biomarkers as the secreted proteins are most likely to enter the blood circulation. Moreover, since secreted proteins are responsible for signaling and communication with the tumor microenvironment, studying the cancer secretome would further the understanding of cancer biology. Latest developments in proteomics technologies have significantly advanced the study of the cancer secretome. In this review, we will present an overview of the secretome sample preparation process and summarize the data from recent secretome studies of six common cancers with high mortality (breast, colorectal, gastric, liver, lung and prostate cancers). In particular, we will focus on the various platforms that were employed and discuss the clinical applicability of the key findings in these studies. This article is part of a Special Issue entitled: An Updated Secretome.
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Affiliation(s)
- Qifeng Lin
- Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, 8 Medical Drive, 117597 Singapore
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18
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Chiu KH, Chang YH, Liao PC. Secretome analysis using a hollow fiber culture system for cancer biomarker discovery. BIOCHIMICA ET BIOPHYSICA ACTA-PROTEINS AND PROTEOMICS 2013; 1834:2285-92. [PMID: 23376430 DOI: 10.1016/j.bbapap.2013.01.033] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/01/2012] [Revised: 12/30/2012] [Accepted: 01/24/2013] [Indexed: 12/22/2022]
Abstract
Secreted proteins, collectively referred to as the secretome, were suggested as valuable biomarkers in disease diagnosis and prognosis. However, some secreted proteins from cell cultures are difficult to detect because of their intrinsically low abundance; they are frequently masked by the released proteins from lysed cells and the substantial amounts of serum proteins used in culture medium. The hollow fiber culture (HFC) system is a commercially available system composed of small fibers sealed in a cartridge shell; cells grow on the outside of the fiber. Recently, because this system can help cells grow at a high density, it has been developed and applied in a novel analytical platform for cell secretome collection in cancer biomarker discovery. This article focuses on the advantages of the HFC system, including the effectiveness of the system for collection of secretomes, and reviews the process of cell secretome collection by the HFC system and proteomic approaches to discover cancer biomarkers. The HFC system not only provides a high-density three-dimensional (3D) cell culture system to mimic tumor growth conditions in vivo but can also accommodate numerous cells in a small volume, allowing secreted proteins to be accumulated and concentrated. In addition, cell lysis rates can be greatly reduced, decreasing the amount of contamination by abundant cytosolic proteins from lysed cells. Therefore, the HFC system is useful for preparing a wide range of proteins from cell secretomes and provides an effective method for collecting higher amounts of secreted proteins from cancer cells. This article is part of a Special Issue entitled: An Updated Secretome.
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Affiliation(s)
- Kuo-Hsun Chiu
- Department and Graduate Institute of Aquaculture, National Kaohsiung Marine University, Kaohsiung, Taiwan
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