1
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Soloveva N, Novikova S, Farafonova T, Tikhonova O, Zgoda V. Proteomic Signature of Extracellular Vesicles Associated with Colorectal Cancer. Molecules 2023; 28:molecules28104227. [PMID: 37241967 DOI: 10.3390/molecules28104227] [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: 04/27/2023] [Revised: 05/15/2023] [Accepted: 05/17/2023] [Indexed: 05/28/2023] Open
Abstract
The proteins of extracellular vesicles (EVs) provide proteomic signatures that reflect molecular features of EV-producing cells, including cancer cells. Detection of cancer cell EV proteins is of great interest due to the development of novel predictive diagnostic approaches. Using targeted mass spectrometry with stable-isotope-labeled peptide standards (SIS), we measured in this study the levels of 34 EV-associated proteins in vesicles and whole lysate derived from the colorectal cancer (CRC) cell lines Caco-2, HT29 and HCT116. We also evaluated the abundance of 13 EV-associated proteins (FN1, TLN1, ITGB3, HSPA8, TUBA4A, CD9, CD63, HSPG2, ITGB1, GNAI2, TSG101, PACSIN2, and CDC42) in EVs isolated from blood plasma samples from 11 CRC patients and 20 healthy volunteers. Downregulation of TLN1, ITGB3, and TUBA4A with simultaneous upregulation of HSPG2 protein were observed in cancer samples compared to healthy controls. The proteomic cargo of the EVs associated with CRC represents a promising source of potential prognostic markers.
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Affiliation(s)
- Natalia Soloveva
- Orekhovich Institute of Biomedical Chemistry, Pogodinskaya 10, 119121 Moscow, Russia
| | - Svetlana Novikova
- Orekhovich Institute of Biomedical Chemistry, Pogodinskaya 10, 119121 Moscow, Russia
| | - Tatiana Farafonova
- Orekhovich Institute of Biomedical Chemistry, Pogodinskaya 10, 119121 Moscow, Russia
| | - Olga Tikhonova
- Orekhovich Institute of Biomedical Chemistry, Pogodinskaya 10, 119121 Moscow, Russia
| | - Victor Zgoda
- Orekhovich Institute of Biomedical Chemistry, Pogodinskaya 10, 119121 Moscow, Russia
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2
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Barpanda A, Biswas D, Verma A, Parihari S, Singh A, Kapoor S, Kantharia C, Srivastava S. Integrative Proteomic and Pharmacological Analysis of Colon Cancer Reveals the Classical Lipogenic Pathway with Prognostic and Therapeutic Opportunities. J Proteome Res 2023; 22:871-884. [PMID: 36731020 DOI: 10.1021/acs.jproteome.2c00646] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
Despite recent advancements, the high mortality rate remains a concern in colon cancer (CAC). Identification of therapeutic markers could prove to be a great asset in CAC management. Multiple studies have reported hyperactivation of de novo lipogenesis (DNL), but its association with the pathology is unclear. This study aims to establish the importance as well as the prognostic and therapeutic potential of DNL in CAC. The key lipogenic enzymes fatty acid synthase along with ATP citrate lyase were quantified using an LC-MS/MS-based targeted proteomics approach in the samples along with the matched controls. The potential capacity of the proteins to distinguish between the tumor and controls was demonstrated using random forest-based class prediction analysis using the peptide intensities. Furthermore, in-depth proteomics of DNL inhibition in the CAC cell line revealed the significance of the pathway in proliferation and metastasis. DNL inhibition affected the major signaling pathways, including DNA repair, PI3K-AKT-mTOR pathway, membrane trafficking, proteasome, etc. The study revealed the upregulation of 26S proteasome machinery as a result of the treatment with subsequent induction of apoptosis. Again, in silico molecular docking-based drug repurposing was performed to find potential drug candidates. Furthermore, we have demonstrated that blocking DNL could be explored as a therapeutic option in CAC treatment.
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Affiliation(s)
- Abhilash Barpanda
- Proteomics Lab, Department of Biosciences & Bioengineering, IIT Bombay, Mumbai 400076 Maharashtra, India.,Centre for Research in Nanotechnology and Science, IIT Bombay, Mumbai 400076 Maharashtra, India
| | - Deeptarup Biswas
- Proteomics Lab, Department of Biosciences & Bioengineering, IIT Bombay, Mumbai 400076 Maharashtra, India
| | - Ayushi Verma
- Proteomics Lab, Department of Biosciences & Bioengineering, IIT Bombay, Mumbai 400076 Maharashtra, India
| | - Shashwati Parihari
- Proteomics Lab, Department of Biosciences & Bioengineering, IIT Bombay, Mumbai 400076 Maharashtra, India
| | - Avinash Singh
- Proteomics Lab, Department of Biosciences & Bioengineering, IIT Bombay, Mumbai 400076 Maharashtra, India
| | - Shobhna Kapoor
- Department of Chemistry, IIT Bombay, Mumbai 400076 Maharashtra, India
| | - Chetan Kantharia
- Department of Surgical Gastroenterology, Seth G.S. Medical College and KEM Hospital, Mumbai 400076 Maharashtra, India
| | - Sanjeeva Srivastava
- Proteomics Lab, Department of Biosciences & Bioengineering, IIT Bombay, Mumbai 400076 Maharashtra, India.,Centre for Research in Nanotechnology and Science, IIT Bombay, Mumbai 400076 Maharashtra, India
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3
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Barpanda A, Tuckley C, Ray A, Banerjee A, Duttagupta SP, Kantharia C, Srivastava S. A protein microarray-based serum proteomic investigation reveals distinct autoantibody signature in colorectal cancer. Proteomics Clin Appl 2023; 17:e2200062. [PMID: 36408811 DOI: 10.1002/prca.202200062] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2022] [Revised: 10/18/2022] [Accepted: 11/17/2022] [Indexed: 11/22/2022]
Abstract
PURPOSE Colorectal cancer (CRC) has been reported as the second leading cause of cancer death worldwide. The 5-year annual survival is around 50%, mainly due to late diagnosis, striking necessity for early detection. This study aims to identify autoantibody in patients' sera for early screening of cancer. EXPERIMENTAL DESIGN The study used a high-density human proteome array with approximately 17,000 recombinant proteins. Screening of sera from healthy individuals, CRC from Indian origin, and CRC from middle-east Asia origin were performed. Bio-statistical analysis was performed to identify significant autoantibodies altered. Pathway analysis was performed to explore the underlying mechanism of the disease. RESULTS The comprehensive proteomic analysis revealed dysregulation of 15 panels of proteins including CORO7, KCNAB1, WRAP53, NDUFS6, KRT30, and COLGALT2. Further biological pathway analysis for the top dysregulated autoantigenic proteins revealed perturbation in important biological pathways such as ECM degradation and cytoskeletal remodeling etc. CONCLUSIONS AND CLINICAL RELEVANCE: The generation of an autoimmune response against cancer-linked pathways could be linked to the screening of the disease. The process of immune surveillance can be detected at an early stage of cancer. Moreover, AAbs can be easily extracted from blood serum through the least invasive test for disease screening.
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Affiliation(s)
- Abhilash Barpanda
- Centre for Research in Nanotechnology & Science (CRNTS), Indian Institute of Technology Bombay, Mumbai, India.,Department of Biosciences and Bioengineering, Indian Institute of Technology Bombay, Mumbai, India
| | - Chaitanya Tuckley
- Centre for Research in Nanotechnology & Science (CRNTS), Indian Institute of Technology Bombay, Mumbai, India
| | - Arka Ray
- Centre for Research in Nanotechnology & Science (CRNTS), Indian Institute of Technology Bombay, Mumbai, India
| | - Arghya Banerjee
- Department of Biosciences and Bioengineering, Indian Institute of Technology Bombay, Mumbai, India
| | - Siddhartha P Duttagupta
- Centre for Research in Nanotechnology & Science (CRNTS), Indian Institute of Technology Bombay, Mumbai, India
| | - Chetan Kantharia
- Department of surgical gastroenterology at King Edward Memorial Hospital and Seth G. S. Medical College, Mumbai, India
| | - Sanjeeva Srivastava
- Centre for Research in Nanotechnology & Science (CRNTS), Indian Institute of Technology Bombay, Mumbai, India.,Department of Biosciences and Bioengineering, Indian Institute of Technology Bombay, Mumbai, India
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4
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Shansky Y, Bespyatykh J. Bile Acids: Physiological Activity and Perspectives of Using in Clinical and Laboratory Diagnostics. MOLECULES (BASEL, SWITZERLAND) 2022; 27:molecules27227830. [PMID: 36431930 PMCID: PMC9692537 DOI: 10.3390/molecules27227830] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/25/2022] [Revised: 11/09/2022] [Accepted: 11/10/2022] [Indexed: 11/16/2022]
Abstract
Bile acids play a significant role in the digestion of nutrients. In addition, bile acids perform a signaling function through their blood-circulating fraction. They regulate the activity of nuclear and membrane receptors, located in many tissues. The gut microbiota is an important factor influencing the effects of bile acids via enzymatic modification. Depending on the rate of healthy and pathogenic microbiota, a number of bile acids may support lipid and glucose homeostasis as well as shift to more toxic compounds participating in many pathological conditions. Thus, bile acids can be possible biomarkers of human pathology. However, the chemical structure of bile acids is similar and their analysis requires sensitive and specific methods of analysis. In this review, we provide information on the chemical structure and the biosynthesis of bile acids, their regulation, and their physiological role. In addition, the review describes the involvement of bile acids in various diseases of the digestive system, the approaches and challenges in the analysis of bile acids, and the prospects of their use in omics technologies.
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Affiliation(s)
- Yaroslav Shansky
- Department of Molecular Medicine, Center of Molecular Medicine and Diagnostics, Federal Research and Clinical Center of Physical-Chemical Medicine of Federal Medical Biological Agency, Malaya Pirogovskaya Str., 1a, 119435 Moscow, Russia
- Correspondence:
| | - Julia Bespyatykh
- Department of Molecular Medicine, Center of Molecular Medicine and Diagnostics, Federal Research and Clinical Center of Physical-Chemical Medicine of Federal Medical Biological Agency, Malaya Pirogovskaya Str., 1a, 119435 Moscow, Russia
- Department of Expertise in Doping and Drug Control, Mendeleev University of Chemical Technology of Russia, Miusskaya Square, 9, 125047 Moscow, Russia
- Department of Public Health and Health Care, Federal Scientific State Budgetary Institution «N.A. Semashko National Research Institute of Public Health», Vorontsovo Pole Str., 12-1, 105064 Moscow, Russia
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5
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Kumar V, Ray S, Ghantasala S, Srivastava S. An Integrated Quantitative Proteomics Workflow for Cancer Biomarker Discovery and Validation in Plasma. Front Oncol 2020; 10:543997. [PMID: 33072574 PMCID: PMC7538778 DOI: 10.3389/fonc.2020.543997] [Citation(s) in RCA: 28] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2020] [Accepted: 08/17/2020] [Indexed: 12/14/2022] Open
Abstract
Blood plasma is one of the most widely used samples for cancer biomarker discovery research as well as clinical investigations for diagnostic and therapeutic purposes. However, the plasma proteome is extremely complex due to its wide dynamic range of protein concentrations and the presence of high-abundance proteins. Here we have described an optimized, integrated quantitative proteomics pipeline combining the label-free and multiplexed-labeling-based (iTRAQ and TMT) plasma proteome profiling methods for biomarker discovery, followed by the targeted approaches for validation of the identified potential marker proteins. In this workflow, the targeted quantitation of proteins is carried out by multiple-reaction monitoring (MRM) and parallel-reaction monitoring (PRM) mass spectrometry. Thus, our approach enables both unbiased screenings of biomarkers and their subsequent selective validation in human plasma. The overall procedure takes only ~2 days to complete, including the time for data acquisition (excluding database searching). This protocol is quick, flexible, and eliminates the need for a separate immunoassay-based validation workflow in blood cancer biomarker investigations. We anticipate that this plasma proteomics workflow will help to accelerate the cancer biomarker discovery program and provide a valuable resource to the cancer research community.
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Affiliation(s)
- Vipin Kumar
- Department of Biosciences and Bioengineering, Indian Institute of Technology Bombay, Mumbai, India
| | - Sandipan Ray
- Department of Biosciences and Bioengineering, Indian Institute of Technology Bombay, Mumbai, India
| | - Saicharan Ghantasala
- Department of Biosciences and Bioengineering, Indian Institute of Technology Bombay, Mumbai, India
| | - Sanjeeva Srivastava
- Department of Biosciences and Bioengineering, Indian Institute of Technology Bombay, Mumbai, India
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6
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Tanaka A, Wang JY, Shia J, Zhou Y, Ogawa M, Hendrickson RC, Klimstra DS, Roehrl MHA. Maspin as a Prognostic Marker for Early Stage Colorectal Cancer With Microsatellite Instability. Front Oncol 2020; 10:945. [PMID: 32587829 PMCID: PMC7297950 DOI: 10.3389/fonc.2020.00945] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2019] [Accepted: 05/13/2020] [Indexed: 01/30/2023] Open
Abstract
Colorectal cancers are among the most common cancers and a leading cause of cancer death. In our pursuit to discover molecular markers for better characterization and precision theranostics of these cancers, we first conducted global deep proteome analyses and identified maspin (serpin B5, peptidase inhibitor 5) as an upregulated protein in tumor tissue. We then validated its expression in a large cohort of 743 patients with colorectal cancers of all stages and found that both cytoplasmic and nuclear expression varied widely between different patients. Comparison with clinicopathological features revealed that maspin expression levels correlate significantly only with mismatch repair (MMR) status but not with other features. To elucidate the prognostic significance of maspin, we analyzed two outcome-annotated cohorts, one of 572 early stage cancer patients and another of 93 late stage cancer patients. Kaplan–Meier survival, univariate, and multivariate analyses revealed that maspin overexpression predicts longer overall and disease-free survival for early stage microsatellite instability (MSI) subtype colorectal cancer, but there is no correlation with survival for patients with early stage cancer of the microsatellite stability (MSS) subtype or late stage cancer. Our study identifies maspin expression as an independent prognostic marker for risk stratification of early stage MSI subtype colorectal cancer and may provide guidance for improved therapeutic management.
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Affiliation(s)
- Atsushi Tanaka
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, United States.,Department of Pathology, Graduate School of Medicine, University of Tokyo, Tokyo, Japan.,Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, United States
| | | | - Jinru Shia
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, United States
| | - Yihua Zhou
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, United States.,ICU Department, Second Affiliated Hospital of Nanchang University, Nanchang, China
| | - Makiko Ogawa
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, United States.,Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, United States
| | - Ronald C Hendrickson
- Memorial Sloan Kettering Cancer Center, Sloan Kettering Institute, New York, NY, United States
| | - David S Klimstra
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, United States
| | - Michael H A Roehrl
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, United States.,Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, United States
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7
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Tanaka A, Zhou Y, Shia J, Ginty F, Ogawa M, Klimstra DS, Hendrickson RC, Wang JY, Roehrl MH. Prolyl 4-hydroxylase alpha 1 protein expression risk-stratifies early stage colorectal cancer. Oncotarget 2020; 11:813-824. [PMID: 32166002 PMCID: PMC7055541 DOI: 10.18632/oncotarget.27491] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2019] [Accepted: 01/30/2020] [Indexed: 12/22/2022] Open
Abstract
Colorectal cancer (CRC) is one of the most prevalent and lethal malignancies. Especially for early stage CRC, prognostic molecular markers are needed to guide therapy. In this study, we first extracted total proteomes from matched pairs of fresh cancer and benign mucosal tissues from 22 CRC patients. Global proteomic profiling with Fourier transform liquid chromatography-mass spectrometry sequencing and label free quantitation uncovered that P4HA1 (prolyl 4-hydroxylase alpha 1) was overexpressed in CRC relative to benign colonic mucosa. We then investigated expression by immunohistochemical staining with P4HA1-specific antibodies using CRC tissue microarrays. Independent validation cohorts of 599 cases of early stage CRC and 91 cases of late stage CRC were examined. Multivariate and univariate survival analyses revealed that high expression of P4HA1 protein was an independent poor prognostic marker for patients with early stage CRC, especially of the microsatellite stable subtype. Our study provides strong support for P4HA1 as a predictive protein marker for precision diagnostics, therapeutic decision-making, and drug development for early stage colorectal cancer and demonstrates the utility of proteomic profiling to identify novel protein biomarkers.
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Affiliation(s)
- Atsushi Tanaka
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Department of Pathology, Graduate School of Medicine, University of Tokyo, Tokyo, Japan
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Yihua Zhou
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- ICU Department, Second Affiliated Hospital of Nanchang University, Nanchang, China
| | - Jinru Shia
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Fiona Ginty
- GE Global Research Center, Niskayuna, NY, USA
| | - Makiko Ogawa
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - David S. Klimstra
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Ronald C. Hendrickson
- Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | | | - Michael H. Roehrl
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
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8
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Almeida Junior JCD, Helal-Neto E, Pinto SR, Dos Santos SN, Bernardes ES, Al-Qahtani M, Nigro F, Alencar LMR, Ricci-Junior E, Santos-Oliveira R. Colorectal Adenocarcinoma: Imaging using 5-Fluoracil Nanoparticles Labeled with Technetium 99 Metastable. Curr Pharm Des 2019; 25:3282-3288. [PMID: 31419931 DOI: 10.2174/1381612825666190816235147] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2019] [Accepted: 08/06/2019] [Indexed: 12/25/2022]
Abstract
BACKGROUND Adenocarcinoma of colon and rectum are one of the most common cancers worldwide, responsible for over 1,300,000 people diagnosed. Also, they are responsible for metastasis, which leads to death in less than 5 years. METHODS In this study, we developed, characterized, and pre-clinically tested a new nano-radiopharmaceutical for early and differential detection of adenocarcinoma of colon and rectum. RESULTS AND CONCLUSION Results demonstrated the specificity of the developed nanosystem and the ability to reach the tumor with very specific targeting. Also, the imaging data support the use of this nano-agent as a nanoimaging-guided-radiopharmaceutical.
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Affiliation(s)
- Julio Cezar de Almeida Junior
- Brazilian Nuclear Energy Commission, Nuclear Engineering Institute, Rio de Janeiro, Brazil.,Zona Oeste State University, Laboratory of Radiopharmacy and Nanoradiopharmaceuticals, Rio de Janeiro, Brazil
| | - Edward Helal-Neto
- Brazilian Nuclear Energy Commission, Nuclear Engineering Institute, Rio de Janeiro, Brazil
| | - Suyene R Pinto
- Brazilian Nuclear Energy Commission, Nuclear Engineering Institute, Rio de Janeiro, Brazil.,Zona Oeste State University, Laboratory of Radiopharmacy and Nanoradiopharmaceuticals, Rio de Janeiro, Brazil
| | - Sofia Nascimento Dos Santos
- Brazilian Nuclear Energy Commission, Nuclear Engineering Institute, Rio de Janeiro, Brazil.,Instituto de Pesquisas Energéticas e Nucleares, Centro de Radiofarmacia, São Paulo, Brazil
| | - Emerson S Bernardes
- Brazilian Nuclear Energy Commission, Nuclear Engineering Institute, Rio de Janeiro, Brazil.,Instituto de Pesquisas Energéticas e Nucleares, Centro de Radiofarmacia, São Paulo, Brazil
| | - Mohammed Al-Qahtani
- Rio de Janeiro Federal University, Faculty of Pharmacy, Rio de Janeiro, Brazil
| | - Fiammetta Nigro
- King Faisal Specialist Hospital and Research Centre, Cyclotron and Radiopharmaceuticals Department, Riyadh, Saudi Arabia
| | - Luciana M R Alencar
- Federal University of Maranhao, Department of Physics, Sao Luis, Maranhao, Brazil
| | - Eduardo Ricci-Junior
- King Faisal Specialist Hospital and Research Centre, Cyclotron and Radiopharmaceuticals Department, Riyadh, Saudi Arabia
| | - Ralph Santos-Oliveira
- Brazilian Nuclear Energy Commission, Nuclear Engineering Institute, Rio de Janeiro, Brazil.,Zona Oeste State University, Laboratory of Radiopharmacy and Nanoradiopharmaceuticals, Rio de Janeiro, Brazil
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9
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Manfredi M, Brandi J, Di Carlo C, Vita Vanella V, Barberis E, Marengo E, Patrone M, Cecconi D. Mining cancer biology through bioinformatic analysis of proteomic data. Expert Rev Proteomics 2019; 16:733-747. [PMID: 31398064 DOI: 10.1080/14789450.2019.1654862] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Introduction: Discovery proteomics for cancer research generates complex datasets of diagnostic, prognostic, and therapeutic significance in human cancer. With the advent of high-resolution mass spectrometers, able to identify thousands of proteins in complex biological samples, only the application of bioinformatics can lead to the interpretation of data which can be relevant for cancer research. Areas covered: Here, we give an overview of the current bioinformatic tools used in cancer proteomics. Moreover, we describe their applications in cancer proteomics studies of cell lines, serum, and tissues, highlighting recent results and critically evaluating their outcomes. Expert opinion: The use of bioinformatic tools is a fundamental step in order to manage the large amount of proteins (from hundreds to thousands) that can be identified and quantified in a cancer biological samples by proteomics. To handle this challenge and obtain useful data for translational medicine, it is important the combined use of different bioinformatic tools. Moreover, a particular attention to the global experimental design, and the integration of multidisciplinary skills are essential for best setting of tool parameters and best interpretation of bioinformatics output.
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Affiliation(s)
- Marcello Manfredi
- Center for Translational Research on Autoimmune and Allergic Diseases, University of Piemonte Orientale , Novara , Italy.,Department of Translation Medicine, University of Piemonte Orientale , Novara , Italy
| | - Jessica Brandi
- Department of Biotechnology, University of Verona , Verona , Italy
| | - Claudia Di Carlo
- Department of Biotechnology, University of Verona , Verona , Italy
| | - Virginia Vita Vanella
- Center for Translational Research on Autoimmune and Allergic Diseases, University of Piemonte Orientale , Novara , Italy.,Department of Sciences and Technological Innovation, University of Piemonte Orientale , Alessandria , Italy
| | - Elettra Barberis
- Center for Translational Research on Autoimmune and Allergic Diseases, University of Piemonte Orientale , Novara , Italy.,Department of Sciences and Technological Innovation, University of Piemonte Orientale , Alessandria , Italy.,ISALIT , Novara , Italy
| | - Emilio Marengo
- Center for Translational Research on Autoimmune and Allergic Diseases, University of Piemonte Orientale , Novara , Italy.,Department of Sciences and Technological Innovation, University of Piemonte Orientale , Alessandria , Italy.,ISALIT , Novara , Italy
| | - Mauro Patrone
- Department of Sciences and Technological Innovation, University of Piemonte Orientale , Alessandria , Italy
| | - Daniela Cecconi
- Department of Biotechnology, University of Verona , Verona , Italy
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10
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Kraut A, Louwagie M, Bruley C, Masselon C, Couté Y, Brun V, Hesse AM. Protein Biomarker Discovery in Non-depleted Serum by Spectral Library-Based Data-Independent Acquisition Mass Spectrometry. Methods Mol Biol 2019; 1959:129-150. [PMID: 30852820 DOI: 10.1007/978-1-4939-9164-8_9] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
In discovery proteomics experiments, tandem mass spectrometry and data-dependent acquisition (DDA) are classically used to identify and quantify peptides and proteins through database searching. This strategy suffers from known limitations such as under-sampling and lack of reproducibility of precursor ion selection in complex proteomics samples, leading to somewhat inconsistent analytical results across large datasets. Data-independent acquisition (DIA) based on fragmentation of all the precursors detected in predetermined isolation windows can potentially overcome this limitation. DIA promises reproducible peptide and protein quantification with deeper proteome coverage and fewer missing values than DDA strategies. This approach is particularly attractive in the field of clinical biomarker discovery, where large numbers of samples must be analyzed. Here, we describe a DIA workflow for non-depleted serum analysis including a straightforward approach through which to construct a dedicated spectral library, and indications on how to optimize chromatographic and mass spectrometry analytical methods to produce high-quality DIA data and results.
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Affiliation(s)
- Alexandra Kraut
- Université Grenoble Alpes, CEA, Inserm, BGE U1038, Grenoble, France
| | | | | | | | - Yohann Couté
- Université Grenoble Alpes, CEA, Inserm, BGE U1038, Grenoble, France
| | - Virginie Brun
- Université Grenoble Alpes, CEA, Inserm, BGE U1038, Grenoble, France
| | - Anne-Marie Hesse
- Université Grenoble Alpes, CEA, Inserm, BGE U1038, Grenoble, France.
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11
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Duan B, Bai J, Qiu J, Wang J, Tong C, Wang X, Miao J, Li Z, Li W, Yang J, Huang C. Histone-lysine N-methyltransferase SETD7 is a potential serum biomarker for colorectal cancer patients. EBioMedicine 2018; 37:134-143. [PMID: 30361067 PMCID: PMC6284455 DOI: 10.1016/j.ebiom.2018.10.036] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2018] [Revised: 10/04/2018] [Accepted: 10/11/2018] [Indexed: 01/14/2023] Open
Abstract
Background There is an urgent need for the identification of new, clinically useful biomarkers of CRC to enhance diagnostic and prognostic capabilities. Methods We performed proteomic profiling on serum samples from paired pre- and post-operative CRC patients, colorectal polyps patients and healthy controls using an approach combining magnetic bead-based weak cation exchange and matrix-assisted laser desorption ionization-time of flight mass spectrometry. We next performed liquid chromatography-electrospray ionization-tandem mass spectrometry to identify the proteins and selected potential biomarker based on bioinformatics analysis of the TCGA and GEO dataset. We examined SETD7 expression in serum and tissue samples by ELISA and immunohistochemistry respectively and explored the biological function of SETD7 in vitro. Findings 85 differentially expressed peptides were identified. Five peptides showing the most significant changes in abundance across paired pre- and post-operation CRC patients, colorectal polyps patients and healthy controls were identified as peptide regions of FGA, MUC5AC and SETD7. Bioinformatics analysis suggested that the up-regulation of SETD7 in CRC is relatively specific. Validation studies showed that SETD7 expression increased from healthy controls to those with colorectal polyps and finally CRC patients, and decreased after surgery. The sensitivity and specificity of SETD7 were 92.17% and 81.08%, with a high diagnostic value (AUC = 0.9477). In addition, SETD7 expression was significantly correlated with tumor stage and microsatellite instability. Knockdown of SETD7 inhibited cancer cell proliferation, induced G1/S cell cycle arrest and increased apoptosis. Interpretation Our data indicate that SETD7 could serve as a potential diagnostic and prognostic biomarker for CRC.
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Affiliation(s)
- Baojun Duan
- Key Laboratory of Environment and Disease-Related Gene, Ministry of Education, Department of Cell Biology and Genetics, School of Basic Medical sciences, Xi'an Jiaotong University, Health Science Center, Shaanxi, Xi'an 710061, China; Department of Medical Oncology of Shaanxi Provincial People's Hospital, Shaanxi, Xi'an 710068, China
| | - Jun Bai
- Department of Medical Oncology of Shaanxi Provincial People's Hospital, Shaanxi, Xi'an 710068, China
| | - Jian Qiu
- Department of General Surgery of Shaanxi Provincial People's Hospital, Shaanxi, Xi'an 710068, China
| | - Jianhua Wang
- Department of General Surgery of Shaanxi Provincial People's Hospital, Shaanxi, Xi'an 710068, China
| | - Cong Tong
- Department of General Surgery of Shaanxi Provincial People's Hospital, Shaanxi, Xi'an 710068, China
| | - Xiaofei Wang
- Key Laboratory of Environment and Disease-Related Gene, Ministry of Education, Department of Cell Biology and Genetics, School of Basic Medical sciences, Xi'an Jiaotong University, Health Science Center, Shaanxi, Xi'an 710061, China
| | - Jiyu Miao
- Key Laboratory of Environment and Disease-Related Gene, Ministry of Education, Department of Cell Biology and Genetics, School of Basic Medical sciences, Xi'an Jiaotong University, Health Science Center, Shaanxi, Xi'an 710061, China
| | - Zongfang Li
- National & Local Joint Engineering Research Center of Biodiagnostics and Biotherapy, the Second Affiliated Hospital of Xi'an Jiaotong University, Shaanxi, Xi'an 710004, China
| | - Wensheng Li
- Department of Pathology of Shaanxi Provincial People's Hospital, Shaanxi, Xi'an 710068, China
| | - Juan Yang
- Key Laboratory of Environment and Disease-Related Gene, Ministry of Education, Department of Cell Biology and Genetics, School of Basic Medical sciences, Xi'an Jiaotong University, Health Science Center, Shaanxi, Xi'an 710061, China.
| | - Chen Huang
- Key Laboratory of Environment and Disease-Related Gene, Ministry of Education, Department of Cell Biology and Genetics, School of Basic Medical sciences, Xi'an Jiaotong University, Health Science Center, Shaanxi, Xi'an 710061, China.
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12
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Huang W, Liu Z, Li Y, Liu L, Mai G. Identification of long noncoding RNAs biomarkers for diagnosis and prognosis in patients with colon adenocarcinoma. J Cell Biochem 2018; 120:4121-4131. [PMID: 30269368 DOI: 10.1002/jcb.27697] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2018] [Accepted: 08/27/2018] [Indexed: 12/27/2022]
Affiliation(s)
- Wei Huang
- Department of Gastrointestinal Surgery The Affiliated Hospital of Southwest Medical University Sichuan China
- Department of Gastrointestinal Surgery The People's Hospital of Deyang City Deyang Sichuan China
| | - Zhen Liu
- Department of Gastrointestinal Surgery The People's Hospital of Deyang City Deyang Sichuan China
| | - Yu Li
- Department of General Surgery The People's Hospital of Deyang City Deyang Sichuan China
| | - Lilong Liu
- Department of Gastrointestinal Surgery The People's Hospital of Deyang City Deyang Sichuan China
| | - Gang Mai
- Department of Hepatopancreatobiliary Surgery The People's Hospital of Deyang City Deyang Sichuan China
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