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Hyeon DY, Nam D, Shin HJ, Jeong J, Jung E, Cho SY, Shin DH, Ku JL, Baek HJ, Yoo CW, Hong EK, Lim MC, Lee SJ, Bae YK, Kim JK, Bae J, Choi W, Kim SJ, Back S, Kang C, Madar IH, Kim H, Kim S, Kim DK, Kang J, Park GW, Park KS, Shin Y, Kim SS, Jung K, Hwang D, Lee SW, Kim JY. Proteogenomic characterization of molecular and cellular targets for treatment-resistant subtypes in locally advanced cervical cancers. Mol Cancer 2025; 24:77. [PMID: 40087745 PMCID: PMC11908047 DOI: 10.1186/s12943-025-02256-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2024] [Accepted: 02/01/2025] [Indexed: 03/17/2025] Open
Abstract
We report proteogenomic analysis of locally advanced cervical cancer (LACC). Exome-seq data revealed predominant alterations of keratinization-TP53 regulation and O-glycosylation-TP53 regulation axes in squamous and adeno-LACC, respectively, compared to in early-stage cervical cancer. Integrated clustering of mRNA, protein, and phosphorylation data identified six subtypes (Sub1-6) of LACC among which Sub3, 5, and 6 showed the treatment-resistant nature with poor local recurrence-free survival. Elevated immune and extracellular matrix (ECM) activation mediated by activated stroma (PDGFD and CXCL1high fibroblasts) characterized the immune-hot Sub3 enriched with MUC5AChigh epithelial cells (ECs). Increased epithelial-mesenchymal-transition (EMT) and ECM remodeling characterized the immune-cold squamous Sub5 enriched with PGK1 and CXCL10high ECs. We further demonstrated that CIC mutations could trigger EMT activation by upregulating ETV4, and the elevation of the immune checkpoint PVR and neutrophil-like myeloid-derived suppressive cells (FCN1 and FCGR3Bhigh macrophages) could cause suppression of T-cell activation in Sub5. Increased O-linked glycosylation of mucin characterized adeno-LACC Sub6 enriched with MUC5AChigh ECs. These results provide a battery of somatic mutations, cellular pathways, and cellular players that can be used to predict treatment-resistant LACC subtypes and can serve as potential therapeutic targets for these LACC subtypes.
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Affiliation(s)
- Do Young Hyeon
- School of Biological Sciences, Seoul National University, Seoul, 08826, Republic of Korea
| | - Dowoon Nam
- Department of Chemistry and Center for Proteogenome Research, Korea University, Seoul, 02843, Republic of Korea
| | - Hye-Jin Shin
- Research Institute and Hospital, National Cancer Center, Goyang, 10408, Republic of Korea
| | - Juhee Jeong
- Department of Anatomy and Cell Biology and Department of Biomedical Sciences, Seoul National University College of Medicine, Seoul, 03080, Republic of Korea
| | - Eunsoo Jung
- School of Biological Sciences, Seoul National University, Seoul, 08826, Republic of Korea
| | - Soo Young Cho
- Research Institute and Hospital, National Cancer Center, Goyang, 10408, Republic of Korea
| | - Dong Hoon Shin
- Research Institute and Hospital, National Cancer Center, Goyang, 10408, Republic of Korea
| | - Ja-Lok Ku
- Korean Cell Line Bank, Laboratory of Cell Biology, Cancer Research Institute, Seoul National University College of Medicine, Seoul, Korea
| | - Hye Jung Baek
- Research Institute and Hospital, National Cancer Center, Goyang, 10408, Republic of Korea
| | - Chong Woo Yoo
- Research Institute and Hospital, National Cancer Center, Goyang, 10408, Republic of Korea
| | - Eun-Kyung Hong
- Research Institute and Hospital, National Cancer Center, Goyang, 10408, Republic of Korea
| | - Myong Cheol Lim
- Research Institute and Hospital, National Cancer Center, Goyang, 10408, Republic of Korea
| | - Sang-Jin Lee
- Research Institute and Hospital, National Cancer Center, Goyang, 10408, Republic of Korea
| | - Young-Ki Bae
- Research Institute and Hospital, National Cancer Center, Goyang, 10408, Republic of Korea
| | - Jong Kwang Kim
- Research Institute and Hospital, National Cancer Center, Goyang, 10408, Republic of Korea
| | - Jingi Bae
- Department of Chemistry and Center for Proteogenome Research, Korea University, Seoul, 02843, Republic of Korea
| | - Wonyoung Choi
- Research Institute and Hospital, National Cancer Center, Goyang, 10408, Republic of Korea
| | - Su-Jin Kim
- Department of Chemistry and Center for Proteogenome Research, Korea University, Seoul, 02843, Republic of Korea
| | - Seunghoon Back
- Department of Chemistry and Center for Proteogenome Research, Korea University, Seoul, 02843, Republic of Korea
| | - Chaewon Kang
- Department of Chemistry and Center for Proteogenome Research, Korea University, Seoul, 02843, Republic of Korea
| | - Inamul Hasan Madar
- Department of Chemistry and Center for Proteogenome Research, Korea University, Seoul, 02843, Republic of Korea
| | - Hokeun Kim
- Department of Chemistry and Center for Proteogenome Research, Korea University, Seoul, 02843, Republic of Korea
| | - Suhwan Kim
- Department of Chemistry and Center for Proteogenome Research, Korea University, Seoul, 02843, Republic of Korea
| | - Duk Ki Kim
- Department of Anatomy and Cell Biology and Department of Biomedical Sciences, Seoul National University College of Medicine, Seoul, 03080, Republic of Korea
| | - Jihyung Kang
- Department of Anatomy and Cell Biology and Department of Biomedical Sciences, Seoul National University College of Medicine, Seoul, 03080, Republic of Korea
| | - Geon Woo Park
- Department of Anatomy and Cell Biology and Department of Biomedical Sciences, Seoul National University College of Medicine, Seoul, 03080, Republic of Korea
| | - Ki Seok Park
- Department of Anatomy and Cell Biology and Department of Biomedical Sciences, Seoul National University College of Medicine, Seoul, 03080, Republic of Korea
| | - Yourae Shin
- School of Biological Sciences, Seoul National University, Seoul, 08826, Republic of Korea
| | - Sang Soo Kim
- Research Institute and Hospital, National Cancer Center, Goyang, 10408, Republic of Korea.
| | - Keehoon Jung
- Department of Anatomy and Cell Biology and Department of Biomedical Sciences, Seoul National University College of Medicine, Seoul, 03080, Republic of Korea.
- Institute of Allergy and Clinical Immunology, Seoul National University Medical Research Center, Seoul, 03080, Republic of Korea.
| | - Daehee Hwang
- School of Biological Sciences, Seoul National University, Seoul, 08826, Republic of Korea.
| | - Sang-Won Lee
- Department of Chemistry and Center for Proteogenome Research, Korea University, Seoul, 02843, Republic of Korea.
| | - Joo-Young Kim
- Research Institute and Hospital, National Cancer Center, Goyang, 10408, Republic of Korea.
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2
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Xiong F, Zhang T, Ma J, Jia Q. Dual-ligand hydrogen-bonded organic framework: Tailored for mono-phosphopeptides and glycopeptides analysis. Talanta 2024; 266:125068. [PMID: 37574607 DOI: 10.1016/j.talanta.2023.125068] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2023] [Revised: 08/06/2023] [Accepted: 08/08/2023] [Indexed: 08/15/2023]
Abstract
Hydrogen-bonded organic frameworks (HOFs) have emerged as a promising class of materials for applications of separation and enrichment. Utilizing multiple-ligands to construct HOFs is a promising avenue towards the development of structurally stable and functionally diverse frameworks, offering opportunities to create customized binding sites for selective recognition of biomolecules. In recent years, due to the crucial role that protein post-translational modifications (PTMs) play in maintaining protein function and regulating signaling pathways, and the growing recognition of the extensive cross-talk that can occur between PTMs, simultaneous analysis of different types of PTMs represents a requirement of a new generation of enrichment materials. Here, for the first attempt, we report a dual-ligand HOF constructed from borate anion and guanidinium cation for the simultaneous identification of glycopeptides and phosphopeptides, especially mono-phosphopeptides. According to theoretical calculations, the HOF functional sites display a synergistic "matching" effect with mono-phosphopeptides, resulting in a stronger enrichment effect for mono-phosphopeptides as compared to multi-phosphopeptides. Also, due to its high hydrophilicity and boronate affinity, this material can efficiently capture glycoproteins. HOF is set to become an active research direction in the development of highly efficient simultaneous protein enrichment materials, and offers a new approach for comprehensive PTMs analysis.
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Affiliation(s)
- Fangfang Xiong
- College of Chemistry, Jilin University, Changchun 130012, China
| | - Te Zhang
- China-Japan Union Hospital of Jilin University, Changchun 130033, China
| | - Jiutong Ma
- College of Chemistry, Jilin University, Changchun 130012, China
| | - Qiong Jia
- College of Chemistry, Jilin University, Changchun 130012, China; Key Laboratory for Molecular Enzymology and Engineering of Ministry of Education, College of Life Sciences, Jilin University, Changchun 130012, China.
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3
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Ramesh P, Behera SK, Kotimoole CN, Mohanty V, Raju R, Prasad TSK, Codi JAK. Mining proteomics data to extract post-translational modifications associated with gastric cancer. Amino Acids 2023; 55:993-1001. [PMID: 37311859 DOI: 10.1007/s00726-023-03287-0] [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: 10/19/2022] [Accepted: 05/25/2023] [Indexed: 06/15/2023]
Abstract
Gastric cancers are highly heterogeneous, deep-seated tumours associated with late diagnosis and poor prognosis. Post-translational modifications (PTMs) of proteins are known to be well-associated with oncogenesis and metastasis in most cancers. Several enzymes which drive PTMs have also been used as theranostics in cancers of the breast, ovary, prostate and bladder. However, there is limited data on PTMs in gastric cancers. Considering that experimental protocols for simultaneous analysis of multiple PTMs are being explored, a data-driven approach involving reanalysis of mass spectrometry-derived data is useful in cataloguing altered PTMs. We subjected publicly available mass spectrometry data on gastric cancer to an iterative searching strategy for fetching PTMs including phosphorylation, acetylation, citrullination, methylation and crotonylation. These PTMs were catalogued and further analyzed for their functional enrichment through motif analysis. This value-added approach delivered identification of 21,710 unique modification sites on 16,364 modified peptides. Interestingly, we observed 278 peptides corresponding to 184 proteins to be differentially abundant. Using bioinformatics approaches, we observed that majority of these altered PTMs/proteins belonged to cytoskeletal and extracellular matrix proteins, which are known to be perturbed in gastric cancer. The dataset derived by this mutiPTM investigation can provide leads to further investigate the potential role of altered PTMs in gastric cancer management.
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Affiliation(s)
- Poornima Ramesh
- Center for Systems Biology and Molecular Medicine, Yenepoya Research Centre, Yenepoya (Deemed to Be University), Mangalore, 575018, India
| | - Santosh Kumar Behera
- Center for Systems Biology and Molecular Medicine, Yenepoya Research Centre, Yenepoya (Deemed to Be University), Mangalore, 575018, India
| | - Chinmaya Narayana Kotimoole
- Center for Systems Biology and Molecular Medicine, Yenepoya Research Centre, Yenepoya (Deemed to Be University), Mangalore, 575018, India
| | - Varshasnata Mohanty
- Center for Systems Biology and Molecular Medicine, Yenepoya Research Centre, Yenepoya (Deemed to Be University), Mangalore, 575018, India
| | - Rajesh Raju
- Center for Systems Biology and Molecular Medicine, Yenepoya Research Centre, Yenepoya (Deemed to Be University), Mangalore, 575018, India
| | - T S Keshava Prasad
- Center for Systems Biology and Molecular Medicine, Yenepoya Research Centre, Yenepoya (Deemed to Be University), Mangalore, 575018, India.
| | - Jalaluddin Akbar Kandel Codi
- Department of Surgical Oncology, Yenepoya Medical College, Yenepoya (Deemed to Be University), Mangalore, 575018, India.
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4
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Anam Z, Kumari G, Mukherjee S, Rex DAB, Biswas S, Maurya P, Ravikumar S, Gupta N, Kushawaha AK, Sah RK, Chaurasiya A, Singhal J, Singh N, Kaushik S, Prasad TSK, Pati S, Ranganathan A, Singh S. Complementary crosstalk between palmitoylation and phosphorylation events in MTIP regulates its role during Plasmodium falciparum invasion. Front Cell Infect Microbiol 2022; 12:924424. [PMID: 36250062 PMCID: PMC9556994 DOI: 10.3389/fcimb.2022.924424] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2022] [Accepted: 08/10/2022] [Indexed: 11/19/2022] Open
Abstract
Post-translational modifications (PTMs) including phosphorylation and palmitoylation have emerged as crucial biomolecular events that govern many cellular processes including functioning of motility- and invasion-associated proteins during Plasmodium falciparum invasion. However, no study has ever focused on understanding the possibility of a crosstalk between these two molecular events and its direct impact on preinvasion- and invasion-associated protein–protein interaction (PPI) network-based molecular machinery. Here, we used an integrated in silico analysis to enrich two different catalogues of proteins: (i) the first group defines the cumulative pool of phosphorylated and palmitoylated proteins, and (ii) the second group represents a common set of proteins predicted to have both phosphorylation and palmitoylation. Subsequent PPI analysis identified an important protein cluster comprising myosin A tail interacting protein (MTIP) as one of the hub proteins of the glideosome motor complex in P. falciparum, predicted to have dual modification with the possibility of a crosstalk between the same. Our findings suggested that blocking palmitoylation led to reduced phosphorylation and blocking phosphorylation led to abrogated palmitoylation of MTIP. As a result of the crosstalk between these biomolecular events, MTIP’s interaction with myosin A was found to be abrogated. Next, the crosstalk between phosphorylation and palmitoylation was confirmed at a global proteome level by click chemistry and the phenotypic effect of this crosstalk was observed via synergistic inhibition in P. falciparum invasion using checkerboard assay and isobologram method. Overall, our findings revealed, for the first time, an interdependence between two PTM types, their possible crosstalk, and its direct impact on MTIP-mediated invasion via glideosome assembly protein myosin A in P. falciparum. These insights can be exploited for futuristic drug discovery platforms targeting parasite molecular machinery for developing novel antimalarial therapeutics.
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Affiliation(s)
- Zille Anam
- Special Centre for Molecular Medicine, Jawaharlal Nehru University, New Delhi, India
| | - Geeta Kumari
- Special Centre for Molecular Medicine, Jawaharlal Nehru University, New Delhi, India
| | - Soumyadeep Mukherjee
- Department of Life Sciences, School of Natural Sciences, Shiv Nadar University, Greater Noida, Uttar Pradesh, India
| | | | - Shreeja Biswas
- Special Centre for Molecular Medicine, Jawaharlal Nehru University, New Delhi, India
| | - Preeti Maurya
- Special Centre for Molecular Medicine, Jawaharlal Nehru University, New Delhi, India
| | - Susendaran Ravikumar
- Department of Life Sciences, School of Natural Sciences, Shiv Nadar University, Greater Noida, Uttar Pradesh, India
| | - Nutan Gupta
- Special Centre for Molecular Medicine, Jawaharlal Nehru University, New Delhi, India
| | | | - Raj Kumar Sah
- Special Centre for Molecular Medicine, Jawaharlal Nehru University, New Delhi, India
| | - Ayushi Chaurasiya
- Special Centre for Molecular Medicine, Jawaharlal Nehru University, New Delhi, India
| | - Jhalak Singhal
- Special Centre for Molecular Medicine, Jawaharlal Nehru University, New Delhi, India
| | - Niharika Singh
- Special Centre for Molecular Medicine, Jawaharlal Nehru University, New Delhi, India
| | - Shikha Kaushik
- Special Centre for Molecular Medicine, Jawaharlal Nehru University, New Delhi, India
| | - T. S. Keshava Prasad
- Center for Systems Biology and Molecular Medicine, Yenepoya (Deemed to be University), Mangalore, India
| | - Soumya Pati
- Department of Life Sciences, School of Natural Sciences, Shiv Nadar University, Greater Noida, Uttar Pradesh, India
- *Correspondence: Shailja Singh, ; Anand Ranganathan, ; Soumya Pati,
| | - Anand Ranganathan
- Special Centre for Molecular Medicine, Jawaharlal Nehru University, New Delhi, India
- *Correspondence: Shailja Singh, ; Anand Ranganathan, ; Soumya Pati,
| | - Shailja Singh
- Special Centre for Molecular Medicine, Jawaharlal Nehru University, New Delhi, India
- *Correspondence: Shailja Singh, ; Anand Ranganathan, ; Soumya Pati,
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5
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Friedrich C, Schallenberg S, Kirchner M, Ziehm M, Niquet S, Haji M, Beier C, Neudecker J, Klauschen F, Mertins P. Comprehensive micro-scaled proteome and phosphoproteome characterization of archived retrospective cancer repositories. Nat Commun 2021; 12:3576. [PMID: 34117251 PMCID: PMC8196151 DOI: 10.1038/s41467-021-23855-w] [Citation(s) in RCA: 47] [Impact Index Per Article: 11.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2020] [Accepted: 05/17/2021] [Indexed: 02/07/2023] Open
Abstract
Formalin-fixed paraffin-embedded (FFPE) tissues are a valuable resource for retrospective clinical studies. Here, we evaluate the feasibility of (phospho-)proteomics on FFPE lung tissue regarding protein extraction, quantification, pre-analytics, and sample size. After comparing protein extraction protocols, we use the best-performing protocol for the acquisition of deep (phospho-)proteomes from lung squamous cell and adenocarcinoma with >8,000 quantified proteins and >14,000 phosphosites with a tandem mass tag (TMT) approach. With a microscaled approach, we quantify 7,000 phosphosites, enabling the analysis of FFPE biopsies with limited tissue amounts. We also investigate the influence of pre-analytical variables including fixation time and heat-assisted de-crosslinking on protein extraction efficiency and proteome coverage. Our improved workflows provide quantitative information on protein abundance and phosphosite regulation for the most relevant oncogenes, tumor suppressors, and signaling pathways in lung cancer. Finally, we present general guidelines to which methods are best suited for different applications, highlighting TMT methods for comprehensive (phospho-)proteome profiling for focused clinical studies and label-free methods for large cohorts.
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Affiliation(s)
- Corinna Friedrich
- German Cancer Consortium (DKTK), partner site Berlin, Berlin, Germany ,grid.7497.d0000 0004 0492 0584German Cancer Research Center (DKFZ), Heidelberg, Germany ,grid.7468.d0000 0001 2248 7639Institute of Pathology, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany ,grid.419491.00000 0001 1014 0849Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), MDC graduate school, Berlin, Germany ,grid.7468.d0000 0001 2248 7639Humboldt Universität zu Berlin, Institute of Chemistry, Berlin, Germany
| | - Simon Schallenberg
- grid.7468.d0000 0001 2248 7639Institute of Pathology, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Marieluise Kirchner
- grid.419491.00000 0001 1014 0849Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association (MDC), Proteomics Platform, Berlin, Germany ,grid.484013.aBerlin Institute of Health at Charité – Universitätsmedizin Berlin, Berlin, Germany
| | - Matthias Ziehm
- grid.419491.00000 0001 1014 0849Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association (MDC), Proteomics Platform, Berlin, Germany ,grid.484013.aBerlin Institute of Health at Charité – Universitätsmedizin Berlin, Berlin, Germany
| | - Sylvia Niquet
- grid.419491.00000 0001 1014 0849Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association (MDC), Proteomics Platform, Berlin, Germany ,grid.484013.aBerlin Institute of Health at Charité – Universitätsmedizin Berlin, Berlin, Germany
| | - Mohamed Haji
- grid.419491.00000 0001 1014 0849Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association (MDC), Proteomics Platform, Berlin, Germany
| | - Christin Beier
- grid.419491.00000 0001 1014 0849Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association (MDC), Proteomics Platform, Berlin, Germany
| | - Jens Neudecker
- grid.6363.00000 0001 2218 4662Department of Surgery - Campus Charité Mitte and Campus Virchow-Klinikum, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Frederick Klauschen
- German Cancer Consortium (DKTK), partner site Berlin, Berlin, Germany ,grid.7497.d0000 0004 0492 0584German Cancer Research Center (DKFZ), Heidelberg, Germany ,grid.7468.d0000 0001 2248 7639Institute of Pathology, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany ,grid.484013.aBerlin Institute of Health at Charité – Universitätsmedizin Berlin, Berlin, Germany ,grid.5252.00000 0004 1936 973XInstitute of Pathology, Ludwig-Maximilians-Universität München, Munich, Germany
| | - Philipp Mertins
- German Cancer Consortium (DKTK), partner site Berlin, Berlin, Germany ,grid.7497.d0000 0004 0492 0584German Cancer Research Center (DKFZ), Heidelberg, Germany ,grid.419491.00000 0001 1014 0849Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association (MDC), Proteomics Platform, Berlin, Germany ,grid.484013.aBerlin Institute of Health at Charité – Universitätsmedizin Berlin, Berlin, Germany
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Huckstep H, Fearnley LG, Davis MJ. Measuring pathway database coverage of the phosphoproteome. PeerJ 2021; 9:e11298. [PMID: 34113485 PMCID: PMC8162239 DOI: 10.7717/peerj.11298] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2020] [Accepted: 03/29/2021] [Indexed: 12/02/2022] Open
Abstract
Protein phosphorylation is one of the best known post-translational mechanisms playing a key role in the regulation of cellular processes. Over 100,000 distinct phosphorylation sites have been discovered through constant improvement of mass spectrometry based phosphoproteomics in the last decade. However, data saturation is occurring and the bottleneck of assigning biologically relevant functionality to phosphosites needs to be addressed. There has been finite success in using data-driven approaches to reveal phosphosite functionality due to a range of limitations. The alternate, more suitable approach is making use of prior knowledge from literature-derived databases. Here, we analysed seven widely used databases to shed light on their suitability to provide functional insights into phosphoproteomics data. We first determined the global coverage of each database at both the protein and phosphosite level. We also determined how consistent each database was in its phosphorylation annotations compared to a global standard. Finally, we looked in detail at the coverage of each database over six experimental datasets. Our analysis highlights the relative strengths and weaknesses of each database, providing a guide in how each can be best used to identify biological mechanisms in phosphoproteomic data.
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Affiliation(s)
- Hannah Huckstep
- Division of Bioinformatics, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
- Department of Medical Biology, Faculty of Medicine, Dentistry and Health Sciences, University of Melbourne, Parkville, Victoria, Australia
| | - Liam G. Fearnley
- Department of Medical Biology, Faculty of Medicine, Dentistry and Health Sciences, University of Melbourne, Parkville, Victoria, Australia
- Division of Population Health, Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
| | - Melissa J. Davis
- Division of Bioinformatics, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
- Department of Medical Biology, Faculty of Medicine, Dentistry and Health Sciences, University of Melbourne, Parkville, Victoria, Australia
- Department of Clinical Pathology, Faculty of Medicine, Dentistry and Health Sciences, University of Melbourne, Melbourne, Victoria, Australia
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Chae SY, Nam D, Hyeon DY, Hong A, Lee TD, Kim S, Im D, Hong J, Kang C, Lee JW, Hwang D, Lee SW, Kim HI. DNA repair and cholesterol-mediated drug efflux induce dose-dependent chemoresistance in nutrient-deprived neuroblastoma cells. iScience 2021; 24:102325. [PMID: 33889821 PMCID: PMC8050388 DOI: 10.1016/j.isci.2021.102325] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2020] [Revised: 02/16/2021] [Accepted: 03/15/2021] [Indexed: 11/23/2022] Open
Abstract
Neuroblastoma is a solid, heterogeneous pediatric tumor. Chemotherapy is widely used to treat neuroblastoma. However, dose-dependent responses and chemoresistance mechanisms of neuroblastoma cells to anticancer drugs remain challenging. Here, we investigated the dose-dependent effects of topotecan on human neuroblastoma cells (SK-N-SH, SH-SY5Y, and SK-N-BE) under various nutrient supply conditions. Serum-starved human neuroblastoma cells showed reduced toxicity. Their survival rate increased upon treatment with a high concentration (1 μM) of topotecan. Quantitative profiling of global and phosphoproteome identified 12,959 proteins and 48,812 phosphosites, respectively, from SK-N-SH cells. Network analysis revealed that topotecan upregulated DNA repair and cholesterol-mediated topotecan efflux, resulting in topotecan resistance. Results of DNA damage assay, cell cycle, and quantitative analyses of membrane cholesterol supported the validity of these resistance factors and their applicability to all neuroblastoma cells. Our results provide a model for high dose-dependent chemoresistance in neuroblastoma cells that could enable a patient-dependent chemotherapy screening strategy.
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Affiliation(s)
- Soo Yeon Chae
- Department of Chemistry, Korea University, Seoul 02841, Republic of Korea
- Center for Proteogenome Research, Korea University, Seoul 02841, Republic of Korea
| | - Dowoon Nam
- Department of Chemistry, Korea University, Seoul 02841, Republic of Korea
- Center for Proteogenome Research, Korea University, Seoul 02841, Republic of Korea
| | - Do Young Hyeon
- Department of Biological Sciences, Seoul National University, Seoul 08826, Republic of Korea
| | - Areum Hong
- Department of Chemistry, Korea University, Seoul 02841, Republic of Korea
| | - Timothy Dain Lee
- Department of Biological Sciences, Seoul National University, Seoul 08826, Republic of Korea
| | - Sujin Kim
- Department of Chemistry, Korea University, Seoul 02841, Republic of Korea
- Center for Proteogenome Research, Korea University, Seoul 02841, Republic of Korea
| | - Dongjoon Im
- Department of Chemistry, Korea University, Seoul 02841, Republic of Korea
- Center for Proteogenome Research, Korea University, Seoul 02841, Republic of Korea
| | - Jiwon Hong
- Department of Chemistry, Korea University, Seoul 02841, Republic of Korea
- Center for Proteogenome Research, Korea University, Seoul 02841, Republic of Korea
| | - Chaewon Kang
- Department of Chemistry, Korea University, Seoul 02841, Republic of Korea
- Center for Proteogenome Research, Korea University, Seoul 02841, Republic of Korea
| | - Ji Won Lee
- Department of Pediatrics, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul 06351, Republic of Korea
| | - Daehee Hwang
- Department of Biological Sciences, Seoul National University, Seoul 08826, Republic of Korea
| | - Sang-Won Lee
- Department of Chemistry, Korea University, Seoul 02841, Republic of Korea
- Center for Proteogenome Research, Korea University, Seoul 02841, Republic of Korea
| | - Hugh I. Kim
- Department of Chemistry, Korea University, Seoul 02841, Republic of Korea
- Center for Proteogenome Research, Korea University, Seoul 02841, Republic of Korea
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8
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Chen X, Sun Y, Zhang T, Roepstorff P, Yang F. Comprehensive Analysis of the Proteome and PTMomes of C2C12 Myoblasts Reveals that Sialylation Plays a Role in the Differentiation of Skeletal Muscle Cells. J Proteome Res 2020; 20:222-235. [PMID: 33216553 DOI: 10.1021/acs.jproteome.0c00353] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
The C2C12 myoblast is a model that has been used extensively to study the process of skeletal muscle differentiation. Proteomics has advanced our understanding of skeletal muscle biology and also the differentiation process of skeletal muscle cells. However, there is still no comprehensive analysis of C2C12 myoblast proteomes, which is important for the understanding of key drivers for the differentiation of skeletal muscle cells. Here, we conducted multidimensional proteome profiling to get a comprehensive analysis of proteomes and PTMomes of C2C12 myoblasts with a TiSH strategy. A total of 8313 protein groups were identified, including 7827 protein groups from nonmodified peptides, 3803 phosphoproteins, and 977 formerly sialylated N-linked glycoproteins. Integrated analysis of proteomic and PTMomic data showed that almost all of the kinases and transcription factors in the muscle cell differentiation pathway were phosphorylated. Further analysis indicated that sialylation might play a role in the differentiation of C2C12 myoblasts. Further functional analysis demonstrated that C2C12 myoblasts showed a decreased level of sialylation during skeletal muscle cell differentiation. Inhibition of sialylation with the sialyltransferase inhibitor 3Fax-Neu5Ac resulted in the lower expression of MHC and suppression of myoblast fusion. In all, these results indicate that sialylation has an effect on the differentiation of skeletal muscle cells.
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Affiliation(s)
- Xiulan Chen
- Key Laboratory of Protein and Peptide Pharmaceuticals & Laboratory of Proteomics, Institute of Biophysics, Chinese Academy of Sciences, Beijing 100101, China.,University of Chinese Academy of Sciences, Beijing 100149, China
| | - Yaping Sun
- Key Laboratory of Protein and Peptide Pharmaceuticals & Laboratory of Proteomics, Institute of Biophysics, Chinese Academy of Sciences, Beijing 100101, China.,University of Chinese Academy of Sciences, Beijing 100149, China
| | - Tingting Zhang
- Key Laboratory of Protein and Peptide Pharmaceuticals & Laboratory of Proteomics, Institute of Biophysics, Chinese Academy of Sciences, Beijing 100101, China.,University of Chinese Academy of Sciences, Beijing 100149, China
| | - Peter Roepstorff
- Department of Biochemistry and Molecular Biology, University of Southern Denmark, Campusvej 55, DK-5230 Odense M, Denmark
| | - Fuquan Yang
- Key Laboratory of Protein and Peptide Pharmaceuticals & Laboratory of Proteomics, Institute of Biophysics, Chinese Academy of Sciences, Beijing 100101, China.,University of Chinese Academy of Sciences, Beijing 100149, China
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9
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Sürmen MG, Sürmen S, Ali A, Musharraf SG, Emekli N. Phosphoproteomic strategies in cancer research: a minireview. Analyst 2020; 145:7125-7149. [PMID: 32996481 DOI: 10.1039/d0an00915f] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
Understanding the cellular processes is central to comprehend disease conditions and is also true for cancer research. Proteomic studies provide significant insight into cancer mechanisms and aid in the diagnosis and prognosis of the disease. Phosphoproteome is one of the most studied complements of the whole proteome given its importance in the understanding of cellular processes such as signaling and regulations. Over the last decade, several new methods have been developed for phosphoproteome analysis. A significant amount of these efforts pertains to cancer research. The current use of powerful analytical instruments in phosphoproteomic approaches has paved the way for deeper and sensitive investigations. However, these methods and techniques need further improvements to deal with challenges posed by the complexity of samples and scarcity of phosphoproteins in the whole proteome, throughput and reproducibility. This review aims to provide a comprehensive summary of the variety of steps used in phosphoproteomic methods applied in cancer research including the enrichment and fractionation strategies. This will allow researchers to evaluate and choose a better combination of steps for their phosphoproteome studies.
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Affiliation(s)
- Mustafa Gani Sürmen
- Department of Molecular Medicine, Aziz Sancar Institute of Experimental Medicine, Istanbul University, Istanbul, Turkey
| | - Saime Sürmen
- Department of Molecular Medicine, Aziz Sancar Institute of Experimental Medicine, Istanbul University, Istanbul, Turkey
| | - Arslan Ali
- Dr. Panjwani Center for Molecular Medicine and Drug Research, International Center for Chemical and Biological Sciences, University of Karachi, Karachi 75270, Pakistan.
| | - Syed Ghulam Musharraf
- Dr. Panjwani Center for Molecular Medicine and Drug Research, International Center for Chemical and Biological Sciences, University of Karachi, Karachi 75270, Pakistan.
| | - Nesrin Emekli
- Department of Medical Biochemistry, Faculty of Medicine, Istanbul Medipol University, Istanbul, Turkey
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10
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Dubois ML, Meller A, Samandi S, Brunelle M, Frion J, Brunet MA, Toupin A, Beaudoin MC, Jacques JF, Lévesque D, Scott MS, Lavigne P, Roucou X, Boisvert FM. UBB pseudogene 4 encodes functional ubiquitin variants. Nat Commun 2020; 11:1306. [PMID: 32161257 PMCID: PMC7066184 DOI: 10.1038/s41467-020-15090-6] [Citation(s) in RCA: 38] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2019] [Accepted: 02/18/2020] [Indexed: 02/06/2023] Open
Abstract
Pseudogenes are mutated copies of protein-coding genes that cannot be translated into proteins, but a small subset of pseudogenes has been detected at the protein level. Although ubiquitin pseudogenes represent one of the most abundant pseudogene families in many organisms, little is known about their expression and signaling potential. By re-analyzing public RNA-sequencing and proteomics datasets, we here provide evidence for the expression of several ubiquitin pseudogenes including UBB pseudogene 4 (UBBP4), which encodes UbKEKS (Q2K, K33E, Q49K, N60S). The functional consequences of UbKEKS conjugation appear to differ from canonical ubiquitylation. Quantitative proteomics shows that UbKEKS modifies specific proteins including lamins. Knockout of UBBP4 results in slower cell division, and accumulation of lamin A within the nucleolus. Our work suggests that a subset of proteins reported as ubiquitin targets may instead be modified by ubiquitin variants that are the products of wrongly annotated pseudogenes and induce different functional effects. Ubiquitin pseudogenes are present in many organisms but whether they encode functional proteins has remained unclear. Here, the authors show that human UBB pseudogene 4 produces ubiquitin variants with amino acid compositions and cellular functions that are distinct from canonical ubiquitin.
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Affiliation(s)
| | - Anna Meller
- Department of Immunology and Cell Biology, Sherbrooke, QC, Canada
| | - Sondos Samandi
- Department of Biochemistry and Functional Genomics, Sherbrooke, QC, Canada
| | - Mylène Brunelle
- Department of Biochemistry and Functional Genomics, Sherbrooke, QC, Canada
| | - Julie Frion
- Department of Immunology and Cell Biology, Sherbrooke, QC, Canada
| | - Marie A Brunet
- Department of Biochemistry and Functional Genomics, Sherbrooke, QC, Canada
| | - Amanda Toupin
- Department of Biochemistry and Functional Genomics, Sherbrooke, QC, Canada
| | - Maxime C Beaudoin
- Department of Biochemistry and Functional Genomics, Sherbrooke, QC, Canada
| | | | | | - Michelle S Scott
- Department of Biochemistry and Functional Genomics, Sherbrooke, QC, Canada
| | - Pierre Lavigne
- Department of Biochemistry and Functional Genomics, Sherbrooke, QC, Canada
| | - Xavier Roucou
- Department of Biochemistry and Functional Genomics, Sherbrooke, QC, Canada.
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11
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Katsogiannou M, Boyer JB, Valdeolivas A, Remy E, Calzone L, Audebert S, Rocchi P, Camoin L, Baudot A. Integrative proteomic and phosphoproteomic profiling of prostate cell lines. PLoS One 2019; 14:e0224148. [PMID: 31675377 PMCID: PMC6824562 DOI: 10.1371/journal.pone.0224148] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2019] [Accepted: 10/06/2019] [Indexed: 12/15/2022] Open
Abstract
Background Prostate cancer is a major public health issue, mainly because patients relapse after androgen deprivation therapy. Proteomic strategies, aiming to reflect the functional activity of cells, are nowadays among the leading approaches to tackle the challenges not only of better diagnosis, but also of unraveling mechanistic details related to disease etiology and progression. Methods We conducted here a large SILAC-based Mass Spectrometry experiment to map the proteomes and phosphoproteomes of four widely used prostate cell lines, namely PNT1A, LNCaP, DU145 and PC3, representative of different cancerous and hormonal status. Results We identified more than 3000 proteins and phosphosites, from which we quantified more than 1000 proteins and 500 phosphosites after stringent filtering. Extensive exploration of this proteomics and phosphoproteomics dataset allowed characterizing housekeeping as well as cell-line specific proteins, phosphosites and functional features of each cell line. In addition, by comparing the sensitive and resistant cell lines, we identified protein and phosphosites differentially expressed in the resistance context. Further data integration in a molecular network highlighted the differentially expressed pathways, in particular migration and invasion, RNA splicing, DNA damage repair response and transcription regulation. Conclusions Overall, this study proposes a valuable resource toward the characterization of proteome and phosphoproteome of four widely used prostate cell lines and reveals candidates to be involved in prostate cancer progression for further experimental validation.
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Affiliation(s)
- Maria Katsogiannou
- Aix Marseille Univ, CNRS, INSERM, Institut Paoli-Calmettes, CRCM, Marseille, France
- Obstetrics and Gynecology department, Hôpital Saint Joseph, Marseille, France
| | - Jean-Baptiste Boyer
- Aix Marseille Univ, CNRS, INSERM, Institut Paoli-Calmettes, CRCM, Marseille, France
| | - Alberto Valdeolivas
- Aix Marseille Univ, CNRS, Centrale Marseille, I2M, Marseille, France
- Aix Marseille Univ, INSERM, MMG, Marseille, France
- ProGeLife, Marseille, France
| | - Elisabeth Remy
- Aix Marseille Univ, CNRS, Centrale Marseille, I2M, Marseille, France
| | - Laurence Calzone
- Mines Paris Tech, Institut Curie, PSL Research University, Paris, France
| | - Stéphane Audebert
- Aix Marseille Univ, CNRS, INSERM, Institut Paoli-Calmettes, CRCM, Marseille, France
| | - Palma Rocchi
- Aix Marseille Univ, CNRS, INSERM, Institut Paoli-Calmettes, CRCM, Marseille, France
- * E-mail: (PR); (LC); (AB)
| | - Luc Camoin
- Aix Marseille Univ, CNRS, INSERM, Institut Paoli-Calmettes, CRCM, Marseille, France
- * E-mail: (PR); (LC); (AB)
| | - Anaïs Baudot
- Aix Marseille Univ, CNRS, Centrale Marseille, I2M, Marseille, France
- Aix Marseille Univ, INSERM, MMG, Marseille, France
- * E-mail: (PR); (LC); (AB)
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12
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Vitrinel B, Koh HWL, Mujgan Kar F, Maity S, Rendleman J, Choi H, Vogel C. Exploiting Interdata Relationships in Next-generation Proteomics Analysis. Mol Cell Proteomics 2019; 18:S5-S14. [PMID: 31126983 PMCID: PMC6692783 DOI: 10.1074/mcp.mr118.001246] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2018] [Revised: 05/01/2019] [Indexed: 12/11/2022] Open
Abstract
Mass spectrometry based proteomics and other technologies have matured to enable routine quantitative, system-wide analysis of concentrations, modifications, and interactions of proteins, mRNAs, and other molecules. These studies have allowed us to move toward a new field concerned with mining information from the combination of these orthogonal data sets, perhaps called "integromics." We highlight examples of recent studies and tools that aim at relating proteomic information to mRNAs, genetic associations, and changes in small molecules and lipids. We argue that productive data integration differs from parallel acquisition and interpretation and should move toward quantitative modeling of the relationships between the data. These relationships might be expressed by temporal information retrieved from time series experiments, rate equations to model synthesis and degradation, or networks of causal, evolutionary, physical, and other interactions. We outline steps and considerations toward such integromic studies to exploit the synergy between data sets.
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Affiliation(s)
- Burcu Vitrinel
- Center for Genomics and Systems Biology, Department of Biology, New York University, New York, NY
| | - Hiromi W L Koh
- Department of Medicine, Yong Loo Lin School of Medicine, National University Singapore, Singapore; Institute of Molecular and Cell Biology, Agency for Science, Technology, and Research, Singapore
| | - Funda Mujgan Kar
- Center for Genomics and Systems Biology, Department of Biology, New York University, New York, NY
| | - Shuvadeep Maity
- Center for Genomics and Systems Biology, Department of Biology, New York University, New York, NY
| | - Justin Rendleman
- Center for Genomics and Systems Biology, Department of Biology, New York University, New York, NY
| | - Hyungwon Choi
- Department of Medicine, Yong Loo Lin School of Medicine, National University Singapore, Singapore; Institute of Molecular and Cell Biology, Agency for Science, Technology, and Research, Singapore
| | - Christine Vogel
- Center for Genomics and Systems Biology, Department of Biology, New York University, New York, NY.
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13
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Host-Based Diagnostics for Acute Respiratory Infections. Clin Ther 2019; 41:1923-1938. [PMID: 31353133 DOI: 10.1016/j.clinthera.2019.06.007] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2019] [Revised: 06/24/2019] [Accepted: 06/24/2019] [Indexed: 02/07/2023]
Abstract
PURPOSE The inappropriate use of antimicrobials, especially in acute respiratory infections (ARIs), is largely driven by difficulty distinguishing bacterial, viral, and noninfectious etiologies of illness. A new frontier in infectious disease diagnostics looks to the host response for disease classification. This article examines how host response-based diagnostics for ARIs are being used in clinical practice, as well as new developments in the research pipeline. METHODS A limited search was conducted of the relevant literature, with emphasis placed on literature published in the last 5 years (2014-2019). FINDINGS Advances are being made in all areas of host response-based diagnostics for ARIs. Specifically, there has been significant progress made in single protein biomarkers, as well as in various "omics" fields (including proteomics, metabolomics, and transcriptomics) and wearable technologies. There are many potential applications of a host response-based approach; a few key examples include the ability to discriminate bacterial and viral disease, presymptomatic diagnosis of infection, and pathogen-specific host response diagnostics, including modeling disease progression. IMPLICATIONS As biomarker measurement technologies continue to improve, host response-based diagnostics will increasingly be translated to clinically available platforms that can generate a holistic characterization of an individual's health. This knowledge, in the hands of both patient and provider, can improve care for the individual patient and help fight rising rates of antibiotic resistance.
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14
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Mun DG, Nam D, Kim H, Pandey A, Lee SW. Accurate Precursor Mass Assignment Improves Peptide Identification in Data-Independent Acquisition Mass Spectrometry. Anal Chem 2019; 91:8453-8460. [DOI: 10.1021/acs.analchem.9b01474] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Affiliation(s)
- Dong-Gi Mun
- Department of Chemistry, Center for Proteogenome Research, Korea University, Seoul 136-701, Republic of Korea
| | - Dowoon Nam
- Department of Chemistry, Center for Proteogenome Research, Korea University, Seoul 136-701, Republic of Korea
| | - Hokeun Kim
- Department of Chemistry, Center for Proteogenome Research, Korea University, Seoul 136-701, Republic of Korea
| | - Akhilesh Pandey
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, Minnesota 55902, United States
- Manipal Academy of Higher Education (MAHE), Manipal, 576104 Karnataka, India
| | - Sang-Won Lee
- Department of Chemistry, Center for Proteogenome Research, Korea University, Seoul 136-701, Republic of Korea
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15
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Comprehensive proteome and phosphoproteome profiling shows negligible influence of RNAlater on protein abundance and phosphorylation. Clin Proteomics 2019; 16:18. [PMID: 31049047 PMCID: PMC6482574 DOI: 10.1186/s12014-019-9239-z] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2018] [Accepted: 04/17/2019] [Indexed: 01/06/2023] Open
Abstract
Certain tumors such as pancreatic ductal adenocarcinoma (PDAC) are known to contain a variety of hydrolytic enzymes including RNases and proteases that may lead to degradation of RNA and proteins during sample processing. For such tumor tissues with RNA instability, RNAlater containing a high concentration of quaternary ammonium sulfates that denature RNA-hydrolyzing enzymes is often used to protect RNAs from hydrolysis. Although a few studies have been carried out to determine the effect of RNAlater on DNA and RNA, whether RNAlater influences the proteome and phosphoproteome is largely unknown. In this study we carried out a systematic and comprehensive analysis of the effect of RNAlater on the proteome and phosphoproteome using high-resolution mass spectrometry. PDAC tissues from three patients were individually pulverized and the tissue powders of each patient were divided into two portions, one of which was incubated in RNAlater at 4 °C for 24 h (RNAlater tissue) while the other was kept at - 80 °C (frozen tissue). Comprehensive quantitative profiling experiments on the RNAlater tissues and the frozen tissues resulted in the identification of 99,136 distinct peptides of 8803 protein groups and 17,345 phosphopeptides of 16,436 phosphosites. The data exhibited no significant quantitative changes in both proteins and phosphorylation between the RNAlater tissues and the frozen tissue. In addition, the phosphoproteome data showed heterogeneously activated pathways among the three patients that were not altered by RNAlater. These results indicate that the tissue preservation method using RNAlater can be effectively used on PDAC tissues for proteogenomic studies where preservation of intact DNA, RNA and proteins is prerequisite. Data from this study are available via ProteomeXchange with the identifier PXD010710.
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16
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Marcelino I, Colomé-Calls N, Holzmuller P, Lisacek F, Reynaud Y, Canals F, Vachiéry N. Sweet and Sour Ehrlichia: Glycoproteomics and Phosphoproteomics Reveal New Players in Ehrlichia ruminantium Physiology and Pathogenesis. Front Microbiol 2019; 10:450. [PMID: 30930869 PMCID: PMC6429767 DOI: 10.3389/fmicb.2019.00450] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2018] [Accepted: 02/20/2019] [Indexed: 01/31/2023] Open
Abstract
Unraveling which proteins and post-translational modifications (PTMs) affect bacterial pathogenesis and physiology in diverse environments is a tough challenge. Herein, we used mass spectrometry-based assays to study protein phosphorylation and glycosylation in Ehrlichia ruminantium Gardel virulent (ERGvir) and attenuated (ERGatt) variants and, how they can modulate Ehrlichia biological processes. The characterization of the S/T/Y phosphoproteome revealed that both strains share the same set of phosphoproteins (n = 58), 36% being overexpressed in ERGvir. The percentage of tyrosine phosphorylation is high (23%) and 66% of the identified peptides are multi-phosphorylated. Glycoproteomics revealed a high percentage of glycoproteins (67% in ERGvir) with a subset of glycoproteins being specific to ERGvir (n = 64/371) and ERGatt (n = 36/343). These glycoproteins are involved in key biological processes such as protein, amino-acid and purine biosynthesis, translation, virulence, DNA repair, and replication. Label-free quantitative analysis revealed over-expression in 31 proteins in ERGvir and 8 in ERGatt. While further PNGase digestion confidently localized 2 and 5 N-glycoproteins in ERGvir and ERGatt, respectively, western blotting suggests that many glycoproteins are O-GlcNAcylated. Twenty-three proteins were detected in both the phospho- and glycoproteome, for the two variants. This work represents the first comprehensive assessment of PTMs on Ehrlichia biology, rising interesting questions regarding ER–host interactions. Phosphoproteome characterization demonstrates an increased versatility of ER phosphoproteins to participate in different mechanisms. The high number of glycoproteins and the lack of glycosyltransferases-coding genes highlight ER dependence on the host and/or vector cellular machinery for its own protein glycosylation. Moreover, these glycoproteins could be crucial to interact and respond to changes in ER environment. PTMs crosstalk between of O-GlcNAcylation and phosphorylation could be used as a major cellular signaling mechanism in ER. As little is known about the Ehrlichia proteins/proteome and its signaling biology, the results presented herein provide a useful resource for further hypothesis-driven exploration of Ehrlichia protein regulation by phosphorylation and glycosylation events. The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium with the data set identifier PXD012589.
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Affiliation(s)
- Isabel Marcelino
- CIRAD, UMR ASTRE, Petit-Bourg, France.,ASTRE, CIRAD, INRA, Université de Montpellier, Montpellier, France.,Unitè TReD-Path (Transmission Rèservoirs et Diversitè des Pathogènes), Institut Pasteur de Guadeloupe, Les Abymes, France
| | - Núria Colomé-Calls
- Proteomics Laboratory, Vall Hebron Institute of Oncology (VHIO), Barcelona, Spain
| | - Philippe Holzmuller
- ASTRE, CIRAD, INRA, Université de Montpellier, Montpellier, France.,CIRAD, UMR ASTRE, Montpellier, France
| | - Frédérique Lisacek
- Proteome Informatics, Swiss Institute of Bioinformatics, Geneva, Switzerland.,Computer Science Department and Section of Biology, University of Geneva, Geneva, Switzerland
| | - Yann Reynaud
- Unitè TReD-Path (Transmission Rèservoirs et Diversitè des Pathogènes), Institut Pasteur de Guadeloupe, Les Abymes, France
| | - Francesc Canals
- Proteomics Laboratory, Vall Hebron Institute of Oncology (VHIO), Barcelona, Spain
| | - Nathalie Vachiéry
- ASTRE, CIRAD, INRA, Université de Montpellier, Montpellier, France.,CIRAD, UMR ASTRE, Montpellier, France
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17
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Kawahara R, Rosa-Fernandes L, Dos Santos AF, Bandeira CL, Dombrowski JG, Souza RM, Da Fonseca MP, Festuccia WT, Labriola L, Larsen MR, Marinho CRF, Palmisano G. Integrated Proteomics Reveals Apoptosis-related Mechanisms Associated with Placental Malaria. Mol Cell Proteomics 2019; 18:182-199. [PMID: 30242111 PMCID: PMC6356084 DOI: 10.1074/mcp.ra118.000907] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2018] [Revised: 09/15/2018] [Indexed: 12/27/2022] Open
Abstract
Malaria in pregnancy is a public health concern in malaria-endemic areas. Accumulation of maternal immune cells in the placenta and increased levels of inflammatory cytokines caused by sequestration of Plasmodium falciparum-infected erythrocytes have been associated to poor neonatal outcomes, including low birth weight because of fetal growth restriction. Little is known about the molecular changes occurring in a P. falciparum-infected placenta that has developed placental malaria during pregnancy but had the parasites cleared by pharmacological treatment (past infection). We conducted an integrated proteome, phosphoproteome and glycoproteome analysis in past P. falciparum-infected placentas aiming to find molecular changes associated with placental malaria. A total of 2946 proteins, 1733 N-linked glycosites and 4100 phosphosites were identified and quantified in this study, disclosing overrepresented processes related to oxidative stress, protein folding and regulation of apoptosis in past-infected placentas Moreover, AKT and ERK signaling pathways activation, together with clinical data, were further correlated to an increased apoptosis in past-infected placentas. This study showed apoptosis-related mechanisms associated with placental malaria that can be further explored as therapeutic target against adverse pregnancy outcomes.
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Affiliation(s)
- Rebeca Kawahara
- Department of Parasitology, Institute of Biomedical Sciences, University of São Paulo São Paulo, Brazil
| | - Livia Rosa-Fernandes
- Department of Biochemistry and Molecular biology, University of Southern Denmark, Odense, Denmark
| | | | - Carla Letícia Bandeira
- Department of Parasitology, Institute of Biomedical Sciences, University of São Paulo São Paulo, Brazil
| | - Jamille G Dombrowski
- Department of Parasitology, Institute of Biomedical Sciences, University of São Paulo São Paulo, Brazil
| | - Rodrigo M Souza
- Department of Parasitology, Institute of Biomedical Sciences, University of São Paulo São Paulo, Brazil
| | | | - William T Festuccia
- Department of Physiology and Biophysics, Institute of Biomedical Sciences, University of São Paulo, Brazil
| | - Leticia Labriola
- Department of Biochemistry, Chemistry Institute, University of São Paulo, Brazil
| | - Martin R Larsen
- Department of Biochemistry and Molecular biology, University of Southern Denmark, Odense, Denmark
| | - Claudio R F Marinho
- Department of Parasitology, Institute of Biomedical Sciences, University of São Paulo São Paulo, Brazil;.
| | - Giuseppe Palmisano
- Department of Parasitology, Institute of Biomedical Sciences, University of São Paulo São Paulo, Brazil;.
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18
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Mun DG, Bhin J, Kim S, Kim H, Jung JH, Jung Y, Jang YE, Park JM, Kim H, Jung Y, Lee H, Bae J, Back S, Kim SJ, Kim J, Park H, Li H, Hwang KB, Park YS, Yook JH, Kim BS, Kwon SY, Ryu SW, Park DY, Jeon TY, Kim DH, Lee JH, Han SU, Song KS, Park D, Park JW, Rodriguez H, Kim J, Lee H, Kim KP, Yang EG, Kim HK, Paek E, Lee S, Lee SW, Hwang D. Proteogenomic Characterization of Human Early-Onset Gastric Cancer. Cancer Cell 2019; 35:111-124.e10. [PMID: 30645970 DOI: 10.1016/j.ccell.2018.12.003] [Citation(s) in RCA: 202] [Impact Index Per Article: 33.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/24/2018] [Revised: 08/22/2018] [Accepted: 12/10/2018] [Indexed: 02/08/2023]
Abstract
We report proteogenomic analysis of diffuse gastric cancers (GCs) in young populations. Phosphoproteome data elucidated signaling pathways associated with somatic mutations based on mutation-phosphorylation correlations. Moreover, correlations between mRNA and protein abundances provided potential oncogenes and tumor suppressors associated with patient survival. Furthermore, integrated clustering of mRNA, protein, phosphorylation, and N-glycosylation data identified four subtypes of diffuse GCs. Distinguishing these subtypes was possible by proteomic data. Four subtypes were associated with proliferation, immune response, metabolism, and invasion, respectively; and associations of the subtypes with immune- and invasion-related pathways were identified mainly by phosphorylation and N-glycosylation data. Therefore, our proteogenomic analysis provides additional information beyond genomic analyses, which can improve understanding of cancer biology and patient stratification in diffuse GCs.
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Affiliation(s)
- Dong-Gi Mun
- Department of Chemistry, Center for Proteogenome Research, Korea University, Seoul 136-701, Republic of Korea
| | - Jinhyuk Bhin
- Department of New Biology and Center for Plant Aging Research, Institute for Basic Science, DGIST, Daegu 711-873, Republic of Korea; Division of Molecular Pathology, Oncode Institute, the Netherlands Cancer Institute, 1066CX Amsterdam, the Netherlands
| | - Sangok Kim
- Department of Life Science and Ewha Research Center for Systems Biology, Ewha Womans University, Seoul 120-750, Republic of Korea
| | - Hyunwoo Kim
- Department of Computer Science and Engineering, Hanyang University, Seoul 133-791, Republic of Korea; Research Data Hub Center, Korea Institute of Science and Technology Information, Daejeon 34141, Republic of Korea
| | - Jae Hun Jung
- Department of Applied Chemistry, College of Applied Sciences, Kyung Hee University, Yong-in 446-701, Republic of Korea
| | - Yeonjoo Jung
- Department of Life Science and Ewha Research Center for Systems Biology, Ewha Womans University, Seoul 120-750, Republic of Korea
| | - Ye Eun Jang
- Department of Life Science and Ewha Research Center for Systems Biology, Ewha Womans University, Seoul 120-750, Republic of Korea
| | - Jong Moon Park
- Gachon Institute of Pharmaceutical Sciences, Gachon College of Pharmacy, Gachon University, Incheon 406-799, Republic of Korea
| | - Hokeun Kim
- Department of Chemistry, Center for Proteogenome Research, Korea University, Seoul 136-701, Republic of Korea
| | - Yeonhwa Jung
- Department of Life Science and Ewha Research Center for Systems Biology, Ewha Womans University, Seoul 120-750, Republic of Korea
| | - Hangyeore Lee
- Department of Chemistry, Center for Proteogenome Research, Korea University, Seoul 136-701, Republic of Korea
| | - Jingi Bae
- Department of Chemistry, Center for Proteogenome Research, Korea University, Seoul 136-701, Republic of Korea
| | - Seunghoon Back
- Department of Chemistry, Center for Proteogenome Research, Korea University, Seoul 136-701, Republic of Korea
| | - Su-Jin Kim
- Department of Chemistry, Center for Proteogenome Research, Korea University, Seoul 136-701, Republic of Korea
| | - Jieun Kim
- Department of Life Science and Ewha Research Center for Systems Biology, Ewha Womans University, Seoul 120-750, Republic of Korea
| | - Heejin Park
- Department of Computer Science and Engineering, Hanyang University, Seoul 133-791, Republic of Korea
| | - Honglan Li
- School of Computer Science and Engineering, Soongsil University, Seoul 156-743, Republic of Korea
| | - Kyu-Baek Hwang
- School of Computer Science and Engineering, Soongsil University, Seoul 156-743, Republic of Korea
| | - Young Soo Park
- Department of Pathology, University of Ulsan College of Medicine, Asan Medical Center, Seoul 138-873, Republic of Korea
| | - Jeong Hwan Yook
- Department of Surgery, University of Ulsan College of Medicine, Asan Medical Center, Seoul 138-873, Republic of Korea
| | - Byung Sik Kim
- Department of Surgery, University of Ulsan College of Medicine, Asan Medical Center, Seoul 138-873, Republic of Korea
| | - Sun Young Kwon
- Department of Surgery, Keimyung University School of Medicine, Daegu 700-712, Republic of Korea
| | - Seung Wan Ryu
- Department of Surgery, Keimyung University School of Medicine, Daegu 700-712, Republic of Korea
| | - Do Youn Park
- Department of Pathology, Pusan National University School of Medicine, Busan 602-739, Republic of Korea
| | - Tae Yong Jeon
- Department of Surgery, Pusan National University School of Medicine, Busan 602-739, Republic of Korea
| | - Dae Hwan Kim
- Department of Surgery, Pusan National University School of Medicine, Busan 602-739, Republic of Korea
| | - Jae-Hyuck Lee
- Department of Pathology, Chonnam National University Medical School, Gwangju 501-746, Republic of Korea
| | - Sang-Uk Han
- Department of Surgery, Ajou University School of Medicine, Suwon 443-380 Republic of Korea
| | - Kyu Sang Song
- Department of Pathology, School of Medicine, Chungnam National University, Daejeon 301-747 Republic of Korea
| | - Dongmin Park
- National Cancer Center, Goyang 410-769, Republic of Korea
| | - Jun Won Park
- National Cancer Center, Goyang 410-769, Republic of Korea
| | - Henry Rodriguez
- Office of Cancer Clinical Proteomics Research, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Jaesang Kim
- Department of Life Science and Ewha Research Center for Systems Biology, Ewha Womans University, Seoul 120-750, Republic of Korea
| | - Hookeun Lee
- Gachon Institute of Pharmaceutical Sciences, Gachon College of Pharmacy, Gachon University, Incheon 406-799, Republic of Korea
| | - Kwang Pyo Kim
- Department of Applied Chemistry, College of Applied Sciences, Kyung Hee University, Yong-in 446-701, Republic of Korea
| | - Eun Gyeong Yang
- Biomedical Research Institute, Korea Institute of Science and Technology, Seoul 136-791, Republic of Korea.
| | - Hark Kyun Kim
- National Cancer Center, Goyang 410-769, Republic of Korea.
| | - Eunok Paek
- Department of Computer Science and Engineering, Hanyang University, Seoul 133-791, Republic of Korea.
| | - Sanghyuk Lee
- Department of Life Science and Ewha Research Center for Systems Biology, Ewha Womans University, Seoul 120-750, Republic of Korea.
| | - Sang-Won Lee
- Department of Chemistry, Center for Proteogenome Research, Korea University, Seoul 136-701, Republic of Korea.
| | - Daehee Hwang
- Department of New Biology and Center for Plant Aging Research, Institute for Basic Science, DGIST, Daegu 711-873, Republic of Korea.
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19
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Jung JH, You S, Oh JW, Yoon J, Yeon A, Shahid M, Cho E, Sairam V, Park TD, Kim KP, Kim J. Integrated proteomic and phosphoproteomic analyses of cisplatin-sensitive and resistant bladder cancer cells reveal CDK2 network as a key therapeutic target. Cancer Lett 2018; 437:1-12. [PMID: 30145203 PMCID: PMC6181132 DOI: 10.1016/j.canlet.2018.08.014] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2018] [Revised: 07/30/2018] [Accepted: 08/10/2018] [Indexed: 10/28/2022]
Abstract
BACKGROUND Cisplatin-based chemotherapy is currently part of the standard of care for bladder cancer (BC). Unfortunately, some patients respond poorly to chemotherapy and have acquired or developed resistance. The molecular mechanisms underlying this resistance remain unclear. Here, we introduce a multidimensional proteomic analysis of a cisplatin-resistant BC model that provides different levels of protein information, including that of the global proteome and phosphoproteome. METHODS To characterize the global proteome and phosphoproteome in cisplatin-resistant BC cells, liquid chromatography-mass spectrometry/mass spectrometry experiments combined with comprehensive bioinformatics analysis were performed. Perturbed expression and phosphorylation levels of key kinases associated with cisplatin resistance were further studied using various cell biology assays, including western blot analysis. RESULTS Analyses of protein expression and phosphorylation identified significantly altered proteins, which were also EGF-dependent and independent. This suggests that protein phosphorylation plays a significant role in cisplatin-resistant BC. Additional network analysis of significantly altered proteins revealed CDK2, CHEK1, and ERBB2 as central regulators mediating cisplatin resistance. In addition to this, we identified the CDK2 network, which consists of CDK2 and its 5 substrates, as being significantly associated with poor survival after cisplatin chemotherapy. CONCLUSIONS Collectively, these findings potentially provide a novel way of classifying higher-risk patients and may guide future research in developing therapeutic targets.
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Affiliation(s)
- Jae Hun Jung
- Department of Applied Chemistry, College of Applied Science, Kyung Hee University, Yongin, Republic of Korea
| | - Sungyong You
- Department of Surgery and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA; Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Jae Won Oh
- Department of Applied Chemistry, College of Applied Science, Kyung Hee University, Yongin, Republic of Korea
| | - Junhee Yoon
- Department of Surgery and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Austin Yeon
- Department of Surgery and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Muhammad Shahid
- Department of Surgery and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Eunho Cho
- Department of Surgery and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA; University of California, Los Angeles, CA, USA
| | - Vikram Sairam
- Department of Surgery and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA; University of California, Los Angeles, CA, USA
| | - Taeeun D Park
- Department of Surgery and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA; University of California, Berkeley, CA, USA
| | - Kwang Pyo Kim
- Department of Applied Chemistry, College of Applied Science, Kyung Hee University, Yongin, Republic of Korea.
| | - Jayoung Kim
- Department of Surgery and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA; University of California, Los Angeles, CA, USA; Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA.
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20
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Ahn HS, Sohn TS, Kim MJ, Cho BK, Kim SM, Kim ST, Yi EC, Lee C. SEPROGADIC - serum protein-based gastric cancer prediction model for prognosis and selection of proper adjuvant therapy. Sci Rep 2018; 8:16892. [PMID: 30442939 PMCID: PMC6237900 DOI: 10.1038/s41598-018-34858-x] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2018] [Accepted: 10/28/2018] [Indexed: 12/18/2022] Open
Abstract
Gastric cancer (GC) patients usually receive surgical treatment. Postoperative therapeutic options such as anticancer adjuvant therapies (AT) based on prognostic prediction models would provide patient-specific treatment to decrease postsurgical morbidity and mortality rates. Relevant prognostic factors in resected GC patient’s serum may improve therapeutic measures in a non-invasive manner. In order to develop a GC prognostic model, we designed a retrospective study. In this study, serum samples were collected from 227 patients at a 4-week recovery period after D2 lymph node dissection, and 103 cancer-related serum proteins were analyzed by multiple reaction monitoring mass spectrometry. Using the quantitative values of the serum proteins, we developed SEPROGADIC (SErum PROtein-based GAstric cancer preDICtor) prognostic model consisting of 6 to 14 serum proteins depending on detailed purposes of the model, prognosis prediction and proper AT selection. SEPROGADIC could clearly classify patients with good or bad prognosis at each TNM stage (1b, 2, 3 and 4) and identify a patient subgroup who would benefit from CCRT (combined chemoradiation therapy) rather than CTX (chemotherapy), or vice versa. Our study demonstrated that serum proteins could serve as prognostic factors along with clinical stage information in patients with resected gastric cancer, thus allowing patient-tailored postsurgical treatment.
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Affiliation(s)
- Hee-Sung Ahn
- Center for Theragnosis, Korea Institute of Science and Technology, 5 Hwarangro-14-gil, Seongbuk-gu, Seoul, 02792, Republic of Korea.,Division of Bio-Medical Science & Technology, KIST School, Korea University of Science and Technology, 5 Hwarangro-14-gil, Seongbuk-gu, Seoul, 02792, Republic of Korea
| | - Tae Sung Sohn
- Department of Surgery, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-gu, Seoul, 06351, Republic of Korea
| | - Mi Jeong Kim
- Center for Theragnosis, Korea Institute of Science and Technology, 5 Hwarangro-14-gil, Seongbuk-gu, Seoul, 02792, Republic of Korea
| | - Byoung Kyu Cho
- Department of Molecular Medicine and Biopharmaceutical Sciences, School of Convergence Science and Technology and College of Medicine, Seoul National University, 103 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea
| | - Su Mi Kim
- Department of Surgery, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-gu, Seoul, 06351, Republic of Korea
| | - Seung Tae Kim
- Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-gu, Seoul, 06351, Republic of Korea
| | - Eugene C Yi
- Department of Molecular Medicine and Biopharmaceutical Sciences, School of Convergence Science and Technology and College of Medicine, Seoul National University, 103 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea
| | - Cheolju Lee
- Center for Theragnosis, Korea Institute of Science and Technology, 5 Hwarangro-14-gil, Seongbuk-gu, Seoul, 02792, Republic of Korea. .,Division of Bio-Medical Science & Technology, KIST School, Korea University of Science and Technology, 5 Hwarangro-14-gil, Seongbuk-gu, Seoul, 02792, Republic of Korea. .,KHU-KIST Department of Converging Science and Technology, Kyung Hee University, 26 Kyunghee-daero, Dongdaemun-gu, Seoul, 02447, Republic of Korea.
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21
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Lydon EC, Ko ER, Tsalik EL. The host response as a tool for infectious disease diagnosis and management. Expert Rev Mol Diagn 2018; 18:723-738. [PMID: 29939801 DOI: 10.1080/14737159.2018.1493378] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
INTRODUCTION A century of advances in infectious disease diagnosis and treatment changed the face of medicine. However, challenges continue to develop including multi-drug resistance, globalization that increases pandemic risks, and high mortality from severe infections. These challenges can be mitigated through improved diagnostics, and over the past decade, there has been a particular focus on the host response. Since this article was originally published in 2015, there have been significant developments in the field of host response diagnostics, warranting this updated review. Areas Covered: This review begins by discussing developments in single biomarkers and pauci-analyte biomarker panels. It then delves into 'omics, an area where there has been truly exciting progress. Specifically, progress has been made in sepsis diagnosis and prognosis; differentiating viral, bacterial, and fungal pathogen classes; pre-symptomatic diagnosis; and understanding disease-specific diagnostic challenges in tuberculosis, Lyme disease, and Ebola. Expert Commentary: As 'omics have become faster, more precise, and less expensive, the door has been opened for academic, industry, and government efforts to develop host-based infectious disease classifiers. While there are still obstacles to overcome, the chasm separating these scientific advances from the patient's bedside is shrinking.
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Affiliation(s)
- Emily C Lydon
- a Duke University School of Medicine , Duke University , Durham , NC , USA
| | - Emily R Ko
- b Duke Center for Applied Genomics & Precision Medicine, Department of Medicine , Duke University , Durham , NC , USA.,c Duke Regional Hospital, Department of Medicine , Duke University , Durham , NC , USA
| | - Ephraim L Tsalik
- b Duke Center for Applied Genomics & Precision Medicine, Department of Medicine , Duke University , Durham , NC , USA.,d Division of Infectious Diseases & International Health, Department of Medicine , Duke University , Durham , NC , USA.,e Emergency Medicine Service , Durham Veterans Affairs Health Care System , Durham , NC , USA
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22
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Ren L, Li C, Shao W, Lin W, He F, Jiang Y. TiO2 with Tandem Fractionation (TAFT): An Approach for Rapid, Deep, Reproducible, and High-Throughput Phosphoproteome Analysis. J Proteome Res 2017; 17:710-721. [DOI: 10.1021/acs.jproteome.7b00520] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Affiliation(s)
- Liangliang Ren
- State
Key Laboratory of Proteomics, National Center for Protein Sciences
(Beijing), Beijing Institute of Lifeomics, Beijing 102206, China
- Beijing Proteome Research Center, Beijing 102206, China
| | - Chaoying Li
- State
Key Laboratory of Proteomics, National Center for Protein Sciences
(Beijing), Beijing Institute of Lifeomics, Beijing 102206, China
- Beijing Proteome Research Center, Beijing 102206, China
| | - Wenli Shao
- State
Key Laboratory of Proteomics, National Center for Protein Sciences
(Beijing), Beijing Institute of Lifeomics, Beijing 102206, China
- Beijing Proteome Research Center, Beijing 102206, China
- Graduate
School, Anhui Medical University, Hefei 230032, China
| | - Weiran Lin
- State
Key Laboratory of Proteomics, National Center for Protein Sciences
(Beijing), Beijing Institute of Lifeomics, Beijing 102206, China
- Beijing Proteome Research Center, Beijing 102206, China
| | - Fuchu He
- State
Key Laboratory of Proteomics, National Center for Protein Sciences
(Beijing), Beijing Institute of Lifeomics, Beijing 102206, China
- Beijing Proteome Research Center, Beijing 102206, China
| | - Ying Jiang
- State
Key Laboratory of Proteomics, National Center for Protein Sciences
(Beijing), Beijing Institute of Lifeomics, Beijing 102206, China
- Beijing Proteome Research Center, Beijing 102206, China
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23
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Papaleo E, Gromova I, Gromov P. Gaining insights into cancer biology through exploration of the cancer secretome using proteomic and bioinformatic tools. Expert Rev Proteomics 2017; 14:1021-1035. [PMID: 28967788 DOI: 10.1080/14789450.2017.1387053] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
INTRODUCTION Tumor-associated proteins released by cancer cells and by tumor stroma cells, referred as 'cancer secretome', represent a valuable resource for discovery of potential cancer biomarkers. The last decade was marked by a great increase in number of studies focused on various aspects of cancer secretome including, composition and identification of components externalized by malignant cells and by the components of tumor microenvironment. Areas covered: Here, we provide an overview of achievements in the proteomic analysis of the cancer secretome, elicited through the tumor-associated interstitial fluid recovered from malignant tissues ex vivo or the protein component of conditioned media obtained from cultured cancer cells in vitro. We summarize various bioinformatic tools and approaches and critically appraise their outcomes, focusing on problems and challenges that arise when applied for the analysis of cancer secretomic databases. Expert commentary: Recent achievements in the omics- analysis of structural and metabolic aspects of altered cancer secretome contribute greatly to the various hallmarks of cancer including the identification of clinically significant biomarkers and potential targets for therapeutic intervention.
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Affiliation(s)
- Elena Papaleo
- a Danish Cancer Society Research Center, Computational Biology Laboratory , Copenhagen , Denmark
| | - Irina Gromova
- b Danish Cancer Society Research Center, Genome Integrity Unit, Breast Cancer Biology Group , Copenhagen , Denmark
| | - Pavel Gromov
- b Danish Cancer Society Research Center, Genome Integrity Unit, Breast Cancer Biology Group , Copenhagen , Denmark
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24
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Lee H, Mun DG, So JE, Bae J, Kim H, Masselon C, Lee SW. Efficient Exploitation of Separation Space in Two-Dimensional Liquid Chromatography System for Comprehensive and Efficient Proteomic Analyses. Anal Chem 2016; 88:11734-11741. [DOI: 10.1021/acs.analchem.6b03366] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Affiliation(s)
- Hangyeore Lee
- Department
of Chemistry, Research Institute for Natural Sciences, Korea University, Seoul 136-701, South Korea
| | - Dong-Gi Mun
- Department
of Chemistry, Research Institute for Natural Sciences, Korea University, Seoul 136-701, South Korea
| | - Jeong Eun So
- Department
of Chemistry, Research Institute for Natural Sciences, Korea University, Seoul 136-701, South Korea
| | - Jingi Bae
- Department
of Chemistry, Research Institute for Natural Sciences, Korea University, Seoul 136-701, South Korea
| | - Hokeun Kim
- Department
of Chemistry, Research Institute for Natural Sciences, Korea University, Seoul 136-701, South Korea
| | - Christophe Masselon
- Université Grenoble Alpes, F-38402 Saint-Martin-d’Heres, France
- CEA, Institut
de
Biosciences et de Biotechnologie de Grenoble, Biologie à Grande
Echelle, F-38054 Grenoble, France
- INSERM, U1038, F-38054 Grenoble, France
| | - Sang-Won Lee
- Department
of Chemistry, Research Institute for Natural Sciences, Korea University, Seoul 136-701, South Korea
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25
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Epand RM, So V, Jennings W, Khadka B, Gupta RS, Lemaire M. Diacylglycerol Kinase-ε: Properties and Biological Roles. Front Cell Dev Biol 2016; 4:112. [PMID: 27803897 PMCID: PMC5067486 DOI: 10.3389/fcell.2016.00112] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2016] [Accepted: 09/27/2016] [Indexed: 12/20/2022] Open
Abstract
In mammals there are at least 10 isoforms of diacylglycerol kinases (DGK). All catalyze the phosphorylation of diacylglycerol (DAG) to phosphatidic acid (PA). Among DGK isoforms, DGKε has several unique features. It is the only DGK isoform with specificity for a particular species of DAG, i.e., 1-stearoyl-2-arachidonoyl glycerol. The smallest of all known DGK isoforms, DGKε, is also the only DGK devoid of a regulatory domain. DGKε is the only DGK isoform that has a hydrophobic segment that is predicted to form a transmembrane helix. As the only membrane-bound, constitutively active DGK isoform with exquisite specificity for particular molecular species of DAG, the functional overlap between DGKε and other DGKs is predicted to be minimal. DGKε exhibits specificity for DAG containing the same acyl chains as those found in the lipid intermediates of the phosphatidylinositol-cycle. It has also been shown that DGKε affects the acyl chain composition of phosphatidylinositol in whole cells. It is thus likely that DGKε is responsible for catalyzing one step in the phosphatidylinositol-cycle. Steps of this cycle take place in both the plasma membrane and the endoplasmic reticulum membrane. DGKε is likely present in both of these membranes. DGKε is the only DGK isoform that is associated with a human disease. Indeed, recessive loss-of-function mutations in DGKε cause atypical hemolytic-uremic syndrome (aHUS). This condition is characterized by thrombosis in the small vessels of the kidney. It causes acute renal insufficiency in infancy and most patients develop end-stage renal failure before adulthood. Disease pathophysiology is poorly understood and there is no therapy. There are also data suggesting that DGKε may play a role in epilepsy and Huntington disease. Thus, DGKε has many unique molecular and biochemical properties when compared to all other DGK isoforms. DGKε homologs also contain a number of conserved sequence features that are distinctive characteristics of either the rodents or specific groups of primate homologs. How cells, tissues and organisms harness DGKε's catalytic prowess remains unclear. The discovery of DGKε's role in causing aHUS will hopefully boost efforts to unravel the mechanisms by which DGKε dysfunction causes disease.
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Affiliation(s)
- Richard M Epand
- Department of Biochemistry and Biomedical Sciences, McMaster University Health Sciences Centre Hamilton, ON, Canada
| | - Vincent So
- Department of Biochemistry and Biomedical Sciences, McMaster University Health Sciences CentreHamilton, ON, Canada; Nephrology Division and Cell Biology Program, Hospital for Sick ChildrenToronto, ON, Canada
| | - William Jennings
- Department of Biochemistry and Biomedical Sciences, McMaster University Health Sciences Centre Hamilton, ON, Canada
| | - Bijendra Khadka
- Department of Biochemistry and Biomedical Sciences, McMaster University Health Sciences Centre Hamilton, ON, Canada
| | - Radhey S Gupta
- Department of Biochemistry and Biomedical Sciences, McMaster University Health Sciences Centre Hamilton, ON, Canada
| | - Mathieu Lemaire
- Nephrology Division and Cell Biology Program, Hospital for Sick ChildrenToronto, ON, Canada; Department of Biochemistry, University of TorontoToronto, ON, Canada; Institute of Medicine, University of TorontoToronto, ON, Canada
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26
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Epand RM, So V, Jennings W, Khadka B, Gupta RS, Lemaire M. Diacylglycerol Kinase-ε: Properties and Biological Roles. Front Cell Dev Biol 2016. [PMID: 27803897 DOI: 10.3389/fcell.2016.00112)] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/04/2022] Open
Abstract
In mammals there are at least 10 isoforms of diacylglycerol kinases (DGK). All catalyze the phosphorylation of diacylglycerol (DAG) to phosphatidic acid (PA). Among DGK isoforms, DGKε has several unique features. It is the only DGK isoform with specificity for a particular species of DAG, i.e., 1-stearoyl-2-arachidonoyl glycerol. The smallest of all known DGK isoforms, DGKε, is also the only DGK devoid of a regulatory domain. DGKε is the only DGK isoform that has a hydrophobic segment that is predicted to form a transmembrane helix. As the only membrane-bound, constitutively active DGK isoform with exquisite specificity for particular molecular species of DAG, the functional overlap between DGKε and other DGKs is predicted to be minimal. DGKε exhibits specificity for DAG containing the same acyl chains as those found in the lipid intermediates of the phosphatidylinositol-cycle. It has also been shown that DGKε affects the acyl chain composition of phosphatidylinositol in whole cells. It is thus likely that DGKε is responsible for catalyzing one step in the phosphatidylinositol-cycle. Steps of this cycle take place in both the plasma membrane and the endoplasmic reticulum membrane. DGKε is likely present in both of these membranes. DGKε is the only DGK isoform that is associated with a human disease. Indeed, recessive loss-of-function mutations in DGKε cause atypical hemolytic-uremic syndrome (aHUS). This condition is characterized by thrombosis in the small vessels of the kidney. It causes acute renal insufficiency in infancy and most patients develop end-stage renal failure before adulthood. Disease pathophysiology is poorly understood and there is no therapy. There are also data suggesting that DGKε may play a role in epilepsy and Huntington disease. Thus, DGKε has many unique molecular and biochemical properties when compared to all other DGK isoforms. DGKε homologs also contain a number of conserved sequence features that are distinctive characteristics of either the rodents or specific groups of primate homologs. How cells, tissues and organisms harness DGKε's catalytic prowess remains unclear. The discovery of DGKε's role in causing aHUS will hopefully boost efforts to unravel the mechanisms by which DGKε dysfunction causes disease.
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Affiliation(s)
- Richard M Epand
- Department of Biochemistry and Biomedical Sciences, McMaster University Health Sciences Centre Hamilton, ON, Canada
| | - Vincent So
- Department of Biochemistry and Biomedical Sciences, McMaster University Health Sciences CentreHamilton, ON, Canada; Nephrology Division and Cell Biology Program, Hospital for Sick ChildrenToronto, ON, Canada
| | - William Jennings
- Department of Biochemistry and Biomedical Sciences, McMaster University Health Sciences Centre Hamilton, ON, Canada
| | - Bijendra Khadka
- Department of Biochemistry and Biomedical Sciences, McMaster University Health Sciences Centre Hamilton, ON, Canada
| | - Radhey S Gupta
- Department of Biochemistry and Biomedical Sciences, McMaster University Health Sciences Centre Hamilton, ON, Canada
| | - Mathieu Lemaire
- Nephrology Division and Cell Biology Program, Hospital for Sick ChildrenToronto, ON, Canada; Department of Biochemistry, University of TorontoToronto, ON, Canada; Institute of Medicine, University of TorontoToronto, ON, Canada
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27
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Jo DH, Bae J, Chae S, Kim JH, Han JH, Hwang D, Lee SW, Kim JH. Quantitative Proteomics Reveals β2 Integrin-mediated Cytoskeletal Rearrangement in Vascular Endothelial Growth Factor (VEGF)-induced Retinal Vascular Hyperpermeability. Mol Cell Proteomics 2016; 15:1681-91. [PMID: 26969716 DOI: 10.1074/mcp.m115.053249] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2015] [Indexed: 12/24/2022] Open
Abstract
Retinal vascular hyperpermeability causes macular edema, leading to visual deterioration in retinal diseases such as diabetic retinopathy and retinal vascular occlusion. Dysregulation of junction integrity between endothelial cells by vascular endothelial growth factor (VEGF) was shown to cause retinal vascular hyperpermeability. Accordingly, anti-VEGF agents have been used to treat retinal vascular hyperpermeability. However, they can confer potential toxicity through their deleterious effects on maintenance and survival of neuronal and endothelial cells in the retina. Thus, it is important to identify novel therapeutic targets for retinal vascular hyperpermeability other than VEGF. Here, we prepared murine retinas showing VEGF-induced vascular leakage from superficial retinal vascular plexus and prevention of VEGF-induced leakage by anti-VEGF antibody treatment. We then performed comprehensive proteome profiling of these samples and identified retinal proteins for which abundances were differentially expressed by VEGF, but such alterations were inhibited by anti-VEGF antibody. Functional enrichment and network analyses of these proteins revealed the β2 integrin pathway, which can prevent dysregulation of junction integrity between endothelial cells through cytoskeletal rearrangement, as a potential therapeutic target for retinal vascular hyperpermeability. Finally, we experimentally demonstrated that inhibition of the β2 integrin pathway salvaged VEGF-induced retinal vascular hyperpermeability, supporting its validity as an alternative therapeutic target to anti-VEGF agents.
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Affiliation(s)
- Dong Hyun Jo
- From the ‡Fight Against Angiogenesis-related Blindness Laboratory, Clinical Research Institute, Seoul National University Hospital, Seoul 03080, Korea; §Department of Biomedical Sciences and Protein Metabolism Medical Research Center, College of Medicine, Seoul National University, Seoul 03080, Korea
| | - Jingi Bae
- ‖Department of Chemistry, Research Institute for Natural Sciences, Korea University, Seoul 02841, Korea
| | - Sehyun Chae
- **Department of New Biology and Center for Plant Aging Research, Institute for Basic Science, Daegu Gyeongbuk Institute of Science and Technology, Daegu 42988, Korea; and
| | - Jin Hyoung Kim
- From the ‡Fight Against Angiogenesis-related Blindness Laboratory, Clinical Research Institute, Seoul National University Hospital, Seoul 03080, Korea
| | - Jong-Hee Han
- ‖Department of Chemistry, Research Institute for Natural Sciences, Korea University, Seoul 02841, Korea
| | - Daehee Hwang
- **Department of New Biology and Center for Plant Aging Research, Institute for Basic Science, Daegu Gyeongbuk Institute of Science and Technology, Daegu 42988, Korea; and
| | - Sang-Won Lee
- ‖Department of Chemistry, Research Institute for Natural Sciences, Korea University, Seoul 02841, Korea;
| | - Jeong Hun Kim
- From the ‡Fight Against Angiogenesis-related Blindness Laboratory, Clinical Research Institute, Seoul National University Hospital, Seoul 03080, Korea; §Department of Biomedical Sciences and Protein Metabolism Medical Research Center, College of Medicine, Seoul National University, Seoul 03080, Korea; §§Department of Ophthalmology, College of Medicine, Seoul National University, Seoul 03080, Korea
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