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Elkhamary A, Gerner I, Bileck A, Oreff GL, Gerner C, Jenner F. Comparative proteomic profiling of the ovine and human PBMC inflammatory response. Sci Rep 2024; 14:14939. [PMID: 38942936 PMCID: PMC11213919 DOI: 10.1038/s41598-024-66059-0] [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: 03/23/2024] [Accepted: 06/26/2024] [Indexed: 06/30/2024] Open
Abstract
Understanding the cellular and molecular mechanisms of inflammation requires robust animal models. Sheep are commonly used in immune-related studies, yet the validity of sheep as animal models for immune and inflammatory diseases remains to be established. This cross-species comparative study analyzed the in vitro inflammatory response of ovine (oPBMCs) and human PBMCs (hPBMCs) using mass spectrometry, profiling the proteome of the secretome and whole cell lysate. Of the entire cell lysate proteome (oPBMCs: 4217, hPBMCs: 4574 proteins) 47.8% and in the secretome proteome (oPBMCs: 1913, hPBMCs: 1375 proteins) 32.8% were orthologous between species, among them 32 orthologous CD antigens, indicating the presence of six immune cell subsets. Following inflammatory stimulation, 71 proteins in oPBMCs and 176 in hPBMCs showed differential abundance, with only 7 overlapping. Network and Gene Ontology analyses identified 16 shared inflammatory-related terms and 17 canonical pathways with similar activation/inhibition patterns in both species, demonstrating significant conservation in specific immune and inflammatory responses. However, ovine PMBCs also contained a unique WC1+γδ T-cell subset, not detected in hPBMCs. Furthermore, differences in the activation/inhibition trends of seven canonical pathways and the sets of DAPs between sheep and humans, emphasize the need to consider interspecies differences in translational studies and inflammation research.
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Affiliation(s)
- A Elkhamary
- Department for Companion Animals and Horses, Veterm, University Equine Hospital, Vetmeduni Vienna, Vienna, Austria
- Department for Surgery, Faculty of Veterinary Medicine, Damanhour University, Damanhour, Egypt
| | - I Gerner
- Department for Companion Animals and Horses, Veterm, University Equine Hospital, Vetmeduni Vienna, Vienna, Austria
- Austrian Cluster for Tissue Regeneration, Vienna, Austria
| | - A Bileck
- Department of Analytical Chemistry, Faculty of Chemistry, University of Vienna, Vienna, Austria
| | - G L Oreff
- Department for Companion Animals and Horses, Veterm, University Equine Hospital, Vetmeduni Vienna, Vienna, Austria
| | - C Gerner
- Department of Analytical Chemistry, Faculty of Chemistry, University of Vienna, Vienna, Austria
| | - F Jenner
- Department for Companion Animals and Horses, Veterm, University Equine Hospital, Vetmeduni Vienna, Vienna, Austria.
- Austrian Cluster for Tissue Regeneration, Vienna, Austria.
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2
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Lee OJ, Koch TG. Steps Toward Standardized In Vitro Assessment of Immunomodulatory Equine Mesenchymal Stromal Cells Before Clinical Application. Stem Cells Dev 2021; 31:18-25. [PMID: 34779250 PMCID: PMC8792491 DOI: 10.1089/scd.2021.0189] [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] [Indexed: 11/23/2022] Open
Abstract
Inflammation-associated disorders are significant causes of morbidity in horses. Equine single-donor mesenchymal stromal cells (sdMSCs) hold promise as cell-therapy candidates due to their secretory nonprogenitor functions. This has been demonstrated by mononuclear cell suppression assays (MSAs) showing that sdMSCs are blood mononuclear cell (BMC) suppressive in vitro. sdMSCs derived from umbilical cord blood are of clinical interest due to their ease of procurement, multipotency, and immunomodulatory ability. Due to the inherent donor-to-donor heterogeneity of MSCs, the development of robust and easily deployable methods of potency assessment is critical for improving MSCs' predictability in treating inflammatory diseases. This study focuses on the development of robust in vitro potency assays and the assessment of potential sdMSC therapeutic end products generated from pooled sdMSCs (pMSCs). We hypothesized that, compared to MSA using only one donor, MSA using pooled BMCs (pBMCs) is a more robust sdMSC potency assay due to reduced donor BMC heterogeneity. pBMCs were generated by pooling equine BMCs isolated from peripheral blood of five donors in equal ratios. pBMCs were labeled with carboxyfluorescein succinimidyl ester (CFSE) and stored in liquid nitrogen until use. Similarly, pooling sdMSCs from multiple equine donors in equal ratios generated pMSCs. sdMSC cultures were assessed with pBMCs in MSA using Bromodeoxyuridine ELISA and CFSE. Proliferation assessment of BMCs from individual donors revealed varied responses to concanavalin A (ConA) stimulation. MSA using BMCs from single donors further demonstrated BMC donor variability. Utilizing this assay, we have also found that the immunosuppressive potencies of pMSCs are at least equal, if not more, than the calculated mean of individual cultures. MSA based on pBMCs provides a consistent and reproducible equine sdMSC potency assay. This knowledge could be used in production monitoring of cellular potency and as release criteria before clinical use.
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Affiliation(s)
- Olivia J Lee
- Department of Biomedical Sciences, University of Guelph, Guelph, Canada
| | - Thomas G Koch
- Department of Biomedical Sciences, University of Guelph, Guelph, Canada
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3
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Sim KH, Liu LCY, Tan HT, Tan K, Ng D, Zhang W, Yang Y, Tate S, Bi X. A comprehensive CHO SWATH-MS spectral library for robust quantitative profiling of 10,000 proteins. Sci Data 2020; 7:263. [PMID: 32782267 PMCID: PMC7419519 DOI: 10.1038/s41597-020-00594-z] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2020] [Accepted: 07/06/2020] [Indexed: 01/08/2023] Open
Abstract
Sequential window acquisition of all theoretical fragment-ion spectra (SWATH) is a data-independent acquisition (DIA) strategy that requires a specific spectral library to generate unbiased and consistent quantitative data matrices of all peptides. SWATH-MS is a promising approach for in-depth proteomic profiling of Chinese hamster Ovary (CHO) cell lines, improving mechanistic understanding of process optimization, and real-time monitoring of process parameters in biologics R&D and manufacturing. However, no spectral library for CHO cells is publicly available. Here we present a comprehensive CHO global spectral library to measure the abundance of more than 10,000 proteins consisting of 199,102 identified peptides from a CHO-K1 cell proteome. The robustness, accuracy and consistency of the spectral library were validated for high confidence in protein identification and reproducible quantification in different CHO-derived cell lines, instrumental setups and downstream processing samples. The availability of a comprehensive SWATH CHO global spectral library will facilitate detailed characterization of upstream and downstream processes, as well as quality by design (QbD) in biomanufacturing. The data have been deposited to ProteomeXchange (PXD016047).
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Affiliation(s)
- Kae Hwan Sim
- Bioprocessing Technology Institute (BTI), Agency for Science, Technology and Research (A*STAR), Singapore, 138668, Singapore
| | - Lillian Chia-Yi Liu
- Bioprocessing Technology Institute (BTI), Agency for Science, Technology and Research (A*STAR), Singapore, 138668, Singapore
| | - Hwee Tong Tan
- Bioprocessing Technology Institute (BTI), Agency for Science, Technology and Research (A*STAR), Singapore, 138668, Singapore
| | - Kelly Tan
- Bioprocessing Technology Institute (BTI), Agency for Science, Technology and Research (A*STAR), Singapore, 138668, Singapore
| | - Daniel Ng
- Bioprocessing Technology Institute (BTI), Agency for Science, Technology and Research (A*STAR), Singapore, 138668, Singapore
| | - Wei Zhang
- Bioprocessing Technology Institute (BTI), Agency for Science, Technology and Research (A*STAR), Singapore, 138668, Singapore
| | - Yuansheng Yang
- Bioprocessing Technology Institute (BTI), Agency for Science, Technology and Research (A*STAR), Singapore, 138668, Singapore
| | | | - Xuezhi Bi
- Bioprocessing Technology Institute (BTI), Agency for Science, Technology and Research (A*STAR), Singapore, 138668, Singapore.
- Duke-NUS Medical School, Singapore, 169857, Singapore.
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Rosado M, Silva R, G Bexiga M, G Jones J, Manadas B, Anjo SI. Advances in biomarker detection: Alternative approaches for blood-based biomarker detection. Adv Clin Chem 2019; 92:141-199. [PMID: 31472753 DOI: 10.1016/bs.acc.2019.04.003] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
In the clinical setting, a blood sample is typically the starting point for biomarker search and discovery. Mass spectrometry (MS) is a highly sensitive and informative method for characterizing a very wide range of metabolites and proteins and is therefore a potentially powerful tool for biomarker discovery. However, the physicochemical characteristics of blood coupled with very large ranges of protein and metabolite concentrations present a significant technical obstacle for resolving and quantifying putative biomarkers by MS. Blood fractionation procedures are being developed to reduce the proteome/metabolome complexity and concentration ranges, allowing a greater diversity of analytes, including those at very low concentrations, to be quantified. In this chapter, several strategies for enriching and/or isolating specific blood components are summarized, including methods for the analysis of low and high molecular weight compounds, usually neglected in this type of assays, extracellular vesicles, and peripheral blood mononuclear cells (PBMCs). For each method, relevant practical information is presented for effective implementation.
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Affiliation(s)
- Miguel Rosado
- CNC-Center for Neuroscience and Cell Biology, University of Coimbra, Coimbra, Portugal; Faculty of Pharmacy, University of Coimbra, Coimbra, Portugal
| | - Rafael Silva
- CNC-Center for Neuroscience and Cell Biology, University of Coimbra, Coimbra, Portugal
| | - Mariana G Bexiga
- i3S-Instituto de Investigação e Inovação em Saúde, Universidade do Porto, Porto, Portugal; INEB-Instituto de Engenharia Biomédica, Universidade do Porto, Porto, Portugal
| | - John G Jones
- CNC-Center for Neuroscience and Cell Biology, University of Coimbra, Coimbra, Portugal
| | - Bruno Manadas
- CNC-Center for Neuroscience and Cell Biology, University of Coimbra, Coimbra, Portugal
| | - Sandra I Anjo
- CNC-Center for Neuroscience and Cell Biology, University of Coimbra, Coimbra, Portugal.
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Marques AT, Anjo SI, Bhide M, Varela Coelho A, Manadas B, Lecchi C, Grilli G, Ceciliani F. Changes in the intestinal mucosal proteome of turkeys (Meleagris gallopavo) infected with haemorrhagic enteritis virus. Vet Immunol Immunopathol 2019; 213:109880. [PMID: 31307669 DOI: 10.1016/j.vetimm.2019.06.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2019] [Revised: 06/04/2019] [Accepted: 06/07/2019] [Indexed: 10/26/2022]
Abstract
Haemorrhagic enteritis (HE) is a viral disease affecting intestinal integrity and barrier function in turkey (Meleagris gallopavo) and resulting in a significant economic loss. Sequential Windowed Acquisition of All Theoretical Fragment Ion Mass Spectra (SWATH-MS) was applied to identify crucial proteins involved in HE infection. A total of 938 proteins were identified and used to generate a reference library for SWATH-MS analysis. In total, 523 proteins were reliably quantified, and 64 proteins were found to be differentially expressed, including 49 up-regulated and 15 down-regulated proteins between healthy and HE-affected intestinal mucosa. Functional analysis suggested that these proteins were involved in the following categories of cellular pathways and metabolisms: 1) energy pathways; 2) intestine lipid and amino acid metabolism; 3) oxidative stress; 4) intestinal immune response. Major findings of this study demonstrated that natural HE infection is related to the changes in abundance of several proteins involved in cell-intrinsic immune defense against viral invasion, systemic inflammation, modulation of excessive inflammation, B and T cell development and function and antigen presentation. mRNA quantitative expression demonstrated that most of the proteins involved in innate immunity that were found to be differentially abundant were produced by intestinal mucosa, suggesting its direct involvement in immune defences against HE infection.
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Affiliation(s)
- Andreia Tomás Marques
- Università degli Studi di Milano, Department of Veterinary Medicine, Via Celoria 10, 20133, Milano, Italy
| | - Sandra I Anjo
- CNC - Center for Neuroscience and Cell Biology, University of Coimbra, Rua Larga, Faculdade de Medicina, Pólo I, 1° andar, 3004-504, Coimbra, Portugal; Faculty of Sciences and Technology, University of Coimbra, Universidade de Coimbra - Pólo II, Rua Sílvio Lima, 3030-790, Coimbra, Portugal
| | - Mangesh Bhide
- Laboratory of Biomedical Microbiology and Immunology, University of Veterinary Medicine and Pharmacy, Komenskeho 73 Kosice, Slovakia
| | - Ana Varela Coelho
- Instituto de Tecnologia Química e Biológica António Xavier, Universidade Nova de Lisboa, Av. da República, 2780-157, Oeiras, Portugal
| | - Bruno Manadas
- CNC - Center for Neuroscience and Cell Biology, University of Coimbra, Rua Larga, Faculdade de Medicina, Pólo I, 1° andar, 3004-504, Coimbra, Portugal
| | - Cristina Lecchi
- Università degli Studi di Milano, Department of Veterinary Medicine, Via Celoria 10, 20133, Milano, Italy
| | - Guido Grilli
- Università degli Studi di Milano, Department of Veterinary Medicine, Via Celoria 10, 20133, Milano, Italy
| | - Fabrizio Ceciliani
- Università degli Studi di Milano, Department of Veterinary Medicine, Via Celoria 10, 20133, Milano, Italy.
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Anjo SI, Melo MN, Loureiro LR, Sabala L, Castanheira P, Grãos M, Manadas B. oxSWATH: An integrative method for a comprehensive redox-centered analysis combined with a generic differential proteomics screening. Redox Biol 2019; 22:101130. [PMID: 30737169 PMCID: PMC6435957 DOI: 10.1016/j.redox.2019.101130] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2018] [Revised: 01/27/2019] [Accepted: 01/28/2019] [Indexed: 12/21/2022] Open
Abstract
Most of the redox proteomics strategies are focused on the identification and relative quantification of cysteine oxidation without considering the variation in the total levels of the proteins. However, protein synthesis and protein degradation also belong to the regulatory mechanisms of the cells, being therefore important to consider the changes in total protein levels in PTMs-focused analyses, such as cysteine redox characterization. Therefore, a novel integrative approach combining the SWATH-MS method with differential alkylation using a combination of commonly available alkylating reagents (oxSWATH) is presented, by which it is possible to integrate the information regarding relative cysteine oxidation with the analysis of the total protein levels in a cost-effective high-throughput approach. The proposed method was tested using a redox-regulated protein and further applied to a comparative analysis of secretomes obtained from cells cultured under control or oxidative stress conditions to strengthen the importance of considering the overall proteome changes. Using the OxSWATH method it was possible to determine both the relative proportion of reduced and reversible oxidized oxoforms, as well as the total levels of each oxoform by taking into consideration the total levels of the protein. Therefore, using OxSWATH the comparative analyses can be performed at two different levels by considering the relative proportion or the total levels at both peptide and protein level. Moreover, since samples are acquired in SWATH-MS mode, besides the redox centered analysis, a generic differential protein expression analysis can also be performed, allowing a truly comprehensive evaluation of proteomics changes upon the oxidative stimulus. Data are available via ProteomeXchange and SWATHAtlas with the identifiers PXD006802, PXD006802, and PASS01210. Determination of redox changes considering protein total levels. Integrative redoxomics and common differential proteomics in a single analysis. Differential alkylation strategy using commonly available alkylating agents. First untargeted label-free quantitative method to study cysteine oxidation.
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Affiliation(s)
- Sandra I Anjo
- Center for Neuroscience and Cell Biology, University of Coimbra, Coimbra, Portugal; Faculty of Sciences and Technology, University of Coimbra, Coimbra, Portugal; Faculty of Medicine, University of Coimbra, Coimbra, Portugal.
| | - Matilde N Melo
- Center for Neuroscience and Cell Biology, University of Coimbra, Coimbra, Portugal
| | - Liliana R Loureiro
- Center for Neuroscience and Cell Biology, University of Coimbra, Coimbra, Portugal; Department of Chemistry, University of Aveiro, Aveiro, Portugal
| | - Lúcia Sabala
- Center for Neuroscience and Cell Biology, University of Coimbra, Coimbra, Portugal; Department of Chemistry, University of Aveiro, Aveiro, Portugal
| | | | - Mário Grãos
- Center for Neuroscience and Cell Biology, University of Coimbra, Coimbra, Portugal; Biocant, Technology Transfer Association, Cantanhede, Portugal
| | - Bruno Manadas
- Center for Neuroscience and Cell Biology, University of Coimbra, Coimbra, Portugal
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Li H, Mao Y, Xiong Y, Zhao HH, Shen F, Gao X, Yang P, Liu X, Fu D. A Comprehensive Proteome Analysis of Peripheral Blood Mononuclear Cells (PBMCs) to Identify Candidate Biomarkers of Pancreatic Cancer. Cancer Genomics Proteomics 2019; 16:81-89. [PMID: 30587502 PMCID: PMC6348400 DOI: 10.21873/cgp.20114] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2018] [Revised: 11/07/2018] [Accepted: 11/08/2018] [Indexed: 02/07/2023] Open
Abstract
BACKGROUND/AIM Pancreatic cancer (PC) is currently the fourth leading cause of cancer-related mortality worldwide. Peripheral blood mononuclear cells (PBMCs) is a subpopulation of accessible and functional immune cells. Comparative analysis of the proteome of PBMCs can help us elucidate the mechanism of disease and find potential biomarkers for diagnosis. MATERIALS AND METHODS PBMCs were collected from healthy individuals, patients with benign diseases, and pancreatic cancer. iTRAQ-2DLC-MS/MS and SWATH methodologies were applied to make a comparative proteomics analysis of PBMCs. RESULTS A total of 3,357 proteins with a false discovery rate (FDR) <1% were identified, of which 114 proteins were found dysregulated in the PC group. An extensive SWATH library was constructed which showed a potential application for large scale clinical sample analysis. CONCLUSION A PBMCs proteome with extensive protein representation was achieved, which will potentially allow the identification of novel biomarkers for PC.
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Affiliation(s)
- Hengchao Li
- Department of Pancreatic Surgery, Huashan Hospital, Fudan University, Shanghai, P.R. China
| | - Yishen Mao
- Department of Pancreatic Surgery, Huashan Hospital, Fudan University, Shanghai, P.R. China
| | - Yueting Xiong
- Institute of Biomedical Sciences, Fudan University, Shanghai, P.R. China
| | - Huan Huan Zhao
- Institute of Biomedical Sciences, Fudan University, Shanghai, P.R. China
| | - Fenglin Shen
- Institute of Biomedical Sciences, Fudan University, Shanghai, P.R. China
| | - Xing Gao
- Institute of Biomedical Sciences, Fudan University, Shanghai, P.R. China
- The Fifth People's Hospital of Shanghai, Fudan University, Shanghai, P.R. China
| | - Pengyuan Yang
- Institute of Biomedical Sciences, Fudan University, Shanghai, P.R. China
- The Fifth People's Hospital of Shanghai, Fudan University, Shanghai, P.R. China
| | - Xiaohui Liu
- Institute of Biomedical Sciences, Fudan University, Shanghai, P.R. China
- The Fifth People's Hospital of Shanghai, Fudan University, Shanghai, P.R. China
| | - Deliang Fu
- Department of Pancreatic Surgery, Huashan Hospital, Fudan University, Shanghai, P.R. China
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Trindade F, Bastos P, Leite-Moreira A, Manadas B, Ferreira R, Soares SF, Daniel-da-Silva AL, Falcão-Pires I, Vitorino R. A fractionation approach applying chelating magnetic nanoparticles to characterize pericardial fluid's proteome. Arch Biochem Biophys 2017; 634:1-10. [PMID: 28951296 DOI: 10.1016/j.abb.2017.09.016] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2017] [Revised: 09/18/2017] [Accepted: 09/20/2017] [Indexed: 01/13/2023]
Abstract
Owing to their close proximity, pericardial fluid (PF)'s proteome may mirror the pathophysiological status of the heart. Despite this diagnosis potential, the knowledge of PF's proteome is scarce. Large amounts of albumin hamper the characterization of the least abundant proteins in PF. Aiming to expand PF's proteome and to validate the technique for future applications, we have fractionated and characterized the PF, using N-(trimethoxysilylpropyl)ethylenediamine triacetic acid (EDTA)-functionalized magnetic nanoparticles (NPs@EDTA) followed by a GeLC-MS/MS approach. Similarly to an albumin-depletion kit, NPs@EDTA-based fractionation was efficient in removing albumin. Both methods displayed comparable inter-individual variability, but NPs@EDTA outperformed the former with regard to the protein dynamic range as well as to the monitoring of biological processes. Overall, 565 proteins were identified, of which 297 (>50%) have never been assigned to PF. Moreover, owing to this method's good proteome reproducibility, affordability, rapid automation and high binding ability of NP@EDTA, it bears a great potential towards future clinical application.
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Affiliation(s)
- Fábio Trindade
- iBiMED - Institute of Biomedicine, Department of Medical Sciences, University of Aveiro, Aveiro, Portugal; Unidade de Investigação Cardiovascular, Departamento de Cirurgia e Fisiologia, Universidade do Porto, Porto, Portugal.
| | - Paulo Bastos
- iBiMED - Institute of Biomedicine, Department of Medical Sciences, University of Aveiro, Aveiro, Portugal
| | - Adelino Leite-Moreira
- Unidade de Investigação Cardiovascular, Departamento de Cirurgia e Fisiologia, Universidade do Porto, Porto, Portugal
| | - Bruno Manadas
- CNC - Center for Neuroscience and Cell Biology, University of Coimbra, UC Biotech, Parque Tecnológico de Cantanhede, Portugal
| | - Rita Ferreira
- QOPNA, Mass Spectrometry Center, Department of Chemistry, University of Aveiro, Aveiro, Portugal
| | - Sofia F Soares
- CICECO - Aveiro Institute of Materials, Department of Chemistry, University of Aveiro, Aveiro, Portugal
| | - Ana L Daniel-da-Silva
- CICECO - Aveiro Institute of Materials, Department of Chemistry, University of Aveiro, Aveiro, Portugal
| | - Inês Falcão-Pires
- Unidade de Investigação Cardiovascular, Departamento de Cirurgia e Fisiologia, Universidade do Porto, Porto, Portugal
| | - Rui Vitorino
- iBiMED - Institute of Biomedicine, Department of Medical Sciences, University of Aveiro, Aveiro, Portugal; Unidade de Investigação Cardiovascular, Departamento de Cirurgia e Fisiologia, Universidade do Porto, Porto, Portugal
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Bastos P, Trindade F, Ferreira R, Leite-Moreira A, Falcão-Pires I, Manadas B, Daniel-da-Silva AL, Vitorino R. EDTA-functionalized magnetic nanoparticles: A suitable platform for the analysis of low abundance urinary proteins. Talanta 2017; 170:81-88. [PMID: 28501217 DOI: 10.1016/j.talanta.2017.03.087] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2016] [Revised: 03/24/2017] [Accepted: 03/28/2017] [Indexed: 12/24/2022]
Abstract
Urine is a highly attractive source of biological information and disease biomarkers, whose proteome characterization is ongoing. To that end, depletion/enrichment strategies for protein analysis can be of great convenience. We have thus developed a method based on the use of EDTA-functionalized magnetic nanoparticles (NPs@EDTA), to fractionate urine samples before liquid chromatography-mass spectrometry analysis and compared the identified proteins with those obtained from ultrafiltrated/unfractionated (UF) urine samples. NPs@EDTA allowed larger urine volumes to be processed, resulting in a greater number of protein identifications (~2-fold) at a lower cost when compared to UF samples. Proteins of greater abundance (such as albumin and uromodulin) were, at least partially, depleted with NPs@EDTA while those of lower abundance were enriched. Bioinformatics analysis showed that approximately 27% of NPs@EDTA-enriched proteins were annotated as displaying enzymatic activity, most of these being hydrolytic enzymes (56%), particularly proteases/peptidases (48%). Also, post-translational modifications were prominently predicted across NPs@EDTA-enriched proteins (90%), particularly glycosylation (52%), phosphorylation (47%) and acetylation (30%). NPs@EDTA allowed the identification of 109 proteins in urine for the first time, showing high potential as a platform for urine's fractionation prior to proteomic analysis.
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Affiliation(s)
- Paulo Bastos
- iBiMED - Institute of Biomedicine, Department of Medical Sciences, University of Aveiro, Aveiro, Portugal
| | - Fábio Trindade
- iBiMED - Institute of Biomedicine, Department of Medical Sciences, University of Aveiro, Aveiro, Portugal; Unidade de Investigação Cardiovascular, Departamento de Cirurgia e Fisiologia, Faculdade de Medicina, Universidade do Porto, Portugal.
| | - Rita Ferreira
- QOPNA, Mass Spectrometry Center, Department of Chemistry, University of Aveiro, Portugal
| | - Adelino Leite-Moreira
- Unidade de Investigação Cardiovascular, Departamento de Cirurgia e Fisiologia, Faculdade de Medicina, Universidade do Porto, Portugal
| | - Inês Falcão-Pires
- Unidade de Investigação Cardiovascular, Departamento de Cirurgia e Fisiologia, Faculdade de Medicina, Universidade do Porto, Portugal
| | - Bruno Manadas
- CNC - Center for Neuroscience and Cell Biology, University of Coimbra, Coimbra, Portugal
| | - Ana L Daniel-da-Silva
- Department of Chemistry, CICECO Aveiro Institute of Materials, University of Aveiro, Portugal
| | - Rui Vitorino
- iBiMED - Institute of Biomedicine, Department of Medical Sciences, University of Aveiro, Aveiro, Portugal; Unidade de Investigação Cardiovascular, Departamento de Cirurgia e Fisiologia, Faculdade de Medicina, Universidade do Porto, Portugal
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10
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Meyer JG, Schilling B. Clinical applications of quantitative proteomics using targeted and untargeted data-independent acquisition techniques. Expert Rev Proteomics 2017; 14:419-429. [PMID: 28436239 PMCID: PMC5671767 DOI: 10.1080/14789450.2017.1322904] [Citation(s) in RCA: 116] [Impact Index Per Article: 14.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
INTRODUCTION While selected/multiple-reaction monitoring (SRM or MRM) is considered the gold standard for quantitative protein measurement, emerging data-independent acquisition (DIA) using high-resolution scans have opened a new dimension of high-throughput, comprehensive quantitative proteomics. These newer methodologies are particularly well suited for discovery of biomarker candidates from human disease samples, and for investigating and understanding human disease pathways. Areas covered: This article reviews the current state of targeted and untargeted DIA mass spectrometry-based proteomic workflows, including SRM, parallel-reaction monitoring (PRM) and untargeted DIA (e.g., SWATH). Corresponding bioinformatics strategies, as well as application in biological and clinical studies are presented. Expert commentary: Nascent application of highly-multiplexed untargeted DIA, such as SWATH, for accurate protein quantification from clinically relevant and disease-related samples shows great potential to comprehensively investigate biomarker candidates and understand disease.
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Affiliation(s)
- Jesse G Meyer
- a Mass Spectrometry Core , Buck Institute for Research on Aging , Novato , CA , USA
| | - Birgit Schilling
- a Mass Spectrometry Core , Buck Institute for Research on Aging , Novato , CA , USA
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11
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Nemeth J, Vongrad V, Metzner KJ, Strouvelle VP, Weber R, Pedrioli P, Aebersold R, Günthard HF, Collins BC. In Vivo and in Vitro Proteome Analysis of Human Immunodeficiency Virus (HIV)-1-infected, Human CD4 + T Cells. Mol Cell Proteomics 2017; 16:S108-S123. [PMID: 28223351 DOI: 10.1074/mcp.m116.065235] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2016] [Revised: 02/03/2017] [Indexed: 01/06/2023] Open
Abstract
Host-directed therapies against HIV-1 are thought to be critical for long term containment of the HIV-1 pandemic but remain elusive. Because HIV-1 infects and manipulates important effectors of both the innate and adaptive immune system, identifying modulations of the host cell systems in humans during HIV-1 infection may be crucial for the development of immune based therapies. Here, we quantified the changes of the proteome in human CD4+ T cells upon HIV-1 infection, both in vitro and in vivo A SWATH-MS approach was used to measure the proteome of human primary CD4+ T cells infected with HIV-1 in vitro as well as CD4+ T cells from HIV-1-infected patients with paired samples on and off antiretroviral treatment. In the in vitro experiment, the proteome of CD4+ T cells was quantified over a time course following HIV-1 infection. 1,725 host cell proteins and 4 HIV-1 proteins were quantified, with 145 proteins changing significantly during the time course. Changes in the proteome peaked 24 h after infection, concomitantly with significant HIV-1 protein production. In the in vivo branch of the study, CD4+ T cells from viremic patients and those with no detectable viral load after treatment were sorted, and the proteomes were quantified. We consistently detected 895 proteins, 172 of which were considered to be significantly different between the viremic patients and patients undergoing successful treatment. The proteome of the in vitro-infected CD4+ T cells was modulated on multiple functional levels, including TLR-4 signaling and the type 1 interferon signaling pathway. Perturbations in the type 1 interferon signaling pathway were recapitulated in CD4+ T cells from patients. The study shows that proteome maps generated by SWATH-MS indicate a range of functionally significant changes in the proteome of HIV-infected human CD4+ T cells. Exploring these perturbations in more detail may help identify new targets for immune based interventions.
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Affiliation(s)
- Johannes Nemeth
- From the ‡Division of Infectious Diseases and Hospital Epidemiology, University Hospital Zurich, University of Zurich, Zurich 8091.,§Department of Biology, Institute of Molecular Systems Biology, ETH Zurich, Zurich CH-8093
| | - Valentina Vongrad
- From the ‡Division of Infectious Diseases and Hospital Epidemiology, University Hospital Zurich, University of Zurich, Zurich 8091.,‖Institute of Medical Virology, University of Zurich, Zurich 8057, Switzerland
| | - Karin J Metzner
- From the ‡Division of Infectious Diseases and Hospital Epidemiology, University Hospital Zurich, University of Zurich, Zurich 8091.,‖Institute of Medical Virology, University of Zurich, Zurich 8057, Switzerland
| | - Victoria P Strouvelle
- From the ‡Division of Infectious Diseases and Hospital Epidemiology, University Hospital Zurich, University of Zurich, Zurich 8091.,‖Institute of Medical Virology, University of Zurich, Zurich 8057, Switzerland
| | - Rainer Weber
- From the ‡Division of Infectious Diseases and Hospital Epidemiology, University Hospital Zurich, University of Zurich, Zurich 8091
| | - Patrick Pedrioli
- §Department of Biology, Institute of Molecular Systems Biology, ETH Zurich, Zurich CH-8093
| | - Ruedi Aebersold
- §Department of Biology, Institute of Molecular Systems Biology, ETH Zurich, Zurich CH-8093.,**Faculty of Science, University of Zurich, Zurich 8057; and
| | - Huldrych F Günthard
- From the ‡Division of Infectious Diseases and Hospital Epidemiology, University Hospital Zurich, University of Zurich, Zurich 8091; .,‖Institute of Medical Virology, University of Zurich, Zurich 8057, Switzerland
| | - Ben C Collins
- §Department of Biology, Institute of Molecular Systems Biology, ETH Zurich, Zurich CH-8093;
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12
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Anjo SI, Santa C, Manadas B. SWATH-MS as a tool for biomarker discovery: From basic research to clinical applications. Proteomics 2017; 17. [DOI: 10.1002/pmic.201600278] [Citation(s) in RCA: 102] [Impact Index Per Article: 12.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2016] [Revised: 01/05/2017] [Accepted: 01/23/2017] [Indexed: 12/16/2022]
Affiliation(s)
- Sandra Isabel Anjo
- CNC - Center for Neuroscience and Cell Biology; University of Coimbra; Coimbra Portugal
- Faculty of Sciences and Technology; University of Coimbra; Coimbra Portugal
| | - Cátia Santa
- CNC - Center for Neuroscience and Cell Biology; University of Coimbra; Coimbra Portugal
- Institute for Interdisciplinary Research (III); University of Coimbra; Coimbra Portugal
| | - Bruno Manadas
- CNC - Center for Neuroscience and Cell Biology; University of Coimbra; Coimbra Portugal
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