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Huang L, Shao D, Wang Y, Cui X, Li Y, Chen Q, Cui J. Human body-fluid proteome: quantitative profiling and computational prediction. Brief Bioinform 2021; 22:315-333. [PMID: 32020158 PMCID: PMC7820883 DOI: 10.1093/bib/bbz160] [Citation(s) in RCA: 36] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2019] [Revised: 08/22/2019] [Accepted: 10/18/2019] [Indexed: 12/15/2022] Open
Abstract
Empowered by the advancement of high-throughput bio technologies, recent research on body-fluid proteomes has led to the discoveries of numerous novel disease biomarkers and therapeutic drugs. In the meantime, a tremendous progress in disclosing the body-fluid proteomes was made, resulting in a collection of over 15 000 different proteins detected in major human body fluids. However, common challenges remain with current proteomics technologies about how to effectively handle the large variety of protein modifications in those fluids. To this end, computational effort utilizing statistical and machine-learning approaches has shown early successes in identifying biomarker proteins in specific human diseases. In this article, we first summarized the experimental progresses using a combination of conventional and high-throughput technologies, along with the major discoveries, and focused on current research status of 16 types of body-fluid proteins. Next, the emerging computational work on protein prediction based on support vector machine, ranking algorithm, and protein-protein interaction network were also surveyed, followed by algorithm and application discussion. At last, we discuss additional critical concerns about these topics and close the review by providing future perspectives especially toward the realization of clinical disease biomarker discovery.
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Affiliation(s)
- Lan Huang
- College of Computer Science and Technology in the Jilin University
| | - Dan Shao
- College of Computer Science and Technology in the Jilin University
- College of Computer Science and Technology in Changchun University
| | - Yan Wang
- College of Computer Science and Technology in the Jilin University
| | - Xueteng Cui
- College of Computer Science and Technology in the Changchun University
| | - Yufei Li
- College of Computer Science and Technology in the Changchun University
| | - Qian Chen
- College of Computer Science and Technology in the Jilin University
| | - Juan Cui
- Department of Computer Science and Engineering in the University of Nebraska-Lincoln
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Montoya A, López MC, Vélez ID, Robledo SM. Label-free quantitative proteomic analysis reveals potential biomarkers for early healing in cutaneous leishmaniasis. PeerJ 2019; 6:e6228. [PMID: 30648003 PMCID: PMC6330957 DOI: 10.7717/peerj.6228] [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: 09/27/2018] [Accepted: 12/06/2018] [Indexed: 01/08/2023] Open
Abstract
Background Leishmaniasis is a parasitic disease caused by more than 20 species of the Leishmania genus. The disease is globally distributed and is endemic in 97 countries and three territories in the tropical and subtropical regions. The efficacy of the current treatments is becoming increasingly low either due to incomplete treatment or resistant parasites. Failure of treatment is frequent, and therefore, the search for early biomarkers of therapeutic response in cutaneous leishmaniasis (CL) is urgently needed. Objective The aim of this study was to compare the proteomic profiles in patients with CL before and after 7 days of treatment and identify early biomarkers of curative response. Methods Four patients with a parasitological diagnosis of leishmaniasis with confirmation of species by PCR-RFLP were recruited. All patients had a single lesion, and a protein from the middle of the ulcer was quantified by liquid chromatography and mass spectrometry. Results A total of 12 proteins showed differential expression in the comparative LC-electrospray ionization MS/MS (LC-ESI-MS/MS) triplicate analysis. Seven of them were up-regulated and five of them were down-regulated. Calcium binding proteins A2, A8, and A9 and hemoglobin subunits alpha-2 and delta showed high correlation with epidermis development and immune response. Conclusion We identified changes in the profiles of proteins that had a positive therapeutic response to the treatment. The proteins identified with differential expression are related to the reduction of inflammation and increased tissue repair. These proteins can be useful as biomarkers for early monitoring of therapeutic response in CL.
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Affiliation(s)
- Andrés Montoya
- PECET, Facultad de Medicina, Universidad de Antioquia, Medellin, Antioquia, Colombia
| | - Manuel Carlos López
- Molecular Biology Department Consejo Superior de Investigaciones Científicas, Instituto de Parasitología y Biomedicina "López Neyra", Granade, Spain
| | - Ivan D Vélez
- PECET, Facultad de Medicina, Universidad de Antioquia, Medellin, Antioquia, Colombia
| | - Sara M Robledo
- PECET, Facultad de Medicina, Universidad de Antioquia, Medellin, Antioquia, Colombia
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Preparation and Immunoaffinity Depletion of Fresh Frozen Tissue Homogenates for Mass Spectrometry-Based Proteomics in the Context of Drug Target/Biomarker Discovery. Methods Mol Biol 2018; 1647:71-90. [PMID: 28808996 DOI: 10.1007/978-1-4939-7201-2_5] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/19/2023]
Abstract
The discovery of novel drug targets and biomarkers via mass spectrometry (MS)-based proteomic analysis of clinical specimens has proven to be challenging. The wide dynamic range of protein concentration in clinical specimens and the high background/noise originating from highly abundant proteins in tissue homogenates and serum/plasma encompass two major analytical obstacles. Immunoaffinity depletion of highly abundant blood-derived proteins from serum/plasma is a well-established approach adopted by numerous researchers; however, the utilization of this technique for immunodepletion of tissue homogenates obtained from fresh frozen clinical specimens is lacking. We first developed immunoaffinity depletion of highly abundant blood-derived proteins from tissue homogenates, using renal cell carcinoma as a model disease, and followed this study by applying it to different tissue types. Tissue homogenate immunoaffinity depletion of highly abundant proteins may be equally important as is the recognized need for depletion of serum/plasma, enabling more sensitive MS-based discovery of novel drug targets, and/or clinical biomarkers from complex clinical samples. Provided is a detailed protocol designed to guide the researcher through the preparation and immunoaffinity depletion of fresh frozen tissue homogenates for two-dimensional liquid chromatography, tandem mass spectrometry (2D-LC-MS/MS)-based molecular profiling of tissue specimens in the context of drug target and/or biomarker discovery.
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Ziganshin RH, Ivanova OM, Lomakin YA, Belogurov AA, Kovalchuk SI, Azarkin IV, Arapidi GP, Anikanov NA, Shender VO, Piradov MA, Suponeva NA, Vorobyeva AA, Gabibov AG, Ivanov VT, Govorun VM. The Pathogenesis of the Demyelinating Form of Guillain-Barre Syndrome (GBS): Proteo-peptidomic and Immunological Profiling of Physiological Fluids. Mol Cell Proteomics 2016; 15:2366-78. [PMID: 27143409 PMCID: PMC4937510 DOI: 10.1074/mcp.m115.056036] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2015] [Revised: 04/27/2016] [Indexed: 01/06/2023] Open
Abstract
Acute inflammatory demyelinating polyneuropathy (AIDP) - the main form of Guillain-Barre syndrome-is a rare and severe disorder of the peripheral nervous system with an unknown etiology. One of the hallmarks of the AIDP pathogenesis is a significantly elevated cerebrospinal fluid (CSF) protein level. In this paper CSF peptidome and proteome in AIDP were analyzed and compared with multiple sclerosis and control patients. A total protein concentration increase was shown to be because of even changes in all proteins rather than some specific response, supporting the hypothesis of protein leakage from blood through the blood-nerve barrier. The elevated CSF protein level in AIDP was complemented by activization of protein degradation and much higher peptidome diversity. Because of the studies of the acute motor axonal form, Guillain-Barre syndrome as a whole is thought to be associated with autoimmune response against neurospecific molecules. Thus, in AIDP, autoantibodies against cell adhesion proteins localized at Ranvier's nodes were suggested as possible targets in AIDP. Indeed, AIDP CSF peptidome analysis revealed cell adhesion proteins degradation, however no reliable dependence on the corresponding autoantibodies levels was found. Proteome analysis revealed overrepresentation of Gene Ontology groups related to responses to bacteria and virus infections, which were earlier suggested as possible AIDP triggers. Immunoglobulin blood serum analysis against most common neuronal viruses did not reveal any specific pathogen; however, AIDP patients were more immunopositive in average and often had polyinfections. Cytokine analysis of both AIDP CSF and blood did not show a systemic adaptive immune response or general inflammation, whereas innate immunity cytokines were up-regulated. To supplement the widely-accepted though still unproven autoimmunity-based AIDP mechanism we propose a hypothesis of the primary peripheral nervous system damaging initiated as an innate immunity-associated local inflammation following neurotropic viruses egress, whereas the autoantibody production might be an optional complementary secondary process.
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Affiliation(s)
- Rustam H Ziganshin
- From the ‡Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Miklukho-Maklaya str., 16/10, Moscow 117997, Russian Federation;
| | - Olga M Ivanova
- From the ‡Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Miklukho-Maklaya str., 16/10, Moscow 117997, Russian Federation
| | - Yakov A Lomakin
- From the ‡Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Miklukho-Maklaya str., 16/10, Moscow 117997, Russian Federation
| | - Alexey A Belogurov
- From the ‡Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Miklukho-Maklaya str., 16/10, Moscow 117997, Russian Federation
| | - Sergey I Kovalchuk
- From the ‡Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Miklukho-Maklaya str., 16/10, Moscow 117997, Russian Federation
| | - Igor V Azarkin
- From the ‡Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Miklukho-Maklaya str., 16/10, Moscow 117997, Russian Federation
| | - Georgij P Arapidi
- From the ‡Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Miklukho-Maklaya str., 16/10, Moscow 117997, Russian Federation; §Moscow Institute of Physics and Technology, Institutskiy pereulok 9, Dolgoprudny 141700, Russian Federation
| | - Nikolay A Anikanov
- From the ‡Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Miklukho-Maklaya str., 16/10, Moscow 117997, Russian Federation
| | - Victoria O Shender
- From the ‡Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Miklukho-Maklaya str., 16/10, Moscow 117997, Russian Federation
| | - Mikhail A Piradov
- ¶Research Center of Neurology, Volokolamskoye highway, 80, Moscow 125367, Russian Federation
| | - Natalia A Suponeva
- ¶Research Center of Neurology, Volokolamskoye highway, 80, Moscow 125367, Russian Federation
| | - Anna A Vorobyeva
- ¶Research Center of Neurology, Volokolamskoye highway, 80, Moscow 125367, Russian Federation
| | - Alexander G Gabibov
- From the ‡Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Miklukho-Maklaya str., 16/10, Moscow 117997, Russian Federation
| | - Vadim T Ivanov
- From the ‡Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Miklukho-Maklaya str., 16/10, Moscow 117997, Russian Federation
| | - Vadim M Govorun
- From the ‡Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Miklukho-Maklaya str., 16/10, Moscow 117997, Russian Federation; §Moscow Institute of Physics and Technology, Institutskiy pereulok 9, Dolgoprudny 141700, Russian Federation; ‖Research Institute of Physical Chemical Medicine, Malaya Pirogovskaya str., 1a, Moscow 119435, Russian Federation
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Qin W, Liang YZ, Qin BY, Zhang JL, Xia N. The Clinical Significance of Glycoprotein Phospholipase D Levels in Distinguishing Early Stage Latent Autoimmune Diabetes in Adults and Type 2 Diabetes. PLoS One 2016; 11:e0156959. [PMID: 27351175 PMCID: PMC4925120 DOI: 10.1371/journal.pone.0156959] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2016] [Accepted: 05/22/2016] [Indexed: 01/15/2023] Open
Abstract
Autoantibodies have been widely used as markers of latent autoimmune diabetes in adults (LADA); however, the specificity and sensitivity of autoantibodies as markers of LADA are weak compared with those found in type 1 diabetes (T1DM). In this study, we aimed to identify other plasma proteins as potential candidates that can be used effectively to determine early stage LADA and type 2 diabetes (T2DM) to facilitate early diagnosis and treatment. These issues were addressed by studying new-onset ‘classic’ T1DM (n = 156), LADA (n = 174), T2DM (n = 195) and healthy cohorts (n = 166). Plasma samples were obtained from the four cohorts. We employed isobaric tag for relative and absolute quantitation (iTRAQ) together with liquid chromatography tandem mass spectrometry (LC-MS) to identify plasma proteins with significant changes in LADA. The changes were validated by Western blot and ELISA analyses. Among the four cohorts, 311 unique proteins were identified in three iTRAQ runs, with 157 present across the three data sets. Among them, 49/311 (16.0%) proteins had significant changes in LADA compared with normal controls, including glycoprotein phospholipase D (GPLD1), which was upregulated in LADA. Western blot and ELISA analyses showed that GPLD1 levels were higher in both LADA and T1DM cohorts than in both T2DM and healthy cohorts, while there were no significant differences in the plasma concentrations of GPLD1 between the LADA and T1DM cohorts. GPLD1 is implicated as a potential candidate plasma protein for determining early stage LADA and T2DM.
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Affiliation(s)
- Wen Qin
- Department of pathology, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi Province, China
| | - Yu-Zhen Liang
- Department of Endocrinology and Metabolism, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi Province, China
| | - Bao-Yu Qin
- Department of Elderly Endocrinology, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi Province, China
| | - Jia-Li Zhang
- Department of Endocrinology and Metabolism, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi Province, China
| | - Ning Xia
- Department of Endocrinology and Metabolism, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi Province, China
- * E-mail:
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Pawlowski JW, Kellicker N, Bobst CE, Kaltashov IA. Assessing the iron delivery efficacy of transferrin in clinical samples by native electrospray ionization mass spectrometry. Analyst 2016; 141:853-61. [PMID: 26646585 PMCID: PMC4727994 DOI: 10.1039/c5an02159f] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Serum transferrin is a key player in iron homeostasis, and its ability to deliver iron to cells via the endosomal pathway critically depends on the presence of carbonate that binds this protein synergistically with ferric ion. Oxalate is another ubiquitous anionic species that can act as a synergistic anion, and in fact its interaction with transferrin is notably stronger compared to carbonate, preventing the protein from releasing the metal in the endosomal environment. While this raises concerns that high oxalate levels in plasma may interfere with iron delivery to tissues, concentration of free oxalate in blood appears to be a poor predictor of impeded availability of iron, as previous studies showed that it cannot displace carbonate from ferro-transferrin on a physiologically relevant time scale under the conditions mimicing plasma. In this work we present a new method that allows different forms of ferro-transferrin (carbonate- vs. oxalate-bound) to be distinguished from each other by removing this protein from plasma without altering the composition of the protein/metal/synergistic anion complexes, and determining their accurate masses using native electrospray ionization mass spectrometry (ESI MS). The new method has been validated using a mixture of recombinant proteins, followed by its application to the analysis of clinical samples of human plasma, demonstrating that native ESI MS can be used in clinical analysis.
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Affiliation(s)
- Jake W Pawlowski
- University of Massachusetts-Amherst, Department of Chemistry, 240 Thatcher Drive, Life Sciences Laboratories N369, Amherst, MA 01003, USA.
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Wu C, Duan J, Liu T, Smith RD, Qian WJ. Contributions of immunoaffinity chromatography to deep proteome profiling of human biofluids. J Chromatogr B Analyt Technol Biomed Life Sci 2016; 1021:57-68. [PMID: 26868616 DOI: 10.1016/j.jchromb.2016.01.015] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2015] [Revised: 01/06/2016] [Accepted: 01/08/2016] [Indexed: 02/07/2023]
Abstract
Human biofluids, especially blood plasma or serum, hold great potential as the sources of candidate biomarkers for various diseases; however, the enormous dynamic range of protein concentrations in biofluids represents a significant analytical challenge for detecting promising low-abundance proteins. Over the last decade, various immunoaffinity chromatographic methods have been developed and routinely applied for separating low-abundance proteins from the high- and moderate-abundance proteins, thus enabling much more effective detection of low-abundance proteins. Herein, we review the advances of immunoaffinity separation methods and their contributions to the proteomic applications in human biofluids. The limitations and future perspectives of immunoaffinity separation methods are also discussed.
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Affiliation(s)
- Chaochao Wu
- Biological Sciences Division, Pacific Northwest National Laboratory, Richland, WA, United States
| | - Jicheng Duan
- Biological Sciences Division, Pacific Northwest National Laboratory, Richland, WA, United States
| | - Tao Liu
- Biological Sciences Division, Pacific Northwest National Laboratory, Richland, WA, United States
| | - Richard D Smith
- Biological Sciences Division, Pacific Northwest National Laboratory, Richland, WA, United States
| | - Wei-Jun Qian
- Biological Sciences Division, Pacific Northwest National Laboratory, Richland, WA, United States.
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Gao R, Zhang L, Hao Y, Cui X, Liu D, Zhang M, Tang Y. One-step preparation of magnetic imprinted nanoparticles adopting dopamine-cupric ion as a co-monomer for the specific recognition of bovine hemoglobin. J Sep Sci 2015; 38:3568-74. [DOI: 10.1002/jssc.201500677] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2015] [Revised: 07/26/2015] [Accepted: 07/27/2015] [Indexed: 11/10/2022]
Affiliation(s)
- Ruixia Gao
- Institute of Analytical Science, School of Science; Xi'an Jiaotong University; Xi'an China
| | - Lili Zhang
- Institute of Analytical Science, School of Science; Xi'an Jiaotong University; Xi'an China
- College of Pharmacy; Xi'an Jiaotong University; Xi'an China
| | - Yi Hao
- Institute of Analytical Science, School of Science; Xi'an Jiaotong University; Xi'an China
- College of Pharmacy; Xi'an Jiaotong University; Xi'an China
| | - Xihui Cui
- Institute of Analytical Science, School of Science; Xi'an Jiaotong University; Xi'an China
- College of Pharmacy; Xi'an Jiaotong University; Xi'an China
| | - Dechun Liu
- Department of Hepatobiliary Surgery; First Hospital of Xi'an Jiaotong University; Xi'an China
| | - Min Zhang
- College of Chemistry and Chemical Engineering; Shanghai University of Engineering Science; Shanghai China
| | - Yuhai Tang
- Institute of Analytical Science, School of Science; Xi'an Jiaotong University; Xi'an China
- College of Pharmacy; Xi'an Jiaotong University; Xi'an China
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Sundberg M, Bergquist J, Ramström M. High-abundant protein depletion strategies applied on dog cerebrospinal fluid and evaluated by high-resolution mass spectrometry. Biochem Biophys Rep 2015; 3:68-75. [PMID: 30338299 PMCID: PMC6189695 DOI: 10.1016/j.bbrep.2015.07.013] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2015] [Revised: 07/18/2015] [Accepted: 07/22/2015] [Indexed: 12/27/2022] Open
Abstract
As the number of fully sequenced animal genomes and the performance of advanced mass spectrometry-based proteomics techniques are continuously improving, there is now a great opportunity to increase the knowledge of various animal proteomes. This research area is further stimulated by a growing interest from veterinary medicine and the pharmaceutical industry. Cerebrospinal fluid (CSF) is a good source for better understanding of diseases related to the central nervous system, both in humans and other animals. In this study, four high-abundant protein depletion columns, developed for human or rat serum, were evaluated for dog CSF. For the analysis, a shotgun proteomics approach, based on nanoLC-LTQ Orbitrap MS/MS, was applied. All the selected approaches were shown to deplete dog CSF with different success. It was demonstrated that the columns significantly improved the coverage of the detected dog CSF proteome. An antibody-based column showed the best performance, in terms of efficiency, repeatability and the number of proteins detected in the sample. In total 983 proteins were detected. Of those, 801 proteins were stated as uncharacterized in the UniProt database. To the best of our knowledge, this is the so far largest number of proteins reported for dog CSF in one single study. We evaluated four high-abundant protein depletion kits on dog CSF. High abundant depletion kit developed for humans/rats can be used for dog CSF. Protein depletion of dog CSF gives extended coverage of the CSF proteome. In total, 983 dog proteins were identified in this study.
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Affiliation(s)
- Mårten Sundberg
- Department of Chemistry - BMC, Analytical Chemistry and Science for Life Laboratory, Uppsala University, Box 599, 751 24 Uppsala, Sweden
| | - Jonas Bergquist
- Department of Chemistry - BMC, Analytical Chemistry and Science for Life Laboratory, Uppsala University, Box 599, 751 24 Uppsala, Sweden
| | - Margareta Ramström
- Department of Chemistry - BMC, Analytical Chemistry and Science for Life Laboratory, Uppsala University, Box 599, 751 24 Uppsala, Sweden
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