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Allgoewer K, Wu S, Choi H, Vogel C. Re-mining serum proteomics data reveals extensive post-translational modifications upon Zika and dengue infection. Mol Omics 2023; 19:308-320. [PMID: 36810580 PMCID: PMC10175154 DOI: 10.1039/d2mo00258b] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/17/2023]
Abstract
Zika virus (ZIKV) and dengue virus (DENV) are two closely related flaviviruses with similar symptoms. However, due to the implications of ZIKV infections for pregnancy outcomes, understanding differences in their molecular impact on the host is of high interest. Viral infections change the host proteome, including post-translational modifications. As modifications are diverse and of low abundance, they typically require additional sample processing which is not feasible for large cohort studies. Therefore, we tested the potential of next-generation proteomics data in its ability to prioritize specific modifications for later analysis. We re-mined published mass spectra from 122 serum samples from ZIKV and DENV patients for the presence of phosphorylated, methylated, oxidized, glycosylated/glycated, sulfated, and carboxylated peptides. We identified 246 modified peptides with significantly differential abundance in ZIKV and DENV patients. Amongst these, methionine-oxidized peptides from apolipoproteins and glycosylated peptides from immunoglobulin proteins were more abundant in ZIKV patient serum and generate hypotheses on the potential roles of the modification in the infection. The results demonstrate how data-independent acquisition techniques can help prioritize future analyses of peptide modifications.
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Affiliation(s)
- Kristina Allgoewer
- New York University, Department of Biology, Center for Genomics and Systems Biology, New York, NY, USA.
- Humboldt University, Department of Biology, Berlin, Germany
| | - Shaohuan Wu
- New York University, Department of Biology, Center for Genomics and Systems Biology, New York, NY, USA.
| | - Hyungwon Choi
- Department of Medicine, Yong Loo Lin School of Medicine, National University, Singapore, Singapore
| | - Christine Vogel
- New York University, Department of Biology, Center for Genomics and Systems Biology, New York, NY, USA.
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2
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He Y, Wang Z, Wei J, Yang Z, Ren L, Deng Y, Chen S, Zang N, Liu E. Exploring Key Genes and Mechanisms in Respiratory Syncytial Virus-Infected BALB/c Mice via Multi-Organ Expression Profiles. Front Cell Infect Microbiol 2022; 12:858305. [PMID: 35586251 PMCID: PMC9109604 DOI: 10.3389/fcimb.2022.858305] [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: 01/19/2022] [Accepted: 04/07/2022] [Indexed: 11/13/2022] Open
Abstract
Respiratory syncytial virus (RSV) a leading cause of pediatric and adult morbidity and mortality worldwide. It can cause complications in multiple organs, thus increasing hospital stays and costs. However, RSV-based studies have primarily focused on effects in the lungs and blood, thereby potentially neglecting critical genes and pathways. Hence, studying RSV infection via a novel multi-organ approach is important. In this study, lung, intestine, brain, and spleen tissues from six BALB/c mice (6–8 weeks old; three in control group and three in RSV-infected group) were subjected to RNA sequencing. Differentially expressed genes (DEGs) in each organ were obtained and functional enrichment analysis was performed. We first used CIBERSORT to evaluate the immune-infiltration landscape. Subsequently, common DEGs (co-DEGs) among the four organs were analyzed to identify key genes and pathways. After quantitative reverse transcription-polymerase chain reaction, western blotting, and external validation analysis of key hub genes, their correlation with immune cells and potential functions were explored. We found that the host response to RSV infection varied among the four organs regarding gene expression profiles and immune cell infiltration. Analysis of the 16 co-DEGs indicated enrichment in the platelet and neutrophil degranulation pathways. Importantly, the key gene hemopexin (Hpx) was strongly correlated with the immune cell fraction in the lungs and may participate in the regulation of platelet activation and immune response.
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Affiliation(s)
| | | | | | | | | | | | | | - Na Zang
- *Correspondence: Na Zang, ; Enmei Liu,
| | - Enmei Liu
- *Correspondence: Na Zang, ; Enmei Liu,
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3
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van Leur SW, Heunis T, Munnur D, Sanyal S. Pathogenesis and virulence of flavivirus infections. Virulence 2021; 12:2814-2838. [PMID: 34696709 PMCID: PMC8632085 DOI: 10.1080/21505594.2021.1996059] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2021] [Revised: 10/06/2021] [Accepted: 10/15/2021] [Indexed: 11/01/2022] Open
Abstract
The Flavivirus genus consists of >70 members including several that are considered significant human pathogens. Flaviviruses display a broad spectrum of diseases that can be roughly categorised into two phenotypes - systemic disease involving haemorrhage exemplified by dengue and yellow Fever virus, and neurological complications associated with the likes of West Nile and Zika viruses. Attempts to develop vaccines have been variably successful against some. Besides, mosquito-borne flaviviruses can be vertically transmitted in the arthropods, enabling long term persistence and the possibility of re-emergence. Therefore, developing strategies to combat disease is imperative even if vaccines become available. The cellular interactions of flaviviruses with their human hosts are key to establishing the viral lifecycle on the one hand, and activation of host immunity on the other. The latter should ideally eradicate infection, but often leads to immunopathological and neurological consequences. In this review, we use Dengue and Zika viruses to discuss what we have learned about the cellular and molecular determinants of the viral lifecycle and the accompanying immunopathology, while highlighting current knowledge gaps which need to be addressed in future studies.
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Affiliation(s)
| | - Tiaan Heunis
- Sir William Dunn School of Pathology, University of Oxford, South Parks Road, OxfordOX1 3RE, UK
| | - Deeksha Munnur
- Sir William Dunn School of Pathology, University of Oxford, South Parks Road, OxfordOX1 3RE, UK
| | - Sumana Sanyal
- Sir William Dunn School of Pathology, University of Oxford, South Parks Road, OxfordOX1 3RE, UK
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4
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New Proteomic Signatures to Distinguish Between Zika and Dengue Infections. Mol Cell Proteomics 2021; 20:100052. [PMID: 33582300 PMCID: PMC8042398 DOI: 10.1016/j.mcpro.2021.100052] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2020] [Revised: 01/16/2021] [Accepted: 01/28/2021] [Indexed: 01/22/2023] Open
Abstract
Distinguishing between Zika and dengue virus infections is critical for accurate treatment, but we still lack detailed understanding of their impact on their host. To identify new protein signatures of the two infections, we used next-generation proteomics to profile 122 serum samples from 62 Zika and dengue patients. We quantified >500 proteins and identified 13 proteins that were significantly differentially expressed (adjusted p-value < 0.05). These proteins typically function in infection and wound healing, with several also linked to pregnancy and brain function. We successfully validated expression differences with Carbonic Anhydrase 2 in both the original and an independent sample set. Three of the differentially expressed proteins, i.e., Fibrinogen Alpha, Platelet Factor 4 Variant 1, and Pro-Platelet Basic Protein, predicted Zika virus infection at a ∼70% true-positive and 6% false-positive rate. Further, we showed that intraindividual temporal changes in protein signatures can disambiguate diagnoses and serve as indicators for past infections. Taken together, we demonstrate that serum proteomics can provide new resources that serve to distinguish between different viral infections. Analysis of human serum samples with extreme protein abundance ranges Unique protein signatures for Zika and dengue virus infection Temporal changes in protein signatures as indicators for past infections Machine learning to account for confounding factors
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5
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Patra G, Saha B, Mukhopadhyay S. Increased levels of pentraxins protein and cytokines bear good association in patients with severe dengue infection. Sci Rep 2021; 11:511. [PMID: 33436908 PMCID: PMC7804429 DOI: 10.1038/s41598-020-80144-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2020] [Accepted: 12/14/2020] [Indexed: 01/08/2023] Open
Abstract
Dengue is an arboviral infection with high rates of morbidity and mortality throughout the tropics and sub-tropics. This work studied the status of pentraxin (CRP/SAP) protein, ferritin, TNF-α and IL-1β levels in Dengue patients of different pathophysiological manifestations. Accordingly, clinically confirmed Dengue cases (n = 97) were enrolled and subsequently blood parameters were studied by Haematology cell counter and Biochemistry Autoanalyser. CRP, SAP, ferritin, TNF-α and IL-1β ELISA were done in all the samples by using standard ELISA kits. Statistical Analysis was done in all the experiments. The levels of CRP (p < 0.0001), SAP (p < 0.0001), ferritin (p < 0.0001), TNF-α (p < 0.0001) and IL-1β (p < 0.0001) were high in patients with Severe Dengue as compared to Dengue without warning signs. High levels of SGOT, SGPT and decreased platelet counts were found in severe patients as compared to Healthy donor. CRP/SAP as well as TNF-α/IL-1β were independently associated with both dengue severity and overall disease manifestation. Statistically significant increased CRP, SAP, ferritin, TNF-α and IL-1β titres were correlated in patients with severe clinical manifestations as compared to mild disease forms of dengue. Elevated levels of pentraxin, TNF-α/IL-1β in blood during dengue infection could act as an early predictor in Severe Dengue infection.
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Affiliation(s)
- Goutam Patra
- Department of Laboratory Medicine, Calcutta School of Tropical Medicine, Kolkata, West Bengal, India
| | - Bibhuti Saha
- Department of Tropical Medicine, Calcutta School of Tropical Medicine, Kolkata, West Bengal, India
| | - Sumi Mukhopadhyay
- Department of Laboratory Medicine, Calcutta School of Tropical Medicine, Kolkata, West Bengal, India.
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6
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Wang X, Ren S, Yang X, Masoudi A, Xue X, Li M, Li H, Zhang X, Wang H, Liu J. Exploration of Serum Marker Proteins in Mice Induced by Babesia microti Infection Using a Quantitative Proteomic Approach. Protein J 2021; 40:119-130. [PMID: 33387247 DOI: 10.1007/s10930-020-09952-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/16/2020] [Indexed: 11/29/2022]
Abstract
Babesia microti is a protozoan that mainly parasitizes rodent and human erythrocytes. B. microti infection can result in changes in the expression levels of various proteins in the host serum. To explore the mechanism underlying the regulation of serum proteins by the host during B. microti infection, this study used a data-independent acquisition (DIA) quantitative proteomic approach to perform comprehensive quantitative proteomic analysis on the serum of B. microti-infected mice. We identified and analysed 333 serum proteins during the infectious stage and recovery stage within 30 days of infection by B. microti in mice. Through quantitative analysis, we found 57 proteins differentially expressed in the infection stage and 69 proteins differentially expressed in the recovery stage. Bioinformatics analysis revealed that these differentially expressed proteins were mainly concentrated in organelles, cell parts, and extracellular regions that are mainly involved in immune system, metabolic, and cellular processes. Additionally, the differentially expressed proteins mainly had catalytic activity. Kyoto Encyclopedia of Genes and Genome (KEGG) pathway analysis showed that many of the differentially expressed proteins participate in the complement and coagulation cascade reaction, including complement C3, complement FP, and coagulation factor XII. The results of this study can provide more information for the selection of biomarkers for the early clinical monitoring of babesiosis and help in the treatment of babesiosis.
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Affiliation(s)
- Xiaoshuang Wang
- Hebei Key Laboratory of Animal Physiology, Biochemistry and Molecular Biology, College of Life Sciences, Hebei Normal University, Shijiazhuang, 050024, Hebei, People's Republic of China
| | - Shuguang Ren
- Hebei Key Laboratory of Animal Physiology, Biochemistry and Molecular Biology, College of Life Sciences, Hebei Normal University, Shijiazhuang, 050024, Hebei, People's Republic of China.,The Fourth Hospital of Hebei Medical University, Shijiazhuang, 050011, Hebei, People's Republic of China
| | - Xiaohong Yang
- Department of Pathogenic Biology, College of Basic Medicine, Hebei Medical University, Shijiazhuang, 050017, Hebei, People's Republic of China.,State Key Laboratory of Veterinary Etiological Biology, Lanzhou Veterinary Research Institute, Chinese Academy of Agricultural Sciences, Lanzhou, 730046, Gansu, People's Republic of China
| | - Abolfazl Masoudi
- Hebei Key Laboratory of Animal Physiology, Biochemistry and Molecular Biology, College of Life Sciences, Hebei Normal University, Shijiazhuang, 050024, Hebei, People's Republic of China
| | - Xiaomin Xue
- Hebei Key Laboratory of Animal Physiology, Biochemistry and Molecular Biology, College of Life Sciences, Hebei Normal University, Shijiazhuang, 050024, Hebei, People's Republic of China
| | - Mengxue Li
- Hebei Key Laboratory of Animal Physiology, Biochemistry and Molecular Biology, College of Life Sciences, Hebei Normal University, Shijiazhuang, 050024, Hebei, People's Republic of China
| | - Hongxia Li
- Hebei Key Laboratory of Animal Physiology, Biochemistry and Molecular Biology, College of Life Sciences, Hebei Normal University, Shijiazhuang, 050024, Hebei, People's Republic of China
| | - Xiaojing Zhang
- Hebei Key Laboratory of Animal Physiology, Biochemistry and Molecular Biology, College of Life Sciences, Hebei Normal University, Shijiazhuang, 050024, Hebei, People's Republic of China
| | - Hui Wang
- Hebei Key Laboratory of Animal Physiology, Biochemistry and Molecular Biology, College of Life Sciences, Hebei Normal University, Shijiazhuang, 050024, Hebei, People's Republic of China. .,Hebei Normal University, 20 nanerhuan east road, Shijiazhuang, Hebei, People's Republic of China.
| | - Jingze Liu
- Hebei Key Laboratory of Animal Physiology, Biochemistry and Molecular Biology, College of Life Sciences, Hebei Normal University, Shijiazhuang, 050024, Hebei, People's Republic of China. .,Hebei Normal University, 20 nanerhuan east road, Shijiazhuang, Hebei, People's Republic of China.
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7
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Meini S, Zanichelli A, Sbrojavacca R, Iuri F, Roberts AT, Suffritti C, Tascini C. Understanding the Pathophysiology of COVID-19: Could the Contact System Be the Key? Front Immunol 2020; 11:2014. [PMID: 32849666 PMCID: PMC7432138 DOI: 10.3389/fimmu.2020.02014] [Citation(s) in RCA: 35] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2020] [Accepted: 07/24/2020] [Indexed: 12/20/2022] Open
Abstract
To date the pathophysiology of COVID-19 remains unclear: this represents a factor determining the current lack of effective treatments. In this paper, we hypothesized a complex host response to SARS-CoV-2, with the Contact System (CS) playing a pivotal role in innate immune response. CS is linked with different proteolytic defense systems operating in human vasculature: the Kallikrein–Kinin (KKS), the Coagulation/Fibrinolysis and the Renin–Angiotensin (RAS) Systems. We investigated the role of the mediators involved. CS consists of Factor XII (FXII) and plasma prekallikrein (complexed to high-molecular-weight kininogen-HK). Autoactivation of FXII by contact with SARS-CoV-2 could lead to activation of intrinsic coagulation, with fibrin formation (microthrombosis), and fibrinolysis, resulting in increased D-dimer levels. Activation of kallikrein by activated FXII leads to production of bradykinin (BK) from HK. BK binds to B2-receptors, mediating vascular permeability, vasodilation and edema. B1-receptors, binding the metabolite [des-Arg9]-BK (DABK), are up-regulated during infections and mediate lung inflammatory responses. BK could play a relevant role in COVID-19 as already described for other viral models. Angiotensin-Converting-Enzyme (ACE) 2 displays lung protective effects: it inactivates DABK and converts Angiotensin II (Ang II) into Angiotensin-(1-7) and Angiotensin I into Angiotensin-(1-9). SARS-CoV-2 binds to ACE2 for cell entry, downregulating it: an impaired DABK inactivation could lead to an enhanced activity of B1-receptors, and the accumulation of Ang II, through a negative feedback loop, may result in decreased ACE activity, with consequent increase of BK. Therapies targeting the CS, the KKS and action of BK could be effective for the treatment of COVID-19.
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Affiliation(s)
- Simone Meini
- Internal Medicine Unit, Azienda USL Toscana Centro, Santa Maria Annunziata Hospital, Florence, Italy
| | - Andrea Zanichelli
- General Medicine Unit, ASST Fatebenefratelli Sacco, Ospedale Luigi Sacco-Università degli Studi di Milano, Milan, Italy
| | - Rodolfo Sbrojavacca
- Infectious Diseases Clinic, Santa Maria Misericordia Hospital, Università degli Studi di Udine, Udine, Italy
| | - Federico Iuri
- Department of Emergency, Santa Maria Misericordia Hospital, Università degli Studi di Udine, Udine, Italy
| | | | - Chiara Suffritti
- General Medicine Unit, ASST Fatebenefratelli Sacco, Ospedale Luigi Sacco-Università degli Studi di Milano, Milan, Italy
| | - Carlo Tascini
- Infectious Diseases Clinic, Santa Maria Misericordia Hospital, Università degli Studi di Udine, Udine, Italy
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Taunk K, Kalita B, Kale V, Chanukuppa V, Naiya T, Zingde SM, Rapole S. The development and clinical applications of proteomics: an Indian perspective. Expert Rev Proteomics 2020; 17:433-451. [PMID: 32576061 DOI: 10.1080/14789450.2020.1787157] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
Abstract
INTRODUCTION Proteomic research has been extensively used to identify potential biomarkers or targets for various diseases. Advances in mass spectrometry along with data analytics have led proteomics to become a powerful tool for exploring the critical molecular players associated with diseases, thereby, playing a significant role in the development of proteomic applications for the clinic. AREAS COVERED This review presents recent advances in the development and clinical applications of proteomics in India toward understanding various diseases including cancer, metabolic diseases, and reproductive diseases. Keywords combined with 'clinical proteomics in India' 'proteomic research in India' and 'mass spectrometry' were used to search PubMed. EXPERT OPINION The past decade has seen a significant increase in research in clinical proteomics in India. This approach has resulted in the development of proteomics-based marker technologies for disease management in the country. The majority of these investigations are still in the discovery phase and efforts have to be made to address the intended clinical use so that the identified potential biomarkers reach the clinic. To move toward this necessity, there is a pressing need to establish some key infrastructure requirements and meaningful collaborations between the clinicians and scientists which will enable more effective solutions to address health issues specific to India.
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Affiliation(s)
- Khushman Taunk
- Proteomics Lab, National Centre for Cell Science , Pune, Maharashtra, India.,Department of Biotechnology, Maulana Abul Kalam Azad University of Technology, West Bengal , Haringhata, West Bengal, India
| | - Bhargab Kalita
- Proteomics Lab, National Centre for Cell Science , Pune, Maharashtra, India
| | - Vaikhari Kale
- Proteomics Lab, National Centre for Cell Science , Pune, Maharashtra, India
| | | | - Tufan Naiya
- Department of Biotechnology, Maulana Abul Kalam Azad University of Technology, West Bengal , Haringhata, West Bengal, India
| | - Surekha M Zingde
- CH3-53, Kendriya Vihar, Sector 11, Kharghar , Navi Mumbai, Maharashtra, India
| | - Srikanth Rapole
- Proteomics Lab, National Centre for Cell Science , Pune, Maharashtra, India
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Saviola AJ, Negrão F, Yates JR. Proteomics of Select Neglected Tropical Diseases. ANNUAL REVIEW OF ANALYTICAL CHEMISTRY (PALO ALTO, CALIF.) 2020; 13:315-336. [PMID: 32109150 DOI: 10.1146/annurev-anchem-091619-093003] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Technological advances in mass spectrometry have enabled the extensive identification, characterization, and quantification of proteins in any biological system. In disease processes proteins are often altered in response to external stimuli; therefore, proteomics, the large-scale study of proteins and their functions, represents an invaluable tool for understanding the molecular basis of disease. This review highlights the use of mass spectrometry-based proteomics to study the pathogenesis, etiology, and pathology of several neglected tropical diseases (NTDs), a diverse group of disabling diseases primarily associated with poverty in tropical and subtropical regions of the world. While numerous NTDs have been the subject of proteomic studies, this review focuses on Buruli ulcer, dengue, leishmaniasis, and snakebite envenoming. The proteomic studies highlighted provide substantial information on the pathogenic mechanisms driving these diseases; they also identify molecular targets for drug discovery and development and uncover promising biomarkers that can assist in early diagnosis.
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Affiliation(s)
- Anthony J Saviola
- Department of Molecular Medicine and Neurobiology, The Scripps Research Institute, La Jolla, California 92037, USA;
| | - Fernanda Negrão
- Department of Biosciences and Technology of Bioactive Products, Institute of Biology, University of Campinas, São Paulo 13083-862, Brazil
| | - John R Yates
- Department of Molecular Medicine and Neurobiology, The Scripps Research Institute, La Jolla, California 92037, USA;
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Patel SK, Rajora N, Kumar S, Sahu A, Kochar SK, Krishna CM, Srivastava S. Rapid Discrimination of Malaria- and Dengue-Infected Patients Sera Using Raman Spectroscopy. Anal Chem 2019; 91:7054-7062. [PMID: 31033270 DOI: 10.1021/acs.analchem.8b05907] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Abstract
Malaria and dengue have overlapping clinical symptoms and are prevalent in the same geographic region (tropical and subtropical), hence precise diagnosis is challenging. The high mortality rate associated with both malaria and dengue could be attributed to "false", "delayed", or "missed" diagnosis. The present study thus aims to stratify malaria and dengue using Raman spectroscopy (RS). In total, 130 human sera were analyzed for model development and double-blinded testing. Principal components linear discriminant analysis (PC-LDA) of acquired RS-spectra could classify malaria and dengue with a minor overlap of 16.7%. Receiver operating characteristic (ROC) analysis of test samples showed sensitivity/specificity of 0.9529 for malaria vs healthy controls (HC) and 0.9584 for dengue vs HC. The Raman findings were complemented by mass spectroscopy (MS)-based metabolite analysis of 8 individuals, each from malaria, dengue, and HC. Several of the metabolites, including amino acids, cell-free DNA, creatinine, and bilirubin, assigned for the predominant RS-bands were also identified by MS and showed similar trends. Our data clearly indicates that RS-based serum analysis using a microprobe has immense potential for early, accurate, and automated detection and discrimination of malaria and dengue, and in the future, it could be extrapolated in field-settings combined with hand-held RS. Further, this approach might be extended to diagnose other closely related infections with similar clinical manifestations.
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Affiliation(s)
- Sandip K Patel
- Department of Biosciences and Bioengineering , Indian Institute of Technology Bombay , Powai , Mumbai 400076 , India
| | - Nishant Rajora
- Department of Biosciences and Bioengineering , Indian Institute of Technology Bombay , Powai , Mumbai 400076 , India
| | - Saurabh Kumar
- Department of Biosciences and Bioengineering , Indian Institute of Technology Bombay , Powai , Mumbai 400076 , India
| | - Aditi Sahu
- Chilakapati Lab, ACTREC , Tata Memorial Center , Kharghar, Navi Mumbai 410210 , India
| | - Sanjay K Kochar
- Department of Medicine, Malaria Research Center , S.P. Medical College , Bikaner 334003 , India
| | - C Murali Krishna
- Chilakapati Lab, ACTREC , Tata Memorial Center , Kharghar, Navi Mumbai 410210 , India
| | - Sanjeeva Srivastava
- Department of Biosciences and Bioengineering , Indian Institute of Technology Bombay , Powai , Mumbai 400076 , India
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11
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Drug repositioning for dengue haemorrhagic fever by integrating multiple omics analyses. Sci Rep 2019; 9:523. [PMID: 30679503 PMCID: PMC6346040 DOI: 10.1038/s41598-018-36636-1] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2018] [Accepted: 11/22/2018] [Indexed: 12/16/2022] Open
Abstract
To detect drug candidates for dengue haemorrhagic fever (DHF), we employed a computational drug repositioning method to perform an integrated multiple omics analysis based on transcriptomic, proteomic, and interactomic data. We identified 3,892 significant genes, 389 proteins, and 221 human proteins by transcriptomic analysis, proteomic analysis, and human–dengue virus protein–protein interactions, respectively. The drug candidates were selected using gene expression profiles for inverse drug–disease relationships compared with DHF patients and healthy controls as well as interactomic relationships between the signature proteins and chemical compounds. Integrating the results of the multiple omics analysis, we identified eight candidates for drug repositioning to treat DHF that targeted five proteins (ACTG1, CALR, ERC1, HSPA5, SYNE2) involved in human–dengue virus protein–protein interactions, and the signature proteins in the proteomic analysis mapped to significant pathways. Interestingly, five of these drug candidates, valparoic acid, sirolimus, resveratrol, vorinostat, and Y-27632, have been reported previously as effective treatments for flavivirus-induced diseases. The computational approach using multiple omics data for drug repositioning described in this study can be used effectively to identify novel drug candidates.
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12
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Abstract
The name human contact system is related to its mode of action, as "contact" with artificial negatively charged surfaces triggers its activation. Today, it is generally believed that the contact system is an inflammatory response mechanism not only against artificial material but also against misfolded proteins and foreign organisms. Upon activation, the contact system is involved in at least two distinct (patho)physiologic processes:i. the trigger of the intrinsic coagulation via factor XI and ii. the cleavage of high molecular weight kininogen with release of bradykinin and antimicrobial peptides (AMPs). Bradykinin is involved in the regulation of inflammatory processes, vascular permeability, and blood pressure. Due to the release of AMPs, the contact system is regarded as a branch of the innate immune defense against microorganisms. There is an increasing list of pathogens that interact with contact factors, in addition to bacteria also fungi and viruses bind and activate the system. In spite of that, pathogens have developed their own mechanisms to activate the contact system, resulting in manipulation of this host immune response. In this up-to-date review, we summarize present research on the interaction of pathogens with the human contact system, focusing particularly on bacterial and viral mechanisms that trigger inflammation via contact system activation.
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Affiliation(s)
- Sonja Oehmcke-Hecht
- Institute of Medical Microbiology, Virology and Hygiene, Rostock University Medical Center, Rostock, Germany
| | - Juliane Köhler
- Institute of Medical Microbiology, Virology and Hygiene, Rostock University Medical Center, Rostock, Germany
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13
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Jadhav M, Nayak M, Kumar S, Venkatesh A, Patel SK, Kumar V, Sharma S, Samanta B, Deb S, Karak A, Verma S, Talukdar A, Kochar SK, Mansukhani P, Gandhi M, Srivastava S. Clinical Proteomics and Cytokine Profiling for Dengue Fever Disease Severity Biomarkers. OMICS-A JOURNAL OF INTEGRATIVE BIOLOGY 2017; 21:665-677. [PMID: 29091011 DOI: 10.1089/omi.2017.0135] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/24/2023]
Abstract
Dengue fever (DF) is a major global health burden with a pathophysiology that is still incompletely understood. Biomarkers that predict and explain susceptibility to DF and its progression to its more severe hemorrhagic form are much needed. DF is endemic in tropical and subtropical regions of the world, with a rapidly increasing incidence of disease severity. We conducted a clinical biomarker discovery study using both a case-control and longitudinal study design. Plasma proteome alterations in patients with DF (n = 12) and dengue hemorrhagic fever (DHF, n = 24) were analyzed in comparison to healthy controls (HCs, n = 16), using the isobaric tags for relative and absolute quantification (iTRAQ)-based quantitative proteomics methodology (false discovery rate of 1%, ≥2 peptides). Several proteins such as the alpha-2 macroglobulin, angiotensinogen, apolipoprotein B-100, serotransferrin, and ceruloplasmin were upregulated (fold change >1.2) in all DHF cases, and downregulated in DF (fold change <0.83), compared with HCs. Plasma cytokine profiling (8 DF, 8 DHF, and 8 HC) on two consecutive time points, at day 0 (day of admission) and days 5-7, found significant elevation in IL-1RA, IL-7, TNF-α, MCP1-MCAF, and MIP-1β levels, but only in the DHF cases, which is the severe disease, and not in DF, compared with HCs (p < 0.05). These new observations on changes in the plasma proteome and cytokine profiles in patients with dengue infection identify several putative molecular leads for future biomarker development and precision medicine in relation to forecasting DF disease severity.
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Affiliation(s)
- Manali Jadhav
- 1 Department of Biosciences and Bioengineering, Indian Institute of Technology Bombay , Mumbai, India
| | - Monalisha Nayak
- 1 Department of Biosciences and Bioengineering, Indian Institute of Technology Bombay , Mumbai, India
| | - Swati Kumar
- 1 Department of Biosciences and Bioengineering, Indian Institute of Technology Bombay , Mumbai, India
| | - Apoorva Venkatesh
- 1 Department of Biosciences and Bioengineering, Indian Institute of Technology Bombay , Mumbai, India
| | - Sandip K Patel
- 1 Department of Biosciences and Bioengineering, Indian Institute of Technology Bombay , Mumbai, India
| | - Vipin Kumar
- 1 Department of Biosciences and Bioengineering, Indian Institute of Technology Bombay , Mumbai, India
| | - Sarthak Sharma
- 1 Department of Biosciences and Bioengineering, Indian Institute of Technology Bombay , Mumbai, India
| | - Biaus Samanta
- 2 Department of Medicine, Medical College Hospital Kolkata , Kolkata, India
| | - Satarupa Deb
- 2 Department of Medicine, Medical College Hospital Kolkata , Kolkata, India
| | - Avik Karak
- 2 Department of Medicine, Medical College Hospital Kolkata , Kolkata, India
| | - Sumit Verma
- 2 Department of Medicine, Medical College Hospital Kolkata , Kolkata, India
| | - Arunansu Talukdar
- 2 Department of Medicine, Medical College Hospital Kolkata , Kolkata, India
| | - Sanjay K Kochar
- 3 Department of Medicine, Malaria Research Center , S.P. Medical College, Bikaner, India
| | - Preeti Mansukhani
- 4 P.D. Hinduja National Hospital & Medical Research Center , Mumbai, India
| | - Mayuri Gandhi
- 1 Department of Biosciences and Bioengineering, Indian Institute of Technology Bombay , Mumbai, India
| | - Sanjeeva Srivastava
- 1 Department of Biosciences and Bioengineering, Indian Institute of Technology Bombay , Mumbai, India
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Manchala NR, Dungdung R, Pilankatta R. Proteomic analysis reveals the enhancement of human serum apolipoprotein A-1(APO A-1) in individuals infected with multiple dengue virus serotypes. Trop Med Int Health 2017; 22:1334-1342. [DOI: 10.1111/tmi.12931] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
Affiliation(s)
- Nageswar Reddy Manchala
- Department of Biochemistry and Molecular Biology; School of Biological Sciences; Central University of Kerala; Padannakkad Kerala India
| | - Ranjeet Dungdung
- Department of Biochemistry and Molecular Biology; School of Biological Sciences; Central University of Kerala; Padannakkad Kerala India
| | - Rajendra Pilankatta
- Department of Biochemistry and Molecular Biology; School of Biological Sciences; Central University of Kerala; Padannakkad Kerala India
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Oxford KL, Wendler JP, McDermott JE, White III RA, Powell JD, Jacobs JM, Adkins JN, Waters KM. The landscape of viral proteomics and its potential to impact human health. Expert Rev Proteomics 2016; 13:579-91. [DOI: 10.1080/14789450.2016.1184091] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
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Differential proteomic analysis of virus-enriched fractions obtained from plasma pools of patients with dengue fever or severe dengue. BMC Infect Dis 2015; 15:518. [PMID: 26572220 PMCID: PMC4647599 DOI: 10.1186/s12879-015-1271-7] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2015] [Accepted: 11/06/2015] [Indexed: 11/10/2022] Open
Abstract
Background Dengue is the most widespread mosquito-borne viral disease of public health concern. In some patients, endothelial cell and platelet dysfunction lead to life-threatening hemorrhagic dengue fever or dengue shock syndrome. Prognostication of disease severity is urgently required to improve patient management. The pathogenesis of severe dengue has not been fully elucidated, and the role of host proteins associated with viral particles has received little exploration. Methods The proteomes of virion-enriched fractions purified from plasma pools of patients with dengue fever or severe dengue were compared. Virions were purified by ultracentrifugation combined with a water-insoluble polyelectrolyte-based technique. Following in-gel hydrolysis, peptides were analyzed by nano-liquid chromatography coupled to ion trap mass spectrometry and identified using data libraries. Results Both dengue fever and severe dengue viral-enriched fractions contained identifiable viral envelope proteins and host cellular proteins. Canonical pathway analysis revealed the identified host proteins are mainly involved in the coagulation cascade, complement pathway or acute phase response signaling pathway. Some host proteins were over- or under-represented in plasma from patients with severe dengue compared to patients with dengue fever. ELISAs were used to validate differential expression of a selection of identified host proteins in individual plasma samples of patients with dengue fever compared to patients with severe dengue. Among 22 host proteins tested, two could differentiate between dengue fever and severe dengue in two independent cohorts (olfactomedin-4: area under the curve (AUC), 0.958; and platelet factor-4: AUC, 0.836). Conclusion A novel technique of virion-enrichment from plasma has allowed to identify two host proteins that have prognostic value for classifying patients with acute dengue who are more likely to develop a severe dengue. The impact of these host proteins on pathogenicity and disease outcome are discussed. Electronic supplementary material The online version of this article (doi:10.1186/s12879-015-1271-7) contains supplementary material, which is available to authorized users.
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Ray S, Kumar V, Bhave A, Singh V, Gogtay NJ, Thatte UM, Talukdar A, Kochar SK, Patankar S, Srivastava S. Proteomic analysis of Plasmodium falciparum induced alterations in humans from different endemic regions of India to decipher malaria pathogenesis and identify surrogate markers of severity. J Proteomics 2015; 127:103-13. [PMID: 25982387 DOI: 10.1016/j.jprot.2015.04.032] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2015] [Revised: 04/21/2015] [Accepted: 04/29/2015] [Indexed: 11/17/2022]
Abstract
India significantly contributes to the global malaria burden and has the largest population in the world at risk of malaria. This study aims to analyze alterations in the human serum proteome as a consequence of non-severe and severe infections by the malaria parasite Plasmodium falciparum to identify markers related to disease severity and to obtain mechanistic insights about disease pathogenesis and host immune responses. In discovery phase of the study, a comprehensive quantitative proteomic analysis was performed using gel-based (2D-DIGE) and gel-free (iTRAQ) techniques on two independent mass spectrometry platforms (ESI-Q-TOF and Q-Exactive mass spectrometry), and selected targets were validated by ELISA. Proteins showing altered serum abundance in falciparum malaria patients revealed the modulation of different physiological pathways including chemokine and cytokine signaling, IL-12 signaling and production in macrophages, complement cascades, blood coagulation, and protein ubiquitination pathways. Some muscle related and cytoskeletal proteins such as titin and galectin-3-binding protein were found to be up-regulated in severe malaria patients. Hemoglobin levels and platelet counts were also found to be drastically lower in severe malaria patients. Identified proteins including serum amyloid A, C-reactive protein, apolipoprotein E and haptoglobin, which exhibited sequential alterations in their serum abundance in different severity levels of malaria, could serve as potential predictive markers for disease severity. To the best of our information, we report here the first comprehensive analysis describing the serum proteomic alterations observed in severe P. falciparum infected patients from different malaria endemic regions of India. This article is part of a Special Issue entitled: Proteomics in India.
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Affiliation(s)
- Sandipan Ray
- Department of Biosciences and Bioengineering, Indian Institute of Technology Bombay, Powai, Mumbai 400076, India
| | - Vipin Kumar
- Department of Biosciences and Bioengineering, Indian Institute of Technology Bombay, Powai, Mumbai 400076, India
| | - Amruta Bhave
- Department of Biosciences and Bioengineering, Indian Institute of Technology Bombay, Powai, Mumbai 400076, India
| | - Vaidhvi Singh
- Department of Biosciences and Bioengineering, Indian Institute of Technology Bombay, Powai, Mumbai 400076, India
| | - Nithya J Gogtay
- Department of Clinical Pharmacology, Seth GS Medical College & KEM Hospital, Parel, Mumbai 400012, India
| | - Urmila M Thatte
- Department of Clinical Pharmacology, Seth GS Medical College & KEM Hospital, Parel, Mumbai 400012, India
| | - Arunansu Talukdar
- Department of Medicine, Medical College and Hospital Kolkata, 88, College Street, Kolkata 700073, India
| | - Sanjay K Kochar
- Department of Medicine, Malaria Research Center, S.P. Medical College, Bikaner 334003, India
| | - Swati Patankar
- Department of Biosciences and Bioengineering, Indian Institute of Technology Bombay, Powai, Mumbai 400076, India
| | - Sanjeeva Srivastava
- Department of Biosciences and Bioengineering, Indian Institute of Technology Bombay, Powai, Mumbai 400076, India.
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18
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Poole-Smith BK, Gilbert A, Gonzalez AL, Beltran M, Tomashek KM, Ward BJ, Hunsperger EA, Ndao M. Discovery and characterization of potential prognostic biomarkers for dengue hemorrhagic fever. Am J Trop Med Hyg 2014; 91:1218-26. [PMID: 25349378 DOI: 10.4269/ajtmh.14-0193] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022] Open
Abstract
Half a million patients are hospitalized with severe dengue every year, many of whom would die without timely, appropriate clinical intervention. The majority of dengue cases are uncomplicated; however, 2-5% progress to severe dengue. Severe dengue cases have been reported with increasing frequency over the last 30 years. To discover biomarkers for severe dengue, we used surface-enhanced laser desorption/ionization time-of-flight mass spectrometry to analyze dengue virus positive serum samples from the acute phase of infection. Using this method, 16 proteins were identified as candidate biomarkers for severe dengue. From these 16 biomarkers, three candidates were selected for confirmation by enzyme-linked immunosorbent assay and Western blot: vitronectin (Vtn, 55.1 kDa), hemopexin (Hx, 52.4 kDa), and serotransferrin (Tf, 79.2 kDa). Vitronectin, Hx, and Tf best differentiated between dengue and severe dengue.
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Affiliation(s)
- B Katherine Poole-Smith
- Division of Vector-Borne Diseases, Dengue Branch, Centers for Disease Control and Prevention, San Juan, Puerto Rico; National Reference Centre for Parasitology, Research Institute of the McGill University Health Centre, Montreal General Hospital R3-137, Montreal, Quebec H3G 1A4, Canada; 3FQRNT Centre for Host-Parasite Interactions, McGill University, Montreal, Quebec H3G 1A4, Canada
| | - Alexa Gilbert
- Division of Vector-Borne Diseases, Dengue Branch, Centers for Disease Control and Prevention, San Juan, Puerto Rico; National Reference Centre for Parasitology, Research Institute of the McGill University Health Centre, Montreal General Hospital R3-137, Montreal, Quebec H3G 1A4, Canada; 3FQRNT Centre for Host-Parasite Interactions, McGill University, Montreal, Quebec H3G 1A4, Canada
| | - Andrea L Gonzalez
- Division of Vector-Borne Diseases, Dengue Branch, Centers for Disease Control and Prevention, San Juan, Puerto Rico; National Reference Centre for Parasitology, Research Institute of the McGill University Health Centre, Montreal General Hospital R3-137, Montreal, Quebec H3G 1A4, Canada; 3FQRNT Centre for Host-Parasite Interactions, McGill University, Montreal, Quebec H3G 1A4, Canada
| | - Manuela Beltran
- Division of Vector-Borne Diseases, Dengue Branch, Centers for Disease Control and Prevention, San Juan, Puerto Rico; National Reference Centre for Parasitology, Research Institute of the McGill University Health Centre, Montreal General Hospital R3-137, Montreal, Quebec H3G 1A4, Canada; 3FQRNT Centre for Host-Parasite Interactions, McGill University, Montreal, Quebec H3G 1A4, Canada
| | - Kay M Tomashek
- Division of Vector-Borne Diseases, Dengue Branch, Centers for Disease Control and Prevention, San Juan, Puerto Rico; National Reference Centre for Parasitology, Research Institute of the McGill University Health Centre, Montreal General Hospital R3-137, Montreal, Quebec H3G 1A4, Canada; 3FQRNT Centre for Host-Parasite Interactions, McGill University, Montreal, Quebec H3G 1A4, Canada
| | - Brian J Ward
- Division of Vector-Borne Diseases, Dengue Branch, Centers for Disease Control and Prevention, San Juan, Puerto Rico; National Reference Centre for Parasitology, Research Institute of the McGill University Health Centre, Montreal General Hospital R3-137, Montreal, Quebec H3G 1A4, Canada; 3FQRNT Centre for Host-Parasite Interactions, McGill University, Montreal, Quebec H3G 1A4, Canada
| | - Elizabeth A Hunsperger
- Division of Vector-Borne Diseases, Dengue Branch, Centers for Disease Control and Prevention, San Juan, Puerto Rico; National Reference Centre for Parasitology, Research Institute of the McGill University Health Centre, Montreal General Hospital R3-137, Montreal, Quebec H3G 1A4, Canada; 3FQRNT Centre for Host-Parasite Interactions, McGill University, Montreal, Quebec H3G 1A4, Canada
| | - Momar Ndao
- Division of Vector-Borne Diseases, Dengue Branch, Centers for Disease Control and Prevention, San Juan, Puerto Rico; National Reference Centre for Parasitology, Research Institute of the McGill University Health Centre, Montreal General Hospital R3-137, Montreal, Quebec H3G 1A4, Canada; 3FQRNT Centre for Host-Parasite Interactions, McGill University, Montreal, Quebec H3G 1A4, Canada
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Abstract
Dengue virus (DENV) is an emerging mosquito-borne human pathogen that affects millions of individuals each year by causing severe and potentially fatal syndromes. Despite intense research efforts, no approved vaccine or antiviral therapy is yet available. Overcoming this limitation requires detailed understanding of the intimate relationship between the virus and its host cell, providing the basis to devise optimal prophylactic and therapeutic treatment options. With the advent of novel high-throughput technologies including functional genomics, transcriptomics, proteomics, and lipidomics, new important insights into the DENV replication cycle and the interaction of this virus with its host cell have been obtained. In this chapter, we provide a comprehensive overview on the current status of the DENV research field, covering every step of the viral replication cycle with a particular focus on virus-host cell interaction. We will also review specific chemical inhibitors targeting cellular factors and processes of relevance for the DENV replication cycle and their possible exploitation for the development of next generation antivirals.
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Ray S, Patel SK, Kumar V, Damahe J, Srivastava S. Differential expression of serum/plasma proteins in various infectious diseases: specific or nonspecific signatures. Proteomics Clin Appl 2013; 8:53-72. [PMID: 24293340 PMCID: PMC7168033 DOI: 10.1002/prca.201300074] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2013] [Revised: 11/04/2013] [Accepted: 11/06/2013] [Indexed: 01/26/2023]
Abstract
Apart from direct detection of the infecting organisms or biomarker of the pathogen itself, surrogate host markers are also useful for sensitive and early diagnosis of pathogenic infections. Early detection of pathogenic infections, discrimination among closely related diseases with overlapping clinical manifestations, and monitoring of disease progression can be achieved by analyzing blood biomarkers. Therefore, over the last decade large numbers of proteomics studies have been conducted to identify differentially expressed human serum/plasma proteins in different infectious diseases with the intent of discovering novel potential diagnostic/prognostic biomarkers. However, in-depth review of the literature indicates that many reported biomarkers are altered in the same way in multiple infectious diseases, regardless of the type of infection. This might be a consequence of generic acute phase reactions, while the uniquely modulated candidates in different pathogenic infections could be indicators of some specific responses. In this review article, we will provide a comprehensive analysis of differentially expressed serum/plasma proteins in various infectious diseases and categorize the protein markers associated with generic or specific responses. The challenges associated with the discovery, validation, and translational phases of serum/plasma biomarker establishment are also discussed.
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Affiliation(s)
- Sandipan Ray
- Department of Biosciences and Bioengineering, Wadhwani Research Centre for Biosciences and Bioengineering, Indian Institute of Technology Bombay, Powai, Mumbai, India
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Puttamallesh VN, Sreenivasamurthy SK, Singh PK, Harsha HC, Ganjiwale A, Broor S, Pandey A, Narayana J, Prasad TSK. Proteomic profiling of serum samples from chikungunya-infected patients provides insights into host response. Clin Proteomics 2013; 10:14. [PMID: 24124767 PMCID: PMC3879382 DOI: 10.1186/1559-0275-10-14] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2013] [Accepted: 09/17/2013] [Indexed: 12/20/2022] Open
Abstract
BACKGROUND Chikungunya is a highly debilitating febrile illness caused by Chikungunya virus, a single-stranded RNA virus, which is transmitted by Aedes aegypti or Aedes albopictus mosquito species. The pathogenesis and host responses in individuals infected with the chikungunya virus are not well understood at the molecular level. We carried out proteomic profiling of serum samples from chikungunya patients in order to identify molecules associated with the host response to infection by this virus. RESULTS Proteomic profiling of serum obtained from the infected individuals resulted in identification of 569 proteins. Of these, 63 proteins were found to be differentially expressed (≥ 2-fold) in patient as compared to control sera. These differentially expressed proteins were involved in various processes such as lipid metabolism, immune response, transport, signal transduction and apoptosis. CONCLUSIONS This is the first report providing a global proteomic profile of serum samples from individuals infected with the chikungunya virus. Our data provide an insight into the proteins that are involved as host response factors during an infection. These proteins include clusterin, apolipoproteins and S100A family of proteins.
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Affiliation(s)
- Vinuth N Puttamallesh
- Institute of Bioinformatics, International Technology Park, Bangalore 560 066, India
| | | | - Pradeep Kumar Singh
- Department of Microbiology, All India Institute of Medical Sciences, New Delhi 110 029, India
| | - H C Harsha
- Institute of Bioinformatics, International Technology Park, Bangalore 560 066, India
| | - Anjali Ganjiwale
- Microtest Innovations Pvt. Limited, International Technology Park, Bangalore 560 066, India
| | - Shobha Broor
- Department of Microbiology, All India Institute of Medical Sciences, New Delhi 110 029, India
| | - Akhilesh Pandey
- Institute of Bioinformatics, International Technology Park, Bangalore 560 066, India
- McKusick-Nathans Institute of Genetic Medicine and Departments of Biological Chemistry, Pathology and Oncology, Johns Hopkins University School of Medicine, Baltimore 21205 MD, USA
- Department of Biological Chemistry, Johns Hopkins University School of Medicine, Baltimore 21205 MD, USA
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore 21205 MD, USA
- Department of Oncology, Johns Hopkins University School of Medicine, Baltimore 21205 MD, USA
| | - Jayasuryan Narayana
- Microtest Innovations Pvt. Limited, International Technology Park, Bangalore 560 066, India
| | - T S Keshava Prasad
- Institute of Bioinformatics, International Technology Park, Bangalore 560 066, India
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