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Saqi M, Lysenko A, Guo YK, Tsunoda T, Auffray C. Navigating the disease landscape: knowledge representations for contextualizing molecular signatures. Brief Bioinform 2019; 20:609-623. [PMID: 29684165 PMCID: PMC6556902 DOI: 10.1093/bib/bby025] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2017] [Revised: 02/05/2018] [Indexed: 12/14/2022] Open
Abstract
Large amounts of data emerging from experiments in molecular medicine are leading to the identification of molecular signatures associated with disease subtypes. The contextualization of these patterns is important for obtaining mechanistic insight into the aberrant processes associated with a disease, and this typically involves the integration of multiple heterogeneous types of data. In this review, we discuss knowledge representations that can be useful to explore the biological context of molecular signatures, in particular three main approaches, namely, pathway mapping approaches, molecular network centric approaches and approaches that represent biological statements as knowledge graphs. We discuss the utility of each of these paradigms, illustrate how they can be leveraged with selected practical examples and identify ongoing challenges for this field of research.
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Affiliation(s)
- Mansoor Saqi
- Mansoor Saqi Data Science Institute, Imperial College London, UK
| | - Artem Lysenko
- Artem Lysenko Laboratory for Medical Science Mathematics, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan
| | - Yi-Ke Guo
- Yi-Ke Guo Data Science Institute, Imperial College London, UK
| | - Tatsuhiko Tsunoda
- Tatsuhiko Tsunoda Laboratory for Medical Science Mathematics, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan CREST, JST, Tokyo, Japan Department of Medical Science Mathematics, Medical Research Institute, Tokyo Medical and Dental University, Tokyo, Japan
| | - Charles Auffray
- Charles Auffray European Institute for Systems Biology and Medicine, Lyon, France
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Liu F, Zhao Y, Gong C, Xu T, Zhang Y, Mei J, Lu J, Feng X, Rong Y, Wu Y. Identification of Methylated Gene Markers in Childhood Atopic Asthma by Integrating Gene Expression and Methylation Profiles Based on Bioinformatic Analysis. PEDIATRIC ALLERGY, IMMUNOLOGY, AND PULMONOLOGY 2018. [DOI: 10.1089/ped.2017.0793] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Affiliation(s)
- Fang Liu
- Department of Pediatrics, Shanghai East Hospital affiliated to Tongji University, Shanghai, China
| | - YuHua Zhao
- Department of Pediatrics, Shanghai East Hospital affiliated to Tongji University, Shanghai, China
| | - ChunHua Gong
- Department of Pediatrics, Shanghai East Hospital affiliated to Tongji University, Shanghai, China
| | - Tong Xu
- Department of Pediatrics, Changzheng Hospital Affiliated to the Second Military Medical University, Shanghai, China
| | - YanBin Zhang
- Department of Pediatrics, Shanghai East Hospital affiliated to Tongji University, Shanghai, China
| | - Jun Mei
- Department of Pediatrics, Shanghai East Hospital affiliated to Tongji University, Shanghai, China
| | - JieMin Lu
- Department of Pediatrics, Shanghai East Hospital affiliated to Tongji University, Shanghai, China
| | - XiaoYan Feng
- Department of Pediatrics, Shanghai East Hospital affiliated to Tongji University, Shanghai, China
| | - YanMing Rong
- Department of Pediatrics, Shanghai East Hospital affiliated to Tongji University, Shanghai, China
| | - YaHui Wu
- Department of Pediatrics, Shanghai East Hospital affiliated to Tongji University, Shanghai, China
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Thude H, Kramer K, Peine S, Sterneck M, Nashan B, Koch M. Role of the Fyn -93A>G polymorphism (rs706895) in acute rejection after liver transplantation. Hum Immunol 2015; 76:657-62. [PMID: 26407913 DOI: 10.1016/j.humimm.2015.09.013] [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: 02/26/2015] [Revised: 09/22/2015] [Accepted: 09/22/2015] [Indexed: 10/23/2022]
Abstract
The tyrosine kinase Fyn phosphorylates tyrosine residues on key targets involved in early T-cell signal transduction. T-cell signal transduction is one essential step for acute transplant rejection. The aim of this study was to evaluate the association of Fyn -93A>G single nucleotide polymorphism (SNP) (rs706895) with the susceptibility to acute rejection episodes in liver transplantation. In total, 72 liver transplant recipients with one biopsy proven acute rejection (S-BPAR), 56 with multiple BPAR (M-BPAR), 105 without BPAR (No-BPAR), and 145 healthy controls were enrolled in this case-control study. The SNP was genotyped by polymerase chain reaction-allele specific restriction enzyme analysis (PCR-ASRA) and was analyzed for a recessive and a dominant model. The Fyn -93G allele exhibits in healthy controls a statistically significant lower frequency than in liver recipients (18% vs. 24%; p=0.046) or in liver recipients with BPAR (18% vs. 27%; p=0.017). However, the genotype and allele frequencies of the Fyn -93A>G SNP demonstrate no significant differences between recipients with acute rejection episodes (S-BPAR and M-BPAR) and No-BPAR recipients. Thus our results provide no evidence that the Fyn -93A>G SNP contributes to the susceptibility to acute liver transplant rejection in a Caucasian population.
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Affiliation(s)
- Hansjörg Thude
- University Medical Center Hamburg-Eppendorf, Department of Hepatobiliary and Transplant Surgery, Martinistraße 52, 20246 Hamburg, Germany.
| | - Kathrin Kramer
- University Medical Center Hamburg-Eppendorf, Department of Hepatobiliary and Transplant Surgery, Martinistraße 52, 20246 Hamburg, Germany
| | - Sven Peine
- University Medical Center Hamburg-Eppendorf, Institute for Transfusion Medicine, Martinistraße 52, 20246 Hamburg, Germany
| | - Martina Sterneck
- University Medical Center Hamburg-Eppendorf, Department of Medicine, Martinistraße 52, 20246 Hamburg, Germany
| | - Björn Nashan
- University Medical Center Hamburg-Eppendorf, Department of Hepatobiliary and Transplant Surgery, Martinistraße 52, 20246 Hamburg, Germany
| | - Martina Koch
- University Medical Center Hamburg-Eppendorf, Department of Hepatobiliary and Transplant Surgery, Martinistraße 52, 20246 Hamburg, Germany
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Couto Alves A, Bruhn S, Ramasamy A, Wang H, Holloway JW, Hartikainen AL, Jarvelin MR, Benson M, Balding DJ, Coin LJM. Dysregulation of complement system and CD4+ T cell activation pathways implicated in allergic response. PLoS One 2013; 8:e74821. [PMID: 24116013 PMCID: PMC3792967 DOI: 10.1371/journal.pone.0074821] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2013] [Accepted: 08/06/2013] [Indexed: 11/18/2022] Open
Abstract
Allergy is a complex disease that is likely to involve dysregulated CD4+ T cell activation. Here we propose a novel methodology to gain insight into how coordinated behaviour emerges between disease-dysregulated pathways in response to pathophysiological stimuli. Using peripheral blood mononuclear cells of allergic rhinitis patients and controls cultured with and without pollen allergens, we integrate CD4+ T cell gene expression from microarray data and genetic markers of allergic sensitisation from GWAS data at the pathway level using enrichment analysis; implicating the complement system in both cellular and systemic response to pollen allergens. We delineate a novel disease network linking T cell activation to the complement system that is significantly enriched for genes exhibiting correlated gene expression and protein-protein interactions, suggesting a tight biological coordination that is dysregulated in the disease state in response to pollen allergen but not to diluent. This novel disease network has high predictive power for the gene and protein expression of the Th2 cytokine profile (IL-4, IL-5, IL-10, IL-13) and of the Th2 master regulator (GATA3), suggesting its involvement in the early stages of CD4+ T cell differentiation. Dissection of the complement system gene expression identifies 7 genes specifically associated with atopic response to pollen, including C1QR1, CFD, CFP, ITGB2, ITGAX and confirms the role of C3AR1 and C5AR1. Two of these genes (ITGB2 and C3AR1) are also implicated in the network linking complement system to T cell activation, which comprises 6 differentially expressed genes. C3AR1 is also significantly associated with allergic sensitisation in GWAS data.
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MESH Headings
- Allergens/pharmacology
- CD4-Positive T-Lymphocytes/drug effects
- CD4-Positive T-Lymphocytes/immunology
- CD4-Positive T-Lymphocytes/metabolism
- Cell Differentiation/drug effects
- Cell Differentiation/genetics
- Cytokines/genetics
- Cytokines/metabolism
- GATA3 Transcription Factor/genetics
- GATA3 Transcription Factor/metabolism
- Gene Expression Profiling
- Humans
- Leukocytes, Mononuclear/drug effects
- Leukocytes, Mononuclear/immunology
- Leukocytes, Mononuclear/metabolism
- Lymphocyte Activation/drug effects
- Lymphocyte Activation/genetics
- Lymphocyte Activation/immunology
- Pollen
- Receptors, Complement/genetics
- Receptors, Complement/metabolism
- Rhinitis, Allergic, Seasonal/genetics
- Rhinitis, Allergic, Seasonal/immunology
- Rhinitis, Allergic, Seasonal/metabolism
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Affiliation(s)
- Alexessander Couto Alves
- Department of Epidemiology and Biostatistics, Imperial College London, MRC-HPA Centre for Environment and Health, Imperial College London, London, United Kingdom
| | - Sören Bruhn
- Department of Clinical and Experimental Medicine, Linköping University, Linköping, Sweden
| | - Adaikalavan Ramasamy
- Department of Epidemiology and Biostatistics, Imperial College London, MRC-HPA Centre for Environment and Health, Imperial College London, London, United Kingdom
- Department of Medical and Molecular Genetics, King's College London, London, United Kingdom
| | - Hui Wang
- Department of Clinical and Experimental Medicine, Linköping University, Linköping, Sweden
- Dept of Paediatrics, Gothenburg University, Gothenburg, Sweden
| | - John W. Holloway
- Human Development and Health, Faculty of Medicine, University of Southampton, Southampton, United Kingdom
| | - Anna-Liisa Hartikainen
- Department of Clinical Sciences, Obstetrics and Gynecology, Institute of Clinical Medicine, University of Oulu, Oulu, Finland
| | - Marjo-Riitta Jarvelin
- Department of Epidemiology and Biostatistics, Imperial College London, MRC-HPA Centre for Environment and Health, Imperial College London, London, United Kingdom
- Institute of Health Sciences, University of Oulu, and Unit of General Practice, University Hospital of Oulu, Oulu, Finland
- Biocenter Oulu, University of Oulu, Oulu, Finland
- National Institute of Health and Welfare, Oulu, Finland
| | - Mikael Benson
- Department of Clinical and Experimental Medicine, Linköping University, Linköping, Sweden
| | - David J. Balding
- Department of Epidemiology and Biostatistics, Imperial College London, MRC-HPA Centre for Environment and Health, Imperial College London, London, United Kingdom
- Genetics Institute, University College London, United Kingdom
| | - Lachlan J. M. Coin
- Department of Genomics of Common Diseases, School of Public Health, Imperial College London, London, United Kingdom
- Institute for Molecular Bioscience, University of Queensland, Brisbane, Australia
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Bekris LM, Millard S, Lutz F, Li G, Galasko DR, Farlow MR, Quinn JF, Kaye JA, Leverenz JB, Tsuang DW, Yu CE, Peskind ER. Tau phosphorylation pathway genes and cerebrospinal fluid tau levels in Alzheimer's disease. Am J Med Genet B Neuropsychiatr Genet 2012; 159B:874-83. [PMID: 22927204 PMCID: PMC3626266 DOI: 10.1002/ajmg.b.32094] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/19/2012] [Accepted: 08/03/2012] [Indexed: 12/12/2022]
Abstract
Alzheimer's disease (AD) is characterized by the presence in the brain of amyloid plaques, consisting predominately of the amyloid β peptide (Aβ), and neurofibrillary tangles, consisting primarily of tau. Hyper-phosphorylated-tau (p-tau) contributes to neuronal damage, and both p-tau and total-tau (t-tau) levels are elevated in AD cerebrospinal fluid (CSF) compared to cognitively normal controls. Our hypothesis was that increased ratios of CSF phosphorylated-tau levels relative to total-tau levels correlate with regulatory region genetic variation of kinase or phosphatase genes biologically associated with the phosphorylation status of tau. Eighteen SNPs located within 5' and 3' regions of 5 kinase and 4 phosphatase genes, as well as two SNPs within regulatory regions of the MAPT gene were chosen for this analysis. The study sample consisted of 101 AD patients and 169 cognitively normal controls. Rs7768046 in the FYN kinase gene and rs913275 in the PPP2R4 phosphatase gene were both associated with CSF p-tau and t-tau levels in AD. These SNPs were also differentially associated with either CSF t-tau (rs7768046) or CSF p-tau (rs913275) relative to t-tau levels in AD compared to controls. These results suggest that rs7768046 and rs913275 both influence CSF tau levels in an AD-associated manner.
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Affiliation(s)
- Lynn M. Bekris
- Geriatric Research, Education, and Clinical Center (GRECC), VA Puget Sound Health Care System, Seattle, Washington,Department of Medicine, University of Washington, Seattle, Washington,Correspondence to: Lynn M. Bekris, Ph.D., Division of Gerontology and Geriatric Medicine, Department of Medicine, University of Washington, VAPSHCS GRECC S182B, 1660 South Columbian Way, Seattle, WA 98108.
| | - Steve Millard
- Northwest Network VISN-20 Mental Illness Research, Education and Clinical Center (MIRECC), VA Puget Sound Health Care System, Seattle, Washington
| | - Franziska Lutz
- Geriatric Research, Education, and Clinical Center (GRECC), VA Puget Sound Health Care System, Seattle, Washington,Department of Medicine, University of Washington, Seattle, Washington
| | - Gail Li
- Psychiatry and Behavioral Sciences, University of Washington School of Medicine, Seattle, Washington
| | - Doug R. Galasko
- Department of Neurosciences, University of California at San Diego and VA Medical Center San Diego, San Diego, California
| | - Martin R. Farlow
- Department of Neurology, Indiana University School of Medicine, Indianapolis, Indiana
| | - Joseph F. Quinn
- Department of Neurology, Oregon Health and Science University, Portland, Oregon,Portland VA Medical Center, Portland, Oregon
| | - Jeffrey A. Kaye
- Department of Neurology, Oregon Health and Science University, Portland, Oregon,Portland VA Medical Center, Portland, Oregon
| | - James B. Leverenz
- Northwest Network VISN-20 Mental Illness Research, Education and Clinical Center (MIRECC), VA Puget Sound Health Care System, Seattle, Washington,Psychiatry and Behavioral Sciences, University of Washington School of Medicine, Seattle, Washington,Department of Neurology, University of Washington School of Medicine, Seattle, Washington,Northwest Network VISN-20 Parkinson’s Disease Research, Education and Clinical Center (PADRECC), Roseburg, Oregon
| | - Debby W. Tsuang
- Northwest Network VISN-20 Mental Illness Research, Education and Clinical Center (MIRECC), VA Puget Sound Health Care System, Seattle, Washington,Psychiatry and Behavioral Sciences, University of Washington School of Medicine, Seattle, Washington
| | - Chang-En Yu
- Geriatric Research, Education, and Clinical Center (GRECC), VA Puget Sound Health Care System, Seattle, Washington,Department of Medicine, University of Washington, Seattle, Washington
| | - Elaine R. Peskind
- Northwest Network VISN-20 Mental Illness Research, Education and Clinical Center (MIRECC), VA Puget Sound Health Care System, Seattle, Washington,Psychiatry and Behavioral Sciences, University of Washington School of Medicine, Seattle, Washington
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Randhawa V, Bagler G. Identification of SRC as a potent drug target for asthma, using an integrative approach of protein interactome analysis and in silico drug discovery. OMICS-A JOURNAL OF INTEGRATIVE BIOLOGY 2012; 16:513-26. [PMID: 22775150 DOI: 10.1089/omi.2011.0160] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
Network-biology inspired modeling of interactome data and computational chemistry have the potential to revolutionize drug discovery by complementing conventional methods. We consider asthma, a complex disease characterized by intricate molecular mechanisms, for our study. We aim to integrate prediction of potent drug targets using graph-theoretical methods and subsequent identification of small molecules capable of modulating activity of the best target. In this work, we construct the protein interactome underlying this disease: Asthma Protein Interactome (API). Using a strategy based on network analysis of the interactome, we identify a set of potential drug targets for asthma. Topologically and dynamically, v-src sarcoma (Schmidt-Ruppin A-2) viral oncogene homolog (SRC) emerges as the most central target in API. SRC is known to play an important role in promoting airway smooth muscle cell growth and facilitating migration in airway remodeling. From interactome analysis, and with the reported role in respiratory mechanisms, SRC emerges as a promising drug target for asthma. Further, we proceed to identify leads for SRC from a public database of small molecules. We predict two potential leads for SRC using ligand-based virtual screening methodology.
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Affiliation(s)
- Vinay Randhawa
- Biotechnology Division, Institute of Himalayan Bioresource Technology, Council of Scientific and Industrial Research (CSIR-IHBT), Palampur, India
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Szczepankiewicz A, Sobkowiak P, Rachel M, Bręborowicz A, Schoneich N, Bruce K, Kycler Z, Wojsyk-Banaszak I, Dmitrzak-Węglarz M. Multilocus analysis of candidate genes involved in neurogenic inflammation in pediatric asthma and related phenotypes: a case-control study. J Asthma 2012; 49:329-35. [PMID: 22468730 DOI: 10.3109/02770903.2012.669442] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
OBJECTIVES Asthma is a heterogenous complex disorder caused by chronic inflammation of the airways. The key issue in genetic association studies of complex disorders is the identification of multiple low-risk genes that individually have little impact on the phenotype, but in combination account for the clinical manifestation of asthma. Since neurogenic inflammation is emerging as a candidate factor in the pathogenesis of asthma, the aim of the study was to investigate whether genetic variants of neurotrophin genes are associated with asthma disease severity or asthma-related phenotypes in a pediatric population. METHODS We genotyped 27 polymorphisms located in neurotrophin genes, using TaqMan SNP genotyping assays or Polymerase Chain Reaction - Restriction Fragments Lengths Polymorphism (PCR-RFLP) in 200 children diagnosed with asthma and 226 controls. Interactions between 27 polymorphic loci and asthma-related phenotypes were determined using the Multifactor Dimensionality Reduction (MDR) method. RESULTS In single marker analysis, we observed an association of MAP3K1 gene polymorphisms (rs702689 and rs889312) with asthma. We also observed that four Single Nucleotide Polymorphisms (SNPs) were associated with severe asthma. Analysis stratified by asthma-related phenotype revealed an association between atopy and NGFR (rs3785931), while BDNF (rs7124442), NTRK2 (rs1212171), NGFR (rs2072446), and FYN (rs3730353) variants were associated with increased exhaled nitric oxide (exNO). In addition, gene-gene interaction analysis revealed a significant epistatic interaction between MAPK (rs889312) and NGF (rs11102930) variants in asthma susceptibility. CONCLUSIONS Our results suggest that genetic variants of MAP3K1 and NGF genes involved in the regulation of neurogenic inflammation may contribute to asthma, possibly via enhanced NGF expression and MAPK signaling pathway activation.
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Affiliation(s)
- Aleksandra Szczepankiewicz
- Department of Pediatric Pulmonology, Allergy and Clinical Immunology, IIIrd Department of Pediatrics, Poznan University of Medical Sciences, Poznan, Poland.
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Current World Literature. Curr Opin Allergy Clin Immunol 2009; 9:177-84. [DOI: 10.1097/aci.0b013e328329f9ca] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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Chang R, Chicoine LG, Cui H, Kanagy NL, Walker BR, Liu Y, English BK, Nelin LD. Cytokine-induced arginase activity in pulmonary endothelial cells is dependent on Src family tyrosine kinase activity. Am J Physiol Lung Cell Mol Physiol 2008; 295:L688-97. [PMID: 18621907 DOI: 10.1152/ajplung.00504.2007] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
We hypothesized that the Src family tyrosine kinases (STKs) are involved in the upregulation of arginase and inducible nitric oxide synthase (iNOS) expression in response to inflammatory stimuli in pulmonary endothelial cells. Treatment of bovine pulmonary arterial endothelial cells (bPAEC) with lipopolysaccharide and tumor necrosis factor-alpha (L/T) resulted in increased urea and nitric oxide (NO) production, and this increase in urea and NO production was inhibited by the STK inhibitor PP1 (10 microM). The STK inhibitors PP2 (10 microM) and herbimycin A (10 microM) also prevented the L/T-induced expression of both arginase II and iNOS mRNA in bPAEC. Together, the data demonstrate a central role of STK in the upregulation of both arginase II and iNOS in bPAEC in response to L/T treatment. To identify the specific kinase(s) required for the induction of urea and NO production, we studied human pulmonary microvascular endothelial cells (hPMVEC) so that short interfering RNA (siRNA) techniques could be employed. We found that hPMVEC express Fyn, Yes, c-Src, Lyn, and Blk and that the protein expression of Fyn, Yes, c-Src, and Lyn could be inhibited with specific siRNA. The siRNA targeting Fyn prevented the cytokine-induced increase in urea and NO production, whereas siRNAs specifically targeting Yes, c-Src, and Lyn had no appreciable effect on cytokine-induced urea and NO production. These findings support our hypothesis that inflammatory stimuli lead to increased urea and NO production through a STK-mediated pathway. Furthermore, these results indicate that the STK Fyn plays a critical role in this process.
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Affiliation(s)
- Rossana Chang
- Center for Perinatal Research, Columbus, OH 43205, USA
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