Home LiteratureArticle Details
PMID: 20647383 Published · ppublish English Journal Article Research Support, Non-U.S. Gov't

Quantitative proteomic analysis of A549 cells infected with human respiratory syncytial virus.

Molecular & cellular proteomics : MCP ·Vol. 9 ·No. 11 ·2010-11-00 ·Pages 2438-59

Munday DC, Emmott E, Surtees R, Lardeau CH, Wu W, Duprex WP, Dove BK, Barr JN, Hiscox JA

Abstract

Human respiratory syncytial virus (HRSV) is a major cause of pediatric lower respiratory tract disease to which there is no vaccine or efficacious chemotherapeutic strategy. Although RNA synthesis and virus assembly occur in the cytoplasm, HRSV is known to induce nuclear responses in the host cell as replication alters global gene expression. Quantitative proteomics was used to take an unbiased overview of the protein changes in transformed human alveolar basal epithelial cells infected with HRSV. Underpinning this was the use of stable isotope labeling with amino acids in cell culture coupled to LC-MS/MS, which allowed the direct and simultaneous identification and quantification of both cellular and viral proteins. To reduce sample complexity and increase data return on potential protein localization, cells were fractionated into nuclear and cytoplasmic extracts. This resulted in the identification of 1,140 cellular proteins and six viral proteins. The proteomics data were analyzed using Ingenuity Pathways Analysis to identify defined canonical pathways and functional groupings. Selected data were validated using Western blot, direct and indirect immunofluorescence confocal microscopy, and functional assays. The study served to validate and expand upon known HRSV-host cell interactions, including those associated with the antiviral response and alterations in subnuclear structures such as the nucleolus and ND10 (promyelocytic leukemia bodies). In addition, novel changes were observed in mitochondrial proteins and functions, cell cycle regulatory molecules, nuclear pore complex proteins and nucleocytoplasmic trafficking proteins. These data shed light into how the cell is potentially altered to create conditions more favorable for infection. Additionally, the study highlights the application and advantage of stable isotope labeling with amino acids in cell culture coupled to LC-MS/MS for the analysis of virus-host interactions.

MeSH Terms
Cell Line/virology Chromatography, Liquid/methods Humans Isotope Labeling Pneumovirus Infections/metabolism Proteome/analysis Proteomics/methods Respiratory Syncytial Virus, Human/chemistry Tandem Mass Spectrometry/methods Viral Proteins/analysis
Chemicals
Proteome Viral Proteins
Authors & Affiliations
9 authors, click to expand affiliations / ORCID
Munday Diane C
Institute of Molecular and Cellular Biology, Faculty of Biological Sciences, University of Leeds, Leeds, United Kingdom.
Emmott Edward
Surtees Rebecca
Lardeau Charles-Hugues
Wu Weining
Duprex W Paul
Dove Brian K
Barr John N
Hiscox Julian A
References (113)
113 references, click to expand
  1. Distinct gene subsets are induced at different time points after human respiratory syncytial virus infection of A549 cells.
    J Gen Virol. 2007 Feb;88(Pt 2):570-581 PMID: 17251576
  2. Respiratory syncytial virus activates innate immunity through Toll-like receptor 2.
    J Virol. 2009 Feb;83(3):1492-500 PMID: 19019963
  3. Mitochondrial dysfunction in hepatitis C virus infection.
    Biochim Biophys Acta. 2006 Sep-Oct;1757(9-10):1429-37 PMID: 16814246
  4. Nucleoporins as components of the nuclear pore complex core structure and Tpr as the architectural element of the nuclear basket.
    Mol Biol Cell. 2004 Sep;15(9):4261-77 PMID: 15229283
  5. Quantitative proteomics using stable isotope labeling with amino acids in cell culture reveals changes in the cytoplasmic, nuclear, and nucleolar proteomes in Vero cells infected with the coronavirus infectious bronchitis virus.
    Mol Cell Proteomics. 2010 Sep;9(9):1920-36 PMID: 20467043
  6. Role for innate IFNs in determining respiratory syncytial virus immunopathology.
    J Immunol. 2005 Jun 1;174(11):7234-41 PMID: 15905569
  7. PML and PML nuclear bodies: implications in antiviral defence.
    Biochimie. 2007 Jun-Jul;89(6-7):819-30 PMID: 17343971
  8. Nuclear heat shock response and novel nuclear domain 10 reorganization in respiratory syncytial virus-infected a549 cells identified by high-resolution two-dimensional gel electrophoresis.
    J Virol. 2004 Nov;78(21):11461-76 PMID: 15479789
  9. Respiratory syncytial virus nonstructural proteins decrease levels of multiple members of the cellular interferon pathways.
    J Virol. 2009 Oct;83(19):9682-93 PMID: 19625398
  10. Elucidation of the avian nucleolar proteome by quantitative proteomics using SILAC and changes in cells infected with the coronavirus infectious bronchitis virus.
    Proteomics. 2010 Oct;10(19):3558-62 PMID: 20827733
  11. Modification of host lipid raft proteome upon hepatitis C virus replication.
    Mol Cell Proteomics. 2006 Dec;5(12):2319-25 PMID: 16943187
  12. Quantitative proteome profiling of respiratory virus-infected lung epithelial cells.
    J Proteomics. 2010 Aug 5;73(9):1680-93 PMID: 20470912
  13. Proteomics analysis of the nucleolus in adenovirus-infected cells.
    Mol Cell Proteomics. 2010 Jan;9(1):117-30 PMID: 19812395
  14. Bovine respiratory syncytial virus nonstructural proteins NS1 and NS2 cooperatively antagonize alpha/beta interferon-induced antiviral response.
    J Virol. 2000 Sep;74(18):8234-42 PMID: 10954520
  15. Respiratory syncytial virus-induced dysregulation of expression of a mucosal beta-defensin augments colonization of the upper airway by non-typeable Haemophilus influenzae.
    Cell Microbiol. 2009 Sep;11(9):1399-408 PMID: 19500108
  16. Vertebrate Nup53 interacts with the nuclear lamina and is required for the assembly of a Nup93-containing complex.
    Mol Biol Cell. 2005 May;16(5):2382-94 PMID: 15703211
  17. Temporal activation of NF-kappaB regulates an interferon-independent innate antiviral response against cytoplasmic RNA viruses.
    Proc Natl Acad Sci U S A. 2003 Sep 16;100(19):10890-5 PMID: 12960395
  18. Respiratory syncytial virus bronchiolitis and the pathogenesis of childhood asthma.
    Pediatr Infect Dis J. 2003 Feb;22(2 Suppl):S76-82 PMID: 12671456
  19. Adenovirus type 5 E4 Orf3 protein targets promyelocytic leukaemia (PML) protein nuclear domains for disruption via a sequence in PML isoform II that is predicted as a protein interaction site by bioinformatic analysis.
    J Gen Virol. 2009 Jan;90(Pt 1):95-104 PMID: 19088278
  20. Identification of a new vertebrate nucleoporin, Nup188, with the use of a novel organelle trap assay.
    Mol Biol Cell. 2000 Oct;11(10):3381-96 PMID: 11029043
  21. The product of the respiratory syncytial virus M2 gene ORF1 enhances readthrough of intergenic junctions during viral transcription.
    J Virol. 1998 Jan;72(1):520-6 PMID: 9420254
  22. Nucleolin functions in nucleolus formation and chromosome congression.
    J Cell Sci. 2007 Jun 15;120(Pt 12):2091-105 PMID: 17535846
  23. Quantitative whole-cell proteome analysis of pseudorabies virus-infected cells.
    J Virol. 2008 Oct;82(19):9689-99 PMID: 18653448
  24. Respiratory syncytial virus M2-1 protein induces the activation of nuclear factor kappa B.
    Virology. 2005 Jan 20;331(2):260-8 PMID: 15629770
  25. Inhibition of nucleo-cytoplasmic trafficking by RNA viruses: targeting the nuclear pore complex.
    Virus Res. 2003 Sep;95(1-2):35-44 PMID: 12921994
  26. Structural and functional studies of Nup107/Nup133 interaction and its implications for the architecture of the nuclear pore complex.
    Mol Cell. 2008 Jun 20;30(6):721-31 PMID: 18570875
  27. Prohibitins control cell proliferation and apoptosis by regulating OPA1-dependent cristae morphogenesis in mitochondria.
    Genes Dev. 2008 Feb 15;22(4):476-88 PMID: 18281461
  28. Proteomic investigation in A549 lung cell line stably infected by HPV16E6/E7 oncogenes.
    Respiration. 2009;77(4):427-39 PMID: 19023193
  29. Central role of the respiratory syncytial virus matrix protein in infection.
    FEMS Microbiol Rev. 2006 Sep;30(5):692-705 PMID: 16911040
  30. Inhibition of nuclear import and alteration of nuclear pore complex composition by rhinovirus.
    J Virol. 2002 Sep;76(17):8787-96 PMID: 12163599
  31. The matrix protein of vesicular stomatitis virus inhibits nucleocytoplasmic transport when it is in the nucleus and associated with nuclear pore complexes.
    Mol Cell Biol. 2000 Nov;20(22):8590-601 PMID: 11046154
  32. The role of mitochondria in cellular defense against microbial infection.
    Semin Immunol. 2009 Aug;21(4):223-32 PMID: 19535268
  33. Cell cycle sibling rivalry: Cdc2 vs. Cdk2.
    Cell Cycle. 2005 Nov;4(11):1491-4 PMID: 16258277
  34. Recombinant respiratory syncytial virus with the G and F genes shifted to the promoter-proximal positions.
    J Virol. 2002 Dec;76(23):11931-42 PMID: 12414935
  35. The bulk of the phosphorylation of human respiratory syncytial virus phosphoprotein is not essential but modulates viral RNA transcription and replication.
    J Gen Virol. 2000 Jan;81(Pt 1):129-33 PMID: 10640550
  36. Functional and quantitative proteomics using SILAC.
    Nat Rev Mol Cell Biol. 2006 Dec;7(12):952-8 PMID: 17139335
  37. Role of nucleoporin induction in releasing an mRNA nuclear export block.
    Science. 2002 Feb 22;295(5559):1523-5 PMID: 11809937
  38. The role of IFN in respiratory syncytial virus pathogenesis.
    J Immunol. 2002 Mar 15;168(6):2944-52 PMID: 11884466
  39. Transcription and replication of nonsegmented negative-strand RNA viruses.
    Curr Top Microbiol Immunol. 2004;283:61-119 PMID: 15298168
  40. Respiratory syncytial virus infection in the absence of STAT 1 results in airway dysfunction, airway mucus, and augmented IL-17 levels.
    J Allergy Clin Immunol. 2005 Sep;116(3):550-7 PMID: 16159623
  41. Nucleolar targeting: the hub of the matter.
    EMBO Rep. 2009 Mar;10(3):231-8 PMID: 19229283
  42. Unravelling the complexities of respiratory syncytial virus RNA synthesis.
    J Gen Virol. 2006 Jul;87(Pt 7):1805-1821 PMID: 16760383
  43. MaxQuant enables high peptide identification rates, individualized p.p.b.-range mass accuracies and proteome-wide protein quantification.
    Nat Biotechnol. 2008 Dec;26(12):1367-72 PMID: 19029910
  44. Structure of Nup58/45 suggests flexible nuclear pore diameter by intermolecular sliding.
    Science. 2007 Mar 23;315(5819):1729-32 PMID: 17379812
  45. RNA viruses: hijacking the dynamic nucleolus.
    Nat Rev Microbiol. 2007 Feb;5(2):119-27 PMID: 17224921
  46. Vesicular stomatitis virus matrix protein inhibits host cell gene expression by targeting the nucleoporin Nup98.
    Mol Cell. 2000 Nov;6(5):1243-52 PMID: 11106761
  47. Role of the M2-1 transcription antitermination protein of respiratory syncytial virus in sequential transcription.
    J Virol. 1999 Jul;73(7):5852-64 PMID: 10364337
  48. Rabies virus P and small P products interact directly with PML and reorganize PML nuclear bodies.
    Oncogene. 2002 Nov 14;21(52):7957-70 PMID: 12439746
  49. Respiratory syncytial virus inhibits apoptosis and induces NF-kappa B activity through a phosphatidylinositol 3-kinase-dependent pathway.
    J Biol Chem. 2002 Jan 4;277(1):492-501 PMID: 11687577
  50. The nucleoporin CAN/Nup214 binds to both the cytoplasmic and the nucleoplasmic sides of the nuclear pore complex in overexpressing cells.
    Exp Cell Res. 1997 Apr 10;232(1):182-5 PMID: 9141635
  51. Complex I binding by a virally encoded RNA regulates mitochondria-induced cell death.
    Science. 2007 Jun 1;316(5829):1345-8 PMID: 17540903
  52. Respiratory syncytial virus influences NF-kappaB-dependent gene expression through a novel pathway involving MAP3K14/NIK expression and nuclear complex formation with NF-kappaB2.
    J Virol. 2005 Jul;79(14):8948-59 PMID: 15994789
  53. Respiratory syncytial virus pneumonitis in immunocompromised adults: clinical features and outcome.
    Respiration. 2005 May-Jun;72(3):263-9 PMID: 15942295
  54. Complex nuclear localization signals in the matrix protein of vesicular stomatitis virus.
    J Biol Chem. 2002 Dec 6;277(49):46864-70 PMID: 12351648
  55. Detection of respiratory syncytial virus (RSV) infected cells by in situ hybridization in the lungs of cotton rats immunized with formalin-inactivated virus or purified RSV F and G glycoprotein subunit vaccine and challenged with RSV.
    Virus Res. 1990 Jun;16(2):153-62 PMID: 2385958
  56. Paramyxoviridae use distinct virus-specific mechanisms to circumvent the interferon response.
    Virology. 2000 Apr 10;269(2):383-90 PMID: 10753717
  57. Demonstration that glycoprotein G is the attachment protein of respiratory syncytial virus.
    J Gen Virol. 1987 Sep;68 ( Pt 9):2521-4 PMID: 3655746
  58. Parts per million mass accuracy on an Orbitrap mass spectrometer via lock mass injection into a C-trap.
    Mol Cell Proteomics. 2005 Dec;4(12):2010-21 PMID: 16249172
  59. Prohibitins and the functional compartmentalization of mitochondrial membranes.
    J Cell Sci. 2009 Nov 1;122(Pt 21):3823-30 PMID: 19889967
  60. Respiratory syncytial virus (RSV) nonstructural (NS) proteins as host range determinants: a chimeric bovine RSV with NS genes from human RSV is attenuated in interferon-competent bovine cells.
    J Virol. 2002 May;76(9):4287-93 PMID: 11932394
  61. Direct visualization of the small hydrophobic protein of human respiratory syncytial virus reveals the structural basis for membrane permeability.
    FEBS Lett. 2010 Jul 2;584(13):2786-90 PMID: 20471980
  62. Reactive oxygen species mediate virus-induced STAT activation: role of tyrosine phosphatases.
    J Biol Chem. 2004 Jan 23;279(4):2461-9 PMID: 14578356
  63. Effects of nonstructural proteins NS1 and NS2 of human respiratory syncytial virus on interferon regulatory factor 3, NF-kappaB, and proinflammatory cytokines.
    J Virol. 2005 May;79(9):5353-62 PMID: 15827150
  64. Evidence that selective changes in the lipid composition of raft-membranes occur during respiratory syncytial virus infection.
    Virology. 2009 Mar 30;386(1):168-82 PMID: 19178924
  65. Nuclear bodies and compartments: functional roles and cellular signalling in health and disease.
    Cell Signal. 2004 Oct;16(10):1085-104 PMID: 15240004
  66. Respiratory syncytial virus infection induces a reactive oxygen species-MSK1-phospho-Ser-276 RelA pathway required for cytokine expression.
    J Virol. 2009 Oct;83(20):10605-15 PMID: 19706715
  67. Links between respiratory syncytial virus bronchiolitis and childhood asthma: clinical and research approaches.
    Pediatr Infect Dis J. 2003 Feb;22(2 Suppl):S58-64; discussion S64-5 PMID: 12671454
  68. Cdc2-cyclin E complexes regulate the G1/S phase transition.
    Nat Cell Biol. 2005 Aug;7(8):831-6 PMID: 16007079
  69. New insights into the role of the subnuclear structure ND10 for viral infection.
    Biochim Biophys Acta. 2008 Nov;1783(11):2207-21 PMID: 18775455
  70. Nuclear import of the respiratory syncytial virus matrix protein is mediated by importin beta1 independent of importin alpha.
    Biochemistry. 2005 Sep 27;44(38):12887-95 PMID: 16171404
  71. Depletion of a single nucleoporin, Nup107, prevents the assembly of a subset of nucleoporins into the nuclear pore complex.
    Proc Natl Acad Sci U S A. 2003 Feb 4;100(3):981-5 PMID: 12552102
  72. Proteomics analysis of host cells infected with infectious bursal disease virus.
    Mol Cell Proteomics. 2008 Mar;7(3):612-25 PMID: 18056921
  73. Quantitative analysis of cellular proteome alterations in human influenza A virus-infected mammalian cell lines.
    Proteomics. 2009 Jun;9(12):3316-27 PMID: 19504497
  74. The matrix protein of Human respiratory syncytial virus localises to the nucleus of infected cells and inhibits transcription.
    Arch Virol. 2003 Jul;148(7):1419-29 PMID: 12827470
  75. Nonstructural proteins NS1 and NS2 of bovine respiratory syncytial virus block activation of interferon regulatory factor 3.
    J Virol. 2003 Aug;77(16):8661-8 PMID: 12885884
  76. Quantitative analysis of human immunodeficiency virus type 1-infected CD4+ cell proteome: dysregulated cell cycle progression and nuclear transport coincide with robust virus production.
    J Virol. 2007 Jul;81(14):7571-83 PMID: 17494070
  77. Cell cycle arrest rather than apoptosis is associated with measles virus contact-mediated immunosuppression in vitro.
    J Gen Virol. 1997 Dec;78 ( Pt 12):3217-26 PMID: 9400972
  78. Differential immune responses and pulmonary pathophysiology are induced by two different strains of respiratory syncytial virus.
    Am J Pathol. 2006 Sep;169(3):977-86 PMID: 16936271
  79. Stable isotope labeling by amino acids in cell culture, SILAC, as a simple and accurate approach to expression proteomics.
    Mol Cell Proteomics. 2002 May;1(5):376-86 PMID: 12118079
  80. Respiratory syncytial virus: reverse genetics and vaccine strategies.
    Virology. 2002 May 10;296(2):204-11 PMID: 12069519
  81. Isoforms of the promyelocytic leukemia protein differ in their effects on ND10 organization.
    Exp Cell Res. 2005 Jul 1;307(1):109-17 PMID: 15922731
  82. Mass spectrometric sequencing of proteins silver-stained polyacrylamide gels.
    Anal Chem. 1996 Mar 1;68(5):850-8 PMID: 8779443
  83. Differential targeting of nuclear pore complex proteins in poliovirus-infected cells.
    J Virol. 2008 Feb;82(4):1647-55 PMID: 18045934
  84. Multiple vesiculoviral matrix proteins inhibit both nuclear export and import.
    Proc Natl Acad Sci U S A. 2001 Jul 17;98(15):8590-5 PMID: 11447272
  85. Inhibition of Ran guanosine triphosphatase-dependent nuclear transport by the matrix protein of vesicular stomatitis virus.
    Science. 1997 Jun 20;276(5320):1845-8 PMID: 9188527
  86. The fusion protein of respiratory syncytial virus triggers p53-dependent apoptosis.
    J Virol. 2008 Apr;82(7):3236-49 PMID: 18216092
  87. The respiratory syncytial virus matrix protein possesses a Crm1-mediated nuclear export mechanism.
    J Virol. 2009 Jun;83(11):5353-62 PMID: 19297465
  88. Cell cycle arrest during measles virus infection: a G0-like block leads to suppression of retinoblastoma protein expression.
    J Virol. 1999 Mar;73(3):1894-901 PMID: 9971768
  89. Involvement of the nucleolus in replication of human viruses.
    Rev Med Virol. 2009 Jul;19(4):201-14 PMID: 19399920
  90. Cell line A549: a model system for the study of alveolar type II cell function.
    Am Rev Respir Dis. 1977 Feb;115(2):285-93 PMID: 842942
  91. Gene rearrangement attenuates expression and lethality of a nonsegmented negative strand RNA virus.
    Proc Natl Acad Sci U S A. 1998 Mar 31;95(7):3501-6 PMID: 9520395
  92. The nucleus of HeLa cells contains tubular structures for Ca2+ signaling with the involvement of mitochondria.
    Biochem Biophys Res Commun. 2003 Sep 5;308(4):826-33 PMID: 12927793
  93. Nup155 regulates nuclear envelope and nuclear pore complex formation in nematodes and vertebrates.
    EMBO J. 2005 Oct 19;24(20):3519-31 PMID: 16193066
  94. Functional analysis of the nuclear proteome of human A549 alveolar epithelial cells by HPLC-high resolution 2-D gel electrophoresis.
    Proteomics. 2006 May;6(9):2656-72 PMID: 16586437
  95. Retinoic acid-inducible gene I mediates early antiviral response and Toll-like receptor 3 expression in respiratory syncytial virus-infected airway epithelial cells.
    J Virol. 2007 Feb;81(3):1401-11 PMID: 17108032
  96. A simplified plaque assay for respiratory syncytial virus--direct visualization of plaques without immunostaining.
    J Virol Methods. 2004 Sep 1;120(1):113-7 PMID: 15234816
  97. Respiratory syncytial virus (RSV) attachment and nonstructural proteins modify the type I interferon response associated with suppressor of cytokine signaling (SOCS) proteins and IFN-stimulated gene-15 (ISG15).
    Virol J. 2008 Oct 13;5:116 PMID: 18851747
  98. Effects of poliovirus infection on nucleo-cytoplasmic trafficking and nuclear pore complex composition.
    EMBO J. 2001 Jan 15;20(1-2):240-9 PMID: 11226174
  99. The M2-2 protein of human respiratory syncytial virus is a regulatory factor involved in the balance between RNA replication and transcription.
    Proc Natl Acad Sci U S A. 1999 Sep 28;96(20):11259-64 PMID: 10500164
  100. Cell cycle perturbations induced by infection with the coronavirus infectious bronchitis virus and their effect on virus replication.
    J Virol. 2006 Apr;80(8):4147-56 PMID: 16571830
  101. Pondering the promyelocytic leukemia protein (PML) puzzle: possible functions for PML nuclear bodies.
    Mol Cell Biol. 2002 Aug;22(15):5259-69 PMID: 12101223
  102. Nup53 is required for nuclear envelope and nuclear pore complex assembly.
    Mol Biol Cell. 2008 Apr;19(4):1753-62 PMID: 18256286
  103. Proteomics analysis of differential expression of cellular proteins in response to avian H9N2 virus infection in human cells.
    Proteomics. 2008 May;8(9):1851-8 PMID: 18398875
  104. Respiratory syncytial virus fusion protein mediates inhibition of mitogen-induced T-cell proliferation by contact.
    J Virol. 2002 Feb;76(3):1163-70 PMID: 11773392
  105. Sequence elements of the fusion peptide of human respiratory syncytial virus fusion protein required for activity.
    J Gen Virol. 2006 Jun;87(Pt 6):1649-1658 PMID: 16690930
  106. Viral and host factors in human respiratory syncytial virus pathogenesis.
    J Virol. 2008 Mar;82(5):2040-55 PMID: 17928346
  107. Lamin B1 maintains the functional plasticity of nucleoli.
    J Cell Sci. 2009 May 15;122(Pt 10):1551-62 PMID: 19383719
  108. Nucleolin is regulated both at the level of transcription and translation.
    Biochem Biophys Res Commun. 2005 Jul 8;332(3):817-22 PMID: 15925566
  109. Molecular dissection of nucleolin's role in growth and cell proliferation: new insights.
    FASEB J. 1999 Nov;13(14):1911-22 PMID: 10544174
  110. The burden of respiratory syncytial virus infection in young children.
    N Engl J Med. 2009 Feb 5;360(6):588-98 PMID: 19196675
  111. Cell cycle arrest by transforming growth factor beta1 enhances replication of respiratory syncytial virus in lung epithelial cells.
    J Virol. 2009 Dec;83(23):12424-31 PMID: 19759128
  112. Measles virus-induced immunosuppression in cotton rats is associated with cell cycle retardation in uninfected lymphocytes.
    J Gen Virol. 1999 Aug;80 ( Pt 8):2023-2029 PMID: 10466800
  113. Proteomics analysis of mitochondrial proteins reveals overexpression of a mitochondrial protein chaperon, prohibitin, in cells expressing hepatitis C virus core protein.
    Hepatology. 2009 Aug;50(2):378-86 PMID: 19591124
Article Info
Journal
Molecular & cellular proteomics : MCP
Abbr.
Mol Cell Proteomics
ISSN
1535-9484
Published
2010-11-00
Epub
2010-00-20
Pages
2438-59
Language
English
Region
United States
NLM ID
101125647
PMCID
PMC2984239
Subset
IM
Grants
Wellcome Trust · United Kingdom
Biotechnology and Biological Sciences Research Council · United Kingdom
Medical Research Council · G0801001 · United Kingdom
Analysis Services
Analysis Services

Contact

No. 2 Wenbo Road, Zhangqiu District, Jinan, Shandong

Qilu Normal University · Genelibs Bioinformatics Lab

750 Shunhua Rd, Jinan

2F, Bldg F, University Science Park

Tel: 0531-88819269

WeChat Official Account

Follow our WeChat subscription account for real-time updates and the latest in medical and biological research.


Business Email

E-mail: product@genelibs.com