Molecular signatures of antibody responses derived from a systems biology study of five human vaccines

Many vaccines induce protective immunity via antibodies. Recent studies have used systems biological approaches to determine signatures that predict vaccine immunity in humans, but whether there is a ‘universal signature’ that can predict antibody responses to any vaccine, is unknown. Here we performed systems analyses of immune responses to the meningococcal polysaccharide and conjugate vaccines in healthy adults, in the broader context of our previous studies with the yellow fever and two influenza vaccines. To achieve this, we performed a largescale network integration of public human blood transcriptomes, and systems-scale databases in specific biological contexts, and deduced a set of blood transcription modules. These modules revealed distinct transcriptional signatures of antibody responses to different classes of vaccines providing key insights into primary viral, protein recall and anti-polysaccharide responses. These results illuminate the early transcriptional programs orchestrating vaccine immunity in humans, and demonstrate the power of integrative network modeling.

[1]  A. Fraser,et al.  A single gene network accurately predicts phenotypic effects of gene perturbation in Caenorhabditis elegans , 2008, Nature Genetics.

[2]  P. Karp,et al.  Computational prediction of human metabolic pathways from the complete human genome , 2004, Genome Biology.

[3]  Adam A. Margolin,et al.  Reverse engineering of regulatory networks in human B cells , 2005, Nature Genetics.

[4]  Katherine A. Fitzgerald,et al.  Superior Immunogenicity of Inactivated Whole Virus H5N1 Influenza Vaccine is Primarily Controlled by Toll-like Receptor Signalling , 2008, PLoS pathogens.

[5]  S. Sarna,et al.  Serum antibodies to capsular polysaccharide vaccine of group A Neissera meningitidis followed for three years in infants and children. , 1980, The Journal of infectious diseases.

[6]  M. Artenstein,et al.  HUMAN IMMUNITY TO THE MENINGOCOCCUS I. THE ROLE OF HUMORAL ANTIBODIES , 1969 .

[7]  L. Trautmann,et al.  Solving vaccine mysteries: a systems biology perspective , 2011, Nature Immunology.

[8]  Bali Pulendran,et al.  Learning immunology from the yellow fever vaccine: innate immunity to systems vaccinology , 2009, Nature Reviews Immunology.

[9]  Bastian R. Angermann,et al.  Yellow fever vaccine induces integrated multilineage and polyfunctional immune responses , 2008, The Journal of experimental medicine.

[10]  P. Vidalain,et al.  Polo-like Kinase 1 (PLK1) Regulates Interferon (IFN) Induction by MAVS* , 2009, The Journal of Biological Chemistry.

[11]  R. Borrow,et al.  Immunologic Hyporesponsiveness to Serogroup C but Not Serogroup A following Repeated Meningococcal A/C Polysaccharide Vaccination in Saudi Arabia , 2004, Clinical Diagnostic Laboratory Immunology.

[12]  Kara Dolinski,et al.  The BioGRID Interaction Database: 2008 update , 2008, Nucleic Acids Res..

[13]  Livia Perfetto,et al.  MINT, the molecular interaction database: 2009 update , 2009, Nucleic Acids Res..

[14]  Shuzhao Li,et al.  Systems biological approaches to measure and understand vaccine immunity in humans. , 2013, Seminars in immunology.

[15]  Patrick C. Wilson,et al.  Rapid cloning of high-affinity human monoclonal antibodies against influenza virus , 2008, Nature.

[16]  Eva K. Lee,et al.  Systems biology approach predicts immunogenicity of the yellow fever vaccine in humans , 2009, Nature Immunology.

[17]  John M. Maris,et al.  High Myc pathway activity and low stage of neuronal differentiation associate with poor outcome in neuroblastoma , 2008, Proceedings of the National Academy of Sciences.

[18]  Eric Lau,et al.  ATF2 – at the crossroad of nuclear and cytosolic functions , 2012, Journal of Cell Science.

[19]  G. Berbers,et al.  Development and validation of a multiplex immunoassay for the simultaneous determination of serum antibodies to Bordetella pertussis, diphtheria and tetanus. , 2008, Journal of immunological methods.

[20]  Gabriele Sales,et al.  parmigene - a parallel R package for mutual information estimation and gene network reconstruction , 2011, Bioinform..

[21]  D. Zak,et al.  Merck Ad5/HIV induces broad innate immune activation that predicts CD8+ T-cell responses but is attenuated by preexisting Ad5 immunity , 2012, Proceedings of the National Academy of Sciences.

[22]  Zhining Wang,et al.  Expression of genes associated with immunoproteasome processing of major histocompatibility complex peptides is indicative of protection with adjuvanted RTS,S malaria vaccine. , 2010, The Journal of infectious diseases.

[23]  S. Klein,et al.  Personalized vaccinology: one size and dose might not fit both sexes. , 2013, Vaccine.

[24]  M. Achtman,et al.  Multicenter comparison of Neisseria meningitidis serogroup C anti-capsular polysaccharide antibody levels measured by a standardized enzyme-linked immunosorbent assay , 1994, Journal of clinical microbiology.

[25]  Mark M. Davis,et al.  Apoptosis and other immune biomarkers predict influenza vaccine responsiveness , 2014, Molecular Systems Biology.

[26]  Kelly Domico,et al.  Systems scale interactive exploration reveals quantitative and qualitative differences in response to influenza and pneumococcal vaccines. , 2013, Immunity.

[27]  Eva K. Lee,et al.  Systems Biology of Seasonal Influenza Vaccination in Humans , 2011, Nature Immunology.

[28]  D. Kasper,et al.  A mechanism for glycoconjugate vaccine activation of the adaptive immune system and its implications for vaccine design , 2011, Nature Medicine.

[29]  Gary D. Bader,et al.  Pathway Commons, a web resource for biological pathway data , 2010, Nucleic Acids Res..

[30]  Andrea Califano,et al.  Reverse‐engineering human regulatory networks , 2012, Wiley interdisciplinary reviews. Systems biology and medicine.

[31]  R. Germain,et al.  Navigating the network: signaling cross-talk in hematopoietic cells , 2009, Nature Immunology.

[32]  B. Plikaytis,et al.  Assignment of Neisseria meningitidis serogroup A and C class-specific anticapsular antibody concentrations to the new standard reference serum CDC1992 , 1995, Clinical and diagnostic laboratory immunology.

[33]  Atul J. Butte,et al.  Ten Years of Pathway Analysis: Current Approaches and Outstanding Challenges , 2012, PLoS Comput. Biol..

[34]  B. Pulendran,et al.  Identifying gnostic predictors of the vaccine response. , 2012, Current opinion in immunology.

[35]  D. Pe’er,et al.  Module networks: identifying regulatory modules and their condition-specific regulators from gene expression data , 2003, Nature Genetics.

[36]  B. Pulendran,et al.  Systems vaccinology: its promise and challenge for HIV vaccine development. , 2012, Current opinion in HIV and AIDS.

[37]  Mehmet Koyutürk,et al.  An Integrative -omics Approach to Identify Functional Sub-Networks in Human Colorectal Cancer , 2010, PLoS Comput. Biol..

[38]  E. Miller,et al.  Meningococcal surrogates of protection--serum bactericidal antibody activity. , 2005, Vaccine.

[39]  R. Heyderman,et al.  Immunoglobulin G Subclass Response to a Meningococcal Quadrivalent Polysaccharide-Diphtheria Toxoid Conjugate Vaccine , 2006, Clinical and Vaccine Immunology.

[40]  F. He,et al.  The Scaffold Protein TANK/I-TRAF Inhibits NF-κB Activation by Recruiting Polo-like Kinase 1 , 2010, Molecular biology of the cell.

[41]  Pablo Tamayo,et al.  Gene set enrichment analysis: A knowledge-based approach for interpreting genome-wide expression profiles , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[42]  Kenneth H. Buetow,et al.  PID: the Pathway Interaction Database , 2008, Nucleic Acids Res..

[43]  S. Romero-Steiner,et al.  A murine model for the study of immune memory in response to pneumococcal conjugate vaccination. , 2004, Vaccine.

[44]  Mariano J. Alvarez,et al.  A human B-cell interactome identifies MYB and FOXM1 as master regulators of proliferation in germinal centers , 2010, Molecular systems biology.

[45]  N. Rouphael,et al.  Neisseria meningitidis: biology, microbiology, and epidemiology. , 2012, Methods in molecular biology.

[46]  Virginia Pascual,et al.  A modular analysis framework for blood genomics studies: application to systemic lupus erythematosus. , 2008, Immunity.

[47]  Molly S Bray,et al.  Early patterns of gene expression correlate with the humoral immune response to influenza vaccination in humans. , 2011, The Journal of infectious diseases.

[48]  Nir Friedman,et al.  Inferring Cellular Networks Using Probabilistic Graphical Models , 2004, Science.

[49]  V. Pascual,et al.  Assessing the human immune system through blood transcriptomics , 2010, BMC Biology.

[50]  Shuzhao Li,et al.  Systems vaccinology: learning to compute the behavior of vaccine induced immunity , 2012, Wiley interdisciplinary reviews. Systems biology and medicine.

[51]  J. Poolman,et al.  Measurement of Functional Anti-Meningococcal Serogroup A Activity Using Strain 3125 as the Target Strain for Serum Bactericidal Assay , 2011, Clinical and Vaccine Immunology.

[52]  B. Dérijard,et al.  Identification of a Novel Amino Acid Response Pathway Triggering ATF2 Phosphorylation in Mammals , 2009, Molecular and Cellular Biology.

[53]  Chris Wiggins,et al.  ARACNE: An Algorithm for the Reconstruction of Gene Regulatory Networks in a Mammalian Cellular Context , 2004, BMC Bioinformatics.

[54]  Lincoln Stein,et al.  Reactome knowledgebase of human biological pathways and processes , 2008, Nucleic Acids Res..

[55]  Bali Pulendran,et al.  Yellow fever vaccine YF-17D activates multiple dendritic cell subsets via TLR2, 7, 8, and 9 to stimulate polyvalent immunity , 2006, The Journal of experimental medicine.

[56]  G. Carlone,et al.  Standardization and a Multilaboratory Comparison ofNeisseria meningitidisSerogroup A and C Serum Bactericidal Assays , 1997 .

[57]  S. Zughaier Neisseria meningitidis capsular polysaccharides induce inflammatory responses via TLR2 and TLR4‐MD‐2 , 2011, Journal of leukocyte biology.

[58]  T. Ideker,et al.  Network-based classification of breast cancer metastasis , 2007, Molecular systems biology.

[59]  C. Sander,et al.  Automated Network Analysis Identifies Core Pathways in Glioblastoma , 2010, PloS one.

[60]  Sandhya Rani,et al.  Human Protein Reference Database—2009 update , 2008, Nucleic Acids Res..