Literature DB >> 21219182

Systems biology in immunology: a computational modeling perspective.

Ronald N Germain1, Martin Meier-Schellersheim, Aleksandra Nita-Lazar, Iain D C Fraser.   

Abstract

Systems biology is an emerging discipline that combines high-content, multiplexed measurements with informatic and computational modeling methods to better understand biological function at various scales. Here we present a detailed review of the methods used to create computational models and to conduct simulations of immune function. We provide descriptions of the key data-gathering techniques employed to generate the quantitative and qualitative data required for such modeling and simulation and summarize the progress to date in applying these tools and techniques to questions of immunological interest, including infectious disease. We include comments on what insights modeling can provide that complement information obtained from the more familiar experimental discovery methods used by most investigators and the reasons why quantitative methods are needed to eventually produce a better understanding of immune system operation in health and disease.

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Year:  2011        PMID: 21219182      PMCID: PMC3164774          DOI: 10.1146/annurev-immunol-030409-101317

Source DB:  PubMed          Journal:  Annu Rev Immunol        ISSN: 0732-0582            Impact factor:   28.527


  324 in total

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2.  Spatial and temporal dynamics of T cell receptor signaling with a photoactivatable agonist.

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Journal:  Immunity       Date:  2007-07-12       Impact factor: 31.745

3.  Direct multiplexed measurement of gene expression with color-coded probe pairs.

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Journal:  Nat Biotechnol       Date:  2008-02-17       Impact factor: 54.908

Review 4.  HIV infection and the gastrointestinal immune system.

Authors:  J M Brenchley; D C Douek
Journal:  Mucosal Immunol       Date:  2008-01       Impact factor: 7.313

5.  Identification of host-dependent survival factors for intracellular Mycobacterium tuberculosis through an siRNA screen.

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Journal:  PLoS Pathog       Date:  2010-04-15       Impact factor: 6.823

Review 6.  RNA-Seq: a revolutionary tool for transcriptomics.

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Journal:  Nat Rev Genet       Date:  2009-01       Impact factor: 53.242

7.  Phosphorylation-driven assembly of the RIP1-RIP3 complex regulates programmed necrosis and virus-induced inflammation.

Authors:  Young Sik Cho; Sreerupa Challa; David Moquin; Ryan Genga; Tathagat Dutta Ray; Melissa Guildford; Francis Ka-Ming Chan
Journal:  Cell       Date:  2009-06-12       Impact factor: 41.582

8.  STIM1, an essential and conserved component of store-operated Ca2+ channel function.

Authors:  Jack Roos; Paul J DiGregorio; Andriy V Yeromin; Kari Ohlsen; Maria Lioudyno; Shenyuan Zhang; Olga Safrina; J Ashot Kozak; Steven L Wagner; Michael D Cahalan; Gönül Veliçelebi; Kenneth A Stauderman
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Review 9.  Host cell factors in HIV replication: meta-analysis of genome-wide studies.

Authors:  Frederic D Bushman; Nirav Malani; Jason Fernandes; Iván D'Orso; Gerard Cagney; Tracy L Diamond; Honglin Zhou; Daria J Hazuda; Amy S Espeseth; Renate König; Sourav Bandyopadhyay; Trey Ideker; Stephen P Goff; Nevan J Krogan; Alan D Frankel; John A T Young; Sumit K Chanda
Journal:  PLoS Pathog       Date:  2009-05-29       Impact factor: 6.823

10.  Alternative splicing and differential gene expression in colon cancer detected by a whole genome exon array.

Authors:  Paul J Gardina; Tyson A Clark; Brian Shimada; Michelle K Staples; Qing Yang; James Veitch; Anthony Schweitzer; Tarif Awad; Charles Sugnet; Suzanne Dee; Christopher Davies; Alan Williams; Yaron Turpaz
Journal:  BMC Genomics       Date:  2006-12-27       Impact factor: 3.969

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  82 in total

1.  Systematic and systemic immunology: on the future of research and its applications.

Authors:  Philippe Kourilsky
Journal:  Immunol Res       Date:  2012-09       Impact factor: 2.829

2.  Machine learning analysis of the relationship between changes in immunological parameters and changes in resistance to Listeria monocytogenes: a new approach for risk assessment and systems immunology.

Authors:  Zhifa Liu; Changhe Yuan; Stephen B Pruett
Journal:  Toxicol Sci       Date:  2012-06-13       Impact factor: 4.849

3.  Selected Reaction Monitoring Mass Spectrometry for Absolute Protein Quantification.

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Journal:  J Vis Exp       Date:  2015-08-17       Impact factor: 1.355

Review 4.  Modeling the T cell immune response: a fascinating challenge.

Authors:  Penelope A Morel; James R Faeder; William F Hawse; Natasa Miskov-Zivanov
Journal:  J Pharmacokinet Pharmacodyn       Date:  2014-08-26       Impact factor: 2.745

Review 5.  Macrophages: plastic solutions to environmental heterogeneity.

Authors:  Selma Giorgio
Journal:  Inflamm Res       Date:  2013-07-20       Impact factor: 4.575

6.  Mathematical modelling and computational study of two-dimensional and three-dimensional dynamics of receptor-ligand interactions in signalling response mechanisms.

Authors:  Pilar García-Peñarrubia; Juan J Gálvez; Jesús Gálvez
Journal:  J Math Biol       Date:  2013-07-28       Impact factor: 2.259

Review 7.  Systems-level analysis of innate immunity.

Authors:  Daniel E Zak; Vincent C Tam; Alan Aderem
Journal:  Annu Rev Immunol       Date:  2014       Impact factor: 28.527

8.  Targeted Proteomics-Driven Computational Modeling of Macrophage S1P Chemosensing.

Authors:  Nathan P Manes; Bastian R Angermann; Marijke Koppenol-Raab; Eunkyung An; Virginie H Sjoelund; Jing Sun; Masaru Ishii; Ronald N Germain; Martin Meier-Schellersheim; Aleksandra Nita-Lazar
Journal:  Mol Cell Proteomics       Date:  2015-07-21       Impact factor: 5.911

Review 9.  Applications of mechanistic modelling to clinical and experimental immunology: an emerging technology to accelerate immunotherapeutic discovery and development.

Authors:  L V Brown; E A Gaffney; J Wagg; M C Coles
Journal:  Clin Exp Immunol       Date:  2018-09       Impact factor: 4.330

10.  Metabolic Phenotypes of Response to Vaccination in Humans.

Authors:  Shuzhao Li; Nicole L Sullivan; Nadine Rouphael; Tianwei Yu; Sophia Banton; Mohan S Maddur; Megan McCausland; Christopher Chiu; Jennifer Canniff; Sheri Dubey; Ken Liu; ViLinh Tran; Thomas Hagan; Sai Duraisingham; Andreas Wieland; Aneesh K Mehta; Jennifer A Whitaker; Shankar Subramaniam; Dean P Jones; Alessandro Sette; Kalpit Vora; Adriana Weinberg; Mark J Mulligan; Helder I Nakaya; Myron Levin; Rafi Ahmed; Bali Pulendran
Journal:  Cell       Date:  2017-05-11       Impact factor: 41.582

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