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He Lab Overview: Systems Biology Studies of Host-pathogen Interactions and Vaccines. (Workshop on Data, Text, Web & Social Network Mining) Yongqun “Oliver” He Unit for Laboratory Animal Medicine Department of Microbiology and Immunology Center for Computational Medicine and Bioinformatics
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He Lab Overview: Systems Biology Studies of Host-pathogen Interactions and Vaccines (Workshop on Data, Text, Web & Social Network Mining) Yongqun “Oliver” HeUnit for Laboratory Animal MedicineDepartment of Microbiology and ImmunologyCenter for Computational Medicine and Bioinformatics University of Michigan Medical SchoolAnn Arbor, MI 48109
Brucella and Brucellosis • Brucella: intracellular bacterium that causes most common zoonotic brucellosis in humans and animal • Lab focuses: Brucella pathogenesis & vaccine • Lab goal: Develop a human Brucella vaccine. Brucella vaccine-infected macrophages from wild type mice Caspase-2 mediated cell death of macrophages induced by Brucella vaccines but not by virulent Brucella strains Brucella vaccine-infected macrophages from Caspase-2 knockout mice Annexin V-PI fluorescence Light microscopy
miniTUBA: dynamic Bayesian network (BN) analysis system-- http://www.minituba.org/ • miniTUBA: A pipeline – • - data input, • missing data prediction, • dynamic BN calculation, • - prediction of future event, • - output visualization Predicted network of Brucella-induced macrophage cell death Experimentally Confirmed: Casp2, Tnf, Nf-kb, Casp1
BN+1: Bayesian network expansion-- Iteratively test all possible genes BN+1: find pathway hidden factors Confirmed BN+1 identified new ROS and biofilm regulators (PMID: …)
Limix: Literature mining & curation system-- http://www.limix.org • Limix allows us to manually curate a large amount of high quality data in a short period of time. • Support: literature search; data input, edition and submisison; data review before publication; versioning
PHIDIAS: Pathogen-Host Interaction Data Integration and Analysis System-- http://www.phidias.us/ • Focus: PHI – Pathogen-host interaction • Statistics: ~60 pathogens, >700 genomes • Model organism: Brucella
VIOLIN: Vaccine Investigation and Online Information Network-- http://www.violinet.org • Overall goal: A vaccine research database & vaccine data analysis system • Manually curated 454 vaccines from 73 pathogens • Many programs, e.g., Vaxign (Vaccine Design) and VO (Vaccine Ontology) VIOLIN web cover page
Vaxign: Vaccine Design--the 1st web-based vaccine design system based on reverse vaccinologyhttp://www.violinet.org/vaxign • Reverse vaccinology: predict vaccine targets first from bioinformatics analysis of genomes • Applications: UPEC, Brucella, Francisella, …
VO: Vaccine Ontology-- a community effort • Vaccine Ontology (VO): Controlled vocabulary of terms and relations (“ontology”) in the vaccine domain • Allow computers to understand and analyze data • Support computer-assisted reasoning http://www.violinet.org/vaccineontology
VO-based literature mining • VO-based SciMiner: to index vaccine literature based on VO terms. • Joint work with Junguk Hur, Eva Feldman • VO-based literature discover of IFNG interaction networks • Joint work with Arzucan Özgür, Dragomir R. Radev
Acknowledgements He Laboratory / U of Michigan (UM) • UM Collaborators: • Peter Woolf • Brian Athey • Harry Mobley • Arzucan Özgür, Dragomir R. Radev • Junguk Hur, Eva Feldman • Dongjuan Dai, Chuanwu Xi • Vaccine Ontology Collaborators: • Barry Smith (Buffalo) • Lindsay Cowell (Duke) • Bjoern Peters (La Jolla Institute) • Alan Ruttenberg (Sci. Commons) • Ryan Brinkman (BC, Canada) • Melanie Courtot (BC, Canada) • … * ** *** * Dr. Fang Chen ** Andrew Hodges ***Zuoshuang “Allen” Xiang Not in picture: -- Sirarat Sarntivijai -- Keerthi S. Sannareddy Funding: NIH-NIAID, GLRCE, NCIBI University of Michigan