Insight into human alveolar macrophage and M. tuberculosis interactions via metabolic reconstructions

被引:203
作者
Bordbar, Aarash
Lewis, Nathan E.
Schellenberger, Jan [1 ]
Palsson, Bernhard O.
Jamshidi, Neema [1 ]
机构
[1] Univ Calif San Diego, Dept Bioengn, Bioinformat Program, La Jolla, CA 92093 USA
基金
美国国家科学基金会; 美国国家卫生研究院;
关键词
computational biology; host-pathogen; Mycobacterium tuberculosis; systems biology; macrophage; MYCOBACTERIUM-TUBERCULOSIS; GENE-EXPRESSION; STATIONARY-PHASE; CELL-LINE; ADAPTATION; PROTEIN; BIOSYNTHESIS; PERSISTENCE; PREDICTION; TRANSPORT;
D O I
10.1038/msb.2010.68
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Metabolic coupling of Mycobacterium tuberculosis to its host is foundational to its pathogenesis. Computational genome-scale metabolic models have shown utility in integrating -omic as well as physiologic data for systemic, mechanistic analysis of metabolism. To date, integrative analysis of host-pathogen interactions using in silico mass-balanced, genome-scale models has not been performed. We, therefore, constructed a cell-specific alveolar macrophage model, iAB-AMO-1410, from the global human metabolic reconstruction, Recon 1. The model successfully predicted experimentally verified ATP and nitric oxide production rates in macrophages. This model was then integrated with an M. tuberculosis H37Rv model, iNJ661, to build an integrated host-pathogen genome-scale reconstruction, iAB-AMO-1410-Mt-661. The integrated host-pathogen network enables simulation of the metabolic changes during infection. The resulting reaction activity and gene essentiality targets of the integrated model represent an altered infectious state. High-throughput data from infected macrophages were mapped onto the host-pathogen network and were able to describe three distinct pathological states. Integrated host-pathogen reconstructions thus form a foundation upon which understanding the biology and pathophysiology of infections can be developed. Molecular Systems Biology 6: 422; published online 19 October 2010; doi: 10.1038/msb.2010.68
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页数:14
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共 70 条
[1]   Genome Scale Reconstruction of a Salmonella Metabolic Model COMPARISON OF SIMILARITY AND DIFFERENCES WITH A COMMENSAL ESCHERICHIA COLI STRAIN [J].
AbuOun, Manal ;
Suthers, Patrick F. ;
Jones, Gareth I. ;
Carter, Ben R. ;
Saunders, Mark P. ;
Maranas, Costas D. ;
Woodward, Martin J. ;
Anjum, Muna F. .
JOURNAL OF BIOLOGICAL CHEMISTRY, 2009, 284 (43) :29480-29488
[2]   Increased uptake of folate conjugates by activated macrophages in experimental hyperlipemia [J].
Antohe, F ;
Radulescu, L ;
Puchianu, E ;
Kennedy, MD ;
Low, PS ;
Simionescu, M .
CELL AND TISSUE RESEARCH, 2005, 320 (02) :277-285
[3]   The influence of reduced oxygen availability on pathogenicity and gene expression in Mycobacterium tuberculosis [J].
Bacon, J ;
James, BW ;
Wernisch, L ;
Williams, A ;
Morley, KA ;
Hatch, GJ ;
Mangan, JA ;
Hinds, J ;
Stoker, NG ;
Butcher, PD ;
Marsh, PD .
TUBERCULOSIS, 2004, 84 (3-4) :205-217
[4]   Mycolic Acid Cyclopropanation is Essential for Viability, Drug Resistance, and Cell Wall Integrity of Mycobacterium tuberculosis [J].
Barkan, Daniel ;
Liu, Zhen ;
Sacchettini, James C. ;
Glickman, Michael S. .
CHEMISTRY & BIOLOGY, 2009, 16 (05) :499-509
[5]   Quantitative prediction of cellular metabolism with constraint-based models: the COBRA Toolbox [J].
Becker, Scott A. ;
Feist, Adam M. ;
Mo, Monica L. ;
Hannum, Gregory ;
Palsson, Bernhard O. ;
Herrgard, Markus J. .
NATURE PROTOCOLS, 2007, 2 (03) :727-738
[6]   Context-specific metabolic networks are consistent with experiments [J].
Becker, Scott A. ;
Palsson, Bernhard O. .
PLOS COMPUTATIONAL BIOLOGY, 2008, 4 (05)
[7]   Mycobacterial persistence: adaptation to a changing environment [J].
Bentrup, KHZ ;
Russell, DG .
TRENDS IN MICROBIOLOGY, 2001, 9 (12) :597-605
[8]   A Genecentric Human Protein Atlas for Expression Profiles Based on Antibodies [J].
Berglund, Lisa ;
Bjoerling, Erik ;
Oksvold, Per ;
Fagerberg, Linn ;
Asplund, Anna ;
Szigyarto, Cristina Al-Khalili ;
Persson, Anja ;
Ottosson, Jenny ;
Wernerus, Henrik ;
Nilsson, Peter ;
Lundberg, Emma ;
Sivertsson, Asa ;
Navani, Sanjay ;
Wester, Kenneth ;
Kampf, Caroline ;
Hober, Sophia ;
Ponten, Fredrik ;
Uhlen, Mathias .
MOLECULAR & CELLULAR PROTEOMICS, 2008, 7 (10) :2019-2027
[9]   GSMN-TB:: a web-based genome scale network model of Mycobacterium tuberculosis metabolism [J].
Beste, Dany J. V. ;
Hooper, Tracy ;
Stewart, Graham ;
Bonde, Bushan ;
Avignone-Rossa, Claudio ;
Bushell, Michael ;
Wheeler, Paul ;
Klamt, Steffen ;
Kierzek, Andrzej M. ;
McFadden, Johnjoe .
GENOME BIOLOGY, 2007, 8 (05)
[10]   Biosynthesis and recycling of nicotinamide cofactors in Mycobacterium tuberculosis -: An essential role for NAD in nonreplicating bacilli [J].
Boshoff, Helena I. M. ;
Xu, Xia ;
Tahlan, Kapil ;
Dowd, Cynthia S. ;
Pethe, Kevin ;
Camacho, Luis R. ;
Park, Tae-Ho ;
Yun, Chang-Soo ;
Schnappinger, Dirk ;
Ehrt, Sabine ;
Williams, Kerstin J. ;
Barry, Clifton E., III .
JOURNAL OF BIOLOGICAL CHEMISTRY, 2008, 283 (28) :19329-19341