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In silico analysis of human metabolism : Reconstruction, contextualization and application of genome-scale models

Geng, Jun, 1985 (författare)
Department of Biology and Biological Engineering, Chalmers University of Technology, Gothenburg, Sweden,Chalmers tekniska högskola,Chalmers University of Technology
Nielsen, Jens (författare)
KTH,Science for Life Laboratory, SciLifeLab,Danmarks Tekniske Universitet,Technical University of Denmark,Chalmers tekniska högskola,Chalmers University of Technology,Kungliga Tekniska Högskolan (KTH),Royal Institute of Technology (KTH)
 (creator_code:org_t)
Elsevier Ltd, 2017
2017
Engelska.
Ingår i: Current Opinion in Systems Biology. - : Elsevier Ltd. - 2452-3100. ; 2, s. 29-38
  • Tidskriftsartikel (refereegranskat)
Abstract Ämnesord
Stäng  
  • The arising prevalence of metabolic diseases calls for a holistic approach for analysis of the underlying nature of abnormalities in cellular functions. Through mathematic representation and topological analysis of cellular metabolism, GEnome scale metabolic Models (GEMs) provide a promising framework for uncovering the mechanistic relationship between genotype and phenotype. GEMs hereby enable uncovering associations between cellular physiology and pathology in a systematic manner. Here we review the current progress on reconstruction of human GEMs and how they have been employed as scaffold for interpreting multi-omics high-throughput data with the objective to identify disease-specific metabolic features. We further discuss recent achievements on how to apply these findings for potential target identification and therapeutic drug development. There are, however, challenges in developing models that correctly describe interactions between cells or tissues, and we therefore discuss how GEMs can be integrated with blood circulation models. Finally, we end the review with proposing some possible future research directions.

Ämnesord

NATURVETENSKAP  -- Biologi -- Bioinformatik och systembiologi (hsv//swe)
NATURAL SCIENCES  -- Biological Sciences -- Bioinformatics and Systems Biology (hsv//eng)
MEDICIN OCH HÄLSOVETENSKAP  -- Medicinska och farmaceutiska grundvetenskaper -- Farmaceutiska vetenskaper (hsv//swe)
MEDICAL AND HEALTH SCIENCES  -- Basic Medicine -- Pharmaceutical Sciences (hsv//eng)
NATURVETENSKAP  -- Data- och informationsvetenskap -- Bioinformatik (hsv//swe)
NATURAL SCIENCES  -- Computer and Information Sciences -- Bioinformatics (hsv//eng)

Nyckelord

Constraint-based analysis
Drug development
Genome-scale metabolic model
Human metabolism
Topological analysis
bibliometrics
cell interaction
circulation
clinical feature
computer model
conceptual framework
data analysis
data base
drug manufacture
genetic model
GEnome scale metabolic Model
genotype
human
human genome
information processing
liver cell carcinoma
metabolism
metabolite
metabolomics
nonalcoholic fatty liver
phenotype
Review
stoichiometry
tissue interaction
transcriptomics

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