Coordinated modular functionality and prognostic potential of a heart failure biomarker-driven interaction network

被引:27
作者
Azuaje, Francisco [1 ]
Devaux, Yvan [1 ]
Wagner, Daniel R. [1 ,2 ]
机构
[1] Ctr Rech Publ Sante, Lab Cardiovasc Res, L-1150 Luxembourg, Luxembourg
[2] Ctr Hosp, Div Cardiol, L-1210 Luxembourg, Luxembourg
关键词
PROTEIN-INTERACTION NETWORKS; GENE-EXPRESSION; PLASMA MATRIX-METALLOPROTEINASE-9; SYSTEMS BIOLOGY; CLASSIFICATION; RESOURCE;
D O I
10.1186/1752-0509-4-60
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Background: The identification of potentially relevant biomarkers and a deeper understanding of molecular mechanisms related to heart failure (HF) development can be enhanced by the implementation of biological network-based analyses. To support these efforts, here we report a global network of protein-protein interactions (PPIs) relevant to HF, which was characterized through integrative bioinformatic analyses of multiple sources of "omic" information. Results: We found that the structural and functional architecture of this PPI network is highly modular. These network modules can be assigned to specialized processes, specific cellular regions and their functional roles tend to partially overlap. Our results suggest that HF biomarkers may be defined as key coordinators of intra- and inter-module communication. Putative biomarkers can, in general, be distinguished as "information traffic" mediators within this network. The top high traffic proteins are encoded by genes that are not highly differentially expressed across HF and non-HF patients. Nevertheless, we present evidence that the integration of expression patterns from high traffic genes may support accurate prediction of HF. We quantitatively demonstrate that intra-and inter-module functional activity may be controlled by a family of transcription factors known to be associated with the prevention of hypertrophy. Conclusion: The systems-driven analysis reported here provides the basis for the identification of potentially novel biomarkers and understanding HF-related mechanisms in a more comprehensive and integrated way.
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页数:19
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共 55 条
  • [1] Gene prioritization through genomic data fusion
    Aerts, S
    Lambrechts, D
    Maity, S
    Van Loo, P
    Coessens, B
    De Smet, F
    Tranchevent, LC
    De Moor, B
    Marynen, P
    Hassan, B
    Carmeliet, P
    Moreau, Y
    [J]. NATURE BIOTECHNOLOGY, 2006, 24 (05) : 537 - 544
  • [2] BABELOMICS:: a systems biology perspective in the functional annotation of genome-scale experiments
    Al-Shahrour, Fatima
    Minguez, Pablo
    Tarraga, Joaquin
    Montaner, David
    Alloza, Eva
    Vaquerizas, Juan M.
    Conde, Lucia
    Blaschke, Christian
    Vera, Javier
    Dopazo, Joaquin
    [J]. NUCLEIC ACIDS RESEARCH, 2006, 34 : W472 - W476
  • [3] Systems medicine: the future of medical genomics and healthcare
    Auffray, Charles
    Chen, Zhu
    Hood, Leroy
    [J]. GENOME MEDICINE, 2009, 1
  • [4] Azuaje F, 2006, ICDM 2006: Sixth IEEE International Conference on Data Mining, Workshops, P114
  • [5] Integrative Pathway-Centric Modeling of Ventricular Dysfunction after Myocardial Infarction
    Azuaje, Francisco
    Devaux, Yvan
    Wagner, Daniel R.
    [J]. PLOS ONE, 2010, 5 (03):
  • [6] Computational biology for cardiovascular biomarker discovery
    Azuaje, Francisco
    Devaux, Yvan
    Wagner, Daniel
    [J]. BRIEFINGS IN BIOINFORMATICS, 2009, 10 (04) : 367 - 377
  • [7] Biomarkers in heart failure
    Braunwald, Eugene
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 2008, 358 (20) : 2148 - 2159
  • [8] Use of gene-expression profiling to identify prognostic subclasses in adult acute myeloid leukemia
    Bullinger, L
    Döhner, K
    Bair, E
    Fröhling, S
    Schlenk, RF
    Tibshirani, R
    Döhner, H
    Pollack, JR
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 2004, 350 (16) : 1605 - 1616
  • [9] Linking Gene Expression and Functional Network Data in Human Heart Failure
    Camargo, Anyela
    Azuaje, Francisco
    [J]. PLOS ONE, 2007, 2 (12):
  • [10] Network-based classification of breast cancer metastasis
    Chuang, Han-Yu
    Lee, Eunjung
    Liu, Yu-Tsueng
    Lee, Doheon
    Ideker, Trey
    [J]. MOLECULAR SYSTEMS BIOLOGY, 2007, 3 (1)