CYTOSCAPE RETRIEVED PROTEIN-PROTEIN INTERACTION (PPI) NETWORKS: SEEKING THE CORRELATION OF HUMAN PROTEINS' TOPOLOGICAL FEATURES BETWEEN MAJOR PUBLIC PPI DATABASES DUE TO THEIR MEDICAL IMPORTANCE

Background: Protein-protein interaction (PPI) databases have become major sources to study networks and cellular pathways, which can be utilized to get invaluable information in biomedical researches. There are some public PPI databases have already deposited the large amount of experimentally verified interactions from literatures using different curation policies. Our aim was to evaluate to what extent common human proteins' topological features have correlations between these databases. Methods: Five major public PPI databases (DIP, MINT, HPRD, IntAct and BIND) obtained from Cytoscap. Using statistical analysis such as calculation of Correlation coefficients, seven topological features of some common human proteins were compared between these databases. Results: The results showed that some medium and weak significant correlations of shared proteins' topological features were between five databases, and one robust correlation for degree was found between HPRD and BIND (Spearman's rank r = 0.79, P = 0) databases. Conclusions: Several lines of evidence indicated that PPI data have been reported according to different organizing strategies of databases; as a result, this issue may affect the structure of derived PPI networks. Probably because of this reason, our results confirm this point that topological features of proteins in current human PPI networks are highly network dependent.

[1]  Zhongming Zhao,et al.  A comparative study of cancer proteins in the human protein-protein interaction network , 2010, BMC Genomics.

[2]  Gabriele Ausiello,et al.  MINT: the Molecular INTeraction database , 2006, Nucleic Acids Res..

[3]  Hyeong Jun An,et al.  Estimating the size of the human interactome , 2008, Proceedings of the National Academy of Sciences.

[4]  Uwe Schlattner,et al.  Yeast Two-Hybrid, a Powerful Tool for Systems Biology , 2009, International journal of molecular sciences.

[5]  Mouna Choura,et al.  Topological features of cancer proteins in the human NR-RTK interaction network , 2012, Journal of receptor and signal transduction research.

[6]  Ioannis Xenarios,et al.  DIP: The Database of Interacting Proteins: 2001 update , 2001, Nucleic Acids Res..

[7]  angesichts der Corona-Pandemie,et al.  UPDATE , 1973, The Lancet.

[8]  Sandhya Rani,et al.  Human Protein Reference Database—2009 update , 2008, Nucleic Acids Res..

[9]  M. Vidal,et al.  Literature-curated protein interaction datasets , 2009, Nature Methods.

[10]  P. Shannon,et al.  Cytoscape: a software environment for integrated models of biomolecular interaction networks. , 2003, Genome research.

[11]  M. DePamphilis,et al.  HUMAN DISEASE , 1957, The Ulster Medical Journal.

[12]  Hiroaki Kitano,et al.  Structure of Protein Interaction Networks and Their Implications on Drug Design , 2009, PLoS Comput. Biol..

[13]  Gary D. Bader,et al.  Pathguide: a Pathway Resource List , 2005, Nucleic Acids Res..

[14]  A. Barabasi,et al.  An empirical framework for binary interactome mapping , 2008, Nature Methods.

[15]  Pascal Braun,et al.  History of protein–protein interactions: From egg‐white to complex networks , 2012, Proteomics.

[16]  B. Snel,et al.  Predicting disease genes using protein–protein interactions , 2006, Journal of Medical Genetics.

[17]  Dariusz Plewczynski,et al.  Protein-protein interaction and pathway databases, a graphical review , 2011, Briefings Bioinform..

[18]  A. Bauer-Mehren,et al.  Gene-Disease Network Analysis Reveals Functional Modules in Mendelian, Complex and Environmental Diseases , 2011, PloS one.

[19]  T. Ideker,et al.  Differential network biology , 2012, Molecular systems biology.

[20]  Johannes Goll,et al.  Protein interaction data curation: the International Molecular Exchange (IMEx) consortium , 2012, Nature Methods.

[21]  Renzhi Cao,et al.  The Properties of Genome Conformation and Spatial Gene Interaction and Regulation Networks of Normal and Malignant Human Cell Types , 2013, PloS one.

[22]  Nahid Safari-Alighiarloo,et al.  Protein-protein interaction networks (PPI) and complex diseases , 2014, Gastroenterology and hepatology from bed to bench.

[23]  B. Alberts The Cell as a Collection of Protein Machines: Preparing the Next Generation of Molecular Biologists , 1998, Cell.

[24]  Julian Mintseris,et al.  A Protein Complex Network of Drosophila melanogaster , 2011, Cell.

[25]  A. Barabasi,et al.  A Protein–Protein Interaction Network for Human Inherited Ataxias and Disorders of Purkinje Cell Degeneration , 2006, Cell.

[26]  Wei Jiang,et al.  The analysis of the drug–targets based on the topological properties in the human protein–protein interaction network , 2009, Journal of drug targeting.

[27]  A. Barabasi,et al.  Network biology: understanding the cell's functional organization , 2004, Nature Reviews Genetics.

[28]  Luana Licata,et al.  Protein interactions: integration leads to belief. , 2008, Trends in biochemical sciences.

[29]  M. Gerstein,et al.  Getting connected: analysis and principles of biological networks. , 2007, Genes & development.

[30]  A. Barabasi,et al.  The human disease network , 2007, Proceedings of the National Academy of Sciences.

[31]  Kumaran Kandasamy,et al.  An evaluation of human protein-protein interaction data in the public domain , 2006, BMC Bioinformatics.

[32]  D. Ingber,et al.  High-Betweenness Proteins in the Yeast Protein Interaction Network , 2005, Journal of biomedicine & biotechnology.

[33]  Aidong Zhang,et al.  Protein Interaction Networks: Computational Analysis , 2009 .

[34]  Asim S. Siddiqui,et al.  Perturbation of Interaction Networks for Application to Cancer Therapy , 2007, Cancer Informatics.

[35]  D. Vitkup,et al.  Network properties of genes harboring inherited disease mutations , 2008, Proceedings of the National Academy of Sciences.

[36]  Rafael C. Jimenez,et al.  The IntAct molecular interaction database in 2012 , 2011, Nucleic Acids Res..

[37]  Gary D Bader,et al.  BIND--The Biomolecular Interaction Network Database. , 2001, Nucleic acids research.

[38]  Andrei L. Turinsky,et al.  A Census of Human Soluble Protein Complexes , 2012, Cell.

[39]  A. Emili,et al.  Interaction network containing conserved and essential protein complexes in Escherichia coli , 2005, Nature.

[40]  R. Ozawa,et al.  A comprehensive two-hybrid analysis to explore the yeast protein interactome , 2001, Proceedings of the National Academy of Sciences of the United States of America.

[41]  Mark Gerstein,et al.  The Importance of Bottlenecks in Protein Networks: Correlation with Gene Essentiality and Expression Dynamics , 2007, PLoS Comput. Biol..

[42]  Hilla Peretz,et al.  The , 1966 .

[43]  P. Bork,et al.  Proteome Organization in a Genome-Reduced Bacterium , 2009, Science.

[44]  Pablo Villoslada,et al.  A computational analysis of protein-protein interaction networks in neurodegenerative diseases , 2008, BMC Systems Biology.

[45]  Gary D Bader,et al.  BMC Biology BioMed Central , 2007 .

[46]  Adam J. Smith,et al.  The Database of Interacting Proteins: 2004 update , 2004, Nucleic Acids Res..

[47]  Ian M. Donaldson,et al.  Literature curation of protein interactions: measuring agreement across major public databases , 2010, Database J. Biol. Databases Curation.

[48]  David Warde-Farley,et al.  Dynamic modularity in protein interaction networks predicts breast cancer outcome , 2009, Nature Biotechnology.

[49]  Peilin Jia,et al.  A multi-dimensional evidence-based candidate gene prioritization approach for complex diseases-schizophrenia as a case , 2009, Bioinform..

[50]  S. Coulomb,et al.  Gene essentiality and the topology of protein interaction networks , 2005, Proceedings of the Royal Society B: Biological Sciences.

[51]  Sandra Orchard,et al.  Molecular interaction databases , 2012, Proteomics.

[52]  Sean R. Collins,et al.  Global landscape of protein complexes in the yeast Saccharomyces cerevisiae , 2006, Nature.

[53]  Chao Wu,et al.  Integrating gene expression and protein-protein interaction network to prioritize cancer-associated genes , 2012, BMC Bioinformatics.

[54]  S. L. Wong,et al.  Towards a proteome-scale map of the human protein–protein interaction network , 2005, Nature.

[55]  J. Hopfield,et al.  From molecular to modular cell biology , 1999, Nature.

[56]  James R. Knight,et al.  A Protein Interaction Map of Drosophila melanogaster , 2003, Science.

[57]  A. Barabasi,et al.  Lethality and centrality in protein networks , 2001, Nature.