ArticleBMC systems biology2012
PCDq: human protein complex database with quality index which summarizes different levels of evidences of protein complexes predicted from h-invitational protein-protein interactions integrative dataset.
Article in BMC systems biology, 2012. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 papers.
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24 citing papers in PubMed, 77 citations in OpenAlex.
- Article
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- Entropy-Based Graph Clustering of PPI Networks for Predicting Overlapping Functional Modules of Proteins.Entropy (Basel, Switzerland) · 2021Article
- mPPI: a database extension to visualize structural interactome in a one-to-many manner.Database : the journal of biological databases and curation · 2021Article
- Identifying Protein Complexes With Clear Module Structure Using Pairwise Constraints in Protein Interaction Networks.Frontiers in genetics · 2021Article
- LePrimAlign: local entropy-based alignment of PPI networks to predict conserved modules.BMC genomics · 2019Article
- A Genome-wide Functional Signature Ontology Map and Applications to Natural Product Mechanism of Action Discovery.Cell chemical biology · 2019Article
- Detection of dynamic protein complexes through Markov Clustering based on Elephant Herd Optimization Approach.Scientific reports · 2019Article
- Estrogen receptor-1 is a key regulator of HIV-1 latency that imparts gender-specific restrictions on the latent reservoir.Proceedings of the National Academy of Sciences of the United States of America · 2018Article
- Detecting protein complexes based on a combination of topological and biological properties in protein-protein interaction network.Journal, genetic engineering & biotechnology · 2018Article
- SMILE: a novel procedure for subcellular module identification with localisation expansion.IET systems biology · 2018Article
- Overlapping functional modules detection in PPI network with pair-wise constrained non-negative matrix tri-factorisation.IET systems biology · 2018Article
- Recruitment of histone modifications to assist mRNA dosage maintenance after degeneration of cytosine DNA methylation during animal evolution.Genome research · 2017Article
- Protein complex finding and ranking: An application to Alzheimer's disease.Journal of biosciences · 2017Article
- Social network architecture of human immune cells unveiled by quantitative proteomics.Nature immunology · 2017Article
- HAPPI-2: a Comprehensive and High-quality Map of Human Annotated and Predicted Protein Interactions.BMC genomics · 2017Article
- Article
- Time dynamics of protein complexes in the AD11 transgenic mouse model for Alzheimer's disease like pathology.BMC neuroscience · 2015Article
- A fast and high performance multiple data integration algorithm for identifying human disease genes.BMC medical genomics · 2015Article
- A multiobjective approach for identifying protein complexes and studying their association in multiple disorders.Algorithms for molecular biology : AMB · 2015Article
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Authors and funding
8 authors at 2 institutions in 1 country.
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No grant is acknowledged in the PubMed record.
Abstract
backgroundProteins interact with other proteins or biomolecules in complexes to perform cellular functions. Existing protein-protein interaction (PPI) databases and protein complex databases for human proteins are not organized to provide protein complex information or facilitate the discovery of novel subunits. Data integration of PPIs focused specifically on protein complexes, subunits, and their functions. Predicted candidate complexes or subunits are also important for experimental biologists. DESCRIPTION: Based on integrated PPI data and literature, we have developed a human protein complex database with a complex quality index (PCDq), which includes both known and predicted complexes and subunits. We integrated six PPI data (BIND, DIP, MINT, HPRD, IntAct, and GNP_Y2H), and predicted human protein complexes by finding densely connected regions in the PPI networks. They were curated with the literature so that missing proteins were complemented and some complexes were merged, resulting in 1,264 complexes comprising 9,268 proteins with 32,198 PPIs. The evidence level of each subunit was assigned as a categorical variable. This indicated whether it was a known subunit, and a specific function was inferable from sequence or network analysis. To summarize the categories of all the subunits in a complex, we devised a complex quality index (CQI) and assigned it to each complex. We examined the proportion of consistency of Gene Ontology (GO) terms among protein subunits of a complex. Next, we compared the expression profiles of the corresponding genes and found that many proteins in larger complexes tend to be expressed cooperatively at the transcript level. The proportion of duplicated genes in a complex was evaluated. Finally, we identified 78 hypothetical proteins that were annotated as subunits of 82 complexes, which included known complexes. Of these hypothetical proteins, after our prediction had been made, four were reported to be actual subunits of the assigned protein complexes.
conclusionsWe constructed a new protein complex database PCDq including both predicted and curated human protein complexes. CQI is a useful source of experimentally confirmed information about protein complexes and subunits. The predicted protein complexes can provide functional clues about hypothetical proteins. PCDq is freely available at http://h-invitational.jp/hinv/pcdq/.
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