4.7 Article

Function Prediction and Analysis of Mycobacterium tuberculosis Hypothetical Proteins

Journal

INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES
Volume 13, Issue 6, Pages 7283-7302

Publisher

MDPI
DOI: 10.3390/ijms13067283

Keywords

hypothetical protein; tuberculosis; genome analysis; function prediction; interaction network

Funding

  1. Claude Leon Foundation
  2. National Research Foundation (NRF) in South Africa
  3. Computational Biology (CBIO) research group at the Institute of Infectious Disease and Molecular Medicine, University of Cape Town

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High-throughput biology technologies have yielded complete genome sequences and functional genomics data for several organisms, including crucial microbial pathogens of humans, animals and plants. However, up to 50% of genes within a genome are often labeled unknown, uncharacterized or hypothetical, limiting our understanding of virulence and pathogenicity of these organisms. Even though biological functions of proteins encoded by these genes are not known, many of them have been predicted to be involved in key processes in these organisms. In particular, for Mycobacterium tuberculosis, some of these hypothetical proteins, for example those belonging to the Pro-Glu or Pro-Pro-Glu (PE/PPE) family, have been suspected to play a crucial role in the intracellular lifestyle of this pathogen, and may contribute to its survival in different environments. We have generated a functional interaction network for Mycobacterium tuberculosis proteins and used this to predict functions for many of its hypothetical proteins. Here we performed functional enrichment analysis of these proteins based on their predicted biological functions to identify annotations that are statistically relevant, and analysed and compared network properties of hypothetical proteins to the known proteins. From the statistically significant annotations and network information, we have tried to derive biologically meaningful annotations related to infection and disease. This quantitative analysis provides an overview of the functional contributions of Mycobacterium tuberculosis hypothetical proteins to many basic cellular functions, including its adaptability in the host system and its ability to evade the host immune response.

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