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Protein Families02:47

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Protein families are groups of homologous proteins; that is, they have similarities in amino acid sequences and three-dimensional structures. Protein families usually occur because of gene duplication, where an additional copy of a gene is inserted into the genome of an organism.   Mutations that change the amino acids but still allow the protein to be properly synthesized, will lead to new protein family members.   If these new proteins contain similar amino acids in key...
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The genome refers to all of the genetic material in an organism. It can range from a few million base pairs in microbial cells to several billion base pairs in many eukaryotic organisms. Genome assembly refers to the process of taking the DNA sequencing data and putting it all back together in a correct order to create a close representation of the original genome. This is followed by the identification of functional elements on the newly assembled genome, a process called genome annotation.
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Gene families consist of groups of genes proposed to have originated from a common ancestor. Typically these arise through events in which a gene or genes are mistakenly duplicated during cell division. Unlike their parent genes (which are subject to selection pressure to maintain function), these gene copies do not need to preserve their sequences and may evolve at a relatively faster rate.
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A Protocol for Computer-Based Protein Structure and Function Prediction
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CATH FunFHMMer web server: protein functional annotations using functional family assignments.

Sayoni Das1, Ian Sillitoe2, David Lee3

  • 1Institute of Structural and Molecular Biology, UCL, Darwin Building, Gower Street, WC1E 6BT, UK sayoni.das.12@ucl.ac.uk.

Nucleic Acids Research
|May 13, 2015
PubMed
Summary
This summary is machine-generated.

FunFHMMer predicts protein function using domain information from CATH-Gene3D, addressing the growing challenge of protein annotation. This web server offers superior performance in Gene Ontology (GO) annotation compared to existing methods.

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Area of Science:

  • Bioinformatics
  • Computational Biology
  • Structural Biology

Background:

  • The increasing volume and diversity of sequenced proteins create a significant challenge for accurate protein function annotation.
  • Multidomain proteins, with their combinatorial domain arrangements, further complicate the understanding of protein sequence-structure-function relationships.

Purpose of the Study:

  • To introduce the FunFHMMer web server for predicting Gene Ontology (GO) annotations of protein sequences.
  • To leverage the CATH-Gene3D resource for domain-based functional classification and prediction of functional sites.

Main Methods:

  • Utilized domain-based functional classification from the CATH-Gene3D resource.
  • Developed the FunFHMMer web server for querying protein sequences and generating GO annotations.
  • Validated predictive accuracy against established methods like BLAST, Pfam, and CDD.

Main Results:

  • FunFHMMer demonstrated superior performance in predicting GO annotations compared to BLAST, Pfam, and CDD on a test set of 95 proteins.
  • Independent validation ranked FunFHMMer among the top methods for predicting both Biological Process and Molecular Function Ontologies.
  • The server provides valuable information for predicting functional sites.

Conclusions:

  • FunFHMMer is a highly effective tool for protein function prediction, particularly for addressing the challenge of annotation gaps.
  • The web server offers a valuable resource for researchers needing accurate GO annotations and functional site predictions.
  • Its performance validates the domain-based approach for understanding protein function.