» Articles » PMID: 12771208

Using Structural Motif Templates to Identify Proteins with DNA Binding Function

Overview
Specialty Biochemistry
Date 2003 May 29
PMID 12771208
Citations 22
Authors
Affiliations
Soon will be listed here.
Abstract

This work describes a method for predicting DNA binding function from structure using 3-dimensional templates. Proteins that bind DNA using small contiguous helix-turn-helix (HTH) motifs comprise a significant number of all DNA-binding proteins. A structural template library of seven HTH motifs has been created from non-homologous DNA-binding proteins in the Protein Data Bank. The templates were used to scan complete protein structures using an algorithm that calculated the root mean squared deviation (rmsd) for the optimal superposition of each template on each structure, based on C(alpha) backbone coordinates. Distributions of rmsd values for known HTH-containing proteins (true hits) and non-HTH proteins (false hits) were calculated. A threshold value of 1.6 A rmsd was selected that gave a true hit rate of 88.4% and a false positive rate of 0.7%. The false positive rate was further reduced to 0.5% by introducing an accessible surface area threshold value of 990 A2 per HTH motif. The template library and the validated thresholds were used to make predictions for target proteins from a structural genomics project.

Citing Articles

Customized multiple sequence alignment as an effective strategy to improve performance of Taq DNA polymerase.

Li X, Chen B, Chen W, Pu Z, Qi X, Yang L Appl Microbiol Biotechnol. 2023; 107(21):6507-6525.

PMID: 37658164 DOI: 10.1007/s00253-023-12744-5.


Capturing the geometry, function, and evolution of enzymes with 3D templates.

Riziotis I, Thornton J Protein Sci. 2022; 31(7):e4363.

PMID: 35762726 PMC: 9207746. DOI: 10.1002/pro.4363.


PreDBA: A heterogeneous ensemble approach for predicting protein-DNA binding affinity.

Yang W, Deng L Sci Rep. 2020; 10(1):1278.

PMID: 31992738 PMC: 6987227. DOI: 10.1038/s41598-020-57778-1.


iProDNA-CapsNet: identifying protein-DNA binding residues using capsule neural networks.

Nguyen B, Nguyen Q, Doan-Ngoc G, Nguyen-Vo T, Rahardja S BMC Bioinformatics. 2019; 20(Suppl 23):634.

PMID: 31881828 PMC: 6933727. DOI: 10.1186/s12859-019-3295-2.


Prediction of RNA- and DNA-Binding Proteins Using Various Machine Learning Classifiers.

Poursheikhali Asghari M, Abdolmaleki P Avicenna J Med Biotechnol. 2019; 11(1):104-111.

PMID: 30800250 PMC: 6359699.


References
1.
Brennan R, Matthews B . The helix-turn-helix DNA binding motif. J Biol Chem. 1989; 264(4):1903-6. View

2.
Hashimoto H, Inoue T, Nishioka M, Fujiwara S, Takagi M, Imanaka T . Hyperthermostable protein structure maintained by intra and inter-helix ion-pairs in archaeal O6-methylguanine-DNA methyltransferase. J Mol Biol. 1999; 292(3):707-16. DOI: 10.1006/jmbi.1999.3100. View

3.
Wu T, Brutlag D . Highly specific protein sequence motifs for genome analysis. Proc Natl Acad Sci U S A. 1998; 95(11):5865-71. PMC: 34488. DOI: 10.1073/pnas.95.11.5865. View

4.
Sayle R . RASMOL: biomolecular graphics for all. Trends Biochem Sci. 1995; 20(9):374. DOI: 10.1016/s0968-0004(00)89080-5. View

5.
Steitz T . DNA polymerases: structural diversity and common mechanisms. J Biol Chem. 1999; 274(25):17395-8. DOI: 10.1074/jbc.274.25.17395. View