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Single-Stranded DNA Binding Proteins and Their Identification Using Machine Learning-Based Approaches

Overview
Journal Biomolecules
Publisher MDPI
Date 2022 Sep 23
PMID 36139026
Authors
Affiliations
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Abstract

Single-stranded DNA (ssDNA) binding proteins (SSBs) are critical in maintaining genome stability by protecting the transient existence of ssDNA from damage during essential biological processes, such as DNA replication and gene transcription. The single-stranded region of telomeres also requires protection by ssDNA binding proteins from being attacked in case it is wrongly recognized as an anomaly. In addition to their critical roles in genome stability and integrity, it has been demonstrated that ssDNA and SSB-ssDNA interactions play critical roles in transcriptional regulation in all three domains of life and viruses. In this review, we present our current knowledge of the structure and function of SSBs and the structural features for SSB binding specificity. We then discuss the machine learning-based approaches that have been developed for the prediction of SSBs from double-stranded DNA (dsDNA) binding proteins (DSBs).

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References
1.
Sharma R, Kumar S, Tsunoda T, Kumarevel T, Sharma A . Single-stranded and double-stranded DNA-binding protein prediction using HMM profiles. Anal Biochem. 2020; 612:113954. DOI: 10.1016/j.ab.2020.113954. View

2.
Wang Y, Putnam C, Kane M, Zhang W, Edelmann L, Russell R . Mutation in Rpa1 results in defective DNA double-strand break repair, chromosomal instability and cancer in mice. Nat Genet. 2005; 37(7):750-5. DOI: 10.1038/ng1587. View

3.
Selby C, Sancar A . A cryptochrome/photolyase class of enzymes with single-stranded DNA-specific photolyase activity. Proc Natl Acad Sci U S A. 2006; 103(47):17696-700. PMC: 1621107. DOI: 10.1073/pnas.0607993103. View

4.
Veldman T, Etheridge K, Counter C . Loss of hPot1 function leads to telomere instability and a cut-like phenotype. Curr Biol. 2004; 14(24):2264-70. DOI: 10.1016/j.cub.2004.12.031. View

5.
Richard D, Bell S, White M . Physical and functional interaction of the archaeal single-stranded DNA-binding protein SSB with RNA polymerase. Nucleic Acids Res. 2004; 32(3):1065-74. PMC: 373395. DOI: 10.1093/nar/gkh259. View