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Identification of Helix-Turn-Helix (HTH) DNA-Binding Motifs

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Presentation on theme: "Identification of Helix-Turn-Helix (HTH) DNA-Binding Motifs"— Presentation transcript:

1 Identification of Helix-Turn-Helix (HTH) DNA-Binding Motifs
Changhui Yan Department of Computer Science Utah State University

2 HTH Motifs Protein sequences sharing low similarities can fold into a similar HTH structure. Identifying HTH motifs from sequence is extremely challenging 7 families containing HTH motifs from the Pfam database. Positive data set: 2,198 proteins. Negative data set: 1,518 proteins.

3 Combination of Amino Acid Sequence and Predicted Secondary Structure
LQQITHIANQL-GLE----KDVVRVWF LQQITHIANQL-GLE----KDVVRVWF HHHEEHEEEHMHE----HHEEMMEH HMM_AA HMM_AA_SS

4 Reduced Alphabets Schemes for reducing amino acid alphabet based on the BLOSUM50 matrix by Henikoff and Henikoff (1992) derived by grouping and averaging the similarity matrix elements as described in the text. (Murphy et al. 2000)

5 Results Table 1. Cross-Families Evaluations True Positive 1
False Positive 2 HMM_AA 3 HMM_AA_SS (20 letters) 3 227 (Murphy_15) 3 474 (Murphy_10) 3 470 (Murphy_8) 3 431 5 True positive: HTH motifs that are correctly identified as such. False positive: Non-HTH motifs that are identified as HTH motifs. The alphabet used to encode amino acid sequences.

6 Results Table 2. Comparisons with a method based on profile-profile comparisons Total HTH motifs FFAS03 and HMM_AA_SS FFAS03 only HMM_AA_SS only 563 135 24 71 Table 3. Putative HTH motifs in Ureaplasma parvum Protein Location Annotation from Uniprot sp|Q9PQE5|SCPB_UREPA Participates to chromosomal partition during cell division sp|Q9PQV6|RPOB_UREPA DNA-directed RNA polymerase sp|Q9PR27|SYY_UREPA Tyrosyl-tRNA synthetase sp|Q9PQC2|SYA_UREPA Alanyl-tRNA synthetase sp|Q9PQ74|DPO3A_UREPA DNA polymerase III subunit alpha sp|Q9PQX7|Y166_UREPA Hypothetical protein


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