Exhaustive Search for Over-represented DNA Sequence Motifs with CisFinder

We present CisFinder software, which generates a comprehensive list of motifs enriched in a set of DNA sequences and describes them with position frequency matrices (PFMs). A new algorithm was designed to estimate PFMs directly from counts of n-mer words with and without gaps; then PFMs are extended...

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Vydáno v:DNA research Ročník 16; číslo 5; s. 261 - 273
Hlavní autoři: Sharov, Alexei A., Ko, Minoru S.H.
Médium: Journal Article
Jazyk:angličtina
Vydáno: Oxford Oxford University Press 01.10.2009
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ISSN:1340-2838, 1756-1663, 1756-1663
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Abstract We present CisFinder software, which generates a comprehensive list of motifs enriched in a set of DNA sequences and describes them with position frequency matrices (PFMs). A new algorithm was designed to estimate PFMs directly from counts of n-mer words with and without gaps; then PFMs are extended over gaps and flanking regions and clustered to generate non-redundant sets of motifs. The algorithm successfully identified binding motifs for 12 transcription factors (TFs) in embryonic stem cells based on published chromatin immunoprecipitation sequencing data. Furthermore, CisFinder successfully identified alternative binding motifs of TFs (e.g. POU5F1, ESRRB, and CTCF) and motifs for known and unknown co-factors of genes associated with the pluripotent state of ES cells. CisFinder also showed robust performance in the identification of motifs that were only slightly enriched in a set of DNA sequences.
AbstractList We present CisFinder software, which generates a comprehensive list of motifs enriched in a set of DNA sequences and describes them with position frequency matrices (PFMs). A new algorithm was designed to estimate PFMs directly from counts of n-mer words with and without gaps; then PFMs are extended over gaps and flanking regions and clustered to generate non-redundant sets of motifs. The algorithm successfully identified binding motifs for 12 transcription factors (TFs) in embryonic stem cells based on published chromatin immunoprecipitation sequencing data. Furthermore, CisFinder successfully identified alternative binding motifs of TFs (e.g. POU5F1, ESRRB, and CTCF) and motifs for known and unknown co-factors of genes associated with the pluripotent state of ES cells. CisFinder also showed robust performance in the identification of motifs that were only slightly enriched in a set of DNA sequences.We present CisFinder software, which generates a comprehensive list of motifs enriched in a set of DNA sequences and describes them with position frequency matrices (PFMs). A new algorithm was designed to estimate PFMs directly from counts of n-mer words with and without gaps; then PFMs are extended over gaps and flanking regions and clustered to generate non-redundant sets of motifs. The algorithm successfully identified binding motifs for 12 transcription factors (TFs) in embryonic stem cells based on published chromatin immunoprecipitation sequencing data. Furthermore, CisFinder successfully identified alternative binding motifs of TFs (e.g. POU5F1, ESRRB, and CTCF) and motifs for known and unknown co-factors of genes associated with the pluripotent state of ES cells. CisFinder also showed robust performance in the identification of motifs that were only slightly enriched in a set of DNA sequences.
We present CisFinder software, which generates a comprehensive list of motifs enriched in a set of DNA sequences and describes them with position frequency matrices (PFMs). A new algorithm was designed to estimate PFMs directly from counts of n-mer words with and without gaps; then PFMs are extended over gaps and flanking regions and clustered to generate non-redundant sets of motifs. The algorithm successfully identified binding motifs for 12 transcription factors (TFs) in embryonic stem cells based on published chromatin immunoprecipitation sequencing data. Furthermore, CisFinder successfully identified alternative binding motifs of TFs (e.g. POU5F1, ESRRB, and CTCF) and motifs for known and unknown co-factors of genes associated with the pluripotent state of ES cells. CisFinder also showed robust performance in the identification of motifs that were only slightly enriched in a set of DNA sequences.
Author Sharov, Alexei A.
Ko, Minoru S.H.
AuthorAffiliation Developmental Genomics and Aging Section, Laboratory of Genetics , National Institute on Aging, NIH , Baltimore, MD 21224 , USA
AuthorAffiliation_xml – name: Developmental Genomics and Aging Section, Laboratory of Genetics , National Institute on Aging, NIH , Baltimore, MD 21224 , USA
Author_xml – sequence: 1
  givenname: Alexei A.
  surname: Sharov
  fullname: Sharov, Alexei A.
  organization: National Institute on Aging, NIH
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  givenname: Minoru S.H.
  surname: Ko
  fullname: Ko, Minoru S.H.
  email: kom@mail.nih.gov
  organization: National Institute on Aging, NIH
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https://www.ncbi.nlm.nih.gov/pubmed/19740934$$D View this record in MEDLINE/PubMed
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Issue 5
Keywords ChIP-seq
transcription factor binding site
software
embryonic stem cells
algorithm
Nucleotide sequence
Embryonic cell
Stem cell
Software
Binding site
Transcription factor
Chip
Algorithm
Language English
License CC BY 4.0
This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/2.5/uk/) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
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Snippet We present CisFinder software, which generates a comprehensive list of motifs enriched in a set of DNA sequences and describes them with position frequency...
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StartPage 261
SubjectTerms Algorithms
Amino Acid Motifs
Animals
Base Sequence
Binding Sites
Biological and medical sciences
Computational Biology - methods
Embryonic Stem Cells - metabolism
Fundamental and applied biological sciences. Psychology
Genes. Genome
Genetics of eukaryotes. Biological and molecular evolution
Molecular and cellular biology
Molecular genetics
Pluripotent Stem Cells - metabolism
Position-Specific Scoring Matrices
Software
Transcription Factors - metabolism
Title Exhaustive Search for Over-represented DNA Sequence Motifs with CisFinder
URI https://www.ncbi.nlm.nih.gov/pubmed/19740934
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https://pubmed.ncbi.nlm.nih.gov/PMC2762409
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