Literature DB >> 20436786

DNA Motif Detection Using Particle Swarm Optimization and Expectation-Maximization.

C T Hardin1, Eric C Rouchka.   

Abstract

Motif discovery, the process of discovering a meaningful pattern of nucleotides or amino acids that is shared by two or more molecules, is an important part of the study of gene function. In this paper, we propose a hybrid motif discovery approach based upon a combination of Particle Swarm Optimization (PSO) and the Expectation-Maximization (EM) algorithm. In the proposed algorithm, we use PSO to generate a seed for the EM algorithm.

Year:  2005        PMID: 20436786      PMCID: PMC2861583          DOI: 10.1109/SIS.2005.1501620

Source DB:  PubMed          Journal:  Proc IEEE Swarm Intell Symp


  4 in total

1.  An expectation maximization (EM) algorithm for the identification and characterization of common sites in unaligned biopolymer sequences.

Authors:  C E Lawrence; A A Reilly
Journal:  Proteins       Date:  1990

2.  Meta-MEME: motif-based hidden Markov models of protein families.

Authors:  W N Grundy; T L Bailey; C P Elkan; M E Baker
Journal:  Comput Appl Biosci       Date:  1997-08

3.  Identifying protein-binding sites from unaligned DNA fragments.

Authors:  G D Stormo; G W Hartzell
Journal:  Proc Natl Acad Sci U S A       Date:  1989-02       Impact factor: 11.205

4.  Detecting subtle sequence signals: a Gibbs sampling strategy for multiple alignment.

Authors:  C E Lawrence; S F Altschul; M S Boguski; J S Liu; A F Neuwald; J C Wootton
Journal:  Science       Date:  1993-10-08       Impact factor: 47.728

  4 in total
  4 in total

1.  A particle swarm optimization-based algorithm for finding gapped motifs.

Authors:  Chengwei Lei; Jianhua Ruan
Journal:  BioData Min       Date:  2010-12-13       Impact factor: 2.522

2.  rMotifGen: random motif generator for DNA and protein sequences.

Authors:  Eric C Rouchka; C Timothy Hardin
Journal:  BMC Bioinformatics       Date:  2007-08-07       Impact factor: 3.169

3.  Appetitive floral odours prevent aggression in honeybees.

Authors:  Morgane Nouvian; Lucie Hotier; Charles Claudianos; Martin Giurfa; Judith Reinhard
Journal:  Nat Commun       Date:  2015-12-22       Impact factor: 14.919

Review 4.  Review of Different Sequence Motif Finding Algorithms.

Authors:  Fatma A Hashim; Mai S Mabrouk; Walid Al-Atabany
Journal:  Avicenna J Med Biotechnol       Date:  2019 Apr-Jun
  4 in total

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