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hmmer.janelia.org




Protein similarity web searches
and services using HMMER
Rob Finn
hmmer.janelia.org



Use of HMMER
• Widely used by protein family
 databases
  • Use ‘seed’ alignments
• Until 2010
  • Computationally expensive
  • Restricted to HMMs constructed from
    multiple sequence alignments
• Command line application

                                          SeqDB
hmmer.janelia.org



HMMER vs BLAST
H


                  HMMER
                      R                       BLAST
                                                  T

Program
      m           phmmer
                       r                       blastp
                                                    p

Query
    y                       Single sequence
                                 e        e
Target
     t                   Sequence database
                                e        e
Databasee
Programm          hmmscan
                        n                     rpsblast
                                                     t
Query
    y                       Single sequence
                                 e        e
Target
     t      Profile HMM database,
                  e      M      ,       PSSM database,
                                           M         ,
Databasee           e.g. Pfam
                       .    m              e.g. CDD
                                              . D
Programm          hmmsearch  h             psi-blast
                                                   t

Query
    y           Profile HMM
                      e   M                    PSSM
                                                  M
Target
     t                   Sequence database
                                e        e
Databasee
Programm         jackhmmer
                         r                    psi-blast
                                                      t
Query
    y                       Single sequence
                                 e        e
Target
     t                   Sequence database
                                e        e
Database
       e


                                                          Modified from: S. R. Eddy
                                                          PLoS Comp. Biol., 7:e1002195, 2011.
hmmer.janelia.org



Fast Web Searches
• Parallelized searches across compute farm
  • Average query returns ~1 sec
• Range of sequence databases
  • Large Comprehensive
  • Curated / Structure
  • Metagenomics
  • Representative Proteomes
• Family Annotations
                                    hmmer.janelia.org
  • Pfam
• Batch and RESTful API
  • Automatic and Human interface
hmmer.janelia.org



Visualization of Results – By Score
hmmer.janelia.org



Visualization of Results – By Score
hmmer.janelia.org



Visualization of Results – By Taxonomy
hmmer.janelia.org


Visualization of Results – By
Domain
hmmer.janelia.org



Acknowledgements
Jody Clements
Travis Wheeler
Sean Eddy

  @hmm3r
  http://cryptogenomicon.org/   Poster 160
  hmmer@janelia.hhmi.org


            hmmer.janelia.org

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2012 Biocuration - Protein similarity searches using HMMER