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D03-NextGen-Bio-NGS

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Integra(ve Biology Program Is(tuto Nazionale di Gene(ca Molecolare Italy BioNGS: BioRuby plugin to conduct programmable workflows for Next Genera?on Sequencing data Raoul J.P. Bonnal [email protected] July 15, 2011 BOSC, Vienna, Austria coauthors Francesco Strozzi Valeria Ranzani Toshiaki Katayama
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Page 1: D03-NextGen-Bio-NGS

Integra(ve  Biology  Program  Is(tuto  Nazionale  di  Gene(ca  Molecolare  

Italy  

Bio-­‐NGS:  BioRuby  plugin  to  conduct  programmable  workflows  for    

Next  Genera?on  Sequencing  data  

Raoul  J.P.  Bonnal  

[email protected]  

July  15,  2011   BOSC,  Vienna,  Austria  

co-­‐authors  Francesco  Strozzi  Valeria  Ranzani  

Toshiaki  Katayama  

Page 2: D03-NextGen-Bio-NGS

Bio-­‐Gem  

•  a  soOware  generator  for  crea(ng  BioRuby  plugins  

•  last  year  (@BOSC  2010)  was  an  idea  and  a  prototype  •  Features:  – Extend  BioRuby  – Modularity  – Easy  •  sharing:packaging:publishing  

–  Just  Code  !  

July  15,  2011   BOSC,  Vienna,  Austria  

authors:  Raoul  J.P.  Bonnal,  Pjotr  Prins,  Toshiaki  Katayama  

• bio-­‐assembly  (0.1.0)  • bio-­‐blastxmlparser  (0.6.1)  • bio-­‐bwa  (0.2.2)  • bio-­‐cnls_screenscraper  (0.1.0)  • bio-­‐emboss_six_frame_nucleo(de_sequences  (0.1.0)  • bio-­‐gem  (0.2.2)  • bio-­‐genomic-­‐interval  (0.1.2)  • bio-­‐gff3  (0.8.6)  • bio-­‐graphics  (1.4)  • bio-­‐hello  (0.0.0)  

• bio-­‐isoelectric_point  (0.1.1)  • bio-­‐kb-­‐illumina  (0.1.0)  • bio-­‐lazyblastxml  (0.4.0)  • bio-­‐logger  (0.9.0)  • bio-­‐nexml  (0.0.1)  • bio-­‐ngs  (0.2.1)  • bio-­‐octopus  (0.1.1)  • bio-­‐samtools  (0.2.4)  • bio-­‐sge  (0.0.0)  • bio-­‐tm_hmm  (0.2.0)  • bio-­‐ucsc-­‐api  (0.1.0)  

Dev:  hcps://github.com/helios/bioruby-­‐gem  Install:  gems  install  bio-­‐gem  

Page 3: D03-NextGen-Bio-NGS

Bio-­‐NGS  

An  Applica(on  A  SoOware  Development  Framework  

A  Project  Environment  

July  15,  2011   BOSC,  Vienna,  Austria  

Page 4: D03-NextGen-Bio-NGS

Applica(on  

•  Stand  alone  –  Auto  install  everything  it  needs  –  sandbox/isola*on-­‐  –  System-­‐wide  or  User  (RVM  –Ruby  Version  Manager-­‐)  

•  Mul(  plagorms  –  Linux,  OS  X  – MRI,  JRuby  

•  Command  line  –  Thor:  a  simple  and  efficient  tool  for  building  self-­‐documen(ng  command  

line  u(li(es  

•  Common  syntax  to  different  applica(ons  •  Collec(on  of  Tasks  –  Basic,  Advanced  

July  15,  2011   BOSC,  Vienna,  Austria  

RVM  hcps://rvm.beginrescueend.com/  Thor  hcps://github.com/wycats/thor    

Page 5: D03-NextGen-Bio-NGS

SoOware  Development  Framework  

•  Expand  BioRuby’s  func(onali(es  to  NGS  •  API  +  Consistent  Namespace  

•  Integrate  third-­‐party  tools  • Wrapping  :  quick,  easy  support,  increase  produc(vity  

•  Binding  :  low-­‐level  func(onali(es  

•  Modular,  reuse  other  plug-­‐ins  •  BioBwa  (binding)  •  BioSamtools  (binding)  

July  15,  2011   BOSC,  Vienna,  Austria  

Page 6: D03-NextGen-Bio-NGS

Project  Environment  

•  Directory  scaffold  •  Customize  – Tasks  :  Thor  or  Rake  (Ruby  DSL)    – Configura(ons:  YAML  

•  History  •  Embedded  DB  – SQLite3  

July  15,  2011   BOSC,  Vienna,  Austria  

Page 7: D03-NextGen-Bio-NGS

?  ?  

Tools  

July  15,  2011   BOSC,  Vienna,  Austria  

Bow(e/

BWA  

Quant  

FASTX-­‐Toolkit  

More…  

Page 8: D03-NextGen-Bio-NGS

Tools  

July  15,  2011   BOSC,  Vienna,  Austria  

Bio-­‐NGS  

Primary:    

Pre-­‐Processing  

Conversion,  Filter,    FASTX-­‐Toolkit  

Illumina  bcl   FASTQ  

Secondary:  

Alignment  

TopHat   Bow(e/BWA   Samtools  

Ter(ary:  

Knowledge  

Cufflinks  

Quant   Differen(al  Expression  

Ontology  

BAM  

Execu(on  Local   Distributed/Parallel  

More…  More…  More…  

Page 9: D03-NextGen-Bio-NGS

Wrapper  

module Bio module Ngs module Cufflinks class Compare include Bio::Command::Wrapper

set_program Bio::Ngs::Utils.binary("cufflinks/cuffcompare") use_aliases

add_option "outprefix", :type => :string, :aliases => '-o', :default => "Comparison"

add_option "gtf_combine_file", :type => :string, :aliases => '-i' add_option "gtf_reference", :type => :string, :aliases => '-r' add_option "only_overlap", :type => :boolean, :aliases => '-R' add_option "discard_transfrags", :type => :boolean, :aliases => '-M’

end end end end

July  15,  2011   BOSC,  Vienna,  Austria  

Page 10: D03-NextGen-Bio-NGS

Wrapper  

July  15,  2011   BOSC,  Vienna,  Austria  

module Bio module Ngs module Cufflinks class Compare include Bio::Command::Wrapper

set_program Bio::Ngs::Utils.binary("cufflinks/cuffcompare") use_aliases

add_option "outprefix", :type => :string, :aliases => '-o', :default => "Comparison"

add_option "gtf_combine_file", :type => :string, :aliases => '-i' add_option "gtf_reference", :type => :string, :aliases => '-r' add_option "only_overlap", :type => :boolean, :aliases => '-R' add_option "discard_transfrags", :type => :boolean, :aliases => '-M’

end end end end

irb(main):001:0> require ‘bio-ngs’ irb(main):001:1> cuffcompare = Bio::Ngs::Cufflinks::Compare.new irb(main):001:2> cuffcompare.params = {….} irb(main):001:3> cuffcompare.run(:arguments=>[…])

=> #<Bio::Ngs::Cufflinks::Compare:0x0000000c1630f8 @program="/usr/local/lib/ruby/gems/1.9.1/gems/bio-ngs-0.2.1/lib/bio/ngs/ext/bin/linux/cufflinks/cuffcompare", @options={}, @params={}>

Page 11: D03-NextGen-Bio-NGS

Tasks  No  binary  found  with  this  name:  setupBclToQseq.py  No  binary  found  with  this  name:  fastq_quality_boxplot_graph.sh  No  binary  found  with  this  name:  blastn  No  binary  found  with  this  name:  blastx  WARNING:  no  program  is  associated  with  BCLQSEQ  task,  does  

not  make  sense  to  create  a  thor  task.  WARNING:  no  program  is  associated  with  BLASTN  task,  does  not  

make  sense  to  create  a  thor  task.  WARNING:  no  program  is  associated  with  BLASTX  task,  does  not    make  sense  to  create  a  thor  task.  bwa  -­‐-­‐-­‐  biongs  bwa:aln:long  [FASTQ]  -­‐-­‐file-­‐out=FILE_OUT  -­‐-­‐prefix=PREFIX  biongs  bwa:aln:short  [FASTQ]  -­‐-­‐file-­‐out=FILE_OUT  -­‐-­‐

prefix=PREFIX  biongs  bwa:index:long  [FASTA]  biongs  bwa:index:short  [FASTA]  biongs  bwa:sam:paired  -­‐-­‐fastq=one  two  three  -­‐-­‐file-­‐

out=FILE_OUT  -­‐-­‐prefix=PREFIX  -­‐-­‐sai=one  two  three    biongs  bwa:sam:single  [SAI]  -­‐-­‐fastq=FASTQ  -­‐-­‐file-­‐out=FILE_OUT  -­‐-­‐prefix=PREFIX  

convert  -­‐-­‐-­‐-­‐-­‐-­‐-­‐  biongs  convert:bam:extract_genes  BAM  GENES  -­‐-­‐ensembl-­‐

release=N  -­‐o,  -­‐-­‐output=OUTPUT  biongs  convert:bam:merge  -­‐i,  -­‐-­‐input-­‐bams=one  two  three  biongs  convert:bam:sort  BAM  [PREFIX]  biongs  convert:bcl:qseq:convert  RUN  OUTPUT  [JOBS]    biongs  convert:illumina:de:gene  DIFF  GTF  biongs  convert:illumina:de:isoform  DIFF  GTF  biongs  convert:illumina:de:rename_qs  DIFF_FILE  NAMES  biongs  convert:illumina:fastq:trim_b  FASTQ  biongs  convert:illumina:humanize:build_compare_kb  GTF  biongs  convert:illumina:humanize:isoform_exp  GTF  ISOFORM  biongs  convert:qseq:fastq:by_file  FIRST  OUTPUT  biongs  convert:qseq:fastq:by_lane  LANE  OUTPUT  biongs  convert:qseq:fastq:by_lane_index  LANE  INDEX  OUTPUT  

biongs  convert:qseq:fastq:samples_by_lane  SAMPLES  LANE  OUTPUT  

history  -­‐-­‐-­‐-­‐-­‐-­‐-­‐  biongs  history:8            #  Task  convert:illumina:de:isoform  

PARAMETERS:  /Users/bonnalraoul/Desktop/RRep16giugno/DE_lane1-­‐2-­‐3-­‐4-­‐6-­‐8/DE_lane1-­‐2-­‐3-­‐4-­‐6-­‐8/isoform_exp.diff  /Users/bonnalraoul/Desktop/RRep16giugno/COMPARE_lane1-­‐2-­‐3-­‐4-­‐6-­‐8/COMPA...  

homology  -­‐-­‐-­‐-­‐-­‐-­‐-­‐-­‐  biongs  homology:convert:blast2text  [XML  FILE]  -­‐-­‐file-­‐

out=FILE_OUT  biongs  homology:convert:go2json  

biongs  homology:db:export  [TABLE]  -­‐-­‐fileout=FILEOUT  biongs  homology:db:init  biongs  homology:download:all  biongs  homology:download:goannota(on    biongs  homology:download:uniprot  biongs  homology:load:blast  [FILE]  biongs  homology:load:goa  biongs  homology:report:blast  

ontology  -­‐-­‐-­‐-­‐-­‐-­‐-­‐-­‐  biongs  ontology:db:export  [TABLE]  -­‐-­‐fileout=FILEOUT  biongs  ontology:db:init  biongs  ontology:download:all  biongs  ontology:download:go  biongs  ontology:download:goslim  biongs  ontology:load:genego  [FILE]  biongs  ontology:load:go  [FILE]  biongs  ontology:report:go  

project  -­‐-­‐-­‐-­‐-­‐-­‐-­‐  biongs  project:new  [NAME]    biongs  project:update  [TYPE]  

quality  -­‐-­‐-­‐-­‐-­‐-­‐-­‐  biongs  quality:boxplot  FASTQ_QUALITY_STATS  biongs  quality:fastq_stats  FASTQ  biongs  quality:illumina_b_profile_raw  FASTQ  -­‐-­‐read-­‐length=N  biongs  quality:illumina_b_profile_svg  FASTQ  -­‐-­‐read-­‐length=N    biongs  quality:reads  FASTQ  biongs  quality:reads_coverage  FASTQ_QUALITY_STATS  biongs  quality:scacerplot  EXPR1  EXPR2  OUTPUT  biongs  quality:trim  FASTQ                                                                          

rna  -­‐-­‐-­‐  biongs  rna:compare  GTF_REF  OUTPUTDIR  

GTFS_QUANTIFICATION  biongs  rna:idx2fasta  INDEX  FASTA  biongs  rna:mapquant  DIST  INDEX  OUTPUTDIR  FASTQS  biongs  rna:quant  GTF  OUTPUTDIR  BAM  biongs  rna:tophat  DIST  INDEX  OUTPUTDIR  FASTQS  

sff  -­‐-­‐-­‐  biongs  sff:extract  [FILE]  

July  15,  2011   BOSC,  Vienna,  Austria  

Page 12: D03-NextGen-Bio-NGS

No  binary  found  with  this  name:  setupBclToQseq.py  No  binary  found  with  this  name:  fastq_quality_boxplot_graph.sh  No  binary  found  with  this  name:  blastn  No  binary  found  with  this  name:  blastx  WARNING:  no  program  is  associated  with  BCLQSEQ  task,  does  

not  make  sense  to  create  a  thor  task.  WARNING:  no  program  is  associated  with  BLASTN  task,  does  not  

make  sense  to  create  a  thor  task.  WARNING:  no  program  is  associated  with  BLASTX  task,  does  not    make  sense  to  create  a  thor  task.  bwa  -­‐-­‐-­‐  biongs  bwa:aln:long  [FASTQ]  -­‐-­‐file-­‐out=FILE_OUT  -­‐-­‐prefix=PREFIX  biongs  bwa:aln:short  [FASTQ]  -­‐-­‐file-­‐out=FILE_OUT  -­‐-­‐

prefix=PREFIX  biongs  bwa:index:long  [FASTA]  biongs  bwa:index:short  [FASTA]  biongs  bwa:sam:paired  -­‐-­‐fastq=one  two  three  -­‐-­‐file-­‐

out=FILE_OUT  -­‐-­‐prefix=PREFIX  -­‐-­‐sai=one  two  three    biongs  bwa:sam:single  [SAI]  -­‐-­‐fastq=FASTQ  -­‐-­‐file-­‐out=FILE_OUT  -­‐-­‐prefix=PREFIX  

convert  -­‐-­‐-­‐-­‐-­‐-­‐-­‐  biongs  convert:bam:extract_genes  BAM  GENES  -­‐-­‐ensembl-­‐

release=N  -­‐o,  -­‐-­‐output=OUTPUT  biongs  convert:bam:merge  -­‐i,  -­‐-­‐input-­‐bams=one  two  three  biongs  convert:bam:sort  BAM  [PREFIX]  biongs  convert:bcl:qseq:convert  RUN  OUTPUT  [JOBS]    biongs  convert:illumina:de:gene  DIFF  GTF  biongs  convert:illumina:de:isoform  DIFF  GTF  biongs  convert:illumina:de:rename_qs  DIFF_FILE  NAMES  biongs  convert:illumina:fastq:trim_b  FASTQ  biongs  convert:illumina:humanize:build_compare_kb  GTF  biongs  convert:illumina:humanize:isoform_exp  GTF  ISOFORM  biongs  convert:qseq:fastq:by_file  FIRST  OUTPUT  biongs  convert:qseq:fastq:by_lane  LANE  OUTPUT  biongs  convert:qseq:fastq:by_lane_index  LANE  INDEX  OUTPUT  

biongs  convert:qseq:fastq:samples_by_lane  SAMPLES  LANE  OUTPUT  

history  -­‐-­‐-­‐-­‐-­‐-­‐-­‐  biongs  history:8            #  Task  convert:illumina:de:isoform  

PARAMETERS:  /Users/bonnalraoul/Desktop/RRep16giugno/DE_lane1-­‐2-­‐3-­‐4-­‐6-­‐8/DE_lane1-­‐2-­‐3-­‐4-­‐6-­‐8/isoform_exp.diff  /Users/bonnalraoul/Desktop/RRep16giugno/COMPARE_lane1-­‐2-­‐3-­‐4-­‐6-­‐8/COMPA...  

homology  -­‐-­‐-­‐-­‐-­‐-­‐-­‐-­‐  biongs  homology:convert:blast2text  [XML  FILE]  -­‐-­‐file-­‐

out=FILE_OUT  biongs  homology:convert:go2json  

biongs  homology:db:export  [TABLE]  -­‐-­‐fileout=FILEOUT  biongs  homology:db:init  biongs  homology:download:all  biongs  homology:download:goannota(on    biongs  homology:download:uniprot  biongs  homology:load:blast  [FILE]  biongs  homology:load:goa  biongs  homology:report:blast  

ontology  -­‐-­‐-­‐-­‐-­‐-­‐-­‐-­‐  biongs  ontology:db:export  [TABLE]  -­‐-­‐fileout=FILEOUT  biongs  ontology:db:init  biongs  ontology:download:all  biongs  ontology:download:go  biongs  ontology:download:goslim  biongs  ontology:load:genego  [FILE]  biongs  ontology:load:go  [FILE]  biongs  ontology:report:go  

project  -­‐-­‐-­‐-­‐-­‐-­‐-­‐  biongs  project:new  [NAME]    biongs  project:update  [TYPE]  

quality  -­‐-­‐-­‐-­‐-­‐-­‐-­‐  biongs  quality:boxplot  FASTQ_QUALITY_STATS  biongs  quality:fastq_stats  FASTQ  biongs  quality:illumina_b_profile_raw  FASTQ  -­‐-­‐read-­‐length=N  biongs  quality:illumina_b_profile_svg  FASTQ  -­‐-­‐read-­‐length=N    biongs  quality:reads  FASTQ  biongs  quality:reads_coverage  FASTQ_QUALITY_STATS  biongs  quality:scacerplot  EXPR1  EXPR2  OUTPUT  biongs  quality:trim  FASTQ                                                                          

rna  -­‐-­‐-­‐  biongs  rna:compare  GTF_REF  OUTPUTDIR  

GTFS_QUANTIFICATION  biongs  rna:idx2fasta  INDEX  FASTA  biongs  rna:mapquant  DIST  INDEX  OUTPUTDIR  FASTQS  biongs  rna:quant  GTF  OUTPUTDIR  BAM  biongs  rna:tophat  DIST  INDEX  OUTPUTDIR  FASTQS  

sff  -­‐-­‐-­‐  biongs  sff:extract  [FILE]  

Tasks  

July  15,  2011   BOSC,  Vienna,  Austria  

Recall  an  old  

analysis  

Basic   Advanced  

Repor(ng  

Keep  everything  organized  

N o   B i n a r y  Task   disabled  

Page 13: D03-NextGen-Bio-NGS

Tasks  

July  15,  2011   BOSC,  Vienna,  Austria  

class Rna < Thor

desc "mapquant DIST INDEX OUTPUTDIR FASTQS", "map and quantify" method_option :paired, :type => :boolean, :default => false, :desc => 'Are reads paired? If you chose this option pass just the basename of the file without forward/reverse and .fastq' def mapquant(dist, index, outputdir, fastqs) #tophat invoke :tophat, [dist, index, outputdir, fastqs], :paired=>options.paired #cufflinks quantification on gtf invoke :quant, ["#{index}.gtf", File.join(outputdir,"quantification"), File.join(outputdir,"accepted_hits_sort.bam")] end … end

Page 14: D03-NextGen-Bio-NGS

class Rna < Thor

desc "mapquant DIST INDEX OUTPUTDIR FASTQS", "map and quantify" method_option :paired, :type => :boolean, :default => false, :desc => 'Are reads paired? If you chose this option pass just the basename of the file without forward/reverse and .fastq' def mapquant(dist, index, outputdir, fastqs) #tophat invoke :tophat, [dist, index, outputdir, fastqs], :paired=>options.paired #cufflinks quantification on gtf invoke :quant, ["#{index}.gtf", File.join(outputdir,"quantification"), File.join(outputdir,"accepted_hits_sort.bam")] end … end

Tasks  

July  15,  2011   BOSC,  Vienna,  Austria  

class Rna < Thor

# you'll end up with 3 accept file, regular, sorted, sorted-indexed desc "tophat DIST INDEX OUTPUTDIR FASTQS", "run tophat as from command line, default 6 processors and then create a sorted bam indexed." method_option :paired, :type => :boolean, :default => false, :desc => 'Are reads paired? If you chose this option pass just the…’ Bio::Ngs::Tophat.new.thor_task(self, :tophat) do |wrapper, task, dist, index, outputdir, fastqs| wrapper.params = task.options #merge passed options to the wrapper. wrapper.params = {"mate-inner-dist"=>dist, "output-dir"=>outputdir, "num-threads"=>6, "solexa1.3-quals"=>true} fastq_files = task.options[:paired] ? ["#{fastqs}_forward.fastq","#{fastqs}_reverse.fastq"] : ["#{fastqs}"] wrapper.run :arguments=>[index, fastq_files ].flatten, :separator=>"="

accepted_hits_bam_fn = File.join(outputdir, "accepted_hits.bam") task.invoke "convert:bam:sort", [accepted_hits_bam_fn] # call the sorting procedure. end end

Page 15: D03-NextGen-Bio-NGS

class Rna < Thor

desc "mapquant DIST INDEX OUTPUTDIR FASTQS", "map and quantify" method_option :paired, :type => :boolean, :default => false, :desc => 'Are reads paired? If you chose this option pass just the basename of the file without forward/reverse and .fastq' def mapquant(dist, index, outputdir, fastqs) #tophat invoke :tophat, [dist, index, outputdir, fastqs], :paired=>options.paired #cufflinks quantification on gtf invoke :quant, ["#{index}.gtf", File.join(outputdir,"quantification"), File.join(outputdir,"accepted_hits_sort.bam")] end … end

Tasks  

July  15,  2011   BOSC,  Vienna,  Austria  

class Rna < Thor

# you'll end up with 3 accept file, regular, sorted, sorted-indexed desc "tophat DIST INDEX OUTPUTDIR FASTQS", "run tophat as from command line, default 6 processors and then create a sorted bam indexed." method_option :paired, :type => :boolean, :default => false, :desc => 'Are reads paired? If you chose this option pass just the…’ Bio::Ngs::Tophat.new.thor_task(self, :tophat) do |wrapper, task, dist, index, outputdir, fastqs| wrapper.params = task.options #merge passed options to the wrapper. wrapper.params = {"mate-inner-dist"=>dist, "output-dir"=>outputdir, "num-threads"=>6, "solexa1.3-quals"=>true} fastq_files = task.options[:paired] ? ["#{fastqs}_forward.fastq","#{fastqs}_reverse.fastq"] : ["#{fastqs}"] wrapper.run :arguments=>[index, fastq_files ].flatten, :separator=>"="

accepted_hits_bam_fn = File.join(outputdir, "accepted_hits.bam") task.invoke "convert:bam:sort", [accepted_hits_bam_fn] # call the sorting procedure. end end

class Rna < Thor desc "quant GTF OUTPUTDIR BAM ", "Genes and transcripts quantification" Bio::Ngs::Cufflinks::Quantification.new.thor_task(self, :quant) do |wrapper, task, gtf, outputdir, bam| wrapper.params = task.options wrapper.params = {"num-threads" => 6, "output-dir" => outputdir, "GTF" => gtf } wrapper.run :arguments=>[bam], :separator => "=" end end

Page 16: D03-NextGen-Bio-NGS

Next?  •  Support  more  soOware,  not  only  NGS  

•  Wrap  EMBOSS  on  the  fly  reading  acd  files  

•  Tune  according  to  hardware  •  Share  tasks  

–  Thor  &  Rake  •  Improve  JRuby  compa(bility    •  Contributes  •  Scalability  

–  Cloud  ?  BioLinux  –  BioHub:  distribute  tasks  using  messaging  

•  Ac(veMQ  •  Stomp  •  Ac(veMessaging  •  Adapters  for  Queuing  Systems  

July  15,  2011   BOSC,  Vienna,  Austria  

Page 17: D03-NextGen-Bio-NGS

•  Support  more  soOware,  not  only  NGS  •  Wrap  EMBOSS  on  the  fly  reading  acd  files  

•  Tune  according  to  hardware  •  Share  tasks  

–  Thor  &  Rake  •  Improve  JRuby  compa(bility    •  Contributes  •  Scalability  

–  Cloud  ?  BioLinux  –  BioHub:  distribute  tasks  using  messaging  

•  Ac(veMQ  •  Stomp  •  Ac(veMessaging  •  Adapters  for  Queuing  Systems  

Next?  

July  15,  2011   BOSC,  Vienna,  Austria  

Page 18: D03-NextGen-Bio-NGS

Acknowledgments  

July  15,  2011   BOSC,  Vienna,  Austria  

Serena  Cur(  Debora  Mascheroni  Valeria  Parente  Valeria  Ranzani1  

Anna  Ripamon(  Grazisa  Rossez  Riccardo  L.  Rossi  Roberto  Sciarreca  

Massimiliano  Pagani  

Francesco  Strozzi1,3  

Alessandra  Stella  

Groningen  Bioinforma(cs  Centre  

Pjotr  Prins2  

 Laboratory  of  Genome  Database  

Toshiaki  Katayama1,2  

1  bio-­‐ngs,  2  bio-­‐gem,  3  bio-­‐bwa,  4  bio-­‐samtools  

Dan  MacLean  4  

The  Genome  Analysis  Centre  

Ricardo  Ramirez-­‐Gonzalez  4  

Page 19: D03-NextGen-Bio-NGS

Ques(ons  ?  

July  15,  2011   BOSC,  Vienna,  Austria  

INFO  E-­‐mail:  [email protected]  /  [email protected]    Dev      :  hcp://github/helios/bioruby-­‐ngs    Docs  :  hcps://github.com/helios/bioruby-­‐ngs/blob/master/README.rdoc      Wiki    :  hcp://bioruby.open-­‐bio.org/wiki/Next_Genera(on_Sequencing    BioRuby-­‐ML:  hcp://lists.open-­‐bio.org/mailman/lis(nfo/bioruby    Irc:  #bioruby  (  irc.freenode.org  )  


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