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ASaiM An intuitive and adjustable pipeline to process metatranscriptomic data from intestinal microbiota Bérénice Batut, Clémence Defois, Céline Ribière, Cyrielle Gasc, Jean-François Brugère, Eric Peyretaillade, CPER consortium Environnement Digestif, Pierre Peyret
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ASaiM: an environment to analyze intestinal microbiota - Demo with analysis of gut metatranscriptomic sequences

Aug 15, 2015

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Page 1: ASaiM: an environment to analyze intestinal microbiota - Demo with analysis of gut metatranscriptomic sequences

ASaiM An intuitive and adjustable pipeline to process metatranscriptomic data from

intestinal microbiota

Bérénice Batut, Clémence Defois, Céline Ribière, Cyrielle Gasc, Jean-François Brugère, Eric Peyretaillade, CPER consortium Environnement

Digestif, Pierre Peyret

Page 2: ASaiM: an environment to analyze intestinal microbiota - Demo with analysis of gut metatranscriptomic sequences

ASaiM An intuitive and adjustable pipeline to process metatranscriptomic data from

intestinal microbiota

Bérénice Batut, Clémence Defois, Céline Ribière, Cyrielle Gasc, Jean-François Brugère, Eric Peyretaillade, CPER consortium Environnement

Digestif, Pierre Peyret

ASaiM An environment to analyze

intestinal microbiota Demo with analysis of gut

metatranscriptomic sequences  

Page 3: ASaiM: an environment to analyze intestinal microbiota - Demo with analysis of gut metatranscriptomic sequences

Why ASaiM?

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Page 4: ASaiM: an environment to analyze intestinal microbiota - Demo with analysis of gut metatranscriptomic sequences

Why ASaiM?

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Page 5: ASaiM: an environment to analyze intestinal microbiota - Demo with analysis of gut metatranscriptomic sequences

Why ASaiM?

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Gut metagenomic projects

NCBI 2318

ENA 1103

DDBJ 28

MG-Rast 46

Camera 3

Total 3508

Page 6: ASaiM: an environment to analyze intestinal microbiota - Demo with analysis of gut metatranscriptomic sequences

Why ASaiM?

6

Gut metagenomic projects

NCBI 2318

ENA 1103

DDBJ 28

MG-Rast 46

Camera 3

Total 3508

But Difficult to query those databases Not standardized information

Page 7: ASaiM: an environment to analyze intestinal microbiota - Demo with analysis of gut metatranscriptomic sequences

Why ASaiM?

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Available tools for metagenomic and metatranscriptomic sequence processing

Page 8: ASaiM: an environment to analyze intestinal microbiota - Demo with analysis of gut metatranscriptomic sequences

Why ASaiM?

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Available tools for metagenomic and metatranscriptomic sequence processing

But

Almost nothing for metatranscriptomic sequences Difficult to use Not adjustable Only one step in sequence processing and analysis

Page 9: ASaiM: an environment to analyze intestinal microbiota - Demo with analysis of gut metatranscriptomic sequences

A complete solution

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Page 10: ASaiM: an environment to analyze intestinal microbiota - Demo with analysis of gut metatranscriptomic sequences

A complete solution

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Page 11: ASaiM: an environment to analyze intestinal microbiota - Demo with analysis of gut metatranscriptomic sequences

ASaiM framework A solution to process sequences

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Page 12: ASaiM: an environment to analyze intestinal microbiota - Demo with analysis of gut metatranscriptomic sequences

ASaiM framework A solution to process sequences

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Page 13: ASaiM: an environment to analyze intestinal microbiota - Demo with analysis of gut metatranscriptomic sequences

ASaiM framework A solution to process sequences

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Philosophy Easy to use Adjustable

Page 14: ASaiM: an environment to analyze intestinal microbiota - Demo with analysis of gut metatranscriptomic sequences

Demo on gut metatranscriptomic sequences

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Page 15: ASaiM: an environment to analyze intestinal microbiota - Demo with analysis of gut metatranscriptomic sequences

Proposed sequence process pipeline

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Page 16: ASaiM: an environment to analyze intestinal microbiota - Demo with analysis of gut metatranscriptomic sequences

Proposed sequence process pipeline

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Page 17: ASaiM: an environment to analyze intestinal microbiota - Demo with analysis of gut metatranscriptomic sequences

Checkout the code!

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Download source code Move to demo directory

$ git clone https://github.com/ASaiM/ASaiM.git

$ cd demo

$ ls

config_file.json R2_sequences.fastq R1_sequences.fastq

Page 18: ASaiM: an environment to analyze intestinal microbiota - Demo with analysis of gut metatranscriptomic sequences

config_file.json

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Download source code Move to demo directory

$ git clone https://github.com/ASaiM/ASaiM.git

$ cd demo

$ ls

config_file.json R2_sequences.fastq R1_sequences.fastq

Page 19: ASaiM: an environment to analyze intestinal microbiota - Demo with analysis of gut metatranscriptomic sequences

Your pipeline = Your config_file.json

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Page 20: ASaiM: an environment to analyze intestinal microbiota - Demo with analysis of gut metatranscriptomic sequences

Your pipeline = Your config_file.json

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Page 21: ASaiM: an environment to analyze intestinal microbiota - Demo with analysis of gut metatranscriptomic sequences

Your pipeline = Your config_file.json

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Page 22: ASaiM: an environment to analyze intestinal microbiota - Demo with analysis of gut metatranscriptomic sequences

Your pipeline = Your config_file.json

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Page 23: ASaiM: an environment to analyze intestinal microbiota - Demo with analysis of gut metatranscriptomic sequences

Web interface

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h#p://g2im.u-­‐clermont1.fr/asaim/  

Page 24: ASaiM: an environment to analyze intestinal microbiota - Demo with analysis of gut metatranscriptomic sequences

(Really) easy pipeline execution

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Install requirements Docker Docker-compose make

Page 25: ASaiM: an environment to analyze intestinal microbiota - Demo with analysis of gut metatranscriptomic sequences

(Really) easy pipeline execution

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Install requirements Docker Docker-compose make

Execute the pipeline

$ cd demo/

$ make –f ../Makefile run_pipeline

Page 26: ASaiM: an environment to analyze intestinal microbiota - Demo with analysis of gut metatranscriptomic sequences

What is behind the magic?

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Page 27: ASaiM: an environment to analyze intestinal microbiota - Demo with analysis of gut metatranscriptomic sequences

What is behind the magic?

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Page 28: ASaiM: an environment to analyze intestinal microbiota - Demo with analysis of gut metatranscriptomic sequences

Generated outputs

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2015-07-02_19-31/ report.txt quality_estimation/ FastQC/ quality_treatments/ Prinseq/ paired_end_assembly/ FastQ_Join/ rna_sorting/ SortMeRNA/ non_rRNA_taxonomic_assignation/ MetaPhlAn/ protein_ncrna_db_search/ search_against_cog/ Blast/

Page 29: ASaiM: an environment to analyze intestinal microbiota - Demo with analysis of gut metatranscriptomic sequences

Generated outputs

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2015-07-02_19-31/ report.txt quality_estimation/ FastQC/ quality_treatments/ Prinseq/ paired_end_assembly/ FastQ_Join/ rna_sorting/ SortMeRNA/ non_rRNA_taxonomic_assignation/ MetaPhlAn/ protein_ncrna_db_search/ search_against_cog/ Blast/

k__Bacteria  100.0  k__Bacteria|p__Bacteroidetes  95.68413  k__Bacteria|p__Fusobacteria  4.31587  k__Bacteria|p__Bacteroidetes|c__Bacteroidia  92.62004  k__Bacteria|p__Fusobacteria|c__Fusobacteria  4.31587  k__Bacteria|p__Bacteroidetes|c__Flavobacteria  3.06409  k__Bacteria|p__Bacteroidetes|c__Bacteroidia|o__Bacteroidales  92.62004  k__Bacteria|p__Fusobacteria|c__Fusobacteria|o__Leptotrichales  4.31587  k__Bacteria|p__Bacteroidetes|c__Flavobacteria|o__Flavobacteriales  3.06409  k__Bacteria|p__Bacteroidetes|c__Bacteroidia|o__Bacteroidales|f__Bacteroidaceae  88.87376  k__Bacteria|p__Fusobacteria|c__Fusobacteria|o__Leptotrichales|f__Leptotrichales_unclassified  4.31587  k__Bacteria|p__Bacteroidetes|c__Bacteroidia|o__Bacteroidales|f__Porphyromonadaceae  3.74628  k__Bacteria|p__Bacteroidetes|c__Flavobacteria|o__Flavobacteriales|f__Flavobacteriaceae  3.06409  k__Bacteria|p__Bacteroidetes|c__Bacteroidia|o__Bacteroidales|f__Bacteroidaceae|g__Bacteroides  88.87376  k__Bacteria|p__Bacteroidetes|c__Bacteroidia|o__Bacteroidales|f__Porphyromonadaceae|g__Parabacteroides  3.74628  k__Bacteria|p__Bacteroidetes|c__Flavobacteria|o__Flavobacteriales|f__Flavobacteriaceae|g__Cellulophaga  3.06409  k__Bacteria|p__Bacteroidetes|c__Bacteroidia|o__Bacteroidales|f__Bacteroidaceae|g__Bacteroides|s__Bacteroides_unclassified  88.87376  k__Bacteria|p__Bacteroidetes|c__Bacteroidia|o__Bacteroidales|f__Porphyromonadaceae|g__Parabacteroides|s__Parabacteroides_unclassified  3.74628  k__Bacteria|p__Bacteroidetes|c__Flavobacteria|o__Flavobacteriales|f__Flavobacteriaceae|g__Cellulophaga|s__Cellulophaga_unclassified

 3.06409  

Page 30: ASaiM: an environment to analyze intestinal microbiota - Demo with analysis of gut metatranscriptomic sequences

report.txt Executed treatments and some results

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2015-07-02_19-31/ report.txt quality_estimation/ FastQC/ quality_treatments/ Prinseq/ paired_end_assembly/ FastQ_Join/ rna_sorting/ SortMeRNA/ non_rRNA_taxonomic_assignation/ MetaPhlAn/ protein_ncrna_db_search/ search_against_cog/ Blast/

Pretreatments...    Quality  control...      Quality  esOmaOon...        Run  FastQC...      Quality  treatment...        Run  PRINSEQ...          60  bad  sequences  for  R1          979  bad  sequences  for  R2          6136  conserved  sequences  for  R1          5217  conserved  sequences  for  R2    Paired-­‐end  assembly...      Run  FastQ_Join...        3777  joined  sequences        2359  single  sequences  for  R1        1440  single  sequences  for  R2    RNA  sorOng...      Run  SortMeRNA...        1465  rRNA  sequences        2312  non  rRNA  sequences  

Taxonomic  assignaOon...    Non  rRNA  sequence  taxonomic  assignaOon...      Run  MetaPhlAn…    

FuncOonal  assignaOon...    Search  against  protein  and  ncRNA  databases...      Search  against  COG  database...        Run  Blast…  

Page 31: ASaiM: an environment to analyze intestinal microbiota - Demo with analysis of gut metatranscriptomic sequences

Current status

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Core structure Available

7 tools 1 sequence database (COG)

Open-source Documentation

https://asaim.github.io/

ASaiM

Page 32: ASaiM: an environment to analyze intestinal microbiota - Demo with analysis of gut metatranscriptomic sequences

What’s next?

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Short term More detailed reports Addition of visualization tools Tests

Long term

More tools and treatments Better web interface Expert database

Page 33: ASaiM: an environment to analyze intestinal microbiota - Demo with analysis of gut metatranscriptomic sequences

Who is involved?

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CPER consortium Environnement digestif

Page 34: ASaiM: an environment to analyze intestinal microbiota - Demo with analysis of gut metatranscriptomic sequences

Want to try? We need feedback!!

Tools and treatments to add? Ideas?

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http://asaim.github.io/