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Study of the microbial flora of freshwater and seawater fish filets in different packaging conditions by metagenomic analysis targeted on the 16S ribosomal DNA

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Study of the microbial flora of freshwater and

seawater fish filets in different packaging conditions by metagenomic analysis targeted on the 16S

(2)

Plan

1. General Context

2. Aim of the study and analyzed samples 3. Results

4. Others samples 5. Conclusions

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Context

Fish is spoiling rapidely

caused by bacterial flora

Pangasius

(4)

Food microbiological analysis

Detection methods (P/A in x g))

– Only for bacterial pathogens

– Always enrichment necessary

Counting methods (cfu/g)

– Available for some indicator flora

– Available for some bacterial pathogens 4 Detection 24 H 3-7 J Counting

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Metagenomics High throughput DNA sequencing Raw data Mothur Blast Perl script Normalisation Food samples DNA extractions Amplification/preparation of libraries Classical microbiological analysis Data analysis B io inf o rm at ic an al ysi s B ac te ri al 16S r RN A ge ne am pl if ic at io n an d ba rc o de d py ro se qu enc ing - 40 Mb data - 100.000 sequences / run - 3 days for one run

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Why metagenomics ?

5 à 10.000 sequences / sample

Bacterial diversity profile

Metagenomics Classical microbiology

1 colony 1 analysis 1 bacterial identification 20 colonies 20 analysis 20 bacterial identifications

But are they the ones being sought ??

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Analyzed samples:

classical microbiology and metagenomic analysis classical microbiology and metagenomic analysis

Day of packaging End of the shelf life End of the shelf life Plastic wrap MAP

Seawater: Eglefin

Day 2 Day 0

Day 6

Day of packaging End of the shelf life End of the shelf life Plastic wrap MAP

Freshwater: Pangasius

Day 5 Day 0

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The aim of the study

Validation of the shelf life

Identification of flora involved in the fish from

freshwater and seawater

Day of packaging End of the shelf life End of the shelf life

Plastic wrap MAP

Pangasius Eglefin

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Results

With classical microbiology:

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Results

With metagenomics :

45 different bacteria species identified for the

pangasius

• 43 different bacteria species identified for the haddock

• Significant variations of the initial flora at the end of the shelf life depending of the fish and packaging

• Relation between spoilage and the activity of some bacterial species

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Conclusions

• Few informations with classical microbiology

• Identification and quantification of all bacteria species is now possible with metagenomics

• Evaluation of specific function of micro organisms on food products => expertise

Metagenomic tools could adequately determine the duration of shelf-life Metagenomic tools could adequately

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Perspectives

Knowing and controlling the total supply chain who can influence the total shelflife

Raw material biology ( wild catch – farmed )Hygiene ( PR programs)

Temperature ( PR programs)

Carnobacterium strains could be added on such lightly

preserved product

• Environmental factors could be modified (pH, lactic acid, packaging)

(15)

Others samples

• Food samples

• Sillages

• Intestinal flora from guts of animals

• Sea water

• Seeds

• Virus

(16)

Acknowledgments

• Pr Georges Daube

• Dr Carine Nezer

• Dr Bernard Taminiau

• Mlle Celine Ferauche

• Mr Jean Yves François

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Keywords: Computational Statistics, High-dimensional data, Dimension reduction, Compression, Variable selection, Logistic regression, Sparse Partial Least Squares, Probabilistic