from dna preparation to the assembly, trying to get the

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1 http://get.genotoul.fr http://get.genotoul.fr [email protected] @get_genotoul From DNA preparation to the assembly, trying to get the best of the MinION Catherine Zanchetta & Maxime Manno France Génomique Bordeaux 22-23 Juin 2017

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Page 1: From DNA preparation to the assembly, trying to get the

1 http://get.genotoul.fr

http://[email protected]

@get_genotoul

From DNA preparation to the assembly, trying to get the best of

the MinIONCatherine Zanchetta & Maxime Manno

France Génomique Bordeaux 22-23 Juin 2017

Page 2: From DNA preparation to the assembly, trying to get the

2 http://get.genotoul.fr2

GeT

Genomics and Transcriptomics (GeT) Platform of Genotoul hosted by

A strong partnership with a bioinformatics core facility

A node of the National Distributed Infrastructure « France Génomique » 60 M€ / 8 y)

Quality certifications ISO9001 & NFX 50 900, Propel

Core Facility

Page 3: From DNA preparation to the assembly, trying to get the

3 http://get.genotoul.fr3

GeT

35 people on 5 sites• Experts in Agronomy, Environment, Microbiology, Health

• Competence in biology, bioinformatics, biostatistics

Team and expertise

Page 4: From DNA preparation to the assembly, trying to get the

4 http://get.genotoul.fr4

GeT-PlaGe

More than 140 laboratories in 2016 (INRA, CNRS, INSA, INSERM, CHU, CIRAD …)

• More than 240 research teams

• More than 360 projects

• >2M€ of activity

10 R&D projects• Chromium, MinION, Chipseq, methylation, HIC…

19 Research projects (ANR, INCA, H2020 …)

91 Publications as co-author since 2010

Activity

Projects

Page 5: From DNA preparation to the assembly, trying to get the

5 http://get.genotoul.fr5

GeT-PlaGeNGS technologies

Illumina : MiSeq + HiSeq 3000

10x genomics : Chromium

Pacbio : RSII

ONT : MinION

Short reads

Synthetic long reads

Long reads

Pauline HeuillardWhole genome sequencing

de 10X Genomics : les premiers tests

Céline VandecasteeleDirect detection of DNA

methylation during SMRT sequencing with PacBio

RSII

Baptiste MayjonadeExemples d’une bactérie

phytopathogène et d’Arabidopsis thaliana

Page 6: From DNA preparation to the assembly, trying to get the

6 http://get.genotoul.fr6

ONT offerLibrary preparation kits for DNA

Fast lib prep : 10 minutesVery long reads

1-2 daysHigh yield (2-15 Gb / FC)

1-2 daysHigh yield (2-15 Gb / FC)

Low yield (200 – 500 Mb) Important amount of DNA required Important amount of DNA required

Rapid kit 1D kit 1D² kit

% of sequences in 1D² ?

Shearing Size selection

Optional

Page 7: From DNA preparation to the assembly, trying to get the

7 http://get.genotoul.fr7

Library preparation

Shearing

Size selection

Long fragments : suitable library preparation

Good practices

gtube Megaruptor

Blue Pippin8,1Gb

2,6Gb

Page 8: From DNA preparation to the assembly, trying to get the

8 http://get.genotoul.fr8

Assesment of the technologyDNA quality

0

10000

20000

0 20000 40000

A B

Size (bp)

0

10000

20000

30000

0 20000 40000

ReadsLibrary Blue PippinCutoff

RFU

or

Nu

mb

er

of

read

s

RFU

or

Nu

mb

ero

f re

ads

Size (bp)

9,3Gb run

3,3Gb run

1000 10000 100000 1000 10000 100000

Size (bp) Size (bp)

A260/280 : 1,94A260/260: 1,97

A260/280 : 1,91A260/260: 2,03

Contaminant

- Less sensitive than the Pacbio- Might have an impact (lib prep

/ sequencing)

Page 9: From DNA preparation to the assembly, trying to get the

9 http://get.genotoul.fr9

Assesment of the technologyDNA quality

Extraction : key step

- Column- Plugs- Phenol/chlo

Page 10: From DNA preparation to the assembly, trying to get the

10 http://get.genotoul.fr10

Assesment of the technology

New MinKNOW version : Same amount of DNA, better yield

Number of molecules : long reads needed→ high amount of DNA required

DNA quantity

Example : 8 Gb

8 kb = 1,5 µg50 kb = 10 µg50 kb (size selection) = 20 – 30 µg

Page 11: From DNA preparation to the assembly, trying to get the

11 http://get.genotoul.fr11

Assesment of the technologyWhen will I get my results ?

Sequencing(MinKNOW)

Basecalling(Albacore)

Assembly(Canu)

Polishing(Pilon)

Day1 Day9

Day1 Day7

Min

ION

Pac

bio Sequencing

+Basecalling

Assembly+

Polishing

Library preparation

Library preparation

Example of a bacterial genome assembly :Same quantity of data / Same informatics resources

- Faster & Cheaper1 lib = 1 FC

- More robust- Able to run in Multiplex- Beads (1D protocol) : limit for very high

molecular weigh DNA (> 60kb)→ rapid kit / ratio transposase

Page 12: From DNA preparation to the assembly, trying to get the

12 http://get.genotoul.fr12

Informatic pipeline 1/2Bacterial genome : 5Mb, 1D+ protocol

SEQUENCING – MinKNOW

→ Output : Raw Data

Type : .fast5

Quantity : 226 Go

Duration : 2 days

BASECALLING (and DEMULTIPLEXING) -Albacore

→ Output : Raw Data + Calling

Type : .fast5

Quantity : 1.3 To

Duration : 3 days

Ressources : 24 threads (2G mem/thread)

EXTRACTION - Poretools

→ Output : Calling

Type : .fastq

Quantity : 18 Go

Duration : 1 hour

Ressources : 10 threads (2G mem/thread)

DNA

FASTQ

Page 13: From DNA preparation to the assembly, trying to get the

13 http://get.genotoul.fr13

Informatic pipeline 2/2Bacterial genome : 5Mb, 1D+ protocol

ASSEMBLING - Canu

→ Output : Assembly

Type : .fasta(q)

Quantity : 0,5 Go

Duration : 3 hours

Ressources : 8 threads (2G mem/thread)

ILLUMINA POLISHING – Pilon

→ Output : Polished.assembly

Type : .fasta(q)

Duration : 1 day

Ressources : 8 threads (2G mem/thread)

FASTQ

CONTIG

Page 14: From DNA preparation to the assembly, trying to get the

14 http://get.genotoul.fr14

Assembly qualityAccuracy of raw data on reference genome and completness with BUSCO

Technology Accuracy

Illumina 99.7 %

Pacbio 81.3 %

MinION Albacore V0 81.0 %

MinION Albacore V1 86.3 %

Assembly sets % Complete genes % Fragmented genes % Missing genes

MinION-CANU 12.2 27 60.8

MinION-nanopolish 71.6 15.5 12.9

MinION-pilon 95.3 0 4.7

Pacbio-hgap3 95.3 0 4.7

Example of a bacterial genome assembly5Mb

Ref : Pacbio assembly (CANU)

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15 http://get.genotoul.fr15

Complex genomeGanoderma boninense – Oil palm pathogen

2 nucleusHeterozygous

Illumina results :

Repeated regions > 10 kb

50 Mb

Number of contigs 10164

Longest contig 170 kb

N50 contig lenght 12 Kb

L50 contig count 1367

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16 http://get.genotoul.fr16

Assembly qualityAccuracy of raw data on reference genome and completness with BUSCO

Exemple of a more complexmushroom genome assembly

50MbRef : Pacbio assembly (CANU)

Assembly + CorrectionPacbio (CANU + Quiver)

Nanopore (CANU + Pilon)

~500 contigs

Pacbio Nanopore

Library prep 5 days (€€€€) 1 day (€)

Reagents 6 SMRT 1 FC

Quantity of data 4.4 Gb 4.3 Gb

Ref + Alt Ref + Alt

Genes complete 92 % 89 %

Proteins found 89 % 86 %

WindowMakerHaplomerger1x Pilon

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17 http://get.genotoul.fr17

Long homopolymers issueIs the new tranducer basecaller correct this problem ?

1

10

100

1000

10000

100000

1000000

10000000

100000000

1E+09

1E+10

2 3 4 5 6 7 8 9 10 +10

Albacore V0 - filtered

Albacore V1 - filtered

Ref-genome_equivalent-coverage

Ho

mo

po

lym

er

cou

nt

Homopolymer lenght

Page 18: From DNA preparation to the assembly, trying to get the

18 http://get.genotoul.fr18

And next ?

Basecalling 1D^2 :

Still running after 14 days withAlbacore v1.2.1.

ONT seems to have manyproblems to correctly BC 1D^2 reads

New chemistry : 1D² / R9.5

8kb, 150ng

8kb, 630ng

1D² : R9.5 / MinKNOW 1.6.11 / Albacore 1.1.01D : R9.4 / MinKNOW 1.1 / Albacore 1.0.1

Page 19: From DNA preparation to the assembly, trying to get the

19 http://get.genotoul.fr19

Conclusion

MinION technology : Long DNA fragments = long reads

To go further and improve genomes assembly :

scaffolding technologies (10X Genomics, BioNano)…

Sample Extraction Lib Prep Sequencing Bio informatics Bio statistics

Technology N50

PacBio (RSII 70 x) 3.2 Mb

+ Bionano (2 enzymes) 32 Mb

+ Chromium + Illumina(100x)

45 Mb

Tomato genome

Page 20: From DNA preparation to the assembly, trying to get the

20 http://get.genotoul.fr20

Thanks !

Céline Vandecasteele, Claire Kuchly,

Cécile Donnadieu, Olivier Bouchez, Gérald Salin,

Denis Milan, Alain Roulet, Céline Roques

Christophe Klopp, Didier Laborie, Marie-Stephane Trotard

Frédéric Breton, Alexandra Vaillant, Leatizia Camus-Kulandaivelu

Tan joon sheong, Sharifah Shahrul Rabiah Syed Alwee, Kwan Yen Yen

Baptiste Mayjonade, Jérôme Gouzy, Fabrice Roux

Guillaume Croville, Jean-luc Guerin

Caroline Callot, Stéphane Cauet, Hélène Berges

Corinne Cruaud

Mohammed Zouine, Pierre Frasse, Mondher Bouzayen