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Improving and validating the Atlantic Cod
genome assembly using error-corrected
as well as raw PacBio reads
Lex Nederbragt, NSC and CEES
lex.nederbragt@ibv.uio.no
@lexnederbragt

OK
Acknowledgements
University of Oslo

Sequencing team NSC

Ole Kristian Tøressen
Kjetill Jakobsen
Sissel Jentoft
Cod genome group

Jason Miller, JCVI

Pacific Biosciences
The Atlantic cod genome project
Cod: the genome
850 million bases (Mbp )

‘Wild-caught’

Heterozygote

*

*

*
Cod: phase 1
454 sequencing

(Sanger sequencing)
N50
50% of the genome is in contigs as large as the N50 value

1000 bp genome

Sum
400
445
490
520
N50

Courtesy of Michael Schatz, CSHL
Cod: phase 1
(Sanger sequencing)

454 sequencing

Phase 1 assembly
157 887 sequences
753 Mbp of 830 Mbp
N50 460 kbp
Scaffold

N50 2.8 kbp
contig

gap
Cod: phase 1

6467 scaffolds

35% gap bases
The causes

Short Tandem Repeats (>20% of gaps)
The causes
Heterozygosity?

Polymorphic contig 2

Contig 1

Contig 4
Polymorphic contig 3
Cod: phase 2
New data
Illumina sequencing
Paired end
>200x
Mate Pair 5kb >100x

Improved/new software
Cod: phase 2 goal

23 pseudochromosomes

Longer contigs

Below 5% gap bases
Phase 2 goal
Scaffold N50 1 Mbp
Contig N50 15 kbp
Cod: phase 2 programs

Zhang et al. PLoSOne 2011
Cod phase 2: status
Contig
N50

gaps

scaffold
N50

15 kbp

<5%

1.5 Mbp

Celera, 454 + Ilmn

9 kbp

5%

too short

Newbler, 454

6 kbp

24%

OK

Goal
Enter PacBio
SMRTBell'template'

Sequencing
Standard'Sequencing'

Large&
Sizes&
Large Insert& Sizes
Insert

Aim for looooong insert sizes
Circular'Consensus'Sequencing'

SMRT® Technology

Small&
Insert&
Sizes&

Chemistry Coverage

Av. Raw
length

C2

Photo: Tore Oldeide Elgvin

3.2x

4.6 kb

XL-XL

3.5x

5.1 kb

TOTAL
3

3.0 kb

C2-XL
147 SMRT Cells

9.2x

15.9x
Error-correction
Celera Assembler merTrim

PacBioToCa (Koren et al)

13.7x

27x

+

+
234x

27x

 9x (67%) recovered
Using PacBio reads
PacBio reads for cod

Error-corrected
reads
Assembly improvement
Celera

Assembly validation

blasr

De novo assembly

Celera

Raw
reads
PBJelly
blasr
bridgemapper
PacBio reads for cod

Error-corrected
reads
Assembly improvement
PBJelly

Assembly validation

blasr

De novo assembly

Celera

Raw
reads
PBJelly
blasr
bridgemapper
PacBio reads for cod

Error-corrected
reads
Assembly improvement
PBJelly

Assembly validation

blasr

De novo assembly

Celera

Raw
reads
PBJelly
blasr
bridgemapper
PacBio reads for cod

Error-corrected
reads
Assembly improvement
PBJelly

Assembly validation

blasr

De novo assembly

Celera

Raw
reads
PBJelly
blasr
bridgemapper
Assembly improvement: corrected reads
N50
Goal
Celera, 454 reads
+ corrected PacBio + PBJelly

gaps

15 kbp

<5%

9 kbp

5%

11 kbp

1.5%
PacBio reads for cod

Error-corrected
reads
Assembly improvement
PBJelly

Assembly validation

blasr

De novo assembly

Celera

Raw
reads
PBJelly
blasr
bridgemapper
Assembly improvement: raw reads
N50
Goal
Newbler, 454
+ raw PacBio + PBJelly

gaps

15 kbp

<5%

6 kbp

24%

30 kbp

20%
Assembly improvement: raw reads
N50
15 kbp

+ raw PacBio + PBJelly

Too good to be true?

5%

46 kbp

Celera, 454 + Ilmn

<5%

9 kbp

Goal

gaps

1.5%
PacBio reads for cod

Error-corrected
reads
Assembly improvement
PBJelly

Assembly validation

blasr

De novo assembly

Celera

Raw
reads
PBJelly
blasr
bridgemapper
Assembly validation

Sequence
Assembly validation

Sequence
Coverage

Aligned raw Pacbio reads
Assembly validation

Sequence
Coverage

Aligned raw Pacbio reads

Aligned corrected Pacbio reads
Assembly validation
Newbler scaffold

Corrected
pacbio reads

Raw
pacbio reads

308 bp gap

(TG)n repeat

(TG)n repeat
Assembly validation
Newbler scaffold

Raw
pacbio reads

939 bp gap

(AG)n repeat

Heterozygous region
Assembly validation

Raw
pacbio reads

Celera scaffold

Misassembly?
PacBio reads for cod

Error-corrected
reads
Assembly improvement
PBJelly

Assembly validation

blasr

De novo assembly

Celera

Raw
reads
PBJelly
blasr
bridgemapper
Assembly validation: bridgemapper (beta)
Split alignments

structural variation

misassemblies
bridgemapper (beta) on E. coli
Positions in the contig color coded

Illumina + velvet
bridgemapper (beta) on cod

s05514

2510 bp gap

Point to a 2350 bp scaffold
bridgemapper (beta) on cod

2145 bp gap

s08737
Point to a 3 kbp scaffold
PacBio reads for cod

Error-corrected
reads
Assembly improvement
PBJelly

Assembly validation

blasr

De novo assembly

Celera

Raw
reads
PBJelly
blasr
bridgemapper
Assembly with error-corrected reads
Contig
N50
15 kbp

CA + corrected PacBio
+ 454 mates
1.4 times genome size
 underassembled

5%

too short

8 kbp

Celera Assembly

<5%

9 kbp

Goal

gaps

2%

very short

scaffolds
The improved Atlantic cod genome:
status

http://en.wikipedia.org
Newbler plus Celera
Celera: Long contigs, short scaffolds
Scaffold

gap
contig

Slide courtesy of Ole Kristian Tøressen
Newbler plus Celera
Celera: Long contigs, short scaffolds
Scaffold

gap
contig

Newbler: Short contigs, long scaffolds
Scaffold

contig

gap

Slide courtesy of Ole Kristian Tøressen
Newbler plus Celera
Celera: Long contigs, short scaffolds
Scaffold

gap
contig

Newbler: Short contigs, long scaffolds
Scaffold

contig

gap

Combined: Long contigs, long scaffolds
gap

Scaffold
contig

Slide courtesy of Ole Kristian Tøressen
Adding PacBio
Closed gap

Reduced gap
Using PBJelly
PacBio reads

Contig
Scaffold

Slide courtesy of Ole Kristian Tøressen
Polishing the assembly

454 and Illumina reads

Contig
Scaffold
Contig N50: 30 - 40 kbp
Scaffold N50: 1 - 1.5 Mbp

Slide courtesy of Ole Kristian Tøressen
Imageby Mathieu Thouvenin http://www.flickr.com/photos/mathoov/4681491052/
PacBio reads for cod

Error-corrected
reads
Assembly improvement
PBJelly

Assembly validation

blasr

De novo assembly

Celera

Raw
reads
PBJelly
blasr
bridgemapper
PacBio reads for cod

Error-corrected
reads
Assembly improvement
PBJelly

Assembly validation

blasr

De novo assembly

Celera

Raw
reads
PBJelly
blasr
bridgemapper
Celera
Assembly
Contig
N50
15 kbp

CA + corrected PacBio
+ 454 mates
CA + raw PacBio reads + 454 mates

1.6 times genome size
 underassembled

<5%

8 kbp

Goal

gaps

2%

very short

38 kbp

<1%

very short

scaffolds
Lessons learned from PacBio reads
Cod genome
Heterozygous:
Large polymorphism
(100’s of bases)

Homozygous

Homozygous

Heterozygous:
Large indel
(100’s of bases)

Homozygous
Atlantic cod version 2

23 pseudochromosomes

Longer contigs

Below 5% gap bases
New annotation
From observation to insight

We need better programs

Mathias Bigge, Ricordisamoa, others (wikimedia commons)

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