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Genome Assembly at JGI Alicia Clum Genomic Technologies Workshop JGI User Meeting March 22, 2016

Genome Assembly at JGI

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Page 1: Genome Assembly at JGI

Genome Assembly at JGI

Alicia Clum Genomic Technologies Workshop JGI User Meeting March 22, 2016

Page 2: Genome Assembly at JGI

Outline

• Overview •  Improving assemblies with long

read technology •  Future improvements

3/23/16 2

Page 3: Genome Assembly at JGI

Outline

• Overview •  Improving assemblies with long

read technology •  Future improvements

3/23/16 3

Page 4: Genome Assembly at JGI

Genome assembly review

3/23/16 4

Genomic DNA

fragmentation

Library creation

Sequencing

Assemble reads

Page 5: Genome Assembly at JGI

Overview of assembly at JGI

ProgramSize (MB) LibrariesAssembler

Target assemblies / year

Microbe 5 1 SPAdes/ HGAP 1,330

Fungi 10's 1 ALLPATHS-LG/ Falcon 160

Plant100-10

000 3+

Arachne/ ALLPATHS-LG/Falcon 20

Metagenome10-100

00 1 MEGAHIT 825

Page 6: Genome Assembly at JGI

Challenges in genome assembly

• Repeat content • Genome size • GC content • DNA quality

and quantity •  Ploidy

Genome Size (MB)

Rep

eat C

onte

nt

Fungal Repeat Content vs Genome Size (MB)

•  37 MB median genome size •  9% median repeat content

Page 7: Genome Assembly at JGI

Making assemblies better

Page 8: Genome Assembly at JGI

Outline

• Overview •  Improving assemblies with long

read technology •  Future improvements

3/23/16 8

Page 9: Genome Assembly at JGI

Microbial drafts- number of contigs by data type

Num

ber o

f con

tigs

Illumina fragment

PacBio 10kb

Data Type

Median=43 N=1203

Median=2 N=216

Page 10: Genome Assembly at JGI

Overview of Assembly at JGI

ProgramSize (MB) LibrariesAssembler

Target genomes / year

Microbe 5 1 SPAdes/ HGAP 1,330

Fungi 10's 1 ALLPATHS-LG/ Falcon 160

Plant100-10

000 3+

Arachne/ ALLPATHS-LG/Falcon 20

Metagenome10-100

00 1 MEGAHIT 825

Page 11: Genome Assembly at JGI

Timeline - PacBio for fungal genomes

Feb. - First Illumina/PacBio hybrid release (APLG)

2012 2013

May - First PacBio only release (HBAR-DTK)

2014

July – Falcon development begins

summer – JGI Falcon testing begins, first good diploid assemblies

July – daligner work begins

2015

Jan. – Falcon incorporates daligner

Oct. – First Falcon assembly to annotation

Summer -Validated switch to PacBio for fungal assemblies for FY 2016

2016

Page 12: Genome Assembly at JGI

Can a single PacBio library approach produce better fungal assemblies?

Genome Size (MB)Repeat Content (%)PloidyClavicorona pyxidata 43 14 diploidByssothecium circinans 48 15 haploidClathrospora elynae 45 47 haploidLindgomyces ingoldianus 66 20 diploid

1 Illumina fragment library

1 Illumina 4kb mate-pair library

10 kb AMPure PacBio library

ALLPATHS-LG Falcon

4 fungal genomes (~5 ug DNA each)

Image Credit: Laszlo Nagy, Manfred Binder, Pedro Crous, David Culley

Page 13: Genome Assembly at JGI

PacBio assemblies have fewer contigs

0

500

1000

1500

2000

2500

Clavicorona pyxidata

Byssothecium circinans

Clathrospora elynae

Lindgomyces ingoldianus

Con

tigs

(N)

Genome

Number of Contigs

PacBio

Illumina

Page 14: Genome Assembly at JGI

PacBio assemblies produce longer contigs

0 100 200 300 400 500 600 700 800

Clavicorona pyxidata

Byssothecium circinans

Clathrospora elynae

Lindgomyces ingoldianus

Con

tig L

50 (k

b)

Genome

Contig L50

PacBio

Illumina

Page 15: Genome Assembly at JGI

PacBio assemblies are larger

•  larger assembled genome sizes representing assembled repeat content

0 10 20 30 40 50 60 70 80

Clavicorona pyxidata

Byssothecium circinans

Clathrospora elynae

Lindgomyces ingoldianus

Ass

embl

ed S

ize

(MB

)

Genome

Assembled Genome Size

PacBio

Illumina

Page 16: Genome Assembly at JGI

PacBio assembles more repeat content

0

10

20

30

40

50

60

Basme Boled Hesve Lacbi Lizem Pirfi

Mas

ked

Sequ

ence

(%)

Genome

Percent of Assembled Genome Repeat Masked

PacBio

Illumina

Median difference of 7 % between how much sequence is masked in Illumina vs. PacBio

Data courtesy of the fungal annotation team

Page 17: Genome Assembly at JGI

PacBio only assembly now implemented for fungal assembly Genomic

DNA

Short insert fragment (270bp)

Random fragmentation

Paired-end short insert

reads (millions)

Library Creation

Sequencing

Assemble reads

Long fragment (10kb)

Long reads (~100,000)

Illumina PacBio

Page 18: Genome Assembly at JGI

Outline

• Overview •  Improving assemblies with long

read technology •  Future improvements

3/23/16 18

Page 19: Genome Assembly at JGI

Courtesy: Jason Chin

Page 20: Genome Assembly at JGI

Courtesy: Jason Chin

(Clavicorona pyxidata HHB10654)

Managed to phase >50% of the genome. JGI data with current Falcon is at < 25%.

Page 21: Genome Assembly at JGI

Conclusions

•  Assembly pipelines vary by program and input data

•  Long read technology and assembly algorithm development have improved assembly results

•  Continued efforts for further improvements

Page 22: Genome Assembly at JGI

Acknowledgments

3/23/16 22

JGI Alex Copeland Igor Grigoriev & Fungal Annotation Group Chris Daum & Sequencing Technologies Group Genome Assembly & QA/QC Groups Pacific Biosciences Jason Chin Paul Peluso David Rank Kristi Spittle

Page 23: Genome Assembly at JGI

Supplement

3/23/16 23

Page 24: Genome Assembly at JGI

Long Reads Span Common Repetitive Elements

3/23/16 24

Example for the Input Data: Length Distribution of the Pre-assembled Reads For Assembly

6

Transposons

45S rDNAs

Retrotransposons

Common repeat element lengths

Methods for pre-assembly consensus: Genome Biology 2013, 14:R101 S. Koren, et al. Nature Methods 10, 563–569 (2013), C.-S. Chin, et al.

Acc. > 99%

PacBio Read Length Distribution

Page 25: Genome Assembly at JGI

>10kb AMPure Subread Lengths

L50 subread lengths range from 3.3 kb-6.5 kb

Page 26: Genome Assembly at JGI

Evaluating Assemblers

3/23/16 26