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Surya Saha
Sol Genomics Network (SGN)
Boyce Thompson Institute, Ithaca, NY
suryasaha@cornell.edu // Twitter:@SahaSurya
BTI Plant Bioinformatics Course 2016
http://www.acgt.me/blog/2015/3/7/next-generation-sequencing-must-die
1953
DNA
Structure
discovery
1977
2012
Sanger DNA
sequencing by
chain-terminating
inhibitors
1984
Epstein-Barr
virus
(170 Kb)
1987
Abi370
Sequencer
1995
2001
Homo
sapiens
(3.0 Gb)
2005
454
Solexa
Solid
2007
2011
Ion
Torrent
PacBio
Haemophilus
influenzae
(1.83 Mb)
2013
Slide concept: Aureliano Bombarely
Sequencing over the Ages
Illumina
Illumina
Hiseq X
454
3/29/2016 BTI Plant Bioinformatics Course 2016 2
Pinus
taeda
(24 Gb)
2014
Nanopore
MinION
2015
10X
Genomics
First generation sequencing
3/29/2016 BTI Plant Bioinformatics Course 2016 3
Sanger. Annu Rev Biochem. 1988;57:1-28.
Thanks to Nick Loman for the mention
Maxam-Gilbert method
3/29/2016 BTI Plant Bioinformatics Course 2016 4
Maxam-Gilbert method
3/29/2016 BTI Plant Bioinformatics Course 2016 5
http://en.wikipedia.org/wiki/File:Maxam-
Gilbert_sequencing_en.svg
https://www.nationaldiagnostics.com/electrophoresis
/article/maxam-gilbert-sequencing
Sanger method
3/29/2016 BTI Plant Bioinformatics Course 2016 6
Frederick Sanger
13 Aug 1918 – 19 Nov 2013
Won the Nobel Prize for Chemistry in 1958 and
1980. Published the dideoxy chain termination
method or “Sanger method” in 1977
http://dailym.ai/1f1XeTB
Sanger method
3/29/2016 BTI Plant Bioinformatics Course 2016 7
http://en.wikipedia.org/wiki/File:Sanger-sequencing.svg
http://en.wikipedia.org/wiki/File:
Radioactive_Fluorescent_Seq.jpg
First generation sequencing
• Very high quality sequences (99.999% or Q50)
• Very very low throughput
3/29/2016 BTI Plant Bioinformatics Course 2016 8
Run Time Read Length Reads / Run
Total
nucleotides
sequenced
Cost / MB
Capillary
Sequencing
(ABI3730xl)
20m-3h 400-900 bp 96 or 384 1.9-84 Kb $2400
http://www.hindawi.com/journals/bmri/2012/251364/tab1/
Next generation sequencing
3/29/2016 BTI Plant Bioinformatics Course 2016 9
Use the specific technology used
to generate the data
– Illumina Hiseq/Miseq/NextSeq
– Pacific Biosciences RS I/RS II
– Ion Torrent Proton/PGM
– SOLiD
– Oxford Nanopore
3/29/2016 BTI Plant Bioinformatics Course 2016 10
http://www.acgt.me/blog/2015/3/10/next-generation-sequencing-must-
diepart-2
454 Pyrosequencing
One purified DNA
fragment, to one bead, to
one read.
3/29/2016 BTI Plant Bioinformatics Course 2016 11
http://www.genengnews.com/
GS FLX
Titanium
https://mariamuir.com/wp-
content/uploads/2013/04/rip.gif
Illumina
3/29/2016 BTI Plant Bioinformatics Course 2016 12
Output 0.3-15 Gb 20-120 GB 10-1500 GB 900-1800 GB
Number
of Reads/
Flow cell
25 Million 130-400 Million 300 million – 2.5 Billion 3 Billion
Read
Length
2x300 bp 2x150 bp 2x250 - 2x125 bp 2x150 bp
Cost $99K $250K $740K $10M (10 units)
Source: Illumina
2500
3000
4000
500
Illumina
3/29/2016 BTI Plant Bioinformatics Course 2016 13
Output 0.3-15 Gb 20-120 GB 10-1500 GB 900-1800 GB
Number
of Reads/
Flow cell
25 Million 130-400 Million 300 million – 2.5 Billion 3 Billion
Read
Length
2x300 bp 2x150 bp 2x250 - 2x125 bp 2x150 bp
Cost $99K $250K $740K $10M (10 units)
Source: Illumina
2500
3000
4000
$1000 human
genome??
500
Illumina
3/29/2016 BTI Plant Bioinformatics Course 2016 14
Mardis 2008. Annu. Rev. Genomics Hum. Genet. 2008. 9:387–402
Illumina
3/29/2016 BTI Plant Bioinformatics Course 2016 15
Mardis 2008. Annu. Rev. Genomics Hum. Genet. 2008. 9:387–402
Illumina:TruSeqLongRead
3/29/2016 BTI Plant Bioinformatics Course 2016 16
Voskoboynik eLife 2013;2:e00569
Pacific Biosciences SMRT sequencing
Single Molecule Real
Time sequencing
3/29/2016 BTI Plant Bioinformatics Course 2016 17
http://smrt.med.cornell.edu/images/pacbio_library_prep-1.gif
RS II
Sequel
Pacific Biosciences SMRT sequencing
Error correction methods
3/29/2016 BTI Plant Bioinformatics Course 2016 18
Hierarchical genome-assembly
process (HGAP)
English et al., PLOS One. 2012
PBJelly
Pacific Biosciences SMRT sequencing
Error correction methods
3/29/2016 BTI Plant Bioinformatics Course 2016 19
PBcRPipeline
3/29/2016 Centre for Agricultural Bioinformatics, Pusa 20
Pacific Biosciences SMRT sequencing
Read Lengths
Oxford Nanopore
3/29/2016 Centre for Agricultural Bioinformatics, Pusa 21
https://www.nanoporetech.com/
http://erlichya.tumblr.com/post/66376172948/hands-on-
experience-with-oxford-nanopore-minion
http://halegrafx.com/vector-art/free-vector-despicable-me-minions/
3/29/2016 BTI Plant Bioinformatics Course 2016 22
Next generation sequencing
3/29/2016 BTI Plant Bioinformatics Course 2016 23
Run Time Read Length Quality
Total
nucleotides
sequenced
Cost /MB
454
Pyrosequencing
24h 700 bp Q20-Q30 1 GB $10
Illumina Miseq 27h 2x300bp > Q30 15 GB $0.15
Illumina Hiseq
2500
1 - 10days 2x250bp >Q30 3000 GB $0.05
Ion torrent 2h 400bp >Q20 50MB-1GB $1
Pacific
Biosciences
30m - 4h 10kb - >40kb
>Q50 consensus
>Q10 single
500 - 1000MB
/SMRT cell
$0.13 - $0.60
http://www.hindawi.com/journals/bmri/2012/251364/
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3431227
Note: Some figures might be out of date
Long range scaffolding
3/29/2016 BTI Plant Bioinformatics Course 2016 24
Hi-C Crosslinking
3/29/2016 BTI Plant Bioinformatics Course 2016 25
3/29/2016 BTI Plant Bioinformatics Course 2016 26
http://mms.businesswire.com/media/20150225005296/en
/454639/5/GemCodePlatform.jpg
• Long read information from short reads
using 14bp bar codes
• Very low input DNA (ng) and 20 minute
library preparation time
• 1ng of DNA is split across 100,000 Gel
Coated Beads (GEMs)
• Chromium instrument for single-cell
RNAseq
GemCode
3/29/2016 BTI Plant Bioinformatics Course 2016 27
http://mms.businesswire.com/media/20150225005296/en
/454639/5/GemCodePlatform.jpg
GemCode
http://www.nature.com/nbt/journal/v34/n3/full/nbt.3432.html
3/29/2016 BTI Plant Bioinformatics Course 2016 28
http://www.bionanogenomics.com/technology/why-genome-mapping/
3/29/2016 BTI Plant Bioinformatics Course 2016 29
Human MHC map
• Sample prep requires very high molecular weight DNA
• Nicks at 10 sites / 100kb
• Individual molecules are assembles into optical maps
• Optical maps and sequences are merged in a hybrid assembly
http://www.bionanogenomics.com/technology/why-genome-mapping/
Many Others..
• Ion Torrent Proton/PGM
• Supporting technologies
– Nabsys
– OpGen
– Fluidigm
3/29/2016 BTI Plant Bioinformatics Course 2016 30
http://nextgenseek.com/2012/11/did-you-know-there-are-
at-least-14-next-gen-sequence-technology-companies/
Sequencing Trends
3/29/2016 BTI Plant Bioinformatics Course 2016 31
https://www.google.com/trends/
3/29/2016 BTI Plant Bioinformatics Course 2016 32
0
5000
10000
15000
20000
25000
30000
35000
2008 2009 2010 2011 2012 2013 2014 2015
Number of Publications
Illumina Pacific Biosciences Roche 454 Ion Torrent
-2000
-1000
0
1000
2000
3000
4000
5000
6000
2009 2010 2011 2012 2013 2014 2015
Increase in Number of Publications
Illumina Pacific Biosciences Roche 454 Ion Torrent
0.00%
20.00%
40.00%
60.00%
80.00%
100.00%
120.00%
2009 2010 2011 2012 2013 2014 2015
% Increase in Number of Publications
Pacific Biosciences Roche 454 Ion Torrent
Real cost of Sequencing!!
Sboner, Genome Biology, 2011
3/29/2016 33BTI Plant Bioinformatics Course 2016
3/29/2016 BTI Plant Bioinformatics Course 2016 34
https://genomebiology.biomedcentral.com/articles/10.1186/gb-2011-12-8-125
So What Sequencer Do I Use??
Microbial genome
• Draft genome
– Illumina Miseq (100-130X)
– Illumina Hiseq (<200X)
• Complete genome
– Pacific Biosciences (80-100X)
• Amplicons (16S, ITS)
– Illumina Miseq
Eukaryotic genome
• Denovo assembly
– Pacific Biosciences (70-80X)
– Illumina Hiseq (100X+)
– 10X Genomics
– Bionano
• Genotyping (GBS)
– Illumina Hiseq
• BACs
– Pacific Biosciences
3/29/2016 BTI Plant Bioinformatics Course 2016 35
$$$$ ????
3/29/2016 BTI Plant Bioinformatics Course 2016 36
The diploid
reference
genome
Cornell Sequencing Core
• Illumina Hiseq 2500 (Rapid run and High output)
• Illumina Miseq
• Illumina Nextseq 500
• 10X Genomics GemCode
3/29/2016 BTI Plant Bioinformatics Course 2016 37
http://www.biotech.cornell.edu/brc/g
enomics/services/price-list#overlay-
context=brc/genomics-facility/next-
generation-sequencing
$
$
$
Library Types
Single end
Pair end (PE, 150-300 bp, Fwd:/1, Rev:/2)
Mate pair (MP, 2Kb to 20 Kb)
3/29/2016 38
F
F R
F R 454/Roche
FR Illumina
Illumina
Slide credit: Aureliano Bombarely
BTI Plant Bioinformatics Course 2016
Implications of Choice of Library
3/29/2016 39
Slide credit: Aureliano Bombarely
Consensus sequence
(Contig)
Reads
Scaffold
(or Supercontig)
Pair Read information
NNNNN
Pseudomolecule
(or ultracontig)
F
Genetic information (markers) or Optical maps
NNNNN NN
BTI Plant Bioinformatics Course 2016
Multiplexing Libraries
Use of different tags (4-6 nucleotides) to identify
different samples in the same lane/sector.
3/29/2016 40
Slide credit: Aureliano Bombarely
AGTCGT
TGAGCA
AGTCGT
AGTCGT
AGTCGT
AGTCGT
TGAGCA
TGAGCA
TGAGCA
TGAGCA
AGTCGT
AGTCGT
AGTCGT
AGTCGT
TGAGCA
TGAGCA
TGAGCA
TGAGCA
Sequencing
BTI Plant Bioinformatics Course 2016
Data!!
3/29/2016 BTI Plant Bioinformatics Course 2016 41
Fasta files:
It is a text-based format for representing either nucleotide sequences or peptide
sequences, in which nucleotides or amino acids are represented using single-letter codes.
-Wikipedia
File Formats
3/29/2016 42
Slide credit: Aureliano Bombarely
BTI Plant Bioinformatics Course 2016
Fastq files:
FASTQ format is a text-based format for storing both a biological sequence (usually
nucleotide sequence) and its corresponding quality scores.
-Wikipedia
• Single line ID with at symbol (“@”) in the first column.
• Sequences can be in multiple lines after the ID line
• Single line with plus symbol (“+”) in the first column to represent the quality line.
• Quality ID line may contain ID
• Quality values are in multiple lines after the + line but length is identical to sequence
3/29/2016 43
Slide credit: Aureliano Bombarely
File Formats
BTI Plant Bioinformatics Course 2016
3/29/2016 44
Quality control: Encoding
Fastq files:
!"#$%&'()*+,-./0123456789 Offset by 33 (Phred+33)
KLMNOPQRSTUVWXYZ[]^_`abcdefgh Offset by 64 (Phred+64)
BTI Plant Bioinformatics Course 2016
Quality control: Encoding
3/29/2016 45
!"#$%&'()*+,-./0123456789 Offset by 33 (Phred+33)
KLMNOPQRSTUVWXYZ[]^_`abcdefgh Offset by 64 (Phred+64)
BTI Plant Bioinformatics Course 2016
3/29/2016 46
Quality control: Encoding
http://en.wikipedia.org/wiki/Phred_quality_score
Phred score of a base is:
Qphred = -10 log10 (e)
where e is the estimated error probability of a base
BTI Plant Bioinformatics Course 2016
Pre-processing: Tools
Trimming
• FastQC
• FASTX toolkit
• Trimmomatic
• Scythe
Joining paired-end reads
• fastq-join
• FLASH
• PANDAseq
3/29/2016 47BTI Plant Bioinformatics Course 2016
Thank you!!
3/29/2016 BTI Plant Bioinformatics Course 2016 48

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Sequencing 2016

  • 1. Surya Saha Sol Genomics Network (SGN) Boyce Thompson Institute, Ithaca, NY suryasaha@cornell.edu // Twitter:@SahaSurya BTI Plant Bioinformatics Course 2016 http://www.acgt.me/blog/2015/3/7/next-generation-sequencing-must-die
  • 2. 1953 DNA Structure discovery 1977 2012 Sanger DNA sequencing by chain-terminating inhibitors 1984 Epstein-Barr virus (170 Kb) 1987 Abi370 Sequencer 1995 2001 Homo sapiens (3.0 Gb) 2005 454 Solexa Solid 2007 2011 Ion Torrent PacBio Haemophilus influenzae (1.83 Mb) 2013 Slide concept: Aureliano Bombarely Sequencing over the Ages Illumina Illumina Hiseq X 454 3/29/2016 BTI Plant Bioinformatics Course 2016 2 Pinus taeda (24 Gb) 2014 Nanopore MinION 2015 10X Genomics
  • 3. First generation sequencing 3/29/2016 BTI Plant Bioinformatics Course 2016 3 Sanger. Annu Rev Biochem. 1988;57:1-28. Thanks to Nick Loman for the mention
  • 4. Maxam-Gilbert method 3/29/2016 BTI Plant Bioinformatics Course 2016 4
  • 5. Maxam-Gilbert method 3/29/2016 BTI Plant Bioinformatics Course 2016 5 http://en.wikipedia.org/wiki/File:Maxam- Gilbert_sequencing_en.svg https://www.nationaldiagnostics.com/electrophoresis /article/maxam-gilbert-sequencing
  • 6. Sanger method 3/29/2016 BTI Plant Bioinformatics Course 2016 6 Frederick Sanger 13 Aug 1918 – 19 Nov 2013 Won the Nobel Prize for Chemistry in 1958 and 1980. Published the dideoxy chain termination method or “Sanger method” in 1977 http://dailym.ai/1f1XeTB
  • 7. Sanger method 3/29/2016 BTI Plant Bioinformatics Course 2016 7 http://en.wikipedia.org/wiki/File:Sanger-sequencing.svg http://en.wikipedia.org/wiki/File: Radioactive_Fluorescent_Seq.jpg
  • 8. First generation sequencing • Very high quality sequences (99.999% or Q50) • Very very low throughput 3/29/2016 BTI Plant Bioinformatics Course 2016 8 Run Time Read Length Reads / Run Total nucleotides sequenced Cost / MB Capillary Sequencing (ABI3730xl) 20m-3h 400-900 bp 96 or 384 1.9-84 Kb $2400 http://www.hindawi.com/journals/bmri/2012/251364/tab1/
  • 9. Next generation sequencing 3/29/2016 BTI Plant Bioinformatics Course 2016 9
  • 10. Use the specific technology used to generate the data – Illumina Hiseq/Miseq/NextSeq – Pacific Biosciences RS I/RS II – Ion Torrent Proton/PGM – SOLiD – Oxford Nanopore 3/29/2016 BTI Plant Bioinformatics Course 2016 10 http://www.acgt.me/blog/2015/3/10/next-generation-sequencing-must- diepart-2
  • 11. 454 Pyrosequencing One purified DNA fragment, to one bead, to one read. 3/29/2016 BTI Plant Bioinformatics Course 2016 11 http://www.genengnews.com/ GS FLX Titanium https://mariamuir.com/wp- content/uploads/2013/04/rip.gif
  • 12. Illumina 3/29/2016 BTI Plant Bioinformatics Course 2016 12 Output 0.3-15 Gb 20-120 GB 10-1500 GB 900-1800 GB Number of Reads/ Flow cell 25 Million 130-400 Million 300 million – 2.5 Billion 3 Billion Read Length 2x300 bp 2x150 bp 2x250 - 2x125 bp 2x150 bp Cost $99K $250K $740K $10M (10 units) Source: Illumina 2500 3000 4000 500
  • 13. Illumina 3/29/2016 BTI Plant Bioinformatics Course 2016 13 Output 0.3-15 Gb 20-120 GB 10-1500 GB 900-1800 GB Number of Reads/ Flow cell 25 Million 130-400 Million 300 million – 2.5 Billion 3 Billion Read Length 2x300 bp 2x150 bp 2x250 - 2x125 bp 2x150 bp Cost $99K $250K $740K $10M (10 units) Source: Illumina 2500 3000 4000 $1000 human genome?? 500
  • 14. Illumina 3/29/2016 BTI Plant Bioinformatics Course 2016 14 Mardis 2008. Annu. Rev. Genomics Hum. Genet. 2008. 9:387–402
  • 15. Illumina 3/29/2016 BTI Plant Bioinformatics Course 2016 15 Mardis 2008. Annu. Rev. Genomics Hum. Genet. 2008. 9:387–402
  • 16. Illumina:TruSeqLongRead 3/29/2016 BTI Plant Bioinformatics Course 2016 16 Voskoboynik eLife 2013;2:e00569
  • 17. Pacific Biosciences SMRT sequencing Single Molecule Real Time sequencing 3/29/2016 BTI Plant Bioinformatics Course 2016 17 http://smrt.med.cornell.edu/images/pacbio_library_prep-1.gif RS II Sequel
  • 18. Pacific Biosciences SMRT sequencing Error correction methods 3/29/2016 BTI Plant Bioinformatics Course 2016 18 Hierarchical genome-assembly process (HGAP) English et al., PLOS One. 2012 PBJelly
  • 19. Pacific Biosciences SMRT sequencing Error correction methods 3/29/2016 BTI Plant Bioinformatics Course 2016 19 PBcRPipeline
  • 20. 3/29/2016 Centre for Agricultural Bioinformatics, Pusa 20 Pacific Biosciences SMRT sequencing Read Lengths
  • 21. Oxford Nanopore 3/29/2016 Centre for Agricultural Bioinformatics, Pusa 21 https://www.nanoporetech.com/ http://erlichya.tumblr.com/post/66376172948/hands-on- experience-with-oxford-nanopore-minion http://halegrafx.com/vector-art/free-vector-despicable-me-minions/
  • 22. 3/29/2016 BTI Plant Bioinformatics Course 2016 22
  • 23. Next generation sequencing 3/29/2016 BTI Plant Bioinformatics Course 2016 23 Run Time Read Length Quality Total nucleotides sequenced Cost /MB 454 Pyrosequencing 24h 700 bp Q20-Q30 1 GB $10 Illumina Miseq 27h 2x300bp > Q30 15 GB $0.15 Illumina Hiseq 2500 1 - 10days 2x250bp >Q30 3000 GB $0.05 Ion torrent 2h 400bp >Q20 50MB-1GB $1 Pacific Biosciences 30m - 4h 10kb - >40kb >Q50 consensus >Q10 single 500 - 1000MB /SMRT cell $0.13 - $0.60 http://www.hindawi.com/journals/bmri/2012/251364/ http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3431227 Note: Some figures might be out of date
  • 24. Long range scaffolding 3/29/2016 BTI Plant Bioinformatics Course 2016 24
  • 25. Hi-C Crosslinking 3/29/2016 BTI Plant Bioinformatics Course 2016 25
  • 26. 3/29/2016 BTI Plant Bioinformatics Course 2016 26 http://mms.businesswire.com/media/20150225005296/en /454639/5/GemCodePlatform.jpg • Long read information from short reads using 14bp bar codes • Very low input DNA (ng) and 20 minute library preparation time • 1ng of DNA is split across 100,000 Gel Coated Beads (GEMs) • Chromium instrument for single-cell RNAseq GemCode
  • 27. 3/29/2016 BTI Plant Bioinformatics Course 2016 27 http://mms.businesswire.com/media/20150225005296/en /454639/5/GemCodePlatform.jpg GemCode http://www.nature.com/nbt/journal/v34/n3/full/nbt.3432.html
  • 28. 3/29/2016 BTI Plant Bioinformatics Course 2016 28 http://www.bionanogenomics.com/technology/why-genome-mapping/
  • 29. 3/29/2016 BTI Plant Bioinformatics Course 2016 29 Human MHC map • Sample prep requires very high molecular weight DNA • Nicks at 10 sites / 100kb • Individual molecules are assembles into optical maps • Optical maps and sequences are merged in a hybrid assembly http://www.bionanogenomics.com/technology/why-genome-mapping/
  • 30. Many Others.. • Ion Torrent Proton/PGM • Supporting technologies – Nabsys – OpGen – Fluidigm 3/29/2016 BTI Plant Bioinformatics Course 2016 30 http://nextgenseek.com/2012/11/did-you-know-there-are- at-least-14-next-gen-sequence-technology-companies/
  • 31. Sequencing Trends 3/29/2016 BTI Plant Bioinformatics Course 2016 31 https://www.google.com/trends/
  • 32. 3/29/2016 BTI Plant Bioinformatics Course 2016 32 0 5000 10000 15000 20000 25000 30000 35000 2008 2009 2010 2011 2012 2013 2014 2015 Number of Publications Illumina Pacific Biosciences Roche 454 Ion Torrent -2000 -1000 0 1000 2000 3000 4000 5000 6000 2009 2010 2011 2012 2013 2014 2015 Increase in Number of Publications Illumina Pacific Biosciences Roche 454 Ion Torrent 0.00% 20.00% 40.00% 60.00% 80.00% 100.00% 120.00% 2009 2010 2011 2012 2013 2014 2015 % Increase in Number of Publications Pacific Biosciences Roche 454 Ion Torrent
  • 33. Real cost of Sequencing!! Sboner, Genome Biology, 2011 3/29/2016 33BTI Plant Bioinformatics Course 2016
  • 34. 3/29/2016 BTI Plant Bioinformatics Course 2016 34 https://genomebiology.biomedcentral.com/articles/10.1186/gb-2011-12-8-125
  • 35. So What Sequencer Do I Use?? Microbial genome • Draft genome – Illumina Miseq (100-130X) – Illumina Hiseq (<200X) • Complete genome – Pacific Biosciences (80-100X) • Amplicons (16S, ITS) – Illumina Miseq Eukaryotic genome • Denovo assembly – Pacific Biosciences (70-80X) – Illumina Hiseq (100X+) – 10X Genomics – Bionano • Genotyping (GBS) – Illumina Hiseq • BACs – Pacific Biosciences 3/29/2016 BTI Plant Bioinformatics Course 2016 35 $$$$ ????
  • 36. 3/29/2016 BTI Plant Bioinformatics Course 2016 36 The diploid reference genome
  • 37. Cornell Sequencing Core • Illumina Hiseq 2500 (Rapid run and High output) • Illumina Miseq • Illumina Nextseq 500 • 10X Genomics GemCode 3/29/2016 BTI Plant Bioinformatics Course 2016 37 http://www.biotech.cornell.edu/brc/g enomics/services/price-list#overlay- context=brc/genomics-facility/next- generation-sequencing $ $ $
  • 38. Library Types Single end Pair end (PE, 150-300 bp, Fwd:/1, Rev:/2) Mate pair (MP, 2Kb to 20 Kb) 3/29/2016 38 F F R F R 454/Roche FR Illumina Illumina Slide credit: Aureliano Bombarely BTI Plant Bioinformatics Course 2016
  • 39. Implications of Choice of Library 3/29/2016 39 Slide credit: Aureliano Bombarely Consensus sequence (Contig) Reads Scaffold (or Supercontig) Pair Read information NNNNN Pseudomolecule (or ultracontig) F Genetic information (markers) or Optical maps NNNNN NN BTI Plant Bioinformatics Course 2016
  • 40. Multiplexing Libraries Use of different tags (4-6 nucleotides) to identify different samples in the same lane/sector. 3/29/2016 40 Slide credit: Aureliano Bombarely AGTCGT TGAGCA AGTCGT AGTCGT AGTCGT AGTCGT TGAGCA TGAGCA TGAGCA TGAGCA AGTCGT AGTCGT AGTCGT AGTCGT TGAGCA TGAGCA TGAGCA TGAGCA Sequencing BTI Plant Bioinformatics Course 2016
  • 41. Data!! 3/29/2016 BTI Plant Bioinformatics Course 2016 41
  • 42. Fasta files: It is a text-based format for representing either nucleotide sequences or peptide sequences, in which nucleotides or amino acids are represented using single-letter codes. -Wikipedia File Formats 3/29/2016 42 Slide credit: Aureliano Bombarely BTI Plant Bioinformatics Course 2016
  • 43. Fastq files: FASTQ format is a text-based format for storing both a biological sequence (usually nucleotide sequence) and its corresponding quality scores. -Wikipedia • Single line ID with at symbol (“@”) in the first column. • Sequences can be in multiple lines after the ID line • Single line with plus symbol (“+”) in the first column to represent the quality line. • Quality ID line may contain ID • Quality values are in multiple lines after the + line but length is identical to sequence 3/29/2016 43 Slide credit: Aureliano Bombarely File Formats BTI Plant Bioinformatics Course 2016
  • 44. 3/29/2016 44 Quality control: Encoding Fastq files: !"#$%&'()*+,-./0123456789 Offset by 33 (Phred+33) KLMNOPQRSTUVWXYZ[]^_`abcdefgh Offset by 64 (Phred+64) BTI Plant Bioinformatics Course 2016
  • 45. Quality control: Encoding 3/29/2016 45 !"#$%&'()*+,-./0123456789 Offset by 33 (Phred+33) KLMNOPQRSTUVWXYZ[]^_`abcdefgh Offset by 64 (Phred+64) BTI Plant Bioinformatics Course 2016
  • 46. 3/29/2016 46 Quality control: Encoding http://en.wikipedia.org/wiki/Phred_quality_score Phred score of a base is: Qphred = -10 log10 (e) where e is the estimated error probability of a base BTI Plant Bioinformatics Course 2016
  • 47. Pre-processing: Tools Trimming • FastQC • FASTX toolkit • Trimmomatic • Scythe Joining paired-end reads • fastq-join • FLASH • PANDAseq 3/29/2016 47BTI Plant Bioinformatics Course 2016
  • 48. Thank you!! 3/29/2016 BTI Plant Bioinformatics Course 2016 48