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Single Molecule, Real-Time Sequencing of 
Full-length cDNA Transcripts 
FIND MEANING IN COMPLEXITY 
© Copyright 2012 by Pacific Biosciences of California, Inc. All rights reserved. 
Tyson Clark 7/11/14
Single Molecule, Real-Time (SMRT) DNA Sequencing 
PacBio RS II
P5-C3 Sequencing Chemistry
Transcript Diversity
Current State of Transcript Assembly 
“The way we do RNA-seq now 
is… you take the transcriptome, 
you blow it up into pieces and 
then you try to figure out how 
they all go back together 
again… If you think about it, it’s 
kind of a crazy way to do 
things”. 
Michael Snyder 
Stanford University 
Tal Nawy (2013) End-to-end RNA sequencing, 
Nature Methods 10: 1144–1145 
Ian Korf (2013) Genomics: the state of the art in 
RNA-seq analysis. Nature Methods 10: 1165-1166.
PacBio Iso-Seq for High-quality, Full-length Transcripts 
1 2 3 4 5 
PolyA mRNA 
AAAAA 
AAAAA 
AAAAA 
AAAAA 
cDNA synthesis 
with adapters 
AAAAA 
TTTTT 
AAAAA 
TTTTT 
AAAAA 
TTTTT 
AAAAA 
TTTTT 
a b 
AAAAA 
TTTTT 
AAAAA 
TTTTT 
AAAAA 
TTTTT 
AAAAA 
TTTTT 
Size partitioning & 
PCR amplification 
SMRTbell 
ligation 
PacBio RS II 
Sequencing 
Experimental Pipeline 
(AAA)n 
Reads of Insert Informatics Pipeline 
Clean 
sequence 
reads 
Remove adapters 
Remove artifacts 
Reads 
clustering 
5’ 
UTR Coding sequence 3’ 
UTR 
Isoform 
clusters 
Experimental pipeline Informatics pipeline 
AAAAA 
polyA 
tail 
(TTT)n 
Nonredundant 
transcript 
isoforms 
Consensus 
calling 
AAAAA 
cDNA synthesis 
with adapters 
Quality 
filtering 
Final isoforms 
PacBio raw 
sequence 
reads 
Raw 
5’ primer 3’ primer 
Map to 
PacBio raw 
sequence reads 
sequence reads 
Isoform clusters 
Nonredundant 
transcript isoforms 
reference genome 
Figure 1 
AAAA 
AAAA 
AAAAA 
AAAAA 
AAAAA 
Size partitioning & 
PCR amplification 
SMRTbell ligation 
RS sequencing 
Remove adapters 
Remove artifacts 
Clean 
Reads clustering 
Quality filtering 
Final isoforms 
TTTT 
TTTT 
Consensus calling 
Map to reference genome 
Evidence-based gene models 
polyA mRNA 
AAAA 
AAAA 
TTTT 
TTTT 
AAAA 
TTTT 
AAAA 
TTTT 
AAAA 
TTTT 
AAAA 
TTTT 
Evidenced-based 
gene models 
(AAA)n 
(TTT)n 
SMRT adapter 
6 7 8 9 10 
SMRT adapter 
https://github.com/PacificBiosciences/cDNA_primer/
Detailed Clontech workflow for conversion of cDNA into SMRTbell libraries 
7 
Total RNA 
Optional Poly-A Selection 
polyA+ RNA 
Reverse Transcription 
Full Length 
1st Strand cDNA 
PCR 
Optimization 
Large Scale Amplification 
Amplified cDNA 
1-2 
kb 
2-3 
kb 
3-6 
kb 
Size Selection 
(Blue Pippin or Gel) 
1-2 
kb 
2-3 
kb 
3-6 
kb 
Re-Amplification 
1-2 
kb 
2-3 
kb 
3-6 
kb 
SMRTbell Template Preparation 
1-2 
kb 
2-3 
kb 
3-6 
kb 
SMRT Sequencing 
3-6 
kb 
Optional Size Selection 
(Blue Pippin)
Brain Amplified cDNA – Testing PCR Enzymes 
8 
Phusion 
Kapa Hifi 
SeqAmp
Brain Amplified cDNA (zoom) 
9 
Phusion 
Kapa Hifi 
SeqAmp
2nd Amplification (after Blue Pippin size selection) 
10 
4000 
2000 
1250 
800 
500 
Brain 
1-2 kb 
2-3 kb 
3-6 kb 
5-10 kb 
6-10 kb 
8-12 kb 
10-15 kb 
Kapa Polymerase
2nd Amplification (after Blue Pippin size selection) 
11 
4000 
2000 
1250 
800 
500 
Heart 
1-2 kb 
2-3 kb 
3-6 kb 
5-10 kb 
8-12 kb 
Liver 1-2 kb 
2-3 kb 
3-6 kb 
5-10 kb 
Kapa Polymerase
Amplified cDNA from Multiple Human Tissues 
12 
Brain 
Heart 
Liver
SageELF 
13
Brain Amplifed cDNA – Size Selected 
14 
M 12 11 10 9 8 7 6 5 4 3 2 1 
800-1600 
1600-2700 
2700-4800 
4800-8000 
3000 
1500 
800 
500 
300 
100 
SageELF BluePippin 
Kapa Polymerase
15 
SageELF – 12 size bins (Amplified cDNA)
SageELF – 12 size bins (Amplified cDNA) 
16
Brain cDNA – ELF Size Selected – 2nd Amplification 
17
Actual FL Lengths from each ELF Fraction 
18 
ELF 12 (400 bp) 
Actual: 
181 - 266 bp 
ELF 11 (550 bp) 
Actual: 
370 - 480 bp 
ELF 10 (800 bp) 
Actual: 
617 – 727 bp 
(25 percentile – 75 percentile)
Actual FL Lengths from each ELF Fraction 
19 
ELF 9 (1.2 kb) 
Actual: 
955 – 1113 bp 
ELF 8 (1.5 kb) 
Actual: 
1355 – 1544 bp 
ELF 7 (1.8 kb) 
Actual: 
1800 – 2033 bp
Actual FL Lengths from each ELF Fraction 
20 
ELF 6 (2.5 kb) 
Actual: 
2398 – 2737 bp 
ELF 5 (3 kb) 
Actual: 
3193 – 3574 bp 
ELF 4 (4 kb) 
Actual: 
2127 – 4664 bp
Actual FL Lengths from each ELF Fraction 
21 
ELF 3 (5.5 kb) 
Actual: 
1342 – 6075 bp 
ELF 2 (7 kb) 
Actual: 
1229 – 7446 bp
Actual FL Lengths from each ELF Fraction 
ELF 1 (9 kb) 
180 min 
Actual: 
1295 – 1814 bp
Summarizing ELF for Size Selection 
ELF Lane # Actual FL range 
ELF12-400bp 181 - 266 bp 
ELF11-500bp 370 - 480 bp 
ELF10-800bp 617 - 727 bp 
ELF9-1.2kb 955 - 1113 bp 
ELF8-1.5kb 1355 - 1544 bp 
ELF7-1.8kb 1800 - 2033 bp 
ELF6-2.5kb 2398 - 2737 bp 
ELF5-3kb 3193 - 3574 bp 
ELF4-4kb 2127 - 4664 bp 
ELF3-5.5kb 1342 - 6075 bp 
ELF2-7kb 1229 - 7446 bp 
ELF1-9kb 1295 - 1814 bp 
The Good: 
1. One run, 12 fractions 
2. Finer size fractions (~ 200 bp) 
3. 100 bp – 10 kb spread 
The Not-Good-Yet: 
1. > 4 kb gets small inserts competing 
To Work On: 
1. New beta machine 
2. Combining fractions
Targeted Sequencing 
24
Targeted Sequencing 
25
Targeted Sequencing 
26
ERCC 2.0 Controls (from the PacBio perspective) 
• Long Transcripts (>10kb, if possible) 
• Transcript Isoforms that span size bins 
• Complex alternative splicing patterns 
• Diversity of GC contents 
27
Pacific Biosciences, the Pacific Biosciences logo, PacBio, SMRT, and SMRTbell are trademarks of Pacific Biosciences in 
the United States and/or other countries. All other trademarks are the sole property of their respective owners.

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20140711 3 t_clark_ercc2.0_workshop

  • 1. Single Molecule, Real-Time Sequencing of Full-length cDNA Transcripts FIND MEANING IN COMPLEXITY © Copyright 2012 by Pacific Biosciences of California, Inc. All rights reserved. Tyson Clark 7/11/14
  • 2. Single Molecule, Real-Time (SMRT) DNA Sequencing PacBio RS II
  • 5. Current State of Transcript Assembly “The way we do RNA-seq now is… you take the transcriptome, you blow it up into pieces and then you try to figure out how they all go back together again… If you think about it, it’s kind of a crazy way to do things”. Michael Snyder Stanford University Tal Nawy (2013) End-to-end RNA sequencing, Nature Methods 10: 1144–1145 Ian Korf (2013) Genomics: the state of the art in RNA-seq analysis. Nature Methods 10: 1165-1166.
  • 6. PacBio Iso-Seq for High-quality, Full-length Transcripts 1 2 3 4 5 PolyA mRNA AAAAA AAAAA AAAAA AAAAA cDNA synthesis with adapters AAAAA TTTTT AAAAA TTTTT AAAAA TTTTT AAAAA TTTTT a b AAAAA TTTTT AAAAA TTTTT AAAAA TTTTT AAAAA TTTTT Size partitioning & PCR amplification SMRTbell ligation PacBio RS II Sequencing Experimental Pipeline (AAA)n Reads of Insert Informatics Pipeline Clean sequence reads Remove adapters Remove artifacts Reads clustering 5’ UTR Coding sequence 3’ UTR Isoform clusters Experimental pipeline Informatics pipeline AAAAA polyA tail (TTT)n Nonredundant transcript isoforms Consensus calling AAAAA cDNA synthesis with adapters Quality filtering Final isoforms PacBio raw sequence reads Raw 5’ primer 3’ primer Map to PacBio raw sequence reads sequence reads Isoform clusters Nonredundant transcript isoforms reference genome Figure 1 AAAA AAAA AAAAA AAAAA AAAAA Size partitioning & PCR amplification SMRTbell ligation RS sequencing Remove adapters Remove artifacts Clean Reads clustering Quality filtering Final isoforms TTTT TTTT Consensus calling Map to reference genome Evidence-based gene models polyA mRNA AAAA AAAA TTTT TTTT AAAA TTTT AAAA TTTT AAAA TTTT AAAA TTTT Evidenced-based gene models (AAA)n (TTT)n SMRT adapter 6 7 8 9 10 SMRT adapter https://github.com/PacificBiosciences/cDNA_primer/
  • 7. Detailed Clontech workflow for conversion of cDNA into SMRTbell libraries 7 Total RNA Optional Poly-A Selection polyA+ RNA Reverse Transcription Full Length 1st Strand cDNA PCR Optimization Large Scale Amplification Amplified cDNA 1-2 kb 2-3 kb 3-6 kb Size Selection (Blue Pippin or Gel) 1-2 kb 2-3 kb 3-6 kb Re-Amplification 1-2 kb 2-3 kb 3-6 kb SMRTbell Template Preparation 1-2 kb 2-3 kb 3-6 kb SMRT Sequencing 3-6 kb Optional Size Selection (Blue Pippin)
  • 8. Brain Amplified cDNA – Testing PCR Enzymes 8 Phusion Kapa Hifi SeqAmp
  • 9. Brain Amplified cDNA (zoom) 9 Phusion Kapa Hifi SeqAmp
  • 10. 2nd Amplification (after Blue Pippin size selection) 10 4000 2000 1250 800 500 Brain 1-2 kb 2-3 kb 3-6 kb 5-10 kb 6-10 kb 8-12 kb 10-15 kb Kapa Polymerase
  • 11. 2nd Amplification (after Blue Pippin size selection) 11 4000 2000 1250 800 500 Heart 1-2 kb 2-3 kb 3-6 kb 5-10 kb 8-12 kb Liver 1-2 kb 2-3 kb 3-6 kb 5-10 kb Kapa Polymerase
  • 12. Amplified cDNA from Multiple Human Tissues 12 Brain Heart Liver
  • 14. Brain Amplifed cDNA – Size Selected 14 M 12 11 10 9 8 7 6 5 4 3 2 1 800-1600 1600-2700 2700-4800 4800-8000 3000 1500 800 500 300 100 SageELF BluePippin Kapa Polymerase
  • 15. 15 SageELF – 12 size bins (Amplified cDNA)
  • 16. SageELF – 12 size bins (Amplified cDNA) 16
  • 17. Brain cDNA – ELF Size Selected – 2nd Amplification 17
  • 18. Actual FL Lengths from each ELF Fraction 18 ELF 12 (400 bp) Actual: 181 - 266 bp ELF 11 (550 bp) Actual: 370 - 480 bp ELF 10 (800 bp) Actual: 617 – 727 bp (25 percentile – 75 percentile)
  • 19. Actual FL Lengths from each ELF Fraction 19 ELF 9 (1.2 kb) Actual: 955 – 1113 bp ELF 8 (1.5 kb) Actual: 1355 – 1544 bp ELF 7 (1.8 kb) Actual: 1800 – 2033 bp
  • 20. Actual FL Lengths from each ELF Fraction 20 ELF 6 (2.5 kb) Actual: 2398 – 2737 bp ELF 5 (3 kb) Actual: 3193 – 3574 bp ELF 4 (4 kb) Actual: 2127 – 4664 bp
  • 21. Actual FL Lengths from each ELF Fraction 21 ELF 3 (5.5 kb) Actual: 1342 – 6075 bp ELF 2 (7 kb) Actual: 1229 – 7446 bp
  • 22. Actual FL Lengths from each ELF Fraction ELF 1 (9 kb) 180 min Actual: 1295 – 1814 bp
  • 23. Summarizing ELF for Size Selection ELF Lane # Actual FL range ELF12-400bp 181 - 266 bp ELF11-500bp 370 - 480 bp ELF10-800bp 617 - 727 bp ELF9-1.2kb 955 - 1113 bp ELF8-1.5kb 1355 - 1544 bp ELF7-1.8kb 1800 - 2033 bp ELF6-2.5kb 2398 - 2737 bp ELF5-3kb 3193 - 3574 bp ELF4-4kb 2127 - 4664 bp ELF3-5.5kb 1342 - 6075 bp ELF2-7kb 1229 - 7446 bp ELF1-9kb 1295 - 1814 bp The Good: 1. One run, 12 fractions 2. Finer size fractions (~ 200 bp) 3. 100 bp – 10 kb spread The Not-Good-Yet: 1. > 4 kb gets small inserts competing To Work On: 1. New beta machine 2. Combining fractions
  • 27. ERCC 2.0 Controls (from the PacBio perspective) • Long Transcripts (>10kb, if possible) • Transcript Isoforms that span size bins • Complex alternative splicing patterns • Diversity of GC contents 27
  • 28. Pacific Biosciences, the Pacific Biosciences logo, PacBio, SMRT, and SMRTbell are trademarks of Pacific Biosciences in the United States and/or other countries. All other trademarks are the sole property of their respective owners.