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Absolute Quantitation
for RNA-Seq
RNA-Seq requires accurate
quantitation of transcript numbers,
which can be difficult to define
It’s difficult to define because of
PCR BIAS
The efficiency of PCR amplification
is sequence-dependent, with some
transcripts being preferentially
amplified over others
Conventional RNA-Seq data will
tell you how many reads were
obtained for any transcript
But not how many were in your
initial sample
mRNA
3 Read Pairs
Unknown Number
of Fragments
3’5’
How can PCR bias be corrected?
By randomly tagging each RNA
transcript with a unique Molecular
Index Adapter™ during the ligation
step of library prep
RNA
Fragmented RNA
1st
Strand Synthesis
2nd
Strand Synthesis
Adenylation
Ligation of Y Adapters
with Molecular Labels
Degradation of 2nd
Strand
PCR Amplification
Sequencing
3’
3’ U U U U U
U U U U U
3’
3’
5’
5’ 3’
3’
5’
5’
3’
3’
3’ 5’
5’
5’
5’
3’ UA
A
U U U U
3’5’
5’
5’
XXXXXX
XXXXXX
XXXXXX
XXXXXX
XXXXXX
XXXXXX
XXXXXX
XXXXXX
XXXXXX
XXXXXX
XXXXXX
XXXXXX
XXXXXX
XXXXXX
FORW
ARD
PRIM
ER
BARCODED
PRIM
ER
XXXXXX
Sequencing Primer
Sequencing Primer
Read 1
Read 2
Which produces a labeled cDNA
library prior to PCR amplification
After PCR amplification of the library
tagged with Molecular Index Adapters,
all RNA transcripts can be detected
mRNA
3 Read Pairs
1 Fragment
3 Read Pairs
2 Fragments
3 Read Pairs
3 Fragments
3’5’
Improving the accuracy and reliability
of RNA transcript quantitation
Typically, USS (unique start/stop)
is used to eliminate PCR duplicates,
eliminating all fragments with identical
start and stop sites
However, far more often than
expected, distinct fragments share
the same start/stop sites
Fu, G.K., Xu, W., Wilhelmy, J., Mindrinos, M.N., Davis, R.W., Xiao, W., and Fodor, S.P.A. 2013. Molecular indexing
enables quantitative targeted RNA sequencing and reveals poor efficiencies in standard library preparations. PNAS.
111(5):1891-6. doi: 10.1073/pnas.1323732111
Molecular Labels combined with USS
correction returned more than 15% of
reads to the libraries
0%
20%
40%
60%
80%
100%
qy2qy1dqy2dqy1
Unique Reads
(all transcripts)
USS + STL USS
The number of unique fragments
as determined by unique start
and stop correction (USS) and a
USS correction combined with
molecular labels (USS + STL).
For more information read the
whitepaper.
The percentage of reads corrected is
higher in genes with high expression
0%
20%
40%
60%
80%
100%
qy2qy1dqy2dqy1
Unique Reads
(transcripts with ≥ 1000 read pairs)
USS + STL USS
The number of unique fragments
as determined by unique start
and stop correction (USS) and a
USS correction combined with
molecular labels (USS + STL).
For more information read the
whitepaper.
Therefore the traditional USS method
can incorrectly eliminate unique
fragments from NGS data
Published research shows Molecular Index
Adapters improve the accuracy and reliability
of RNA transcript quantitation
Fu, G.K., Xu, W., Wilhelmy, J., Mindrinos, M.N., Davis, R.W., Xiao, W., and Fodor, S.P.A. 2013. Molecular indexing
enables quantitative targeted RNA sequencing and reveals poor efficiencies in standard library preparations. PNAS.
111(5):1891-6. doi: 10.1073/pnas.1323732111
Fu, G.K., Hu, J., Wang, P.H., and Fodor, S.P. 2011. Counting individual DNA molecules by the stochastic attachment of
diverse labels. PNAS 108:9026-9031. doi: 10.1073/pnas.1017621108.
Shiroguchi, K., Jia, P.A. Sims, and Xie, X.S. 2012. Digital RNA sequencing minimizes sequence-dependent bias and
amplification noise with optimized single-molecule barcodes. PNAS 109:1347-1352. doi: 10.1073/pnas.1118018109.
Head, S.R., Komori, H.K., LaMere, S.A. et. al. 2014. Library construction for next-generation sequencing: Overviews and
challenges. BioTechniques 56(2):61–77. doi: 10.2144/000114133.
The NEXTflex™ Rapid Directional
qRNA-Seq™ Kit contains Molecular
Index Adapters, enabling high precision
measurement of unique RNA-Seq reads
The NEXTflex Rapid Directional qRNA-
Seq Kit is ideal for constructing stranded
Illumina RNA-Seq libraries from 10 - 100 ng
of mRNA or rRNA-depleted RNA with >99%
strand specificity.
Bioo Scientific also offers a
complementary script to simplify
quantitative RNA-seq data analysis
This kit has now been automated on the
Sciclone NGS and NGSx Workstations
®
DOWNLOAD MANUAL
For more information about how direcitonal
RNA libraries prepared using Molecular
Index Adapters can improve your RNA
quantitation, download this whitepaper.
DOWNLOAD WHITEPAPER
If you have any questions email us at
nextgen@biooscientific.com
or visit our website at
BiooScientific.com/DirectionalqRNA

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Bioo Scientific - Absolute Quantitation for RNA-Seq

  • 2. RNA-Seq requires accurate quantitation of transcript numbers, which can be difficult to define
  • 3. It’s difficult to define because of PCR BIAS
  • 4. The efficiency of PCR amplification is sequence-dependent, with some transcripts being preferentially amplified over others
  • 5. Conventional RNA-Seq data will tell you how many reads were obtained for any transcript
  • 6. But not how many were in your initial sample mRNA 3 Read Pairs Unknown Number of Fragments 3’5’
  • 7. How can PCR bias be corrected?
  • 8. By randomly tagging each RNA transcript with a unique Molecular Index Adapter™ during the ligation step of library prep
  • 9. RNA Fragmented RNA 1st Strand Synthesis 2nd Strand Synthesis Adenylation Ligation of Y Adapters with Molecular Labels Degradation of 2nd Strand PCR Amplification Sequencing 3’ 3’ U U U U U U U U U U 3’ 3’ 5’ 5’ 3’ 3’ 5’ 5’ 3’ 3’ 3’ 5’ 5’ 5’ 5’ 3’ UA A U U U U 3’5’ 5’ 5’ XXXXXX XXXXXX XXXXXX XXXXXX XXXXXX XXXXXX XXXXXX XXXXXX XXXXXX XXXXXX XXXXXX XXXXXX XXXXXX XXXXXX FORW ARD PRIM ER BARCODED PRIM ER XXXXXX Sequencing Primer Sequencing Primer Read 1 Read 2
  • 10. Which produces a labeled cDNA library prior to PCR amplification
  • 11. After PCR amplification of the library tagged with Molecular Index Adapters, all RNA transcripts can be detected mRNA 3 Read Pairs 1 Fragment 3 Read Pairs 2 Fragments 3 Read Pairs 3 Fragments 3’5’
  • 12. Improving the accuracy and reliability of RNA transcript quantitation
  • 13. Typically, USS (unique start/stop) is used to eliminate PCR duplicates, eliminating all fragments with identical start and stop sites
  • 14. However, far more often than expected, distinct fragments share the same start/stop sites Fu, G.K., Xu, W., Wilhelmy, J., Mindrinos, M.N., Davis, R.W., Xiao, W., and Fodor, S.P.A. 2013. Molecular indexing enables quantitative targeted RNA sequencing and reveals poor efficiencies in standard library preparations. PNAS. 111(5):1891-6. doi: 10.1073/pnas.1323732111
  • 15. Molecular Labels combined with USS correction returned more than 15% of reads to the libraries 0% 20% 40% 60% 80% 100% qy2qy1dqy2dqy1 Unique Reads (all transcripts) USS + STL USS The number of unique fragments as determined by unique start and stop correction (USS) and a USS correction combined with molecular labels (USS + STL). For more information read the whitepaper.
  • 16. The percentage of reads corrected is higher in genes with high expression 0% 20% 40% 60% 80% 100% qy2qy1dqy2dqy1 Unique Reads (transcripts with ≥ 1000 read pairs) USS + STL USS The number of unique fragments as determined by unique start and stop correction (USS) and a USS correction combined with molecular labels (USS + STL). For more information read the whitepaper.
  • 17. Therefore the traditional USS method can incorrectly eliminate unique fragments from NGS data
  • 18. Published research shows Molecular Index Adapters improve the accuracy and reliability of RNA transcript quantitation Fu, G.K., Xu, W., Wilhelmy, J., Mindrinos, M.N., Davis, R.W., Xiao, W., and Fodor, S.P.A. 2013. Molecular indexing enables quantitative targeted RNA sequencing and reveals poor efficiencies in standard library preparations. PNAS. 111(5):1891-6. doi: 10.1073/pnas.1323732111 Fu, G.K., Hu, J., Wang, P.H., and Fodor, S.P. 2011. Counting individual DNA molecules by the stochastic attachment of diverse labels. PNAS 108:9026-9031. doi: 10.1073/pnas.1017621108. Shiroguchi, K., Jia, P.A. Sims, and Xie, X.S. 2012. Digital RNA sequencing minimizes sequence-dependent bias and amplification noise with optimized single-molecule barcodes. PNAS 109:1347-1352. doi: 10.1073/pnas.1118018109. Head, S.R., Komori, H.K., LaMere, S.A. et. al. 2014. Library construction for next-generation sequencing: Overviews and challenges. BioTechniques 56(2):61–77. doi: 10.2144/000114133.
  • 19. The NEXTflex™ Rapid Directional qRNA-Seq™ Kit contains Molecular Index Adapters, enabling high precision measurement of unique RNA-Seq reads
  • 20. The NEXTflex Rapid Directional qRNA- Seq Kit is ideal for constructing stranded Illumina RNA-Seq libraries from 10 - 100 ng of mRNA or rRNA-depleted RNA with >99% strand specificity.
  • 21. Bioo Scientific also offers a complementary script to simplify quantitative RNA-seq data analysis
  • 22. This kit has now been automated on the Sciclone NGS and NGSx Workstations ® DOWNLOAD MANUAL
  • 23. For more information about how direcitonal RNA libraries prepared using Molecular Index Adapters can improve your RNA quantitation, download this whitepaper. DOWNLOAD WHITEPAPER
  • 24. If you have any questions email us at nextgen@biooscientific.com or visit our website at BiooScientific.com/DirectionalqRNA