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Absolute Quantitation for RNA-Seq

Bioo Scientific - Absolute Quantitation for RNA-Seq

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Page 1: Bioo Scientific - Absolute Quantitation for RNA-Seq

Absolute Quantitationfor RNA-Seq

Page 2: Bioo Scientific - Absolute Quantitation for RNA-Seq

RNA-Seq requires accurate quantitation of transcript numbers,

which can be difficult to define

Page 3: Bioo Scientific - Absolute Quantitation for RNA-Seq

It’s difficult to define because of

PCR BIAS

Page 4: Bioo Scientific - Absolute Quantitation for RNA-Seq

The efficiency of PCR amplification is sequence-dependent, with some

transcripts being preferentially amplified over others

Page 5: Bioo Scientific - Absolute Quantitation for RNA-Seq

Conventional RNA-Seq data will tell you how many reads were

obtained for any transcript

Page 6: Bioo Scientific - Absolute Quantitation for RNA-Seq

But not how many were in your initial sample

mRNA

3 Read PairsUnknown Numberof Fragments

3’5’

Page 7: Bioo Scientific - Absolute Quantitation for RNA-Seq

How can PCR bias be corrected?

Page 8: Bioo Scientific - Absolute Quantitation for RNA-Seq

By randomly tagging each RNA transcript with a unique Molecular Index Adapter™ during the ligation

step of library prep

Page 9: Bioo Scientific - Absolute Quantitation for RNA-Seq

RNAFragmented RNA

1st Strand Synthesis2nd Strand Synthesis

Adenylation

Ligation of Y Adapterswith 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’ UAA

U U U U3’5’5’

5’

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FORWARD PRIMERBARCODED PRIM

ER

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Sequencing Primer

Sequencing Primer

Read 1

Read 2

Page 10: Bioo Scientific - Absolute Quantitation for RNA-Seq

Which produces a labeled cDNA library prior to PCR amplification

Page 11: Bioo Scientific - Absolute Quantitation for RNA-Seq

After PCR amplification of the library tagged with Molecular Index Adapters,

all RNA transcripts can be detected

mRNA

3 Read Pairs1 Fragment

3 Read Pairs2 Fragments

3 Read Pairs3 Fragments

3’5’

Page 12: Bioo Scientific - Absolute Quantitation for RNA-Seq

Improving the accuracy and reliability of RNA transcript quantitation

Page 13: Bioo Scientific - Absolute Quantitation for RNA-Seq

Typically, USS (unique start/stop) is used to eliminate PCR duplicates,

eliminating all fragments with identical start and stop sites

Page 14: Bioo Scientific - Absolute Quantitation for RNA-Seq

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

Page 15: Bioo Scientific - Absolute Quantitation for RNA-Seq

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.

Page 16: Bioo Scientific - Absolute Quantitation for RNA-Seq

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.

Page 17: Bioo Scientific - Absolute Quantitation for RNA-Seq

Therefore the traditional USS method can incorrectly eliminate unique

fragments from NGS data

Page 18: Bioo Scientific - Absolute Quantitation for RNA-Seq

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.

Page 21: Bioo Scientific - Absolute Quantitation for RNA-Seq

Bioo Scientific also offers a complementary script to simplify

quantitative RNA-seq data analysis

Page 22: Bioo Scientific - Absolute Quantitation for RNA-Seq

This kit has now been automated on the Sciclone NGS and NGSx Workstations

®

DOWNLOAD MANUAL

Page 23: Bioo Scientific - Absolute Quantitation for RNA-Seq

For more information about how direcitonal RNA libraries prepared using Molecular Index Adapters can improve your RNA quantitation, download this whitepaper.

DOWNLOAD WHITEPAPER