The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable...

38
2100 Bioanalyzer System The Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, Ph.D. Product Manager 2100 Bioanalyzer System and Applications Bioanalyzer User Meetings June 2013

Transcript of The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable...

Page 1: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

2100 Bioanalyzer

System

The Importance of Reliable Sample Quality

Control in Multiple Workflows

Melissa Huang Liu, Ph.D.

Product Manager

2100 Bioanalyzer System and Applications

Bioanalyzer User Meetings

June 2013

Page 2: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

Outline

Page 2

Importance of Quality Control

Sample QC in Next Generation Sequencing

Sample QC in Gene Expression

Sample QC in Proteomics

… and even more!

Bioanalyzer User Meetings

June 2013

Page 3: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

Outline

Bioanalyzer User Meetings

June 2013 Page 3

Importance of Quality Control

Sample QC in Next Generation Sequencing

Sample QC in Gene Expression

Sample QC in Proteomics

… and even more!

Page 4: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

Quality of Samples is Critical for Experimental

Success

Page 4

Bioanalyzer User Meetings

June 2013

A. Impact on sequencing:

Good DNA library quality helps ensure good quality reads and maximizing sequencing output

B. Impact on gene expression arrays and generation of RNAseq libraries:

Quality of input RNA will determine success of library preparation and reproducibility of microarrays

C. Impact on data analysis:

Integrity of RNA helps assure accurate determination of relative gene expression levels, support for existence of variants, transcripts and splice forms

- across different genes

- across alternatively spliced variants

Garbage in, garbage out!

Page 5: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

Who Recommends Quality Control Steps on the

Bioanalyzer System?

5

Bioanalyzer User Meetings

June 2013

Page 6: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

Outline

Page 6

Importance of Quality Control

Sample QC in Next Generation Sequencing

Sample QC in Gene Expression

Sample QC in Proteomics

… and even more!

Bioanalyzer User Meetings

June 2013

Page 7: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

Quality of DNA Libraries is Critical for

Sequencing Success

For every application of next-gen sequencing, eg. genome sequencing,

transcriptome sequencing (RNA-seq), chromatin immunoprecipitation

sequencing (ChIP-seq) or targeted resequencing, there is a specific

protocol to convert the source nucleic acid to standard DNA libraries.

The aim of recent developments in library preparation methods is to

produce a high-quality representative, non-biased DNA library from small

amounts of starting material.

Page 7

Garbage in, garbage out!

Bioanalyzer User Meetings

June 2013

Page 8: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

Quality Control during Library Preparation

Adapted from Quail et al (2008) Nature Methods)

Integrity of starting material

Size distribution after fragmentation

Size distribution of adapter-ligated fragment library

Quality control and quantification after PCR

Page 8

Bioanalyzer User Meetings

June 2013

Page 9: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

Quality Control during Library Preparation

Target Enrichment Systems

Integrity of starting

material

Size distribution after

fragmentation

Size distribution of

adapter-ligated fragment

library

Quality control and

quantification after PCR

Hybridize probes

Purify and ligate targets

Amplify targeted

fragments

Digest DNA

Genomic DNA

Sequencing

SureSelect

HaloPlex

Page 9

Bioanalyzer User Meetings

June 2013

Page 10: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

Next Generation Sequencing Steps where QC

assessment is critical

and Bioanalyzer is

recommended

Samples sheared on Covaris and run

on the Bioanalyzer DNA 1000 Kit:

Page 10

Bioanalyzer User Meetings

June 2013

Page 11: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

Next Generation Sequencing Steps where QC

assessment is critical

and Bioanalyzer is

recommended

Post – shearing – peak size of 190bp

After adaptor ligation – peak size of 250± 10bp

Inefficient adapter ligation will result in

reduced library complexity after PCR.

Page 11

Bioanalyzer User Meetings

June 2013

Page 12: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

Next Generation Sequencing Steps where QC

assessment is critical

and Bioanalyzer or

TapeStation is

recommended

Amplified library run on the

Bioanalyzer DNA 1000 Kit:

Page 12

Bioanalyzer User Meetings

June 2013

Page 13: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

The Importance of Monitoring Size

Distribution

Choice of fragmentation can significantly affect the recovery of

desired fragments and hence the amount of starting material

required.

Sequencing fragments that do not fall within the recommended

size distribution may lead to low read depth or even a lack of

read coverage for specific portions of the sequence.

When performing SureSelect target enrichment, fragment size

distribution can affect final % on-target capture.

Probe-based sonication methods routinely introduce sample-

to-sample variability and are not recommended.

Page 13

Bioanalyzer User Meetings

June 2013

Page 14: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

Shearing - Common issues

Uneven shearing

– Poor DNA quality

• DNA eluted in incorrect buffer (not TE).

– Covaris issues

• Bubbles in microtube will cause inconsistent fragmentation.

• Water level is too high/low.

• Temperature of water bath is not between 6-8oC.

• Insufficient degassing

Extended size range

– Covaris issues. Perform a control experiment using DNA of known quality, such as commercially available lambda DNA.

Page 14

Bioanalyzer User Meetings

June 2013

Page 15: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

Adapter Ligation - Common issue

Excess Adapters

– Inefficient ligation due to too much input DNA or the use of incorrect

ligation temperature (ligation is performed at 20-25oC. When using a PCR

machine, make sure the lid is not heated).

Page 15

Bioanalyzer User Meetings

June 2013

Page 16: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

Quality Control after PCR Amplification

PCR amplification is required for enrichment of adapter-ligated

fragments, as well as to add indexes.

In the SureSelect and HaloPlex protocols, PCR is also used to

amplify captured DNA for final QC and quantification. Libraries are

analyzed on the Bioanalyzer High Sensitivity DNA assay

PCR can create bias. PCR artifacts caused by overamplification or

primer dimers can also affect sequencing coverage and accuracy.

Sure

Sele

ct

Lib

raries

Halo

Ple

x L

ibra

ries

Page 16

Bioanalyzer User Meetings

June 2013

Page 17: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

PCR Amplification – Common issues

Primer dimers and artifacts

o Primer dimers present in the library will be sequenced.

Primer dimers may be removed by performing

additional bead clean-up steps.

Gel-based size selection can also remove primer

dimers.

o Repeat PCR with fewer cycles to prevent formation of

artifacts using remaining library.

DNA library (50% of total DNA)

PCR artifact Primer

dimers

4 cycles

6 cycles

8 cycles

10 cycles

12 cycles (dilution 1:5)

14 cycles (dilution 1:10)

16 cycles (dilution 1:10)

extra peak at

more than 12 PCR

cycles

Page 17

Bioanalyzer User Meetings

June 2013

Page 18: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

PCR Amplification – Common issues

Bead carryover –

• SPRI bead carryover from post-PCR clean-up step.

• Use a strong magnet for bead separation and pipette carefully

during elution to avoid disturbing beads.

Page 18

Residual buffer –

• Likely due to buffer carryover from post-PCR clean-up using

columns.

Excess

primers

Low PCR yield –

• Inefficient PCR cycling results in low yield and an excess of primers.

• Can be a result of poor adapter ligation, low DNA quality, inefficient bead clean-up, use of too few cycles or PCR instrument is not well-calibrated.

• When performing target capture, low yields after post-capture PCR can also indicate suboptimal hybridization.

Bioanalyzer User Meetings

June 2013

Page 19: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

Outline

Page 19

Importance of Quality Control

Sample QC in Next Generation Sequencing

Sample QC in Gene Expression

Sample QC in Proteomics

… and even more!

Bioanalyzer User Meetings

June 2013

Page 20: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

RIN – Standardized Assessment of RNA Integrity

Intact RNA: RIN 10

Partially degraded RNA: RIN 5

Strongly Degraded RNA: RIN 3

18

S

28

S

Flu

ore

scence

0

1

2

3

4

5

6

7

8

9 1

8S

28

S

Flu

ore

scence

0

5

10

15

20

25

30

35

40

45

Flu

ore

scence

Time (seconds)

0.0

0.5

1.0

1.5

2.0

2.5

3.0

3.5

19 24 29 34 39 44 49 54 59 64 69

Bioanalyzer User Meetings

June 2013

Page 21: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

Page 21

RIN 9.7 RIN9.7

RIN9.7 RIN9.7

RIN 7.6 RIN 6.7

RIN 4.1 RIN 2.3

n = 665 (2.6%) n = 3,791 (15.1%)

n = 8,157 (34.2%) n = 15,683 (80.8%)

RNA QC is Critical for Microarray Success

Bioanalyzer User Meetings

June 2013

Garbage in, garbage out!

Page 22: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

23

QC is Important for RNA-Seq, too!

Input

RNA

fragmented

mRNA

• RT/ 1st strand

synthesis

• 2nd strand cDNA

synthesis

• digest template RNA

ds

cDNA

5’-P

fragments

• End repair

3’-dA

overhang

• Adapter ligation • A-tailing

Adapter-

ligated

library

Prepped

RNASeq

library

• Total RNA

OR mRNA

• purification

• fragmentation

• Optional size selection

Library yield & distribution

• PCR enrichment

RNA Integrity

(RIN score)

Library yield &

distribution

Library yield &

distribution

RNA-seq tutorial and webinar

available at www.agilent.com/genomics/rnaqc

Bioanalyzer User Meetings

June 2013

Page 23: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

RNA QC in Routine Gene Expression

Workflow

Start again with

sample isolation

Cells / Culture

RNA isolation

Total RNA

RIN

RNA QC via Bioanalyzer System

RIN above threshold

Continue with downstream Experiment (Microarray, real-time PCR, etc.)

Software feature RIN as independent

and standarized measure of sample quality

MIQE Guidelines for QPCR: http://www.clinchem.org/cgi/reprint/55/4/611

MIAME Guidelines for GEx Microarrays: http://compbio.dfci.harvard.edu/pubs/MIAME.pdf

Bioanalyzer User Meetings

June 2013

Page 24: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

Application: Plant RNA Application Note: 5990-8850EN

Plant RNA RNA from green tissue contains additional

rRNA units (e.g. 25S) in contrast to other

cells.

• new software feature (assay) as of

B.02.07

• now the 2100 can analyze different tissue

plant RNA samples to assess integrity of

plant RNA from a variety of sources

Bioanalyzer User Meetings

June 2013

Page 25: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

Sm

all

RN

A R

eg

ion

Small RNA Assay versus existing RNA Assay

18s

28s

RIN: 8.1

Lo

wer

Mark

er

RNA 6000 Nano

Size range: 25-6000nt

Results: Integrity, Total RNA

amount, gDNA contamination

miR

NA

Reg

ion

Lo

wer

Mark

er

Small RNA Region

tRN

A

RNA 6000Nano kit

Small RNA Kit

Small RNA

Size range: 6-150nt

Results: miRNA amount, Ratio

and amount of other Small RNA

5s

5.8

s

Changed multiple parameters:

-Dye composition

-Gel formulation

- Electronic Script

- Analysis setpoints in SW

No RIN for small RNA!

Bioanalyzer User Meetings

June 2013

Page 26: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

Establishing individual QC criteria Analysis of

small RNAs from Drosophila Schneider cells

Analysis of small RNAs from

Drosophila Schneider cells

Small RNA electropherogram:

a) miRNA region

b) 2S RNA region

c) transfer RNA

d) 5S rRNA

e) 5.8S rRNA

Odile Sismeiro, Institut Pasteur, Paris, France

The presence of sharp individualized 5S and 2S rRNA peaks can be used to directly

evaluate the quality of small RNA samples.

Bioanalyzer User Meetings

June 2013

Page 27: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

Outline

Page 28

Importance of Quality Control

Sample QC in Next Generation Sequencing

Sample QC in Gene Expression

Sample QC in Proteomics

… and even more!

Bioanalyzer User Meetings

June 2013

Page 28: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

Quality Control of Antibodies

90 kDa 160 kDa

intact

antibody

16% half

antibody

Determine the half antibody content in IgG

preparations

Antibody analysis under reducing and non-reducing

conditions

Ab reduced

Ab non-

reduced

light chain

heavy

chain

intact

antibody

light + heavy

chain

Absolute Quantitation of IgG samples

Bioanalyzer User Meetings

June 2013

Page 29: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

Page 30

A

97.4

210

66.7

32.5

53.0

117.0

29.0 21.5 14.4

LM

HC

LC

B

Flu

ore

scen

ce

Time (seconds)

0

100

200

300

400

500

600

21 23 25 27 29 31 33 35

Antibody 1- Standard Antibody 1- 1 month 40°C

Flu

ore

scen

ce

Time (seconds)

0

100

200

300

400

500

600

21 23 25 27 29 31 33 35

Antibody 2- Standard Antibody 2- 12 weeks 40°C

Analysis of Antibody Stability – stress test

Bioanalyzer User Meetings

June 2013

Page 30: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

Monitoring of Protein Purification Process

2100 Bioanalyzer: gel-like image Courtesy of P. Sebastian and S.R. Schmidt

GPC-Biotech AG, Martinsried, Germany

cell lysate

wash

(fraction 69)

elution

(fraction 77)

flow through

(fraction 66)

wash

(fraction 78)

Time (seconds) 15 20 25 30 35 40 45

GFP Fusion Protein

Analysis

2100 Bioanalyzer: electropherogram

Bioanalyzer User Meetings

June 2013

Page 31: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

Depletion of High Abundance Proteins in Human

Serum

Depletion of High

Abundance Proteins by

Agilent MARS HPLC

columns

B

Fractions

checked

by 2100

A

Bioanalyzer User Meetings

June 2013

Page 32: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

ICH Guidelines: Simulation of Impurity Detection

bLG

LC

HC

10 % Protein 2

1 % Protein 2

0.1 % Protein 2

0.01 % Protein 2

no Protein 2

1.5%

0.5%

0.15% 0.05% 0%

Zoom

C. Wenz, et. al., Electrophoresis 31, 2010

Bioanalyzer User Meetings

June 2013

Page 33: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

2-DG Equivalent:

HSP250 + OFFGEL Fractionation (IEF)

E. coli lysate

(50 mg)

OFFGEL Electrophoresis

2100 Bioanalyzer

HSP-250 Assay

4.3 4.8 5.3 5.8 6.3 6.7 7.2 7.7 8.2 8.7

OFFGEL well pH

kDa

100

70

50

30

15

5

Isoelectric point (pI)

Mole

cu

lar

weig

ht

Protein clean up and labeling

Application Note: 5989-8419EN

Bioanalyzer User Meetings

June 2013

Page 34: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

Outline

Page 37

Importance of Quality Control

Sample QC in Next Generation Sequencing

Sample QC in Gene Expression

Sample QC in Proteomics

… and even more!

Bioanalyzer User Meetings

June 2013

Page 35: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

Cell Applications

Page 38

Protein

Expression

Transfection

Monitoring

Apoptosis

Detection

Gene

Silencing

Cell Staining

Bioanalyzer User Meetings

June 2013

Page 36: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

Flow Cytometry on a Chip - Optics & Detection

2100 Bioanalyzer

Red detection channel:

• 620-645 nm excitation with Laser (Maximum 630 nm)

• 674-696 nm detection range (Maximum 680 nm)

Blue detection channel:

• 458-482 nm excitation with LED (Maximum 470 nm)

• 510-540 nm detection range (Maximum 525 nm)

Page 39

Bioanalyzer User Meetings

June 2013

Page 37: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

Applications: Protein Expression Analysis GFP Transfection Efficiency Control

Page 42

CHO-K1 cells were transfected with

EGFP DNA and Lipofectamine.

GFP transfected cells

Mock transfected cells

0.1 %

56.6 %

Control

EGFP

transfected

Bioanalyzer User Meetings

June 2013

Page 38: The Importance of Reliable Sample Quality Control in ... · PDF fileThe Importance of Reliable Sample Quality Control in Multiple Workflows Melissa Huang Liu, ... 2.0 2.5 3.0 3.5 19

More Information www.agilent.com/genomics/bioanalyzer

• Application Notes

• Publications

• Data Sheets

• Videos

• Brochures

• Special Offers

• Free Software Downloads

Page 43

Check the Application Compendium for more applications!

Bioanalyzer User Meetings

June 2013