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Microarray Analysis Quality Control Measures


The quality of the RNA is essential to the overall success of the gene expression analysis using microarray technology. Once you submit your samples, the Project Scientist will take an aliquot of your RNA sample and assess its quality. We will proceed with labeling process only when RNA is confirmed to be suitable.

1st QC - Validation of total RNA

UV spectrophotometry

RNA yield will be quantified by a JENWAY Genova Spectrophotometer (A260). In order to obtain sufficient quantity of labeled cRNA for target assessment and hybridisation to GeneChip® expression probe arrays, we recommend starting the analysis with:

  • 13 µg of total RNA at a minimum concentration of 1.0µg/µl;
  • the A260/A280 ratio close to 2.0 for pure RNA.

RNA LabChip® Analysis

RNA integrity will be assessed by running a small aliquot of samples (200 ng RNA) on the Agilent Bioanalyzer 2100 using RNA 6000 Nano Assay. This analysis results in both gel-like image as well as electrophoretic data. Indications of RNA degradation are:

  • decreasing ratio of ribosomal bands;
  • additional peaks bellow the ribosomal bands;
  • decrease in overall RNA signal;
  • shift towards shorter fragments.

Figure 1: Intact total RNA as represented by two strong ribosomal peaks with a 28S/18S ratio close to 2.0.


Figure 2: Degraded total RNA as represented by raised baseline.

2nd QC - Validation of cRNA

UV spectrophotometry

cRNA yield will be quantified by a JENWAY Genova Spectrophotometer (A260). Expected yields from 10µg RNA template are anything between 20-80 µg labelled cRNA depending on undetected protein contamination. Affymetrix recommends for good hybridisation signal:

  • 20 µg of purified cRNA ;
  • at minimum concentration of 1.0 µg/µl.

RNA LabChip® Analysis

Size distrubution of purified cRNA will be assessed on the Agilent Bioanalyzer 2100 using RNA 6000 Nano Assay, to ensure that the cRNA amplification was successful before proceeding on to fragmentation and hybridization.

Figure 3: A good cRNA reaction as represented by a smear of products falling between 50 and 3000 bases long.

3rd QC - Validation of fragmented cRNA

RNA LabChip® Analysis

Size distribution of fragmented labeled transcripts will be assessed on the Agilent Bioanalyzer 2100 using RNA 6000 Nano Assay.


Figure 4: The standard fragmentation procedure should produce a distribution of RNA fragment sizes from approximately 35-200 bases.

Following hybridization of fragmented cRNA to a GeneChip® expression probe arrays, fluorescent signals are detected using a GeneArray™ scanner. Resulting array image is analysed by Affymetrix Microarray Suite software (MAS 5.0) which generates an expression report file that lists the quality control parameters. All of these parameters will be scrutinised by an experienced Project Scientist to determine whether array data has "passed" our quality standards:

Scaling Factor (SF) -
For the majority of the experiments where a relative small subset of transcript is changing, the global method of scaling is recommended. The Target Intensity (TGT) is an arbitrary figure set by the experimenter. A TGT of 100 is a good value to use. The Scaling Factor (SF) is the multiplication factor applied to the Average Intensity of an array to make it equal to the Target Intensity, and thus make different experiments comparable. A Scaling Factor of 1.0 would indicate that the Array Intensity is equal to the Target Intensity. SF of 3-fold or more, indicates wide variation in the unanalyzed data (i.e. the fluorescence intensities in the .dat and .cel files), and therefore that the analyzed data (in the .chp file) should be treated with caution.

Average Background and Noise - Background value is a measure of the signal intensity caused by auto fluorescence of the array surface as well as nonspecific binding of target or stain molecules (SAPE). Noise (Q) is a measure of the pixel-to-pixel variation of probe cells on a GeneChip® array.

Percent Genes Present - The number of probe sets called "Present" relative to the total number of probe sets on the array is displayed as a percentage (%P). Percent Present values depend on multiple factors including cell/tissue type, biological or environmental stimuli, probe array type, and overall quality of RNA.

The 5' and 3' Control Probe Sets - In addition to the conventional probe sets, which are designed to be complementary to the region within 500bp of the 3' end of transcripts, the internal control genes (actin, GAPDH, etc.) also have 5' and in some cases M (middle) probe sets included on the arrays. These are intended to give an indication of the integrity of the sample RNA, and efficiency of 1st strand cDNA synthesis. In general, you would expect the Signal for the 3' probe sets to be somewhat higher than for the M and 5' probe sets, because of the direction of synthesis. A ratio of more than 3 for the 3'/5' signal values indicates a potential sample problem.

Hybridisation Controls. bioB, bioC, bioD and cre - These are added to the hybridization cocktail. bioB at 1.5 pM is considered to be at a concentration near to the limit of sensitivity of the assay, and may or may not be called Present. The other controls should be called as Present, with increasing Signal values - bioC (5 pM), bioD (25 pM) and cre (100 pM).

4th QC - Report File for Test array

The GeneChip® Test3 Array provides convenient and inexpensive means of determining the quality of labeled target and efficiency of hybridization prior to analysis on GeneChip® expression arrays. QC standards:

  • Scaling Factor (SF) less than 3-fold;
  • average background values: 20-100;
  • approximately 15-25% genes present ;
  • signal (3'/5') no more than 3.

5th QC - Report File for Genome array

QC standards:
  • Scaling Factor (SF) less than 3-fold;
  • average background values: 20-100;
  • approximately 50-70% genes present ;
  • signal (3'/5') no more than 3.
Expression Report File
Report Type:
Date:
Expression Report
12:01PM 03/04/2003

Probe Array Type:
Filename:
Algorithm:
Probe Pair Thr:
Controls:
Test3
xy_Test3_030403.chp
Statistical
Thr: 8
Antisense

Alpha1:
Alpha2:
Tau:
Noise (RawQ):
Scale Factor (SF):
TGT Value:
Norm Factor (NF):
0.04
0.06
0.015
1.510
0.960
100
1.000

Background:
Noise:
Avg: 42.39
Avg: 1.07
Std: 0.48
Std: 0.10

The following data represents probe sets that exceed the probe pair threshold and are not called "No Call".
Total Probe Sets:
Number Present:
Number Absent:
Number Marginal:
312
84
219
9

26.9%
70.2%
9 2.9%
Average Signal (P): 755.1
Average Signal (A): 7.1
Average Signal (M): 75.7
Average Signal (All): 210.5
Housekeeping Controls:
Probe Set
HSAC07/X00351
HUMGAPDH/M33197
Sig (5')
2118.1
2519.3
Sig (M')
3596.2
4386.7
Sig (3')
3460.1
4083.7
Sig(all)
3058.14
3663.23
Sig(3'/5')
1.63
1.62

Spike Controls:

Probe Set
BIOB
BIOC
BIODN
CREX

Sig(all)
208.87
365.42
1594.66
3240.67

Sig(3'/5')
1.09
0.81
4.14
1.51

 

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