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Section V
Comparison of Expression Profiles and Real-time PCR (Taqman)
An evaluation of the discriminating probe sets
selected from the U133A and U133B microarrays reveled that 20% of the
identified class discriminators correspond to genes that were represented
on the U95Av2 microarray, but had not been selected as class discriminators
using the latter platform. A possible explanation for this observation
is that the improved oligonucleotide design of the U133 microarrays results
in an increase in both sensitivity/specificity, and thus allows the identification
of class discriminators that had previously on the U95Av2 microarray
fallen below statistical significance. To confirm this possibility, real-time
RT-PCR (Taqman; Perkin-Elmer/Applied Biosystems, Foster City, CA) assays
were developed for eleven genes that met these criteria. The probes selected
were against discriminating genes for BCR-ABL (Neuropillin1, 212298_at;
and ATP10C, 214255_at), E2A-PBX1 (FLJ12280, 213909_at; and FAM3C, 201889_at),
Hyperdiploid > 50 chromosomes (EST, 212419_at), T-ALL (RAB32, 204214_s_at;
and TRIM, 217147_s_at), and TEL-AML1 (Desmocollin 3, 206033_s_at; Epsin
2, 203464_s_at; NOVA1, 205794_s_at; and HAP1, 211222_s_at). Taqman primers
were developed for each of these genes using the target sequences against
which the microarray oligonucleotide probes were designed. Amplified
product was quantitated using SYBR green and the resulting values normalized
using the commercially available Taqman GAPDH primer and probe sequences.
RNA from representative diagnostic bone marrow samples of each class
(four per class) were diluted to 35 ng/ml then treated for 15 minutes
with 1.0 unit of DNase I (Invitrogen, Carlsbad, California) using the
Invitrogen protocol to remove any contaminating DNA. Samples were reverse
transcribed following the Taqman RT protocol using 1X RT mix (Perkin-Elmer/Applied
Biosystems) and MultiScribe (Applied Biosystems). Samples were incubated
at 25oC for 10 minutes, 48oC for 30 minutes, 95oC for 5 minutes, then
placed on ice for 2 minutes. Real-time PCR was performed on a PE Applied
Biosystems 7700 prism using oligonucleotide primers designed using Primer
Express. The following primers were used: (1) Desmocollin 3, 5’-
GCA ACC AGT ATC ACT TCC CTG TT -3’ (forward primer), and 5’-
GAA TTA CAA ATT CGG GCA TAC ATG -3’ (reverse primer); (2) Epsin
2, 5’- GGA GGT GCA ATG GGA TGG -3’ (forward), and 5’-
GCC CTG CAC CGT CTG AAG -3’ (reverse); (3) Nova 1, 5’- CAT
CCC AGC TGC TCC TTT CT -3’ (forward), and 5’- AGG CTG GAC
GAA ATT CAG ACA -3’ (reverse); (4) HAP1, 5’- AGC GCC TTC
CCA ACA ATG T -3’ (forward), and 5’- ACA AGA ACC AGG GTG
GCT ACC -3’ (reverse); (5) Neuropilin 1, 5’- AAA GAC ATT
TGT TGG GAG TCA CAT T -3’ (forward), and 5’- CAT GGT GAT
CAA TAT TTT CCT GGA A -3’ (reverse); (6) ATP10C, 5’- TTG
AGT GCA TCC CAG CAT TC -3’ (forward), and 5’- CCA GGG ATG
TAA TAC CTA CAA GGC -3’ (reverse); (7) FLJ12280, 5’- TTG
CCT TGC TTA GAG AAT TAC TGC -3’ (forward), and 5’- ACC CTG
AGG GCC TAG AAA TCT G -3’; (8) FAM3C, 5’- TGT GTA TGA AGT
ATC TCA AAC TGG AAC AT -3’ (forward), and 5’- ATG CAT CTA
AAC TTT AGG TTC GAA ATT -3’ (reverse); (9) FAB32, 5’- CCC
TGC TGT CCT CTT GGC T -3’ (forward), and 5’- AAT TGG TCC
ACC TGG GAA GG -3’ (reverse); (10) TRIM, 5’- TTA CAA AGT
ATT TTT CCC AAA GAT AGC TT -3’ (forward), and 5’- TTT CTC
CAA GTG ACT ATC TCT GGC TAG -3’ (reverse); and (11) 212419: EST,
5’- GAG AAG GCT CCG ACG TCT CC -3’, and 5’- CCA GGA
ATA AGG CAC ACA ACG -3’ (reverse).
The PCR reactions and amplication protocols were set up as previously
described.3 The reverse transcribed cDNA was amplified in 1X SYBR green
master mix containing a Taq Polymerase with 100 nM each of a forward
and reverse primer. The GAPDH control for each cDNA was set up according
to the Applied Biosystems protocol. Amplification proceeded as outlined
in the “Quickstart Guide: ABI PrismTM Dissociation Curve Software” instructions.
Data collection was performed by linking a dissociation curve profile
on the end of the PCR run. Dilution controls were set up for each gene
of interest as well as for GAPDH, and standard curves were generated
at the end of the run. The expression levels were quantitated for each
gene, and then normalized to the quantitated GAPDH. The normalized real-time
result for the four samples of each class were average together and the
mean for that class was compared to the mean intensity value for the
same four samples from the microchip array. This comparison is shown
in Table S18 below.
Although the selected probe sets were from the lower end of the ranked
list of discriminating genes for each class, their expression was significantly
higher by Taqman measurements in the identical class that was identified
to have high expression by microarray analysis. The high degree of correlation
between the microarray data and that obtained using Taqman methodology
suggests that the U133 microarray platform was correctly identifying
these genes as class discriminators.
Table S18 Comparison of Expression
profiles and Real-time PCR (Taqman)
| |
|
TEL-AML1
|
BCR-ABL
|
E2A-PBX1
|
T-ALL
|
Hyperdip>50
|
MLL
|
|
206033_s_at
|
Affy
|
1676.9
|
1
|
1
|
1
|
1
|
1
|
|
Desmocollin 3
|
RQ-PCR
|
474.5
|
0
|
50.3
|
0
|
0
|
0
|
|
|
203464_s_at
|
Affy
|
320.3
|
1
|
1
|
1
|
1
|
1
|
|
Epsin 2
|
RQ-PCR
|
881.6
|
6.4
|
4.2
|
3.5
|
29.7
|
9.5
|
|
|
205794_s_at
|
Affy
|
594.5
|
90.7
|
1
|
1
|
1
|
1
|
|
NOVA1
|
RQ-PCR
|
785.9
|
10.9
|
0
|
0.5
|
0
|
0
|
|
|
211222_s_at
|
Affy
|
1010.3
|
1
|
1
|
1
|
1
|
1
|
|
HAP1
|
RQ-PCR
|
382.4
|
1.6
|
4.5
|
0.06
|
2.1
|
0.4
|
|
|
212298_at
|
Affy
|
133.6
|
906.5
|
1
|
1
|
134.1
|
68.3
|
|
Neuropillin1
|
RQ-PCR
|
94.1
|
8784.3
|
56.8
|
9.8
|
435.5
|
175.1
|
|
|
214255_at
|
Affy
|
215
|
999.6
|
1
|
1
|
94.9
|
139.1
|
|
ATP10C
|
RQ-PCR
|
56.3
|
70406.4
|
31948.8
|
30961.9
|
3387.2
|
1209.3
|
|
|
213909_at
|
Affy
|
1
|
71.2
|
1410.1
|
138.2
|
116.9
|
113.9
|
|
FLJ12280
|
RQ-PCR
|
2.98
|
0.02
|
61.4
|
0.1
|
0.02
|
0.02
|
|
|
201889_at
|
Affy
|
823.7
|
1034
|
3370
|
435.7
|
562.5
|
728.6
|
|
FAM3C
|
RQ-PCR
|
589.3
|
2228.4
|
10631.4
|
984.6
|
294.8
|
1258.9
|
|
|
204214_s_at
|
Affy
|
1
|
1
|
1
|
1229.2
|
1
|
1
|
|
RAB32
|
RQ-PCR
|
81.3
|
6.5
|
6.3
|
130.1
|
1
|
1.9
|
|
|
217147_s_at
|
Affy
|
1
|
52.6
|
1
|
2531.3
|
1
|
1
|
|
TRIM
|
RQ-PCR
|
344.2
|
5.7
|
15.4
|
18.5
|
8.5
|
4
|
|
|
212419_at
|
Affy
|
220
|
1
|
1
|
1
|
663.3
|
1
|
|
EST
|
RQ-PCR
|
252.5
|
66.5
|
83.2
|
26.2
|
789.2
|
179.2
|
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