Table 1.
Microarray | ||||||||
---|---|---|---|---|---|---|---|---|
Normal Samples |
Adenoma Samples |
Cancer Samples |
||||||
Probe set | Location | Signal averagea | Fold changeb | P valuec | Fold changeb | P valuec | ||
Data of others | ||||||||
238021_s_atd | E6 | 5.2 | 2.6d | 0.022 | — | — | ||
238021_s_ate | E6 | — | 14.2 | — | — | — | ||
238021_s_atf | E6 | — | — | — | 13.8 | <0.001 | ||
Discovery data | ||||||||
238022_at | E2, E4, E5 | 2.8 | 2.2 | 0.008 | 2.6 | <0.001 | ||
238021_s_at | E6 | 3.0 | 4.6 | 0.001 | 6.1 | <0.001 | ||
Validation data | ||||||||
238022_at | E2, E4, E5 | 2.1 | 1.3 | 0.002 | 1.4 | <0.001 | ||
238021_s_at | E6 | 2.1 | 1.0 | 0.629 | 1.1 | 0.019 | ||
Exon array datag | ||||||||
3692505 | Pre-E1A | 2.3 | 0.8 | 0.354 | 0.9 | 0.615 | ||
3692527 | E1A | 4.8 | 1.5 | 0.185 | 1.5 | 0.408 | ||
3692526 | E1B | 5.8 | 0.8 | 0.480 | 1.1 | 0.880 | ||
3692525 | E2 | 2.2 | 2.8 | 0.022 | 2.6 | 0.006 | ||
3692524 | E4 | 1.6 | 8.9 | 0.012 | 14.3 | 0.041 | ||
3692523 | In4 3′ | 2.0 | 5.0 | 0.039 | 4.3 | 0.084 | ||
3692522 | E5 5′ | 1.6 | 4.5 | 0.048 | 4.7 | 0.083 | ||
3692521 | E5 3′ | 1.7 | 14.9 | 0.005 | 37.7 | 0.011 | ||
3692520 | In5 | 2.5 | 5.8 | 0.002 | 8.9 | 0.017 | ||
3692519 | E6 5′ | 1.4 | 1.6 | 0.031 | 1.8 | 0.002 | ||
3692518 | E6, mid | 1.1 | 1.2 | 0.329 | 1.0 | 0.754 | ||
3692517 | E6 3′ | 1.0 | 1.1 | 0.181 | 1.0 | 0.953 | ||
3692504 |
Post-E6 |
3.1 |
1.4 |
0.173 |
1.5 |
0.334 |
||
qPCR | ||||||||
Normal Samples |
Adenoma Samples |
Cancer Samples |
||||||
CRNDE |
Composition |
ΔCt averagea |
Fold changeb |
P valuec |
Fold changeb |
P valuec |
||
a | E1A·E2 | 6.5 | 1.8 | <0.001 | 1.4 | 0.004 | ||
b | ′E1·E2·E4·′E5·E6 | 25.9 | 12.4 | <0.001 | 8.8 | <0.001 | ||
c | ′E1·E2·E3·E4·E5·E6 | 33.8 | >99h | 0.002 | >99h | <0.001 | ||
d | ′In4E5In5E6 | 1.6 | 0.3 | 0.076 | 0.3 | 0.072 | ||
e | ′In4E5·E6 | 28.8 | 7.4 | <0.001 | 5.9 | <0.001 | ||
f | ′E1·E2·E4(In4)E5·E6 | 24.8 | 5.6 | <0.001 | 5.0 | <0.001 | ||
g | ′E1B·E2·E4·E5·E6 | 31.9 | 15.5 | <0.001 | 12.5 | <0.001 | ||
h | ′E1A·E2·E4·E5·E6 | 23.3 | 9.9 | <0.001 | 7.8 | <0.001 | ||
i | ′E1·E2·E4·′E5·E6 | 30.6 | 19.8 | <0.001 | 12.5 | <0.001 | ||
j |
′In3·E4·E5·E6 |
25.9 |
9.7 |
<0.001 |
5.2 |
<0.001 |
||
qPCR ROC: Adenoma Versus Normal |
qPCR ROC: Cancer Versus Normal |
|||||||
CRNDE |
AUCi |
Thresholdj |
Sensitivity, % |
Specificity, % |
AUCi |
Thresholdj |
Sensitivity, % |
Specificity, % |
b | 0.939 | 0.130 | 91 | 96 | 0.921 | 0.125 | 85 | 96 |
g | 0.870 | 0.180 | 80 | 96 | 0.892 | 0.095 | 80 | 96 |
h | 0.938 | 0.165 | 95 | 96 | 0.888 | 0.135 | 80 | 96 |
Average for normal samples expressed as the mean probe fluorescence intensity (microarray) or mean value for ΔCt (qPCR), where ΔCt = CtCRNDE – CtHPRT1 and the Ct for each sample is itself a mean value (n = 3).
Fold change relative to normal samples. For our microarray data, fold change is given as (2i Neo)mean/(2i Norm)mean, where iNeo and i Norm are the RMA-normalized probe fluorescence intensities for neoplastic and normal samples, respectively. For qPCR data, fold change is given as (2–ΔΔCtNeo)mean/ (2–ΔΔCtNorm)mean, where ΔΔCt = CtCRNDE – CtHPRT1 – CtREF (see above), REF refers to cancer sample TB_163_97 (reference sample), and Neo and Norm relate to neoplastic and normal samples, respectively.
By t test using 2i values (as defined above) for microarray, with no need to correct for multiple hypothesis testing, and by Mann-Whitney U test (Gaussian approximation) using 2–ΔΔCt values for qPCR, for which extreme outlier values (5 of 690 values) were not included.
Data from GEO Profile GDS2609 for normal-appearing colonic mucosa (sampled >8 cm from tumor) from early-onset nonfamilial CRC patients compared with equivalent tissue from healthy individuals.20 In the absence of any other preadenoma data, we have presented this in the adenoma columns.
Data from Sabates-Bellver et al.18
Data from Kaneda et al.19
Three probe sets located in intron 1 (Fig. 1) have been omitted because their signals showed little or no change in neoplastic tissue (fold change values = 0.97-1.27), and the changes lacked statistical significance (P = 0.24-0.96).
The disproportionately large increase is merely a reflection of the fact that this isoform was undetectable in many normal tissue samples, which were therefore assigned a value of Ct = 60 (see Materials and Methods and Suppl. Text S1).
AUC = area under receiver operating characteristic (ROC) curve.
Fold change (i.e., 2–ΔCt) threshold above which the test outcome was deemed to be positive.