|
Diagonal linear discriminant analysis of NSCLC cell lines |
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| Predicted sensitivity to EGFR TKI |
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|
|
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| Cell Line |
Experimental Sensitivity to EGFR TKI (erlotinib) |
Prediction based on analysis of mutational status alone (Exons 18–21) |
Genomic signature/DLDA |
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|
|
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| 10-genes |
50-genes |
180-genes |
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|
|
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| Training |
A549 |
No |
√ |
√* |
√ |
√ |
| UKY-29 |
No |
√ |
√ |
√ |
||
| H1650 |
Yes |
√ |
√ |
√ |
√ |
|
| PC-9 |
Yes |
√ |
√ |
√ |
√ |
|
| H3255 |
Yes |
√ |
√ |
√ |
√ |
|
|
|
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| Validation |
H358 |
Yes |
√ |
√ |
√ |
|
| H460 |
No |
√ |
√ |
√ |
√ |
|
| H1975 |
No |
√ |
||||
| K562 |
No |
√ |
√ |
√ |
√ |
|
| A431 |
Yes |
√ |
√ |
√ |
||
|
|
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| % Correct |
80% |
80% |
90% |
90% |
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|
Predictions of EGFR TKI sensitivity are denoted for ten cell lines used in training/validation. Column 2 demonstrates experimental sensitivity to an EGFR TKI, erlotinib (Table 1). Column 3 demonstrates prediction of sensitivity using mutational status of EGFR. Columns 4–6 denote prediction of sensitivity of the cell lines using the 10, 50, and 180 gene signatures in DLDA. √: denotes correct prediction based on experimental sensitivity to EGFR TKI. *: Leave-a-group-out cross-validation incorrectly predicts 3 of 8 replicates of this cell line. | ||||||
Balko et al. BMC Genomics 2006 7:289 doi:10.1186/1471-2164-7-289 |
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