Study and marker
|
Remarks
|
Marker |
OS = 8-probe-set gene-expression signature |
Further variables |
v1 = age, v2 = sex, v3 = FISH, v4 = IGVH
|
Reference |
Herold et al. (2011) |
Source of the data |
GEO (reference: GSE22762) |
Patients
|
n
|
Remarks
|
|
|
Assessed for eligibility |
151 |
Disease: chronic lymphocytic leukemia |
|
|
|
Patient source: Department of Internal Medicine III, University of Munich (2001 - 2005) |
Training set |
Excluded |
0 |
|
|
|
Included |
151 |
Criteria: sample availability |
|
|
|
Gene expression profiling: 44 Affymetrix HG-U133 A&B microarrays, 107 Affymetrix HG-U133 plus 2.0 microarrays |
|
With outcome events |
41 |
Overall survival
|
|
Assessed for eligibility |
149 |
Disease: chronic lymphocytic leukemia |
|
|
|
Patient source: Department of Internal Medicine III, University of Munich (2005 - 2007) |
Validation set |
Excluded |
18 |
Due to missing clinical information |
|
Included |
131 |
Criteria: sample availability |
|
|
|
Gene expression profiling: 149 qRT-PCR (only selected genes) |
|
With outcome events |
40 |
Overall survival
|
Relevant differences between training and validation sets
|
Data source |
Same institution, different time (see above) |
|
Measurement of gene expressions |
Affymetrix HG-U133 vs. TaqMan LDA (see text) |
|
Survival rate |
Lower in the validation set (see Figure 4) |
|
b) Statistical analyses of survival outcomes
|
Analysis
|
n
|
e
|
Variables considered
|
Results/remarks
|
F: preliminary analysis (separately on training and validation sets)
|
F1: univariate |
151 |
41 |
v1 to v4 |
Kaplan-Meier curves (Figure 3) |
131 |
40 |
G: Multivariate testing of the omics score in the validation data (only validation set involved)
|
G1: significance |
131 |
40 |
OS, v1 to v4 |
Multivariate Cox model (Table 5) |
H: Comparison of the predictive accuracy of clinical and combined models through cross-validation in the validation data (only validation set involved)
|
H1: Overall prediction |
131 |
40 |
OS, v1 to v4 |
Prediction error curves based on cross-validation (Figure 11) |
Integrated Brier score based on cross-validation (text) |