Table 3.
a: Predictive performance and comparison of clinical phenotypes in blood and biopsy by microarrays and RNA-seq using 5-fold cross validation. | ||||||
---|---|---|---|---|---|---|
Microarray Blood | # Genes* | Sensitivity | Specificity | PPV | NPV | AUC |
cAR vs. TX | 200 | 0.857 | 0.848 | 0.825 | 0.876 | 0.957 |
subAR vs. TX | 100 | 0.652 | 0.792 | 0.742 | 0.712 | 0.954 |
Microarray Biopsy | # Genes* | Sensitivity | Specificity | PPV | NPV | AUC |
cAR vs. TX | 150 | 1.000 | 0.920 | 0.913 | 1.000 | 1.000 |
subAR vs. TX | 250 | 0.918 | 0.872 | 0.863 | 0.923 | 0.993 |
RNA-seq Blood | # Genes* | Sensitivity | Specificity | PPV | NPV | AUC |
cAR vs. TX | 30 | 1.000 | 0.933 | 0.937 | 1.000 | 1.000 |
subAR vs. TX | 250 | 0.867 | 0.933 | 0.928 | 0.875 | 0.962 |
NGS Biopsy | # Genes* | Sensitivity | Specificity | PPV | NPV | AUC |
cAR vs. TX | 100 | 0.990 | 0.925 | 0.916 | 0.991 | 0.990 |
subAR vs. TX | 300 | 0.714 | 0.866 | 0.824 | 0.776 | 0.926 |
b: Predictive performance and comparison of clinical phenotypes in blood and biopsy by microarrays and RNA-seq using bootstrap methodology | ||||||
---|---|---|---|---|---|---|
Microarray Blood | # Genes* | Sensitivity | Specificity | PPV | NPV | AUC |
cAR vs. TX | 300 | 0.941 | 0.904 | 0.888 | 0.950 | 0.963 |
subAR vs. TX | 20 | 0.714 | 0.861 | 0.833 | 0.756 | 0.817 |
Microarray Biopsy | # Genes* | Sensitivity | Specificity | PPV | NPV | AUC |
cAR vs. TX | 200 | 0.918 | 0.869 | 0.850 | 0.930 | 1.000 |
subAR vs. TX | 350 | 0.916 | 0.705 | 0.687 | 0.923 | 0.951 |
RNA-seq Blood | # Genes* | Sensitivity | Specificity | PPV | NPV | AUC |
cAR vs. TX | 250 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
subAR vs. TX | 150 | 0.937 | 1.000 | 1.000 | 0.909 | 0.877 |
NGS Biopsy | # Genes* | Sensitivity | Specificity | PPV | NPV | AUC |
cAR vs. TX | 30 | 0.974 | 0.976 | 0.974 | 0.976 | 0.999 |
subAR vs. TX | 200 | 0.767 | 0.902 | 0.891 | 0.787 | 0.778 |
Best classifier set; AUC, area under the curve; cAR, clinical acute rejection; NPV, negative predictive value; PPV, positive predictive value; subAR, subclinical acute rejection; TX, transplant excellence.