Table 5 Multivariable regression of case-level DLS score using clustering-derived features as input.
From: Interpretable survival prediction for colorectal cancer using deep learning
Feature # | Description | Validation Set 1 | Validation Set 2 | ||||
---|---|---|---|---|---|---|---|
Coefficient | p | R2 | Coefficient | p | R2 | ||
72 | Small clusters of moderate to high-grade tumor cells intermixed with substantial adipose and a minor component of desmoplastic stroma | 0.2269 | <0.001 | 0.57 | 0.2913 | <0.001 | 0.61 |
139 | Low-intermediate grade tumor with predominant stroma of mature and intermediate desmoplasia | 0.1977 | <0.001 | 0.1650 | <0.001 | ||
23 | Small clusters of high-grade tumor cells with predominant, mature desmoplasia and moderate TILs | 0.1096 | <0.001 | 0.1931 | <0.001 | ||
96 | Small clusters of high-grade tumor cells, including single tumor cells, and a moderate amount of mature and intermediate desmoplasia | 0.1031 | <0.001 | 0.1996 | <0.001 | ||
146 | Low-grade tumor with moderate differentiation and desmoplastic stroma with mature desmoplasia and occasional TILs | −0.1248 | <0.001 | −0.2133 | <0.001 | ||
122 | Out of focus regions; predominantly low-grade tumor with tubule formation. | −0.1323 | <0.001 | −0.2867 | 0.187 | ||
104 | Low and Intermediate grade tumor with tubule formation and small, solid regions; Stroma with mature desmoplasia | −0.1461 | <0.001 | −0.0505 | <0.001 | ||
44 | Intermediate grade tumor with irregular tubule formation; mature desmoplasia and focal areas of TILs | −0.1510 | <0.001 | −0.1081 | <0.001 | ||
101 | Predominantly intermediate grade tumor with irregular tubule formation; minor component of mature, desmoplasia | −0.2312 | <0.001 | −0.0420 | 0.313 | ||
144 | Low-grade tumor with tubule formation and minor component of mixed stroma containing mature and intermediate desmoplasia with occasional, moderate TILs | −0.3476 | <0.001 | −0.3794 | <0.001 | ||
Intercept | N/A | 0.1256 | 0.002 | 0.1996 | <0.001 | ||
Adding remaining 190 features | N/A | N/A | 0.73 | N/A | N/A | 0.80 |