Table 2.
Artificial intelligence-based stromal TILs percentage | ||||||
---|---|---|---|---|---|---|
Discovery set | Test set | External validation cohort | ||||
Characteristics | Mean Rank | p-value | Mean Rank | p-value | Mean Rank | p-value |
Age at diagnosis (years) | ||||||
< 50 | 845 | 0.01 | 342 | 0.4 | 156 | 0.8 |
≥ 50 | 772 | 328 | 160 | |||
Menopausal status | ||||||
Premenopausal | 805 | 0.3 | 349 | 0.2 | NA | NA |
Postmenopausal | 780 | 325 | ||||
Tumour size (cm) | ||||||
< 2 | 775 | 0.1 | 327 | 0.5 | 160 | 0.9 |
≥ 2 | 816 | 337 | 159 | |||
Tumour grade | ||||||
1 | 569 | <0.001 | 266 | <0.001 | 147 | 0.007 |
2 | 747 | 329 | 160 | |||
3 | 1044 | 414 | 207 | |||
Mitotic count | ||||||
1 | 717 | <0.001 | 302 | <0.001 | 154 | 0.06 |
2 | 912 | 384 | 170 | |||
3 | 1054 | 437 | 196 | |||
Nuclear pleomorphism | ||||||
1 | 704 | <0.001 | 302 | <0.001 | 184 | 0.1 |
2 | 696 | 292 | 154 | |||
3 | 882 | 376 | 171 | |||
Tubule formation | ||||||
1 | 575 | <0.001 | 257 | <0.001 | 134 | 0.03 |
2 | 789 | 319 | 157 | |||
3 | 819 | 349 | 172 | |||
Nottingham Prognostic Index | ||||||
Good prognostic group | 706 | <0.001 | 305 | <0.001 | 154 | 0.3 |
Moderate prognostic group | 886 | 363 | 169 | |||
Poor prognostic group | 1228 | 312 | 184 | |||
Histological types | ||||||
No special type (NST) | 845 | <0.001 | 338 | 0.2 | 158 | 0.4 |
Lobular | 650 | 330 | 151 | |||
Other special types | 645 | 275 | 188 | |||
Mixed NST and other tumour types | 760 | 324 | 164 | |||
Lymphovascular invasion | ||||||
Negative | 767 | <0.001 | 323 | 0.008 | 156 | 0.005 |
Positive | 915 | 381 | 217 | |||
Lymph node status | ||||||
Negative | 771 | 0.007 | 333 | 0.4 | 162 | 0.3 |
Positive | 848 | 320 | 146 | |||
Progesterone receptor | ||||||
Negative | 886 | <0.001 | 386 | <0.001 | 146 | 0.4 |
Positive | 764 | 317 | 161 | |||
Ki67 index | ||||||
Low (<20%) | 300 | <0.001 | 140 | <0.001 | NA | NA |
High (≥20%) | 415 | 183 |
NA not applicable
Significant p values are in bold (Mann-Whitney test).