Research Article

Unsupervised versus Supervised Identification of Prognostic Factors in Patients with Localized Retroperitoneal Sarcoma: A Data Clustering and Mahalanobis Distance Approach

Table 3

Univariate DFA over filtered and unfiltered cases. The association with the survival status was independently tested for each of the remaining 9 variables. In the “unfiltered” condition (on the left), the valid cases depended upon the presence of missing cases (to be excluded) on that variable. In the “filtered” condition (on the right), all cases having any type of missing values (9 in total) were excluded.

UnfilteredFiltered
Valid cases# wrong% correct-squared −2 log prob.Valid cases# wrong% correct-squared −2 log prob.

Age703254.30.0003796.95612755.7−0.00384.4
Histology702761.40.07889.40612559.00.06078.7
Grading692563.80.13183.01612362.30.11474.6
Size683548.5−0.002394.25613149.2−0.00284.28
Response to CTRT672661.20.01691.38613542.6−0.00484.52
Resection703254.30.0295.05613247.50.00783.6
DFI701184.30.4949.62611182.00.45845.61
Relapse pattern661281.80.2469.39611182.00.21965.71
First type of retreatment681577.90.1283.36611477.00.12074.045