Performance of existing prognostic factors for colorectal cancer prognosis - a critical view

M. Sarkar1, XinZhi Qi1, Peng-Kheong Leong2, Tze-Yun Leong1
1School of Computing, National University of Singapore, Singapore
2Department of Surgery, National University Hospital, Singapore

Tóm tắt

Physicians use several prognostic factors to determine the state of a patient who is in the follow-up program of colorectal cancer. Casting this prognosis problem as a pattern classification problem, we have attempted to find how efficient the prognostic factors are for the classification. We have specifically chosen the sixteen most important prognostic factors for conducting the experiments. The experimental results show with strong evidence that the chosen prognostic factors have limited discriminatory capability, and hence their use in prognosis may not improve the prognostic efficiency satisfactorily. We present the data analysis and experimental results based on real data collected from Singapore General Hospital.

Từ khóa

#Cancer #Metastasis #Hospitals #Medical treatment #Diseases #Blood #Physics computing #Oncological surgery #Casting #Pattern classification

Tài liệu tham khảo

haykin, 1994, Neural Networks: A Comprehensive Foundation, IEEE Press/Macmillan College Publishing Company New York 10.1016/S0031-3203(96)00142-2 10.1002/1097-0142(20010415)91:8+<1673::AID-CNCR1182>3.0.CO;2-T 10.1016/S0933-3657(97)00029-8 wilson, 1991, Neoplasia of the colorectum: Natural history and prognosis of colorectal cancer, In S F Phillips J H Pemberton and R G Shorter eds The large Intestine Physiology Pathophysiology and Disease, 521 10.1002/1097-0142(20010415)91:8+<1589::AID-CNCR1170>3.0.CO;2-K bishop, 1995, Neural Networks for Pattern Recognition. Oxford University Press 10.1007/BF02235262