TY - JOUR
T1 - Prognostic model for hepatocellular carcinoma with time-dependent factors
AU - Kuwaki, Kenji
AU - Nouso, Kazuhiro
AU - Kobayashi, Yoshiyuki
AU - Nakamura, Shinichiro
AU - Ito, Yoichi M.
AU - Iwadou, Shouta
AU - Hagihara, Hiroaki
AU - Yasunaka, Tetsuya
AU - Toshimori, Junichi
AU - Miyatake, Hirokazu
AU - Miyoshi, Kenji
AU - Onishi, Hideki
AU - Miyake, Yasuhiro
AU - Shoji, Bon
AU - Takaki, Akinobu
AU - Shiraha, Hidenori
AU - Iwasaki, Yoshiaki
AU - Kobashi, Haruhiko
AU - Yamamoto, Kazuhide
PY - 2011/2/22
Y1 - 2011/2/22
N2 - The purpose of this study was to build a prognostic model of hepatocellular carcinoma (HCC) using time-dependent covariates to re-evaluate the prognosis at any stage of the disease. The subjects were consecutive HCC patients who were treated at our institute between 1995 and 2007. We constructed time-fixed and time-dependent prognostic models with a training group (n = 336) and compared the prognostic abilities between conventional Cancer of the Liver Italian Program (CLIP) scores, Japan Integrated Staging (JIS) scores, an Okuda classification, and our prognostic models in the testing group (n = 227) with the c-index. The time-dependent prognostic model consisted of main tumor size, tumor number, portal vein invasion, distant metastasis, alpha-f etoprotein, des-gamma-carboxy pro-thrombin (DCP), bilirubin, and albumin and the weighted scores were set for each factor depending on the hazard ratio for the prognosis. The prognostic index was determined by summing the scores. The c-index values for the CLIP scores, JIS scores, Okuda classification, and our time-dependent model were 0.741, 0.727, 0.609, and 0.870, respectively. These results indicate that our time-dependent model can estimate the prognosis of HCC more precisely than traditional time-fixed models and can be used to re-predict the prognosis of HCC.
AB - The purpose of this study was to build a prognostic model of hepatocellular carcinoma (HCC) using time-dependent covariates to re-evaluate the prognosis at any stage of the disease. The subjects were consecutive HCC patients who were treated at our institute between 1995 and 2007. We constructed time-fixed and time-dependent prognostic models with a training group (n = 336) and compared the prognostic abilities between conventional Cancer of the Liver Italian Program (CLIP) scores, Japan Integrated Staging (JIS) scores, an Okuda classification, and our prognostic models in the testing group (n = 227) with the c-index. The time-dependent prognostic model consisted of main tumor size, tumor number, portal vein invasion, distant metastasis, alpha-f etoprotein, des-gamma-carboxy pro-thrombin (DCP), bilirubin, and albumin and the weighted scores were set for each factor depending on the hazard ratio for the prognosis. The prognostic index was determined by summing the scores. The c-index values for the CLIP scores, JIS scores, Okuda classification, and our time-dependent model were 0.741, 0.727, 0.609, and 0.870, respectively. These results indicate that our time-dependent model can estimate the prognosis of HCC more precisely than traditional time-fixed models and can be used to re-predict the prognosis of HCC.
KW - Hepatocellular carcinoma
KW - Humans
KW - Prognosis
KW - Proportional hazards models
KW - Time factors
UR - http://www.scopus.com/inward/record.url?scp=79951866288&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=79951866288&partnerID=8YFLogxK
M3 - Article
C2 - 21339791
AN - SCOPUS:79951866288
SN - 0386-300X
VL - 65
SP - 11
EP - 20
JO - Acta Medica Okayama
JF - Acta Medica Okayama
IS - 1
ER -