Department of Surgery I, Sapporo Medical University Hospital, Sapporo Medical University School of Medicine, Sapporo, Hokkaido, Japan.
Surgery. 2011 Aug;150(2):250-62. doi: 10.1016/j.surg.2011.06.001.
Cluster analysis is used for dividing many prognostic indicators, including liver function, tumor progression, and operative variables, into specific clusters. The albumin (ALB), hepatocyte growth factor (HGF), and branched chain amino-acid to tyrosine ratio (BTR) may represent the severity of liver disease and function of the hepatic reserve. We developed the ALB-BTR and HGF-BTR classifications depending on each level to find specific unique subgroups. Our aim was to identify specific subgroups destined for favorable and poor prognoses after initial hepatectomy.
Between 2002 and 2008, 165 patients were analyzed retrospectively. Liver function indicators, including BTR, tumor-related factors, and operative variables, were evaluated by cluster analysis with Ward's criterion. The ALB-BTR classification was divided into 4 groups depending on ALB (cutoff value, 4.0 g/dL) and BTR (cutoff value, 6.0). The HGF-BTR classification was also divided into 4 groups depending on HGF (cutoff value, 0.35 ng/mL) and BTR (cutoff value, 6.0). The prognoses of the subgroups were compared by the log-rank test.
Cluster analysis divided multiple indicators into 5 different clusters. In each cluster, we further analyzed subgroups using the ALB-BTR and HGF-BTR classification. Mean recurrence-free survival times in ALB-GI (19.1 ± 2.4 months) and HGF-GIII (29.4 ± 3.8 months) were less than their mean overall survival times.
Cluster analysis is useful to find similar and different indicators. Even though liver function was well preserved, low BTR could identify early recurrence in hepatocellular carcinoma patients after resection.
聚类分析用于将许多预后指标,包括肝功能、肿瘤进展和手术变量,分为特定的聚类。白蛋白(ALB)、肝细胞生长因子(HGF)和支链氨基酸与酪氨酸比值(BTR)可能代表肝脏疾病的严重程度和肝脏储备功能。我们根据每个水平开发了 ALB-BTR 和 HGF-BTR 分类,以找到特定的独特亚组。我们的目的是在初始肝切除术后确定具有良好和不良预后的特定亚组。
回顾性分析 2002 年至 2008 年间的 165 例患者。采用 Ward 准则的聚类分析评估肝功能指标,包括 BTR、肿瘤相关因素和手术变量。根据 ALB(截断值为 4.0 g/dL)和 BTR(截断值为 6.0)将 ALB-BTR 分类分为 4 组。根据 HGF(截断值为 0.35 ng/mL)和 BTR(截断值为 6.0),HGF-BTR 分类也分为 4 组。通过对数秩检验比较亚组的预后。
聚类分析将多个指标分为 5 个不同的聚类。在每个聚类中,我们进一步使用 ALB-BTR 和 HGF-BTR 分类分析亚组。ALB-GI(19.1 ± 2.4 个月)和 HGF-GIII(29.4 ± 3.8 个月)的平均无复发生存时间短于其平均总生存时间。
聚类分析有助于发现相似和不同的指标。即使肝功能良好,低 BTR 也可以在肝癌切除术后识别早期复发。