Identifying the Association Rules between Clinicopathologic Factors and Higher Survival Performance in Operation-Centric Oral Cancer Patients Using the Apriori Algorithm

被引:17
作者
Tang, Jen-Yang [1 ,2 ,3 ]
Chuang, Li-Yeh [4 ,5 ]
Hsi, Edward [6 ]
Lin, Yu-Da [7 ]
Yang, Cheng-Hong [7 ]
Chang, Hsueh-Wei [3 ,8 ]
机构
[1] Kaohsiung Med Univ, Coll Med, Fac Med, Dept Radiat Oncol, Kaohsiung, Taiwan
[2] Kaohsiung Med Univ Hosp, Dept Radiat Oncol, Kaohsiung, Taiwan
[3] Kaohsiung Med Univ, Kaohsiung Med Univ Hosp, Ctr Canc, Kaohsiung, Taiwan
[4] I Shou Univ, Dept Chem Engn, Kaohsiung, Taiwan
[5] I Shou Univ, Inst Biotechnol & Chem Engn, Kaohsiung, Taiwan
[6] Kaohsiung Med Univ Hosp, Dept Med Res, Kaohsiung, Taiwan
[7] Natl Kaohsiung Univ Appl Sci, Dept Elect Engn, Kaohsiung 807, Taiwan
[8] Kaohsiung Med Univ, Dept Biomed Sci & Environm Biol, Kaohsiung, Taiwan
关键词
SQUAMOUS-CELL CARCINOMA; RADIOTHERAPY; PREVALENCE; TAIWAN;
D O I
10.1155/2013/359634
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
This study computationally determines the contribution of clinicopathologic factors correlated with 5-year survival in oral squamous cell carcinoma (OSCC) patients primarily treated by surgical operation (OP) followed by other treatments. From 2004 to 2010, the program enrolled 493 OSCC patients at the Kaohsiung Medical Hospital University. The clinicopathologic records were retrospectively reviewed and compared for survival analysis. The Apriori algorithm was applied to mine the association rules between these factors and improved survival. Univariate analysis of demographic data showed that grade/differentiation, clinical tumor size, pathology tumor size, and OP grouping were associated with survival longer than 36 months. Using the Apriori algorithm, multivariate correlation analysis identified the factors that coexistently provide good survival rates with higher lift values, such as grade/differentiation = 2, clinical stage group = early, primary site = tongue, and group = OP. Without the OP, the lift values are lower. In conclusion, this hospital-based analysis suggests that early OP and other treatments starting from OP are the key to improving the survival of OSCC patients, especially for early stage tongue cancer with moderate differentiation, having a better survival (>36 months) with varied OP approaches.
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页数:7
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