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基于机器学习的顺铂化疗引起肿瘤患者持续期恶心呕吐预测 被引量:1
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作者 张靖悦 蓝高爽 +4 位作者 杨翀 孙银娟 钟殿胜 张琳琳 袁恒杰 《中国药学杂志》 CAS CSCD 北大核心 2023年第11期1031-1036,共6页
目的基于机器学习建立顺铂持续期化疗引起的恶心呕吐(chemotherapy-induced nausea and vomiting,CINV)预测模型,为临床止吐药物的选择提供用药依据。方法回顾收集2018年7月~2022年10月天津医科大学总医院肿瘤科接收以顺铂为基础化疗方... 目的基于机器学习建立顺铂持续期化疗引起的恶心呕吐(chemotherapy-induced nausea and vomiting,CINV)预测模型,为临床止吐药物的选择提供用药依据。方法回顾收集2018年7月~2022年10月天津医科大学总医院肿瘤科接收以顺铂为基础化疗方案的74名患者的临床信息作为变量,采用主成分分析(principal component analysis,PCA)降低变量维度,应用交叉验证重复训练,分别建立支持向量机(support vector machine,SVM)、随机森林(random forest,RF)、K最近邻(K near neighbor,KNN)、朴素贝叶斯(naive bayes,NB)及决策树(decision tree,DT)预测模型,比较5种模型对顺铂持续期CINV预测的准确性。结果采用PCA将41个变量降维获得4个主成分,NB的准确度、AUC值和灵敏度最大,分别为84.21%、0.9167%、100%。RF的F1值最大,NB次之,分别为86.96%、85.71%。结论基于机器学习建立的5种预测模型,NB模型性能最佳,可为顺铂CINV的预防提供参考。 展开更多
关键词 顺铂 机器学习 恶心 呕吐 主成分分析
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Establishment and gene expression profiling of LKB1 stable knockdown lung cancer cell line 被引量:7
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作者 SUN Lin-lin zhong dian-sheng +2 位作者 WU Song BAI Hua CHEN Zhe 《Chinese Medical Journal》 SCIE CAS CSCD 2011年第13期2028-2032,共5页
Background Lung cancer is the leading cause of cancer-related death in China. Mutation analysis reveals that LKB1 inactivation is present in 30% of non-small-cell lung cancer (NSCLC), indicating its role as a tumor ... Background Lung cancer is the leading cause of cancer-related death in China. Mutation analysis reveals that LKB1 inactivation is present in 30% of non-small-cell lung cancer (NSCLC), indicating its role as a tumor suppressor. However, the molecular mechanism is still not clear. Our study attempted to establish LKB1 stable knockdown NSCLC cell line, detect alterations in gene expression and identify the genes regulated by LKBI. Methods LKB1 stable knockdown H1299 cell line was established using a lentiviral short hairpin RNA. To identify the knockdown effect, LKB1 mRNA and protein expression level were evaluated with quantitative real-time PCR and Western blotting. We treated the cell lines with 2-deoxyglucose to determine if LKB1 protein function was impacted. Gene microarray analysis was performed to detect the gene expression alterations in LKB1 stable knockdown H1299 cells. Results LKB1 mRNA and protein expression were significantly suppressed in LKB1 stable knockdown H1299 cell line. 2-DG treatment had little impact on the phosphorylation of AMPK, which is the downstream target of LKB1, indicating the loss of function of LKBI. The microarray data showed that LKB1 knockdown resulted in expression alterations of 1243 kinds of genes, including those involved in cell migration, cell proliferation and cell apoptosis. Conclusions The establishment of LKB1 stable knockdown H1299 cell line provides us with a great tool to investigate various genes regulated by LKB1 through microarray. The discovery of cell proliferation and migration-related genes regulated by LKB1 is critical for unraveling molecular mechanisms of LKBI's role in the development and metastasis of lung cancer. 展开更多
关键词 lung cancer LKB1 LENTIVIRUS gene microarray
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