Dachuan Gao, Xiaodan Ye, Xuewen Hou, Yang Chen, Xue Kong, Yuanzhong Xie, Shengdong Nie
{"title":"基于k均值聚类分析的三维双路径网络肺结节良恶性鉴别方法。","authors":"Dachuan Gao, Xiaodan Ye, Xuewen Hou, Yang Chen, Xue Kong, Yuanzhong Xie, Shengdong Nie","doi":"10.1631/jzus.B2101009","DOIUrl":null,"url":null,"abstract":"<p><p>In the USA, there were about 1 806 590 new cancer cases in 2020, and 606 520 cancer deaths are expected to have occurred in 2021. Lung cancer has become the leading cause of death from cancer in both men and women (Siegel et al., 2020). Clinical studies show that the five-year survival rate of lung cancer patients after early diagnosis and treatment intervention can reach 80%, compared with that of patients having advanced lung cancer. Thus, the early diagnosis of lung cancer is a key factor to reduce mortality.</p>","PeriodicalId":17601,"journal":{"name":"Journal of Zhejiang University. Science. B","volume":" ","pages":"957-967"},"PeriodicalIF":0.0000,"publicationDate":"2022-11-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9676095/pdf/JZhejiangUnivSciB-23-11-957.pdf","citationCount":"1","resultStr":"{\"title\":\"A method for distinguishing benign and malignant pulmonary nodules based on 3D dual path network aided by <i>K</i>-means clustering analysis.\",\"authors\":\"Dachuan Gao, Xiaodan Ye, Xuewen Hou, Yang Chen, Xue Kong, Yuanzhong Xie, Shengdong Nie\",\"doi\":\"10.1631/jzus.B2101009\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>In the USA, there were about 1 806 590 new cancer cases in 2020, and 606 520 cancer deaths are expected to have occurred in 2021. Lung cancer has become the leading cause of death from cancer in both men and women (Siegel et al., 2020). Clinical studies show that the five-year survival rate of lung cancer patients after early diagnosis and treatment intervention can reach 80%, compared with that of patients having advanced lung cancer. Thus, the early diagnosis of lung cancer is a key factor to reduce mortality.</p>\",\"PeriodicalId\":17601,\"journal\":{\"name\":\"Journal of Zhejiang University. Science. B\",\"volume\":\" \",\"pages\":\"957-967\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-11-15\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9676095/pdf/JZhejiangUnivSciB-23-11-957.pdf\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Zhejiang University. Science. B\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1631/jzus.B2101009\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Zhejiang University. Science. B","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1631/jzus.B2101009","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1
摘要
在美国,2020年约有1806590例新的癌症病例,预计2021年将发生606 520例癌症死亡。肺癌已成为男性和女性癌症死亡的主要原因(Siegel et al., 2020)。临床研究表明,与晚期肺癌患者相比,肺癌患者经过早期诊断和治疗干预后的5年生存率可达80%。因此,肺癌的早期诊断是降低死亡率的关键因素。
A method for distinguishing benign and malignant pulmonary nodules based on 3D dual path network aided by K-means clustering analysis.
In the USA, there were about 1 806 590 new cancer cases in 2020, and 606 520 cancer deaths are expected to have occurred in 2021. Lung cancer has become the leading cause of death from cancer in both men and women (Siegel et al., 2020). Clinical studies show that the five-year survival rate of lung cancer patients after early diagnosis and treatment intervention can reach 80%, compared with that of patients having advanced lung cancer. Thus, the early diagnosis of lung cancer is a key factor to reduce mortality.