Differentiating gastric cancer and gastric lymphoma using texture analysis (TA) of positron emission

来源 :中华医学杂志英文版 | 被引量 : 0次 | 上传用户:Lv619
下载到本地 , 更方便阅读
声明 : 本文档内容版权归属内容提供方 , 如果您对本文有版权争议 , 可与客服联系进行内容授权或下架
论文部分内容阅读
Background::Texture analysis (TA) can quantify intra-tumor heterogeneity using standard medical images. The present study aimed to assess the application of positron emission tomography (PET) TA in the differential diagnosis of gastric cancer and gastric lymphoma.Methods::The pre-treatment PET images of 79 patients (45 gastric cancer, 34 gastric lymphoma) between January 2013 and February 2018 were retrospectively reviewed. Standard uptake values (SUVs), first-order texture features, and second-order texture features of the grey-level co-occurrence matrix (GLCM) were analyzed. The differences in features among different groups were analyzed by the two-way Mann-Whitney test, and receiver operating characteristic (ROC) analysis was used to estimate the diagnostic efficacy.Results::Inertian GLCM was significantly lower in gastric cancer than that in gastric lymphoma (4975.61 n vs. 11,425.30, n z = -3.238, n P = 0.001), and it was found to be the most discriminating texture feature in differentiating gastric lymphoma and gastric cancer. The area under the curve (AUC) of inertian GLCM was higher than the AUCs of SUVmax and SUVmean (0.714 n vs. 0.649 and 0.666, respectively). SUVmax and SUVmean were significantly lower in low-grade gastric lymphoma than those in high grade gastric lymphoma (3.30 n vs. 11.80, 2.40 n vs. 7.50, n z = -2.792 and -3.007, n P = 0.005 and 0.003, respectively). SUVs and first-order greylevel intensity features were not significantly different between low-grade gastric lymphoma and gastric cancer. Entropyn GLCM12 was significantly lower in low-grade gastric lymphoma than that in gastric cancer (6.95 n vs. 9.14, n z = -2.542, n P = 0.011) and had an AUC of 0.770 in the ROC analysis of differentiating low-grade gastric lymphoma and gastric cancer.n Conclusions::Inertian GLCM and entropyn GLCM were the most discriminating features in differentiating gastric lymphoma from gastric cancer and low-grade gastric lymphoma from gastric cancer, respectively. PET TA can improve the differential diagnosis of gastric neoplasms, especially in tumors with similar degrees of fluorodeoxyglucose uptake.n “,”Background::Texture analysis (TA) can quantify intra-tumor heterogeneity using standard medical images. The present study aimed to assess the application of positron emission tomography (PET) TA in the differential diagnosis of gastric cancer and gastric lymphoma.Methods::The pre-treatment PET images of 79 patients (45 gastric cancer, 34 gastric lymphoma) between January 2013 and February 2018 were retrospectively reviewed. Standard uptake values (SUVs), first-order texture features, and second-order texture features of the grey-level co-occurrence matrix (GLCM) were analyzed. The differences in features among different groups were analyzed by the two-way Mann-Whitney test, and receiver operating characteristic (ROC) analysis was used to estimate the diagnostic efficacy.Results::Inertian GLCM was significantly lower in gastric cancer than that in gastric lymphoma (4975.61 n vs. 11,425.30, n z = -3.238, n P = 0.001), and it was found to be the most discriminating texture feature in differentiating gastric lymphoma and gastric cancer. The area under the curve (AUC) of inertian GLCM was higher than the AUCs of SUVmax and SUVmean (0.714 n vs. 0.649 and 0.666, respectively). SUVmax and SUVmean were significantly lower in low-grade gastric lymphoma than those in high grade gastric lymphoma (3.30 n vs. 11.80, 2.40 n vs. 7.50, n z = -2.792 and -3.007, n P = 0.005 and 0.003, respectively). SUVs and first-order greylevel intensity features were not significantly different between low-grade gastric lymphoma and gastric cancer. Entropyn GLCM12 was significantly lower in low-grade gastric lymphoma than that in gastric cancer (6.95 n vs. 9.14, n z = -2.542, n P = 0.011) and had an AUC of 0.770 in the ROC analysis of differentiating low-grade gastric lymphoma and gastric cancer.n Conclusions::Inertian GLCM and entropyn GLCM were the most discriminating features in differentiating gastric lymphoma from gastric cancer and low-grade gastric lymphoma from gastric cancer, respectively. PET TA can improve the differential diagnosis of gastric neoplasms, especially in tumors with similar degrees of fluorodeoxyglucose uptake.n
其他文献
目的 观察评价保留残端对前交叉韧带重建术后恢复的临床意义.方法 于2018年4月至2020年12月期间,选择我院收治的前交叉韧带损伤患者共20例.根据随机数表法进行分组,设为保留
湿地具有供水和调蓄、净化水体、缓洪滞沥、抗涝减灾等的功能,对维护生态平衡发挥着重要的作用.水是湿地赖以生存的必要条件,本文以水为议题,以华北平原最大、最典型的湿地白
本文以清华大学《中国学术期刊全文数据库》(CNKI)为统计源,对国内1987~2006年20年期间的地质调查科技类文献从年代分布、期刊分布、主题分布、专业分布四个方面进行了数据统
会议
医学地质学这一新兴学科越来越与人类健康紧密相联,本文通过对医学地质学的概念、研究对象进行简单阐述,初探医学地质在实践中的应用.
四川黄背木耳高产栽培技术刘本洪(四川省农科院土肥所微生物室成都610066黄背木耳是一种大众化食用真菌,具有易栽培、抗病性强、经济产量高、生产周期短等特点。四川年栽培量一直稳定
目的:通过搭建超声神经调控系统,并对超声换能器的声场进行表征,观察超声神经调控技术对大脑中动脉闭塞(MCAO)小鼠模型的干预作用。方法:39只MCAO模型小鼠分为三组:MCAO组(13只)
本文报告应用人外周血淋巴细胞姐妹染色单体互换(SCE)试验对偏二氯乙烯单体(VDC)的细胞遗传毒性进行了检测。研究结果表明,VDC剂量1.5mg/ml和3mg/ml组的SCE发生率与阴性对
根据新时期社会公共服务体系建设和地质工作的需要,中国地质图书馆的发展应做好功能定位、模式定位和目标定位,促进图书馆事业和谐发展.
互联网的共享性、交互性、广域性、开放性,既带来巨大的信息资源,同时网络安全问题随之而来.本文针对windows系统安全配置提出一些简单的设置方法,从而有效防范网络安全隐患.
蒙古国丰富的地下矿产资源逐渐吸引了世人的目光.近几年来,随着中蒙两国睦邻互信伙伴关系的建立,中国企业赴蒙古国投资开矿的热情持续升温,但是也出现了投资过热和混乱无序的