Noninvasive model for predicting future ischemic strokes in patients with silent lacunar infarction using radiomics

doi:10.1186/s12880-020-00470-7

	Noninvasive model for predicting future ischemic strokes in patients with silent lacunar infarction using radiomics
	Su,Jie-hua 1; Meng,Ling-wei 2,3; Dong,Di2,3 ; Zhuo,Wen-yan 1; Wang,Jian-ming 4; Liu,Li-bin 1; Qin,Yi 5; Tian,Ye 4; Tian,Jie 3,6,7,8; Li,Zhao-hui 1
发表期刊	BMC Medical Imaging
ISSN	1471-2342
	2020-07-08
卷号	20 期号:1 页码:11
通讯作者	Tian,Jie(jie.tian@ia.ac.cn) ; Li,Zhao-hui(lzh_edu@126.com)
摘要	AbstractBackgroundThis study aimed to investigate integrating radiomics with clinical factors in cranial computed tomography (CT) to predict ischemic strokes in patients with silent lacunar infarction (SLI).MethodsRadiomic features were extracted from baseline cranial CT images of patients with SLI. A least absolute shrinkage and selection operator (LASSO)–Cox regression analysis was used to select significant prognostic factors based on ModelC with clinical factors, ModelR with radiomic features, and ModelCR with both factors. The Kaplan–Meier method was used to compare stroke-free survival probabilities. A nomogram and a calibration curve were used for further evaluation.ResultsRadiomic signature (p?
关键词	Stroke Infarction Radiomics Tomography X-ray computed
DOI	10.1186/s12880-020-00470-7
关键词[WOS]	HEALTH-CARE PROFESSIONALS ; BRAIN INFARCTION ; RECURRENT STROKE ; BLOOD-PRESSURE ; RISK-FACTORS ; PREVENTION ; GUIDELINES ; MANAGEMENT ; STATEMENT ; ASSOCIATION
收录类别	SCI
语种	英语
资助项目	National Key R&D Program of China[2017YFC1308700] ; National Key R&D Program of China[2017YFA0205200] ; National Key R&D Program of China[2017YFC1309100] ; National Key R&D Program of China[2017YFA0700401] ; National Natural Science Foundation of China[91959130] ; National Natural Science Foundation of China[81971776] ; National Natural Science Foundation of China[81771924] ; National Natural Science Foundation of China[81930053] ; National Natural Science Foundation of China[81227901] ; National Natural Science Foundation of China[81671851] ; National Natural Science Foundation of China[81527805] ; Beijing Natural Science Foundation[L182061] ; Strategic Priority CAS Project[XDB38040200] ; Youth Innovation Promotion Association CAS[2017175] ; Scientific Project of Administration of Traditional Chinese Medicine of Guangdong Province of China[20171253] ; Major Project of Medical Health Science and Technology of Zhuhai Municipal[20171009F060001]
项目资助者	National Key R&D Program of China ; National Natural Science Foundation of China ; Beijing Natural Science Foundation ; Strategic Priority CAS Project ; Youth Innovation Promotion Association CAS ; Scientific Project of Administration of Traditional Chinese Medicine of Guangdong Province of China ; Major Project of Medical Health Science and Technology of Zhuhai Municipal
WOS研究方向	Radiology, Nuclear Medicine & Medical Imaging
WOS类目	Radiology, Nuclear Medicine & Medical Imaging
WOS记录号	BMC:10.1186/s12880-020-00470-7
出版者	BioMed Central
七大方向——子方向分类	医学影像处理与分析
引用统计
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/39845
专题	中国科学院分子影像重点实验室
通讯作者	Tian,Jie; Li,Zhao-hui
作者单位	1.Zhuhai Hospital Affiliated with Jinan University; Department of Neurology 2.University of Chinese Academy of Sciences; School of Artificial Intelligence 3.Institute of Automation, Chinese Academy of Sciences; CAS Key Laboratory of Molecular Imaging 4.Zhuhai People’s Hospital; Department of Radiology 5.Zhuhai Hospital Affiliated with Jinan University; Department of Orthopedics 6.Beihang University; Beijing Advanced Innovation Center for Big Data-Based Precision Medicine, School of Medicine and Engineering 7.Xidian University; Engineering Research Center of Molecular and Neuro Imaging of Ministry of Education, School of Life Science and Technology 8.Key Laboratory of Big Data-Based Precision Medicine (Beihang University), Ministry of Industry and Information Technology
通讯作者单位	中国科学院自动化研究所
推荐引用方式 GB/T 7714	Su,Jie-hua,Meng,Ling-wei,Dong,Di,et al. Noninvasive model for predicting future ischemic strokes in patients with silent lacunar infarction using radiomics[J]. BMC Medical Imaging,2020,20(1):11.
APA	Su,Jie-hua.,Meng,Ling-wei.,Dong,Di.,Zhuo,Wen-yan.,Wang,Jian-ming.,...&Li,Zhao-hui.(2020).Noninvasive model for predicting future ischemic strokes in patients with silent lacunar infarction using radiomics.BMC Medical Imaging,20(1),11.
MLA	Su,Jie-hua,et al."Noninvasive model for predicting future ischemic strokes in patients with silent lacunar infarction using radiomics".BMC Medical Imaging 20.1(2020):11.