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

doi:10.1186/s12880-020-00470-7

CORC > 自动化研究所 > 中国科学院自动化研究所 > 中国科学院分子影像重点实验室

	Noninvasive model for predicting future ischemic strokes in patients with silent lacunar infarction using radiomics
	Su,Jie-hua 1; Meng,Ling-wei 2,8; Dong,Di 2,8; Zhuo,Wen-yan 1; Wang,Jian-ming 7; Liu,Li-bin 1; Qin,Yi 6; Tian,Ye 7; Tian,Jie 2,3,4,5; Li,Zhao-hui 1
刊名	BMC Medical Imaging
	2020-07-08
卷号	20 期号:1 页码:11
关键词	Stroke Infarction Radiomics Tomography X-ray computed
ISSN号	1471-2342
DOI	10.1186/s12880-020-00470-7
通讯作者	Tian,Jie(jie.tian@ia.ac.cn) ; Li,Zhao-hui(lzh_edu@126.com)
英文摘要	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?
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]
WOS关键词	HEALTH-CARE PROFESSIONALS ; BRAIN INFARCTION ; RECURRENT STROKE ; BLOOD-PRESSURE ; RISK-FACTORS ; PREVENTION ; GUIDELINES ; MANAGEMENT ; STATEMENT ; ASSOCIATION
WOS研究方向	Radiology, Nuclear Medicine & Medical Imaging
语种	英语
出版者	BioMed Central
WOS记录号	BMC:10.1186/S12880-020-00470-7
资助机构	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
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/39844]
专题	自动化研究所_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.Institute of Automation, Chinese Academy of Sciences; CAS Key Laboratory of Molecular Imaging 3.Key Laboratory of Big Data-Based Precision Medicine (Beihang University), Ministry of Industry and Information Technology 4.Xidian University; Engineering Research Center of Molecular and Neuro Imaging of Ministry of Education, School of Life Science and Technology 5.Beihang University; Beijing Advanced Innovation Center for Big Data-Based Precision Medicine, School of Medicine and Engineering 6.Zhuhai Hospital Affiliated with Jinan University; Department of Orthopedics 7.Zhuhai People’s Hospital; Department of Radiology 8.University of Chinese Academy of Sciences; School of Artificial Intelligence
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.