Preliminary value of multimodal MRI radiomics in the diagnosis of neonatal white matter lesions
10.3760/cma.j.cn115455-20230316-00273
- VernacularTitle:基于多模态MRI影像组学辅助诊断新生儿脑白质损伤的价值初探
- Author:
Hong YU
1
;
Jingshi WANG
;
Zhongbo CHEN
Author Information
1. 大连市妇女儿童医疗中心（集团）放射科，大连 116033
- Keywords:
Magnetic resonance imaging;
Neonate;
White matter lesions;
Radiomics
- From:
Chinese Journal of Postgraduates of Medicine
2023;46(9):810-815
- CountryChina
- Language:Chinese
-
Abstract:
Objective:To investigate the effectiveness of multimodal magnetic resonance imaging (MRI)-based radiomics models in the auxiliary diagnosis of neonatal cerebral white matter lesion (WML).Methods:Clinical and MRI imaging data were collected from 91 children diagnosed with WML in Dalian Women and Children′s Medical Center from April 2018 to December 2021, including 58 cases in the good prognosis group and 33 cases in the poor prognosis group. The region of interest (ROI) was drawn for the lesion of each sequence image (T 1WI, T 2WI, DWI and SWI). Three models, T 1WI+T 2WI (model 1), T 1WI + T 2WI + DWI (model 2) and T 1WI + T 2WI + SWI (model 3), were created. Resample of the ROI, pre-processing of images and extraction of features were performed by using PyRadiomics, and the extracted features were standardized on the Dr.Wise research platform. A logistic regression classifier was used to create the radiomics model and 5-fold cross-validation was carried out 10 times. Key features were screened, and the receiver operating characteristic (ROC) curve was drawn to evaluate the predictive ability of the models. And DeLong was used to compare the effectiveness of different models. Results:The AUC values of model 2 (0.95) and model 3 (0.93) in the validation set were higher than that of model 1 (0.90). The accuracy, sensitivity and specificity of model 1, model 2, and model 3 were (86%, 89% and 87%), (79%, 88% and 88%) and (90%, 90% and 86%), respectively. The differences between model 1 and model 2 by DeLong′s test was statistically significant ( P<0.05), whereas there was no statistically significant differences between model 3 and model 1 or between model 3 and model 2 ( P>0.05). Conclusions:Multimodal MRI-based radiomics model was proved to be an effective tool in the auxiliary diagnosis of neonatal WML.
