Quantitative Analysis of Multimodal MRI Markers and Clinical Risk Factors for Cerebral Small Vessel Disease Based on Deep Learning.

"Ethical Disclosure This study has obtained informed consents from patients, all human research procedures followed the committee’s ethical standards for human experimentation (institutional and national) and with the Helsinki Declaration of 1975, as revised in 2008. This study was approved by the Ethics Committee of the First People’s Hospital of Hangzhou, Zhejiang University School of Medicine (IIT-20221212-0198-01). Disclosure R.H., J.W., and F.S. are employees of Shanghai United Imaging Intelligence Co., Ltd., and the company has no role in designing and performing the surveillance and analyzing and interpreting the data. All other authors report no conflicts of interest relevant to this article."

"This study was supported in part by the National Natural Science Foundation of China (61976075), the National Key Research and Development Program of China (2022YFE0205700), and the Natural Science Foundation of Zhejiang Province (Y22H185692)."