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Weiying Liang on Muck Rack

Weiying Liang

As seen in: Nature, Biomed Central (BMC)
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Articles

Fully automated system predicts osteoporotic vertebral fracture across institutions using lumbar MRI paraspinal muscle signatures

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By Weicong Zhang, Weiying Liang, Junjie Lu, Weijia Zhu, Xiangwei Yuan, Haoyang Zhou, Yingnan Zhao, Qinghua Xie, Yu Chi Liu, Didi Hu, Bao Feng, Wansheng Long, Yangjie Qin, Yixiu Hao, Zhuodong Liang
| Nature Verified
Abstract Paraspinal muscle (PM) degeneration is a crucial yet frequently overlooked risk factor for osteoporotic vertebral fractures (OVF). We developed PM Segmentation and Classification of OVF (PMSAC-OVF), a fully automated, multi-institutional system that segments lumbar PMs on MRI, extracts federated learning (FL) and radiomics features, and integrates them with clinical variables for OVF prediction.
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