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The variance explained by principal component regression in FMA-UE ( = 0.71) were higher than ARAT ( = 0.59) and MBI ( = 0.29) for stroke individuals. Kinematic components during finger-to-nose test identified by PCA are associated with UE motor function in subacute stroke. PCA reveals the intrinsic association among kinematic metrics, which may add value to UE assessment and future intervention targeted for kinematic components for stroke individuals. Chinese Clinical Trial Registry (http//www.chictr.org.cn/) on 17 October 2019, ident