OBJECTIVE: To develop an objective quantitative evaluative model of manual acupuncture manipulation (MAM) using three-dimensional motion tracking technology and machine learning, so as to provide a new approach to the study on acupuncture and moxibustion education and manipulation standardization. METHODS: A total of 120 undergraduate students in the major of acupuncture-moxibustion and tuina were recruited. The Simi Motion Ver.8.5 motion tracking system was used to collect the data of three types of MAM, balanced reinforcing and reducing by twisting, reinforcing technique by twisting and reducing technique by twisting. Eight quantitative parameters covering movement performance and stability were established. With 5 types of machine learning algorithms (logistic regression, random forest, support vector machine, K-nearest neighbor, and decision tree) adopted, the evaluative model was constructed, and the feature importance analyzed. RESULTS: In the evaluation of different types of MAM, the support vector machine presented the best for the effects of the balanced reinforcing and reducing by twisting, and the reducing by twisting (accuracy rates were both 0.88); and the logistic regression algorithm showed the optimal performance in evaluating the reinforcing by twisting (1.00 of accuracy rate). Feature importance analysis revealed that twisting velocity was the dominant parameter for evaluating the balanced reinforcing-reducing manipulation. The reinforcing and reducing of acupuncture techniques were more dependent on the left-hand twisting parameters and comprehensive performances, respectively. CONCLUSION The objective evaluative model of MAM based on three-dimensional motion tracking technology and machine learning demonstrates a reliable evaluative performance, providing a new technical approach to standardized assessment in acupuncture and moxibustion education.
Humans ; Male ; Acupuncture Therapy/instrumentation* ; Machine Learning ; Female ; Young Adult ; Adult ; Motion

Vietnam,as an important country along the "one belt and one road",is closely related to China.Chinese traditional medicine has entered Vietnam and gained strong support from policy and public recognition.It has a good foundation for development and a bright future.Based on the current situation of traditional Chinese medicine exchanges between China and Vietnam and Vietnam's basic national conditions,the author puts forward that exploring new cooperative models through multi-level cooperative projects,which relys on the role of the Chinese Chamber of Commerce,and adheres to the complementary promotion between trade in services and trade in goods.They are the feasible ways for Chinese medicine to develop in Vietnam.The development of Chinese medicine in Vietnam needs the adherance to the four principles of bidirectional positioning,suiting measures to local conditions,standardizing standards and risk prevention.

Objective To investigate whether human RhoA is modified by SUMO. Methods Overlap extension PCR and double digestion technique were used to construct the eukaryotic expression vector pcDNA3-3flag-RhoA, which was identified by sequencing. The plasmid was transfected into HEK293T cells and its expression was detected by Western blotting. Immunofluorescence assay was used to detect whether RhoA is co-localized with SUMO. Co-Immunoprecipitation was used to detect whether RhoA is modified by SUMO. Results The recombinant plasmid pcDNA3-3flag-RhoA was successfully constructed and verified. Western blotting showed that the recombinant plasmid pcDNA3-3flag-RhoA expressed abundant fusion protein in HEK293T cells. Immunofluorescence showed that RhoA was co-localized with SUMO2/3 but not with SUMO1. Co-immunoprecipitation verified that RhoA was modified by SUMO2/3 but not SUMO1. Conclusion Human RhoA is modified by SUMO2/3 and probably participates in the regulation of axon regrowth after nervous system injury.

Objective To investigate whether human RhoA is modified by SUMO. Methods Overlap extension PCR and double digestion technique were used to construct the eukaryotic expression vector pcDNA3-3flag-RhoA, which was identified by sequencing. The plasmid was transfected into HEK293T cells and its expression was detected by Western blotting. Immunofluorescence assay was used to detect whether RhoA is co-localized with SUMO. Co-Immunoprecipitation was used to detect whether RhoA is modified by SUMO. Results The recombinant plasmid pcDNA3-3flag-RhoA was successfully constructed and verified. Western blotting showed that the recombinant plasmid pcDNA3-3flag-RhoA expressed abundant fusion protein in HEK293T cells. Immunofluorescence showed that RhoA was co-localized with SUMO2/3 but not with SUMO1. Co-immunoprecipitation verified that RhoA was modified by SUMO2/3 but not SUMO1. Conclusion Human RhoA is modified by SUMO2/3 and probably participates in the regulation of axon regrowth after nervous system injury.