BACKGROUND:The sports medicine community has widely called for the use of machine learning technology to efficiently process the huge and complicated sports data resources,and construct intelligent sports injury prediction models,enabling accurate early warning of sports injuries.It is of great significance to comprehensively summarize and review such research results so as to grasp the direction of early warning model improvement and to guide the construction of sports injury prediction models in China. OBJECTIVE:To systematically review and analyze relevant research on sports injury prediction models based on machine learning technology,thereby providing references for the development of sports injury prediction models in China. METHODS:Literature search was conducted on CNKI,Web of Science and EBSCO databases,which mainly searched for literature related to machine learning techniques and sports injuries.Finally,61 articles related to sports injury prediction models were included for analysis. RESULTS AND CONCLUSION:(1)In terms of external risk feature indicators,there is a lack of competition scenario indicators,and the inclusion of related feature indicators needs to be further improved to further enrich the dimensions of the dataset for model training.In addition,the inclusion feature weighting methods of the sports injury prediction model are mainly based on filtering methods and the use of embedding and wrapping weighting methods needs to be strengthened in order to enhance the analysis of the interaction effects of multiple risk factors.(2)In terms of model body training,supervised learning algorithms become the mainstream choice.Such algorithms have higher requirements for the completeness of sample labeling information,and the application scenarios are easily limited.Therefore,the application of unsupervised and semi-supervised algorithms can be increased in the later stage.(3)In terms of model performance evaluation and optimization,the current studies mainly adopt two verification methods:HoldOut crossover and k-crossover.The range of AUC values is(0.76±0.12),the range of sensitivity is(75.92±11.03)%,the range of specificity is(0.03±4.54)%,the range of F1 score is(80.60±10.63)%,the range of accuracy is(69.96±13.10)%,and the range of precision is(70±14.71)%.Data augmentation and feature optimization are the most common model optimization operations.The accuracy and precision of the current sports injury prediction model are about 70%,and the early warning effect is good.However,the model optimization operation is relatively single,and data augmentation methods are often used to improve model performance.Further adjustments to the model algorithm and hyperparameters are needed to further improve model performance.(4)In terms of model feature extraction,most of the internal risk profile indicators included are mainly based on anthropometrics,training load,years of training,and injury history,but there is a lack of sports recovery and physical function indicators.

Objective To analyze the technical movement characteristics of female table tennis play-ers with shoulder impingement syndrome when hitting a forehand topspin loop ball,in order to explore the reasons for shoulder impingement syndrome.Methods Thirteen female table tennis athletes with shoulder impingement syndrome were recruited for the shoulder impingement group(age 20.31±2.56 years,height 165.69±4.00 cm,weight 56.62±6.00 kg)and 13 healthy female table tennis athletes(age 21.54±2.78 years,height 165.54±4.45 cm,weight 60.08±8.02 kg)were selected for the healthy group.Kinematic and electromyographic data of the upper limbs were collected during six tri-als of forehand topspin strokes using a three-dimensional motion capture system and a wireless surface electromyographic system.The data were then averaged and compared between the groups.Results The shoulder impingement group had a greater shoulder flexion angular velocity at the end of the forward swing compared to the healthy group(t=-3.689,P=0.001).In addition,the shoulder impingement group showed significantly smaller trunk torsion angular amplitude(t=2.614,P=0.015)and average an-gular velocity of trunk torsion(t=3.958,P=0.001).Furthermore,the peak activation level of the anteri-or serratus muscle was smaller in the shoulder impingement group compared to the healthy group(t=2.363,P=0.027).Finally,the deactivation duration of both the triceps brachii and brachioradialis mus-cles was shorter in the shoulder impingement group compared to the latter(t=3.705,P=0.002;t=3.29,P=0.004).Conclusion Female table tennis players with shoulder impingement syndrome exhibit the fol-lowing characteristics in their forehand topspin:1)insufficient trunk rotation and premature deactiva-tion of the brachioradialis muscle,which lead to excessive loading on the shoulder during flexion;2)inadequate activation of the serratus anterior muscle,resulting in compromised scapular stability;3)premature deactivation of the triceps brachii muscle,which negatively affects the control of eccentric contraction velocity at the shoulder joint.

BACKGROUND:Existing studies have preliminarily summarized the potential association between muscle activity of the affected lower limb and gait stability during walking in patients undergoing anterior cruciate ligament reconstruction.However,there are some issues such as incomplete observation of muscle categories,incomplete observation of walking action phases,and failure to consider synergistic effects among multiple muscle groups,which urgently require further improvement in this study.OBJECTIVE:To monitor muscle synergy information of the affected leg during walking in patients undergoing anterior cruciate ligament reconstruction and to analyze the association between muscle synergy information and gait stability.METHODS:Twenty-four male patients aged(21.66±4.09)years undergoing anterior cruciate ligament reconstruction,were recruited.Electromyographic and center of pressure data were collected from the affected lower limb during walking.A non-negative matrix decomposition algorithm was used to extract the number of muscle synergic elements from the affected leg,the time spent in peak activation of each muscle synergic element,and the muscle relative weight indexes.Correlation analysis was then performed with the center of pressure indexes.RESULTS AND CONCLUSION:Six types of muscle synergies were identified in the affected leg.The number of muscle synergic elements showed no significant correlation with the distance and speed of lateral displacement of the center of pressure.Regarding the peak activation time of muscle synergic elements,synergic element 3 in the dominant gait loading response period showed a significant negative correlation with the lateral displacement distance of the center of pressure(r=-0.413,P=0.045)and a significant negative correlation with the lateral displacement velocity of the center of pressure(r=-0.470,P=0.020).The activation time of the remaining types of muscle synergic elements was not significantly related with patient's gait stability indices.In terms of muscle relative weights,the rectus femoris muscle of synergistic element 1 in the dominant gait loading response period showed a significant negative correlation with the lateral displacement distance of the center of pressure(r=-0.592,P=0.005)and a significant negative correlation with the lateral displacement speed of the center of pressure(r=-0.529,P=0.014).Additionally,the relative weight of the biceps femoris muscle of synergistic element 3 in the dominant gait loading response period showed a significant negative correlation with the lateral displacement distance of the center of pressure(r=-0.428,P=0.037).To conclude,the central system in patients undergoing anterior cruciate ligament reconstruction regulates the synergistic muscle activity of the affected leg during walking to enhance gait stability in two primary ways:by prolonging the activation time of the muscle synergists during the dominant loading response period and enhancing the activation of the quadriceps muscle,in order to enhance the control of eccentric contractions of the knee joint during the landing of the affected leg and improve the stability of the knee joint;and by increasing the activation of the biceps femoris muscle during the loading response period,which increases the degree of knee flexion and enhances the lower limb's cushioning function during the landing of the affected leg.

The development of Traditional Chinese Medicine(TCM)medical alliances plays a pivotal role in enhancing grassroots TCM service capabilities and meeting public demand for TCM healthcare.However,challenges persist in establishing these alliances,including insufficient Party leadership at primary TCM institutions and deficiencies in clinical services,talent de-velopment,and emergency care capacity.This study examines innovative Party building approaches in public hospitals within the new era context,analyzing practical cases of alliance development.Our findings demonstrate that integrating Party building into the governance structure of medical alliances not only strengthens Party leadership at primary TCM institutions but also significant-ly promotes TCM service development.Systematic analysis of case hospital practices reveals several key insights.Firstly,strengthening top-level design through Party committee leadership is crucial.Secondly,addressing the most pressing public healthcare concerns with genuine commitment forms the foundation.Thirdly,deep integration of Party building with core medical services represents the essential approach.Lastly,policy-responsive innovation based on consolidated achievements serves as the key driver.

Objective To analyze the technical movement characteristics of female table tennis play-ers with shoulder impingement syndrome when hitting a forehand topspin loop ball,in order to explore the reasons for shoulder impingement syndrome.Methods Thirteen female table tennis athletes with shoulder impingement syndrome were recruited for the shoulder impingement group(age 20.31±2.56 years,height 165.69±4.00 cm,weight 56.62±6.00 kg)and 13 healthy female table tennis athletes(age 21.54±2.78 years,height 165.54±4.45 cm,weight 60.08±8.02 kg)were selected for the healthy group.Kinematic and electromyographic data of the upper limbs were collected during six tri-als of forehand topspin strokes using a three-dimensional motion capture system and a wireless surface electromyographic system.The data were then averaged and compared between the groups.Results The shoulder impingement group had a greater shoulder flexion angular velocity at the end of the forward swing compared to the healthy group(t=-3.689,P=0.001).In addition,the shoulder impingement group showed significantly smaller trunk torsion angular amplitude(t=2.614,P=0.015)and average an-gular velocity of trunk torsion(t=3.958,P=0.001).Furthermore,the peak activation level of the anteri-or serratus muscle was smaller in the shoulder impingement group compared to the healthy group(t=2.363,P=0.027).Finally,the deactivation duration of both the triceps brachii and brachioradialis mus-cles was shorter in the shoulder impingement group compared to the latter(t=3.705,P=0.002;t=3.29,P=0.004).Conclusion Female table tennis players with shoulder impingement syndrome exhibit the fol-lowing characteristics in their forehand topspin:1)insufficient trunk rotation and premature deactiva-tion of the brachioradialis muscle,which lead to excessive loading on the shoulder during flexion;2)inadequate activation of the serratus anterior muscle,resulting in compromised scapular stability;3)premature deactivation of the triceps brachii muscle,which negatively affects the control of eccentric contraction velocity at the shoulder joint.

The development of Traditional Chinese Medicine(TCM)medical alliances plays a pivotal role in enhancing grassroots TCM service capabilities and meeting public demand for TCM healthcare.However,challenges persist in establishing these alliances,including insufficient Party leadership at primary TCM institutions and deficiencies in clinical services,talent de-velopment,and emergency care capacity.This study examines innovative Party building approaches in public hospitals within the new era context,analyzing practical cases of alliance development.Our findings demonstrate that integrating Party building into the governance structure of medical alliances not only strengthens Party leadership at primary TCM institutions but also significant-ly promotes TCM service development.Systematic analysis of case hospital practices reveals several key insights.Firstly,strengthening top-level design through Party committee leadership is crucial.Secondly,addressing the most pressing public healthcare concerns with genuine commitment forms the foundation.Thirdly,deep integration of Party building with core medical services represents the essential approach.Lastly,policy-responsive innovation based on consolidated achievements serves as the key driver.

BACKGROUND:Existing studies have preliminarily summarized the potential association between muscle activity of the affected lower limb and gait stability during walking in patients undergoing anterior cruciate ligament reconstruction.However,there are some issues such as incomplete observation of muscle categories,incomplete observation of walking action phases,and failure to consider synergistic effects among multiple muscle groups,which urgently require further improvement in this study.OBJECTIVE:To monitor muscle synergy information of the affected leg during walking in patients undergoing anterior cruciate ligament reconstruction and to analyze the association between muscle synergy information and gait stability.METHODS:Twenty-four male patients aged(21.66±4.09)years undergoing anterior cruciate ligament reconstruction,were recruited.Electromyographic and center of pressure data were collected from the affected lower limb during walking.A non-negative matrix decomposition algorithm was used to extract the number of muscle synergic elements from the affected leg,the time spent in peak activation of each muscle synergic element,and the muscle relative weight indexes.Correlation analysis was then performed with the center of pressure indexes.RESULTS AND CONCLUSION:Six types of muscle synergies were identified in the affected leg.The number of muscle synergic elements showed no significant correlation with the distance and speed of lateral displacement of the center of pressure.Regarding the peak activation time of muscle synergic elements,synergic element 3 in the dominant gait loading response period showed a significant negative correlation with the lateral displacement distance of the center of pressure(r=-0.413,P=0.045)and a significant negative correlation with the lateral displacement velocity of the center of pressure(r=-0.470,P=0.020).The activation time of the remaining types of muscle synergic elements was not significantly related with patient's gait stability indices.In terms of muscle relative weights,the rectus femoris muscle of synergistic element 1 in the dominant gait loading response period showed a significant negative correlation with the lateral displacement distance of the center of pressure(r=-0.592,P=0.005)and a significant negative correlation with the lateral displacement speed of the center of pressure(r=-0.529,P=0.014).Additionally,the relative weight of the biceps femoris muscle of synergistic element 3 in the dominant gait loading response period showed a significant negative correlation with the lateral displacement distance of the center of pressure(r=-0.428,P=0.037).To conclude,the central system in patients undergoing anterior cruciate ligament reconstruction regulates the synergistic muscle activity of the affected leg during walking to enhance gait stability in two primary ways:by prolonging the activation time of the muscle synergists during the dominant loading response period and enhancing the activation of the quadriceps muscle,in order to enhance the control of eccentric contractions of the knee joint during the landing of the affected leg and improve the stability of the knee joint;and by increasing the activation of the biceps femoris muscle during the loading response period,which increases the degree of knee flexion and enhances the lower limb's cushioning function during the landing of the affected leg.

Background: Heart failure (HF) is the leading cause of death worldwide. Myocardial infarction (MI) is a major contributor to HF. Shengmai injection (SMI) has exhibited protective efficacy in preventing HF. However, the advantages of SMI in the progression of MI-induced HF remain unclear. Objective: To reveal the advantages of SMI in the progression of MI-induced HF. Methods: The differently expressed proteins in rat models with ischemia at the 7th, 14th, 21st, and 28th days were obtained from PubMed. The “compound-target” network of SMI was constructed via the Bioinformatics Analysis Tool for Molecular mechANism of Traditional Chinese Medicine database. The protein-protein interaction relationship was constructed, and biological function was applied to evaluate the advantage effect of SMI in the progression of MI-induced HF. In addition, the prediction results were validated in rats with left anterior descending coronary artery ligation. The cardiac function and heart performance were observed via echocardiography, hematoxylin-eosin staining, and Masson staining, and the levels of procollagen type I carboxy-terminal propeptide, recombinant versican (VCAN), and collagen 1A1 (COL1A1) weremeasured via enzyme-linked immunosorbent assay in rat plasma. In vitro, H9c2 cells were treated with Angiotensin II (Ang II), and the cell viability, the level of reactive oxygen species (ROS) and Ca , and the expression of ANP and connective tissue growth factor were evaluated. Furthermore, the schizandrin A was identified as one of the possible key compounds. After schizandrin A treatment, the level of ROS and Ca and the expression of COL1A1 and VCAN were evaluated. Results: There were 189 compounds and 1612 targets involved in the “compound-target” network, and an interaction relationship was constructed. According to the top subnetwork, the Gene Ontology annotation revealed that SMI may have an antifibrotic and cardiac protective effect against MI-induced HF. In rats, SMI increased ejection fraction, left ventricular fractional shortening, and cardiac output and decreased fibrosis injury; moreover, SMI decreased the levels of procollagen type I carboxy-terminal propeptide, VCAN, and COL1A1 within 35 days. When compared with the Ang II treatment group, SMI increased cell viability and decreased cellular calcium concentration, ROS generation, and the expression of ANP and connective tissue growth factor in vitro. Furthermore, schizandrin A was discovered to be a possible compound in myocardial protection. Schizandrin A increased cell viability after Ang II treatment while decreasing COL1A1 and VCAN levels. Conclusions: This method demonstrates that SMI has an antifibrotic effect. This study provides a promising perspective on translating omics data to clinical applications, as well as an appealing approach to investigating the precise intervention of a multicomponent drug.

Objective:To explore the changes in the synergy mode of human lower limb muscles during the fatigue run-ning,in order to reveal the mechanism by which the central system regulates lower limb movement to adapt to fatigue accumulation. Method:Eleven male runners received constant speed running fatigue intervention,and the electromyograph-ic data of the lower limb muscles was collected during the whole intervention process.The non-negative ma-trix factorization algorithm was used to extract analysis indicators such as the number of lower limb muscle synergists,the peak activation time of muscle synergists,and the muscle relative weight at different interven-tion times. Result:A total of six types of muscle synergists were analyzed throughout the entire process of running fa-tigue intervention to dominate human lower limb joint activities,but each subject would only randomly mobi-lize four to five of them at different fatigue moments,and the number of muscle synergists participating in each fatigue moment had no significant change(P＞0.05).The peak activation time of synergy 1 decreased sig-nificantly at 33％、100％time(P＜0.05).The relative weight of semitendinosus of synergy 1 was significantly reduced at 33％、67％and 100％time(P＜0.05).The relative weight of rectus femoris of synergy 2 decreased significantly at 33％time(P＜0.05).The relative weight of biceps femoris of synergy 4 decreased significantly at 67％time(P＜0.05),but increased significantly at 100％time(P＜0.05). Conclusion:In the process of running fatigue,the human central system will regulate the muscle synergy mode of lower limbs to adapt to fatigue accumulation and reduce the risk of lower limb injury.The specific performance of this regulation process includes:stabilizing the number of lower limb muscle synergists in-volved,reducing the peak activation time of muscle synergists in the early stance stage,dynamically adjusting the relative weight of rectus femoris and semitendinosus in the early stance stage and biceps femoris in the middle swing stage.

Objective To study the causes of two Chinese families with Branchio-oto syndrome.Methods The clinical data of two families were collected,and the pathogenic genes and variants of Branchio-oto syndrome were screened and verified by whole exome sequencing and Sanger sequencing.Results Two proband patients were diagnosed with Branchio-oto syndrome.Proband 1 presented with preauricular and anterior cervical fistulas,as well as congenital severe sensorineural hearing loss.On the other hand,proband 2 displayed a preauricular fistula and an anterior cervical cyst.At the age of 5,progressive deterioration of binaural hearing was observed,leadingtothe cur-rent diagnosis of severe mixed deafness.Genetic analysis showed that proband 1 and 2 carried nonsense variants of EYA1 gene:NM_000503.6:c.1408G＞T(p.Glu470Ter),and c.889C＞T(p.Arg297Ter).According to the guide-lines of the American College of Medical Genetics and Genomics(ACMG),the above variants were rated as patho-genic variants.After reviewing the literature,the c.1408G＞T variant had not been previously reported,and the c.889C＞T is a known variant.Conclusion The variants c.1408G＞T(p.Glu470Ter)and c.889C＞T(p.Arg297Ter)of EYA1 gene are the cause of these two families with Branchio-oto syndrome.The first report of c.1408G＞T broadens the mutational spectrum of EYA1 gene and provids a clinical reference for the diagnosis of Branchio-oto syndrome.