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 explore the role of neogambogic acid in the characteristics of colorectal cancer stem cells (CRC-CSCs) through the Wnt/β-catenin signaling pathway. Methods The colorectal cells SW480 and HCT166 were divided into control group and neogambogic acid groups (1.5, 3, 6, and 12 μmol/L). The viability of CRC-CSCs was determined by MTT method, and spheroid and clone formation assays were used to assess the capacity of spheroid formation and self-renewal ability of the cells. The effects of neogambogic acid on the apoptosis and cell cycle of CRC-CSCs were evaluated by flow cytometry assays. Real-time quantitative PCR was used to detect the mRNA expression levels of relative markers (CD133, CD44, ALDH1, Oct4, and Nanog) of CRC-CSCs, and the protein expression levels of the self-renewal marker (PCNA), apoptosis markers (cleaved caspase-3 and cleaved caspase-9), and Wnt/β-catenin signaling pathway markers (p-GSK3β, GSK3β, β-catenin, and Wnt) were analyzed using Western blot. Results Compared with the control group, after neogambogic acid treatment, the viability of SW480 and HCT116 cells decreased (P<0.05), the spheroid forming ability and the clone numbers of CRC-CSCs decreased (P<0.001, P<0.01) but the cell apoptosis rate increased (P<0.01), and cell cycle was arrested in G₀/G₁ phase. Moreover, neogambogic acid downregulated the mRNA and protein expression of relative markers of CRC-CSCs (CD133, CD44, ALDH1, Oct4, and Nanog), PCNA, p-GSK3β, β-catenin, and Wnt (P<0.05) and upregulated the expression of cleaved caspase-3, cleaved caspase-9, and GSK3β (P<0.01). Conclusion Neogambogic can inhibit the stem cell properties of colorectal cells via inhibition of Wnt/β-catenin signaling pathway. As a result, neogambogic acid may be an attractive agent against colorectal cancer.

AIM: To investigate the effects of Conbercept on various optical coherence tomography(OCT)biomarkers in patients with retinal vein occlusion-related macular edema(RVO-ME), and to analyze the correlation of these biomarker changes with visual prognosis.METHODS: Retrospective study. A total of 57 patients(57 eyes)with RVO-ME, including 25 patients(25 eyes)with central retinal vein occlusion(CRVO)and 32 patients(32 eyes)with branch retinal vein occlusion(BRVO), were enrolled in this study. All the patients received intravitreal injection of conbercept once a month, three times in total. The preoperative and postoperative best-corrected visual acuity(BCVA), and changes in OCT biomarkers, including central macular thickness(CMT), the length of disorganization of the retinal inner layers(DRIL), the number of hyperreflective dots(HRD), the area of intraretinal fluid(IRF), the area of subretinal fluid(SRF), and the length of ellipsoid zone(EZ)disruption were compared. Furthermore, the relationship of these changes with BCVA was analyzed.RESULTS:Compared with the baseline, at 3 mo post-treatment, BCVA(LogMAR)was improved, CMT was decreased, the length of DRIL was shortened, the number of HRD was reduced, the area of IRF was decreased, the area of SRF was reduced, and the length of EZ disruption was shortened(all P<0.05). Spearman correlation analysis showed that there was no correlation between the changes in CMT, the length of DRIL, the number of HRD, the area of IRF, the area of SRF and the change in BCVA before and after treatment(P>0.05). However, the change in the length of EZ disruption was positively correlated with the change in BCVA(rs=0.34, P=0.011), and the R2 value of the fitting curve between the change in the length of EZ disruption and the change in BCVA was 0.113(P=0.011). When comparing the pre- and post-treatment changes in BCVA, the length of DRIL, the number of HRD, the area of IRF, the area of SRF, and the length of EZ disruption between patients in the CRVO group and BRVO group, no significant differences were observed(all P>0.05). In contrast, a significant difference was found in the change in CMT between the two groups(P=0.002).CONCLUSION:Conbercept effectively improves multiple OCT biomarkers in patients with RVO-ME. Repair of EZ disruption is a key driver of visual recovery, and its stability may serve as a novel indicator for personalized decision-making in anti-vascular endothelial growth factor therapy.

ObjectiveTo investigate the difference in bilateral lower limb muscle synergy mode during gait in patients after unilateral anterior cruciate ligament reconstruction. MethodsElectromyography from bilateral lower limb muscles during gait were collected from twelve male and eight female patients after unilateral anterior cruciate ligament reconstruction in Affiliated Hospital of Wuhan Sports University, from April to June, 2023. The data were analyzed using non-negative matrix decomposition algorithm to extract the number of muscle synergies in the affected and unaffected legs, the time to peak activation of muscle synergies and the relative weights of the muscles. ResultsSix types of muscle synergy were identified in the unaffected leg of males during gait, while five types were identified in the affected leg, lacking synergy 2 that mainly from the tibialis anterior muscle. Six types of muscle synergy were identified in both legs in females during gait. There was no significant difference in the time to peak activation of muscle synergies between both legs in males (P > 0.05). However, the time to peak activation of muscle synergies increased in females in the affected leg for synergy 3 and synergy 5 (P < 0.05). The relative weight of the rectus femoris was lower in synergy 1 in the affected leg in males (P < 0.05). For female, the relative weight of the vastus lateralis was higher and the relative weight of the biceps femoris was lower in synergy 2 in the affected leg in females (P < 0.05); while the relative weight of the rectus femoris was lower in synergy 3 (P < 0.05), and the relative weight of the biceps femoris was lower in synergy 6 (P < 0.05). ConclusionMales would freeze the muscle synergy dominating ankle dorsiflexion in affected leg to enhance ankle stability, and reduce the relative weight of rectus femoris during the loading response phase to weaken the knee landing cushioning. However, females would delay the activation of synergies dominating in loading response phase and the mid-stance phase, enhance the relative weight of vastus lateralis during the loading response phase, and reduce the relative weights of rectus femoris in the loading response phase and the relative weight of biceps femoris in the mid-stance phase, to limit knee flexion.

Objective To analyze and discuss the medication rule of professor Ruan Yan in the treatment of children with allergic rhinitis by using data mining method,and to provide reference for the clinical research and patented drugs development for the treatment of children with allergic rhinitis.Methods The outpatient medical records of professor Ruan Yan for the treatment of children with allergic rhinitis were collected.Microsoft Excel 2010 software was used for frequency statistics.SPSS Clementine 12.0 software was used for association rule analysis,cluster analysis and factor analysis to obtain the data.The frequency of use of various drugs and the association rules between drugs were obtained.Then the medication rules in professor Ruan Yan's prescription were analyzed.Results A total of 308 Chinese medicine compounds were included,involving 80 kinds of Chinese medicines,among which relieving drugs and qi-invigorating herbs were high-frequently used.The distribution of traditional Chinese medicine syndrome types was mainly characterized by lung-qi deficiency-cold syndrome and lung-spleen qi deficiency syndrome.The medicinal properties were mainly spicy,warm and sweet,and most of them belonged to the lung,spleen and stomach meridians.Five core prescriptions were extracted by factor analysis.Four drug combinations were obtained by systematic cluster analysis.Conclusion Ventilating lung and opening the orifices,expelling wind and removing cold,strengthening the spleen and replenishing qi are basic therapeutic principles for professor Ruan Yan in the treatment of children with allergic rhinitis.The treatment mainly focused on dispelling evil,ventilating lung and opening the orifices,expelling wind and removing cold during the acute stage of allergic rhinitis.In the remission period,according to the principle of"treating disease must be based on its origin",the treatment should enhance children's physical fitness,tonify lung and strengthen spleen,thereby reducing recurrence.

Objective To analyze the risk of return to sport in athletes using their gait data following anterior cruciate ligament re-construction(ACLR). Methods From May to June,2023,39 athletes after ACLR were recruited in Wuhan Sports University.Their data on sta-ble gait and tandem gait were recorded using a three-dimensional motion capture system,surface electromyogra-phy and a three-dimensional ergometer table.Additionally,return-to-sport scores were calculated using the K-STARTS test.The relationship between each gait indicator and the total score of the K-STARTS test was ana-lyzed with Pearson correlation analysis.Furthermore,the key indicators related to the risk of return to sport were analyzed using linear regression. Results In the stable gait test,the step time was negatively correlated with the total score of K-STARTS(r=-0.479,P=0.002),and the peak amplitude symmetry index of rectus femoris(r=0.448,P=0.004)and vastus lateralis(r=0.595,P=0.001)were positively correlated with the total score of K-STARTS.In the tandem gait test,the lateral displacement distance of the center of gravity was negatively correlated with the total score of K-STARTS(r=-0.341,P=0.034),and the time symmetry index of peak amplitude of vastus lateralis was positively correlated with the total score of K-STARTS(r=0.320,P=0.047).Regression analysis showed that the interpretation of the model based on stable gait(F=15.818,P=0.001,R2=0.650)was better than that based on tandem gait(F=7.692,P=0.001,R2=0.397). Conclusion In stable gait,gait rhythm variability and symmetry are correlated with return to sport risk.In tandem gait,gait balance and symmetry indexes are correlated with return-to-sport risk.Compared with tandem gait,the inter-pretation of return-to-sport risk assessment model based on stable gait information is better,and may be more suitable as a simple return-to-sport risk test method.

Objective: To understand the level of nutritional literacy and its influencing factors among schoolage children in grades 4-9 in Guizhou Province, and to explore the relationship between nutritional literacy and physical health, so as to provide reference for improving nutritional literacy and physical health of schoolage children. Methods: Using multistage stratified cluster sampling method, 1 155 schoolage children in grades 4-6 in elementary school and grades 7-9 in secondary schools in three prefectural and municipal cities of Guizhou Province (Zunyi, Tongren, and Bijie) were sampled from February to July 2023, and were surveyed for nutritional literacy by using the "Food and Nutritional Literacy Questionnaire for Chinese Schoolage Children", and their physical health data (data on body measurement indicators, such as height, weight, lung capacity, and vertical jump) were obtained from the physical health surveillance platform. Pearson correlation analysis and binary Logistic regression modeling were used to explore the association between nutritional literacy and physical health. Results: The nutritional literacy score of the study population was (63.50±8.63), and the scores of each level of nutritional literacy in descending order were interactivity (66.09±13.99), functionality (63.84±8.80), and criticism (61.15±14.65); and the scores of cognitive domain of nutritional literacy, and skill domain were (64.71±10.77) (62.97±9.21); food selection, food preparation, and food intake dimension scores were (64.68±13.52) (56.39±12.17) (63.63±10.04), respectively. Differences in the total nutritional literacy scores of schoolaged children who were only children or not, by gender, ethnicity, grade level, primary caregiver, primary caregivers education, and family economic situation were statistically significant (t/F=2.88, -3.28, 5.02, 18.32, 4.67, 32.47, 32.53, P<0.05); the physical health pass rate was 85.8%, and the mean scores of the total physical health score, physical form, physical function, and physical fitness dimensions were (71.86±10.52) (93.29±12.06) (72.12±14.42) (67.26±13.13), respectively; after controlling for confounders, the nutritional literacy scores were positively correlated with physical health (OR=1.03, 95%CI=1.01-1.05, P<0.05). Conclusion Nutritional literacy scores of schoolage children in grades 4-9 in Guizhou Province are low, and there is a positive correlation between nutritional literacy and physical health in this school age children.

Objective:To explore the key amino acids of side chain dioxate dehydrogenase complex E2 protein (BCOADC-E2) that can react specifically with specific autoantibody anti-mitochondrial antibodies (AMA)-M2 in patients with primary biliary cholangitis (PBC).Methods:The homologous target gene BCKD, which expressed the epitopes of BCOADC-E2 protein, was cloned and recombined with the engineering plasmid pGEX-4T1. Fifteen point mutant plasmids were obtained by polymerase chain reaction (PCR) and transferred to the prokaryotic expression strain for protein expression and purification. Fourteen mutant proteins and one wild-type protein were obtained. The AMA-M2 specificity of the 14 mutant proteins was measured by enzyme-linked immuno sorbent assay (ELISA), and the amino acids that were critical to the specificity of BCOADC-E2 and AMA-M2 were identified by comparing the specificity of the 14 mutant proteins with that of the wild type proteins. Differences between groups were analyzed by analysis of variance, LSD- t test. Results:A total of 14 mutant proteins and 1 wild-type protein were obtained.The specific reaction degree of mutant protein pGEX-BCKD-S1A (1.634±0.328) and pGEX-BCKD-C3A (1.744±0.345) with serum AMA-M2 in patients with PBC was higher than that of wild-type protein pGEX-BCKD (1.000±0.000) with AMA-M2; Mutant protein pGEX-BCKD-E4A (0.157±0.067), pGEX-BCKD-V5A (0.057±0.029), pGEX-BCKD-Q6A (0.580±0.166), pGEX-BCKD-S7A (0.744 ±0.125), pGEX-BCKD-D8A (0.351 ±0.135), pGEX-BCKD-S10A (0.496 ±0.158), pGEX-BCKD-V11A(0.149±0.089), pGEX-BCKD-T12A(0.061±0.043), pGEX-BCKD-I13A(0.007±0.017), pGEX-BCKD-T14A (0.198±0.101), pGEX-BCKD-S15A (0.156±0.087), The specific reaction degree of pGEX-BCKD-R16A (0.884±0.099) with AMA-M2 was lower than that of wild-type protein pGEX-BCKD (1.000±0.000) with AMA-M2.Conclusion:The cysteines at positions 1 and 3 of BCOADC-E2 protein were the key amino acids to improve the specific reaction between BCOADC-E2 and AMA-M2. The mutant proteins formed after amino acids at position 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 15 and 16 are replaced by alanine can decrease the specificity of AMA-M2. Amino acids at positions 5 and 13 are the key amino acids that affect the specific reaction between BCOADC-E2 and AMA-M2, and have an important effect on the function of BCOADC-E2 protein.

Objective:To explore the research hotspots and evolution of Common Sense Model (CSM) , in order to provide a clearer research direction for nursing workers to improve health-related outcomes of patients from the perspective of health psychology.Methods:English literature related to CSM was searched in Web of Science Core Collection database from January 1, 1985 to December 31, 2020. VOSviewer 1.6.15 software was used to draw a visual map of keyword density, clustering and time distribution and CiteSpace 5.6.R5 software was used to detect emerging words.Results:Finally, 364 papers were included, and the annual publication volume and citation frequency of CSM research showed an overall upward trend. CSM research hotspots mainly focused on interpreting or intervening patients' perception of disease, in order to improve self-management of patients, compliance, quality of life, anxiety, depression and psychological distress. The research objects were mainly cancer patients. Social support and psychological distress were explored based on the CSM framework and using Meta-analysis methods to summarize may be an important part of future CSM research work. CSM research was currently in the stage of summarizing and deepening after theoretical perfection and extensive application.Conclusions:The annual publication volume and citation frequency of CSM research have generally shown an upward trend, which has attracted the attention of domestic scholars, but there is still a big gap compared with foreign countries. Future research can explore the role of social support in the process of individual self-regulation after illness and explore effective methods to intervene in patients' negative disease perception through Meta-analysis, in order to improve patients' health outcomes.

Objectives:To systematically evaluate effectiveness and safety of early warning and prevention of hospital-acquired venous thromboembolism (HAT) .Methods:Computers were used to search PubMed, Embase, Web of Science, CINAHL, Cochrane Central Register of Controlled Trials, China Biology Medicine disc, CNKI and Wanfang Database. RCTs of early warning and prevention HAT at home and abroad was searched systematically and the retrieval time was from the establishment of databases to June 1, 2020. Two researchers independently screened the literature according to the literature inclusion and exclusion criteria, extracted data and evaluated the risk of bias in the study. RevMan 5.3 software was used to conduct Meta-analysis of the incidences of HAT, pulmonary thromboembolism (PTE) , deep vein thrombosis (DVT) , bleeding and prevention rate of HAT.Results:A total of 8 articles were included. Results of Meta-analysis showed that the incidence of PTE in the early-warning group ( RR=0.69, 95% CI 0.53-0.91, P=0.009) and the prevention rate of HAT ( RR=1.45, 95% CI 1.14-1.84, P < 0.001) were statistically significantly different from those in the non-warning group. However, the incidences of HAT ( RR=0.89, 95% CI 0.68-1.16, P=0.380) , DVT ( RR=0.99, 95% CI 0.76-1.29, P=0.970) and bleeding ( RR=0.95, 95% CI 0.81-1.11, P=0.500) had no statistically significant difference between the two groups. HAT prevention was defined as a subgroup of appropriate prevention. There was no statistically significant difference in the HAT prevention rate of patients between the two groups ( RR=1.01, 95% CI 0.95-1.07, P=0.810) . In the subgroup that did not describe in detail whether prevention was appropriate, the HAT prevention rate in the early-warning group was higher than that in the non-early warning group, and the difference was statistically significant ( RR=2.28, 95% CI 2.09-2.49, P<0.001) . Conclusions:Early warning can reduce the incidence of PTE by increasing the prevention rate of HAT without increasing the incidence of bleeding, but it has no significant effect on the incidences of HAT and DVT. Limited by the quantity and quality of the included studies, the above conclusions need to be verified by more high-quality studies.