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.

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 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 investigate the protective effect of hyperoside(Hyp)on transverse aortic constriction-in-duced cardiac hypertrophy and its possible mechanism.Methods Forty 8-week-old male C57BL/6J mice were randomly divided into four groups:Sham group,TAC group,Hyp+TAC group and Hyp+ML385+TAC group.Four weeks after operation,cardiac function including left ventricular ejection fraction(LVEF),left ventricular fractional shortening(LVFS)and left ventricular end-diastolic posterior wall thickness(LVPWd)were measured with echocardiography.HE staining was used to evaluate the myocyte cross-sectional area.Masson staining was used to determine myocardial fibrosis.The ratio of heart weight/body weight was calculated.DHE staining was used to assess reactive oxygen species(ROS)production.The mRNA levels of atrial natriuretic peptide(ANP),brain natriuretic peptide(BNP)and β-myosin heavy chain(β-MHC)were detected by qRT-PCR.The protein levels of NF-E2-related factor 2(Nrf2),heme oxygenase-1(HO-1),superoxide dismutase2(SOD2)and NAD-PH-Oxidase 2(gp91phox)were detected by Western blot.Differences among groups were compared by one-way a-nalysis of variance,and LSD-t test was used for comparison between the two groups.Results Compared with the Sham group,the values of LVEF and LVFS in the TAC group decreased(P＜0.01).The value of LVPWd,the cross-sectional area,fibrosis and the ratio of HW/BW increased(P＜0.01).The mRNA levels of ANP,BNP andβ-MHC were upregulated(P＜0.01).The ROS production and gp91phox protein level were elevated in the TAC group(P＜0.01),while the protein levels of Nrf2,HO-1 and SOD2 decreased(P＜0.01).Compared with the TAC group,the values of LVEF and LVFS in the Hyp+TAC group increased(P＜0.01).The value of LVPWd,the cross-sectional area,fibrosis and the ratio of HW/BW decreased(P＜0.01).The mRNA levels of ANP,BNP and β-MHC were downregulated(P＜0.01).The ROS production and gp91 phox protein levels were reduced in the Hyp+TAC group(P＜0.01),while the protein levels of Nrf2,HO-1 and SOD2 increased(P＜0.01).However,ML385 could partially reverse the protective effects of Hyp on TAC-induced cardiac hypertrophy.Conclusion Hyp alleviates pressure overload-induced cardiac hypertrophy by inhibiting oxidative stress and fibrosis,and its mechanism may be related to Nrf2/HO-1 signaling.

【Objective】 To study the characteristics of HIV infection among voluntary blood donors in Shijiazhuang from 2011 to 2021, so as to provide reference for decision making in the control of HIV for blood centers. 【Methods】 The confirmatory results of HIV reactive samples in initial screening among voluntary blood donors from 2011 to 2021 in our center were statistical analyzed. 【Results】 A total of 2 008 299 samples from 1 667 315 blood donors were detected, among which 3 217 samples were HIV reactive and 234 were confirmed positive, with the positive rate at 11.65/100 000 and the prevalence of 14.03/100 000. The prevalence in men was higher than that in women (16.52/100 000 vs 1.39/100 000), in first-time blood donors higher than that in repeated donors (17.27/100 000 vs 8.12/100 000), in whole blood donors higher than that in plateletpheresis donors (12.01/100 000 vs 8.41/100 000), and the differences were statistically significant (P<0.05). The male homosexual transmission was the main routes of transmission, accounting for 62.39% (146/234). And 72% of double-reagent reactive samples were confirmed positive. Four samples were screened in the serological window period and 6 samples were from HIV positive confirmed donors. 【Conclusion】 The HIV prevalence among voluntary blood donors in Shijiazhuang was low. A certain percentage of repeated blood donors got newly infected. NAT could shorten the detection window period of HIV. Since some confirmed positive samples had not been detected out by NAT, publicity and education should be strengthened to reduce the probability of infected or high-risk groups to participate in blood donation.

Objective:To explore the relationship between AluYb8 insertion in the MUTYH gene and the risk of decreased left ventricular diastolic function in the elderly.Methods:In the retrospective analysis, 498 elderly patients with decreased left ventricular diastolic function(the disease group)and 155 people without left ventricular diastolic function(the control group)were recruited.Polymerase chain reaction was employed to analyze the genotype distribution of AluYb8 insertion in MUTYH gene.Cardiac function was measured by high-resolution color Doppler ultrasound.Results:The frequencies of the A/A, A/P and P/P genotypes were 30.1%(150/498), 48.4%(241/498)and 21.5%(107/498)in patients with decreased left ventricular diastolic function, and 27.7%(43/155), 54.8%(85/155)and 17.5%(27/155)in the control group, respectively.There were no significant differences in genotype( χ2=2.162, P=0.339)and allele frequency( χ2=1.342, P=0.794)between the two groups.Further analysis after stratification revealed that there were statistically significant differences in genotype( χ2=7.173, P=0.028)and allele frequency( χ2=8.352, P=0.015). Multivariate Logistic regression analysis showed that, in elderly patients with diabetes, P-allele carriers had a higher risk of decreased left ventricular diastolic function than non-carriers( OR=3.450, 95% CI: 1.148-10.372, P=0.027). Conclusions:AluYb8 insertion in the MUTYH gene may be associated with the risk of decreased left ventricular diastolic function in the elderly with diabetes.

Objective:In order to improve the staff's ability to deal with public health emergencies, a third-class hospital in Beijing has made efforts to improve the emergency response ability of all staff members to achieve zero infection, and to carry out vocational training and assessment of all staff.Methods:The instructional system design (ISD) model system is used to design the training course. The online learning, electronic examination paper assessment and on-site training of people in the hospital were analyzed by Excel and SPSS 22.0.Results:After training, the average scores of trainees increased from 84 points to 100 points, and the average answering time was shortened from 308 s to 179 s. There were differences in the assessment scores before and after training for personnel with different professional titles, and there were differences in the assessment scores before and after training for personnel between different departments.Conclusion:In case of public health emergency, it is necessary to train and assess the whole staff. The application of ISD model is helpful to make training plan quickly. The application of online learning assessment is the first effective way of emergency training.

Objective To explore the effect of intermittent fasting on blood glucose control in patients with type 2 diabetes mellitus(T2DM)complicated by overweight and obesity.Methods 46 T2DM patients with overweight and obesity were divided into control group(Con,n=22)and intermittent fasting group(IF,n=24)according to their wishes.Con group was given routine diet and drug treatment by specialists in endocrinology.IF group completed the intermittent fasting by using a combination of meal replacement and natural diet,and hypoglycemic drugs were reduced on fasting days.Results Compared with Con group,IF group showed a significant decrease in body weight,BMI,hypoglycemic drug efficacy score,WC,fat index,hip circumference and visceral fat(VF)(P＜0.05).After intervention,the proportion of diabetes in remission or near remission in IF group was higher than that in Con group(P＜0.05).Conclusion Intermittent fasting can reduce the application of hypoglycemic drugs in T2DM patients with overweight and obesity,and can also reduce weight and VF.

Objective:To search for and summarize the best evidence on non-pharmacological interventions for orthostatic hypotension in patients with Parkinson disease.Methods:Based on the 6S model, the relevant guidelines, clinical decisions, evidence summaries, systematic reviews and expert consensus on non-pharmacological interventions for orthostatic hypotension in Parkinson disease patients were systematically retrieved from domestic and foreign databases. The search time was from the establishment of the database to December 2022. Two researchers independently screened the literature, evaluated the quality of the included literature, and extracted and summarized evidence that met the quality standards.Results:A total of 15 articles were included, including 4 guidelines, 2 clinical decision-making articles, 1 evidence summary article, 3 systematic evaluations and 5 expert consensus articles. A total of 24 pieces of best evidence were summarized from 7 aspects, including purpose, evaluation, capacity intervention, exercise intervention, posture intervention, physical intervention, health education and support.Conclusions:The best evidence on non-pharmacological intervention for orthostatic hypotension in patients with Parkinson disease can provide a reference for the practice of clinical medical staffs. It is suggested to apply the best evidence in combination with the patient's condition, preference and clinical environment, so as to reduce the incidence of orthostatic hypotension in patients with Parkinson disease and to ensure the safety of patients.

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.