1.Sports injury prediction model based on machine learning
Mengli WEI ; Yaping ZHONG ; Huixian GUI ; Yiwen ZHOU ; Yeming GUAN ; Shaohua YU
Chinese Journal of Tissue Engineering Research 2025;29(2):409-418
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.
2.Difference in bilateral lower limb muscle synergy mode for gait in patients after unilateral anterior cruciate ligament reconstruction
Mengli WEI ; Yaping ZHONG ; Yiwen ZHOU ; Huixian GUI ; Yeming GUAN ; Tingting YU
Chinese Journal of Rehabilitation Theory and Practice 2024;30(1):95-104
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.
3.The genetic and clinical features of MORC2 gene-related neuropathy in Chinese patients
Lin ZHOU ; Mengli WANG ; Wanqian CAO ; Shunxiang HUANG ; Huadong ZHAO ; Lu LI ; Sen ZENG ; Ruxu ZHANG
Chinese Journal of Neurology 2024;57(4):351-358
Objective:To summarize the genetic and phenotypic features of MORC family CW-type zinc finger 2 (MORC2) gene-related neuropathy in Chinese patients. Methods:The clinical and whole exome sequencing data of MORC2 gene-related neuropathy families with a definitive genetic diagnosis were collected from the Third Xiangya Hospital of Central South University between 2010 and 2023. Literature involving Chinese families with MORC2 gene-related neuropathy was extensively reviewed to provide a comprehensive summary of the genetic and phenotypic spectrum of the disease. Results:A total of 10 families with MORC2 gene-related neuropathy were identified and analyzed. Six different heterozygous pathogenic variants in the MORC2 gene were observed among these families, including the novel variant c.1330G>C (p.G444R) that had not been previously reported. Six families presented as axonal Charcot-Marie-Tooth disease caused by variants in the MORC2 gene (CMT2Z) phenotype with childhood or adult onset, and carried variants c.754C>T (p.R252W), c.1199A>G (p.Q400R), c.1330G>C (p.G444R), or c.1396G>A (p. D466N); 3 families manifested as severe spinal muscular atrophy (SMA)-like phenotype with infantile onset, all carried c.260C>T (p.S87L); 1 family carried c.1181A>G (p.Y394C), presented as DIGFAN syndrome phenotype with infantile onset combined with mental and motor retardation. Systematic review showed 8 Chinese families carried pathogenic variants of the MORC2 gene, among which 5 families were associated with the CMT2Z phenotype, carrying c.754C>T (p.R252W), c.1079A>G (p.E360G), c.1220G>A (p.C407Y), or c.1397A>G (p.D466G); 1 family was associated with SMA-like phenotype, carrying c.260C>T (p.S87L); and 2 families were associated with DIGFAN syndrome, carrying c.79G>A (p.E27K) and c.292G>A (p.G98R). Conclusions:A novel pathogenic variant c.1330G>C (p.G444R) of the MORC2 gene associated with the CMT2 phenotype is reported. Eleven pathogenic variants of the MORC2 gene have been reported in the Chinese patients to date, and c.754C>T(p.R252W) may be the most common. Patients with MORC2 gene-related neuropathy carrying different variants present with significant clinical heterogeneity, manifesting as CMT2Z, early-onset severe SMA-like myasthenia, or DIGFAN syndrome.
4.Effect of transcranial direct current stimulation on human single-leg landing stability
Qinzhao LIN ; Mengli WEI ; Yaping ZHONG ; Qian WU ; Botao ZHOU ; Haifeng WANG
Chinese Journal of Tissue Engineering Research 2024;28(26):4209-4215
BACKGROUND:Transcranial direct current stimulation(tDCS),as a non-invasive brain stimulation technique,can enhance human muscle strength or improve single-leg landing stability instantly,but no relevant research has demonstrated this yet. OBJECTIVE:To investigate the effect of tDCS on the stability of single-leg landings in human subjects. METHODS:Male undergraduate students from Wuhan Sports University were recruited as study participants.They were divided into two groups,A(n=6)and B(n=5),using a random number table.Group A underwent a sham stimulation session followed by a 3-day washout period,after which they received tDCS.Conversely,Group B received tDCS initially,followed by a 3-day washout period,and subsequently underwent the sham stimulation session.Following the respective stimulation sessions,an immediate single-leg landing test was administered to assess and collect biomechanical parameters.Data resulting from the tDCS intervention were aggregated and analyzed as the experimental group dataset,whereas data stemming from the sham stimulation were consolidated as the control group dataset. RESULTS AND CONCLUSION:Regarding core stability,the tDCS intervention showed a significant interaction with landing height on the maximal trunk flexion angle(P<0.05).A paired comparison of the data showed a significant decrease in the maximum trunk flexion angle following true stimulation compared to sham stimulation at a 30-cm landing height.Additionally,the tDCS intervention had a significant main effect on the maximum trunk lateral bending angle and the mean trunk lateral bending angular velocity(P<0.05).Following true stimulation,there was a significant decrease in the maximum trunk lateral bending angle and the mean trunk lateral bending angular velocity compared to sham stimulation.In terms of lower limb joint stability,the tDCS intervention had a significant main effect on the maximum dynamic ankle valgus angle(P<0.05).This resulted in a significant decrease in the angle following true stimulation compared to sham stimulation.In addition,the tDCS intervention had a significant main effect on the peak muscle activation of the lateral head of the gastrocnemius lateralis(P<0.05).This showed a significant increase after true stimulation compared to sham stimulation.An interaction between the tDCS intervention and landing height was observed for the peak muscle activation of the tibialis anterior(P<0.05).Paired comparison analyses revealed a significant increase in muscle activation after true stimulation specifically at a 60-cm landing height.Regarding center of pressure stability,there were no significant interactions or main effects of the tDCS intervention on the mean lateral displacement,mean lateral displacement velocity,mean anterior-posterior displacement,or mean anterior-posterior displacement velocity at the center of pressure(P>0.05).Furthermore,the tDCS intervention had no significant main effects on any of the center of pressure indicators(P>0.05).In conclusion,tDCS can immediately improve core stability and lower limb joint stability during single-leg landing,making it an effective warm-up technique for improving single-leg landing stability and reducing the risk of lower limb injuries.
5.Establishment of reference interval for detection indicators of thyroid function in children aged 0-15 years in Nanning area of China
Siting LI ; Xiyue ZHANG ; Dongyi ZHOU ; Liling YI ; Mengli FAN ; Liuyi LU ; Chunling ZHU ; Qiliu PENG
Chinese Journal of Clinical Laboratory Science 2024;42(8):614-618
Objective To establish the reference intervals for test indicators of thyroid function,namely thyroid stimulating hormone(TSH),free thyroxine(FT4),and free triiodothyronine(FT3),in the children aged 0 to 15 years old in Nanning,China.Methods A total of 1 289 healthy children aged 0 to 15 years old who attended the Guangxi International Zhuang Medicine Hospital Affiliated with Guangxi University of Chinese Medicine from October 2018 to August 2023 were selected.The concentrations in serum TSH,FT4,and FT3 were measured by chemiluminescent microparticle immunoassay(CMIA).According to the Clinical and Laboratory Standards Institute(CLSI)EP28-A3c guideline,the nonparametric percentile method was used to establish the reference intervals for TSH,FT4,and FT3 in the children aged 0 to 15 years old in Nanning area.Results The established reference intervals were as follows:TSH(male):0 to<1 month:0.88-7.81 μIU/mL,1 month to 15 years:0.59-5.06 μIU/mL;TSH(female):0 to<1 month:0.93-8.42μIU/mL,1 month to 15 years:0.60-4.30 μIU/mL.FT4(male):0 to<1 month:0.99-1.92 pg/mL,1 month to 15 years:0.86-1.33 pg/mL;FT4(female):0 to<1 month:1.05-2.06 pg/mL,1 month to 15 years:0.85-1.37 pg/mL;FT3:0 to<1 month:2.16-4.24 pmol/L,1 month to<11 years:2.75-4.49 pmol/L,11 to 15 years:2.45-4.34 pmol/L.Significant differences were observed among different gender and age groups for TSH,FT4,and FT3 levels(P<0.05).Conclusion This study successfully established the refer-ence intervals of TSH,FT4,and FT3 in the children aged 0 to 15 years old in Nanning area,which were significantly different among various gender and age groups.
6.Study on the protective effect of soybean phospholipid powder on nerve injury
Mengli ZHOU ; Xianyue RAO ; Jing FANG ; Hao WANG
Acta Universitatis Medicinalis Anhui 2024;59(5):797-802
Objective To investigate the protective effects and mechanisms of soybean phospholipid powder on nerve cells in vitro and rats neural tissues.Methods In the cell experiments, the cytotoxicity of soybean phospho-lipid powder with different concentrations on mouse microglia cells (BV2) and rat adrenal pheochromocytoma (PC12) cells was observed by cell counting kit-8(CCK-8) assay.The effect of soybean phospholipid powder on the NO level of BV2 cells was analyzed by NO determination experiment, and the synaptic growth of PC12 cells was observed under the microscope.In the animal experiment, the cognitive dysfunction of rat was simulated by scopol-amine rat model.Then the learning and memory abilities of rat were tested by Morris water maze experiment;hipp-ocampal tissue morphology and nerve cell density of scopolamine model mice were observed by hematoxylin-eosin staining (HE) staining.Results Soybean phospholipid powder had no obvious cytotoxicity on BV2 cells and PC12 cells within the concentration of 1000μg/ml.Compared with the control group, the NO secretion of BV2 cells pre-treated with soybean phospholipid powder significantly decreased (P<0.01) , and the neuronal synapse growth of PC12 cells significantly increased (P <0.01) .In comparison to the model group, soybean phospholipid powder significantly improved the learning and memory ability of scopolamine model rats (P<0.05) , reduced the neuronal damage in dentate gyrus (DG), cornu ammonis3 (CA3), cornu ammonis1 (CA1) areas of hippocampus, and in-creased the density of nerve cells (P<0.001).Conclusion Soybean phospholipid powder can play a neuropro-tective role by reducing neuroinflammation and promoting neuronal synapse growth at the cellular level, and im-prove the learning and memory ability of rats with cognitive impairment, reduce hippocampal tissue damage.
7.Risk assessment of return to sport based on gait data of athletes after anterior cruciate ligament reconstruction
Yiwen ZHOU ; Yaping ZHONG ; Mengli WEI ; Haifeng WANG ; Shaohua YU ; Huixian GUI
Chinese Journal of Rehabilitation Theory and Practice 2024;30(8):948-956
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.
8.Pathogenicity of Escherichia coli causing calf encephalitis to cells and mice
Shirong DANG ; Yiheng CAO ; Kaiwen JIA ; Meiqi JIANG ; Xia ZHOU ; Tongzhong WU ; Xin HUANG ; Fagang ZHONG ; Mengli HAN ; Qian ZHANG ; Xiaolan WANG ; Zijie WANG
Chinese Journal of Veterinary Science 2024;44(9):1948-1956
The purpose of this study was to investigate the damage mechanism of pathogenic E.coli on mouse brain microvascular endothelial cells(BMEC cells)and mouse alveolar macrophages(MH-S cells),as well as the lung and brain of healthy mice.In this study,BMEC cells and MH-S cells were infected with pathogenic E.coli strains,and cell morphological changes were observed.Plate counting method was used to detect the adhesion and invasion ability of the strains to cells and the number of bacteria in the lungs and brains of mice.RT-qPCR was used to detect the ex-pression of TNF-α,IL-1β and IL-6 genes in cells and mouse organs at different time periods.West-ern blot was used to detect the expression of p-NF-κB,p-JAK2 and p-STAT3 proteins related to inflammation in cells and mouse organs after infection.The results showed that the cell culture medium of the infection group was turbid,the cell vision became dark and blurred,some cells shrank and died,and more fragments were produced.The adhesion rate and invasion rate of BMEC cells at 3 h were significantly lower than those at 6 h(P<0.050),and the adhesion rate and inva-sion rate of MH-S cells at 3 h were significantly higher than those at 6 h(P<0.010).Infected mice had a large area of swelling and bleeding in the brain,and the lungs had different degrees of swell-ing and bleeding.The bacterial load in the brain and lung was the highest at 12 h.Compared with the control group,the mRNA expression levels of IL-1β,IL-6 and TNF-α in the infection group were significantly increased at 3 h and 6 h(P<0.050),and the mRNA expression levels of inflam-matory factors in BMEC cells and MH-S cells were the highest at 6 and 3 h,respectively.The mR-NA expression of inflammatory factors in the brain and lung of infected mice showed a trend of in-creasing first and then decreasing with time,with the highest expression at 12 h after infection.The expression levels of p-NF-κB protein in BMEC cells,MH-S cells,lung and brain tissues of mice in the infection group were significantly higher than those in the control group(P<0.001),and the expression levels of p-JAK2 protein and p-STAT3 protein were significantly lower than those in the control group(P<0.050).The above results showed that pathogenic E.coli could adhere and invade BMEC cells and MH-S cells,colonize in lung and brain tissues of mice,promote the expres-sion of NF-κB protein in cells and tissues,inhibit the expression of JAK2 protein and STAT3 pro-tein,and then stimulate cells and tissues to produce inflammatory response.
9.Wang Xingkuan's Experience in Treating Perimenopausal Women with Burning Mouth Syndrome Based on the Theory of"Yin Injury and Internal Dryness"
Maowen WANG ; Ziran ZHOU ; Zhixiang CHEN ; Yaowu CHEN ; Pei XIA ; Mengli JI ; Wen ZHANG ; Xingkuan WANG
Chinese Journal of Information on Traditional Chinese Medicine 2024;31(12):172-175
This article introduced Professor Wang Xingkuan's academic thoughts and clinical experience in diagnosing and treating burning mouth syndrome(BMS)in perimenopausal women based on the theory of"yin injury and internal dryness".Professor Wang advocates the principle of"treating the root cause of the disease and harmonizing multiple organs".Starting from the unique physiological characteristics of perimenopausal women,he believes that the BMS in perimenopausal women should be attributed to the kidneys,liver,heart,and small intestine.The fundamental cause of the disease is the deficiency of kidney essence and the gradual decline of liver blood,and the key to the onset is the dryness of the kidney,liver,heart,and small intestine.In treatment,the overall strategy is to take"yin injury and internal dryness"as the main guideline,focusing on the liver and kidney,with nourishing and replenishing the liver and kidney as the main approach and clearing heat and moistening as auxiliary methods.The basic formula for treating BMS is a combination of Erdong Decoction and Baihe Dihuang Decoction,which has shown significant clinical efficacy.
10.Analysis of clinical characteristics of food allergy in children
Guihua YU ; Ning YANG ; Mingyue GU ; Xiaojuan SHI ; Jing ZHAO ; Ran SU ; Mengli CHEN ; Youning XU ; Meiyan WANG ; Ting ZHOU
China Modern Doctor 2024;62(27):70-74
Objective To investigate the food allergy situation of children in Changping District of Beijing,and to explore the influence of allergic family history,gender and mode of delivery on food allergy in children,the distribution of food allergy in different age groups,the types of food allergy that are easy to cause in this area,and the comorbidities of food allergy.Methods A total of 515 children aged 0 to 14 years who were admitted to the general pediatric outpatient and emergency department and inpatient of Beijing Changping Hospital from April to November 2023.Using immunoblotting to detect specific immunoglobulin E in the serum of pediatric patients,and using SPSS 26.0 statistical software to perform binomial tests on gender and delivery mode non parameters;Using custom Excel functions to statistically analyze the family history of allergies,the number of people in different age groups,and the frequency of allergic foods in each group;Use a self-made mini program to statistically analyze the combination of comorbid allergic diseases.Results ① The number of male children with food allergies(306 cases)was higher than that of female children(209 cases),and the difference was statistically significant(P<0.05).(2)There were 109 cases of pediatric patients with parents who had no history of allergic diseases,accounting for 21.17%of the total cases;There were a total of 406 cases where at least one parent had a family history of allergies,accounting for 78.83%of the total cases.Among them,228 cases(44.27%)had one parent with a history of allergies,and 178 cases(34.56%)had both parents with a history of allergies.③ Among 515 children with positive food allergens,there were 10 cases(1.94%)in infancy,37 cases(7.19%)in early childhood,235 cases(45.63%)in preschool,192 cases(37.28%)in school age,and 41 cases(7.96%)in adolescence.The highest positivity rate for food allergens is in milk(444 times),followed by egg white(70 times),cashew nuts(57 times),crab(37 times),beef(26 times),mango(24 times),shrimp(21 times),pineapple(6 times),and shellfish(1 time).Milk protein is the most common allergen in all age groups.(4)Among 515 children with food allergies,399 cases were single food allergies,accounting for 77.47%;116 cases of multiple food allergies(2 or more types of food allergies),accounting for 22.53%.⑤ The most common comorbidity of food allergies is food allergy related gastrointestinal diseases combined with allergic rhinitis,with a total of 267 cases;Secondly,there were 192 cases of allergic rhinitis combined with chronic cough,and 124 cases of food allergy related gastrointestinal diseases combined with chronic cough.Conclusion Milk is the main allergen of food allergy in people of age 14 and under,and gastrointestinal symptoms are the most common in children with food allergy.


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