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.

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.

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.

Objective To investigate the effect of circRNA-homeodomain-interacting protein kinase 2(circHIPK2)on angiotensinⅡ(AngⅡ)-induced apoptosis of vascular endothelial cells through the regulation of the miR-7-5p/transcription factor 4(TCF4)axis.Methods Human umbilical vein endothelial cells(HUVECs)were randomly divided into the control,model,negative control cotrans-fection,circHIPK2 knockdown,miR-7-5p overexpression,and circHIPK2 knockdown+miR-7-5p knockdown groups.Except for the control group,all other groups were administered 10 nmol/L Ang Ⅱ to establish a hypertensive injury model.The circHIPK2,miR-7-5p,and TCF4 mRNA expression levels were detected after transfection.Apoptosis,proliferation,mitochondrial membrane potential,reactive oxygen species(ROS),antioxidant enzymes,pro-inflammatory factors,and TCF4 protein expression were assessed.Results Compared with the control group,the expressions of circHIPK2 and TCF4 mRNA,cell apoptosis rate,relative expression of ROS,levels of IL-6,IL-1β,and IL-18,and expressions of Bax and TCF4 protein increased,and cell viability,miR-7-5p mRNA expression,mitochondrial mem-brane potential,activities of superoxide dismutase(SOD)and catalase(CAT),and Bcl-2 protein expression decreased in the model group(P＜0.05).Both circHIPK2 knockdown and miR-7-5p overexpression reversed Ang Ⅱ-induced pathological changes in vascular endothelial cells.miR-7-5p knockdown reduced the effect of circHIPK2 knockdown on pathological cellular changes in the model group.Conclusion circHIPK2 knockdown can weaken TCF4 expression by upregulating miR-7-5p,thereby reducing Ang Ⅱ-induced inflam-mation and oxidative stress in vascular endothelial cells and ultimately inhibiting cell apoptosis.

AIM:To investigate the protective ef-fect of plumbagin(PL)against pulmonary fibrosis(PF)and its possible mechanisms.METHODS:Sixty male C57BL/6 mice were randomly divided into control,bleomycin group(BLM),low dose PL group(1 mg/kg)and high dose PL group(2 mg/kg).The mice PF model was replicated using intratracheal injection of BLM(3 mg/kg),and then PL(1 or 2 mg/kg)was injected intraperitoneally for 3 weeks and the animals were executed.HE and Masson staining were used to observe morphological changes in lung tissue and collagen deposition.The activities or levels of superoxide dismutase(SOD),glutathione(GSH),malondialdehyde(MDA)and hy-droxyproline(HYP)were measured in mouse lung tissue;ELISA for interleukin-6(IL-6)in mouse lung tissue.Immunohistochemical detection of nuclear factor-related factor 2(Nrf2)and reduced nicotin-amide adenine dinucleotide phosphate oxidase 4(NOX4)positive cell expression in mouse lung tis-sue.The expression levels of α-smooth muscle ac-tin(α-SMA),collagen Ⅰ(Col Ⅰ),collagen Ⅲ(Col Ⅲ),IL-6,transforming growth factor-β1(TGF-β1),p-Smad2,Nrf2 and NOX4 were detected by Western blotting.RESULTS:Compared with the BLM group,PL treatment attenuated lung parenchymal and in-terstitial injury and extracellular matrix deposition in mice,reduced HYP content(P＜0.01,P＜0.05),de-creased protein expression of α-SMA,collagen Ⅰand Ⅲ(P＜0.01,P＜0.05),diminished IL-6 secretion(P＜0.01);improved the body's antioxidant capacity(increased SOD and GSH activity and decreased MDA content,P＜0.01,P＜0.05),significantly down-regulated TGF-β1,p-Smad2 and NOX4-positive cells and protein expression(P＜0.01,P＜0.05)and up-regulated Nrf2-positive cells and protein expression(P＜0.01,P＜0.05).CONCLUSION:PL may slow down the PF process by modulating the TGF-β1/Smad2 and Nrf2/NOX4 pathways to attenuate inflammato-ry responses and collagen deposition and improve the body's antioxidant capacity.

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.

AIM:To investigate the protective ef-fect of plumbagin(PL)against pulmonary fibrosis(PF)and its possible mechanisms.METHODS:Sixty male C57BL/6 mice were randomly divided into control,bleomycin group(BLM),low dose PL group(1 mg/kg)and high dose PL group(2 mg/kg).The mice PF model was replicated using intratracheal injection of BLM(3 mg/kg),and then PL(1 or 2 mg/kg)was injected intraperitoneally for 3 weeks and the animals were executed.HE and Masson staining were used to observe morphological changes in lung tissue and collagen deposition.The activities or levels of superoxide dismutase(SOD),glutathione(GSH),malondialdehyde(MDA)and hy-droxyproline(HYP)were measured in mouse lung tissue;ELISA for interleukin-6(IL-6)in mouse lung tissue.Immunohistochemical detection of nuclear factor-related factor 2(Nrf2)and reduced nicotin-amide adenine dinucleotide phosphate oxidase 4(NOX4)positive cell expression in mouse lung tis-sue.The expression levels of α-smooth muscle ac-tin(α-SMA),collagen Ⅰ(Col Ⅰ),collagen Ⅲ(Col Ⅲ),IL-6,transforming growth factor-β1(TGF-β1),p-Smad2,Nrf2 and NOX4 were detected by Western blotting.RESULTS:Compared with the BLM group,PL treatment attenuated lung parenchymal and in-terstitial injury and extracellular matrix deposition in mice,reduced HYP content(P＜0.01,P＜0.05),de-creased protein expression of α-SMA,collagen Ⅰand Ⅲ(P＜0.01,P＜0.05),diminished IL-6 secretion(P＜0.01);improved the body's antioxidant capacity(increased SOD and GSH activity and decreased MDA content,P＜0.01,P＜0.05),significantly down-regulated TGF-β1,p-Smad2 and NOX4-positive cells and protein expression(P＜0.01,P＜0.05)and up-regulated Nrf2-positive cells and protein expression(P＜0.01,P＜0.05).CONCLUSION:PL may slow down the PF process by modulating the TGF-β1/Smad2 and Nrf2/NOX4 pathways to attenuate inflammato-ry responses and collagen deposition and improve the body's antioxidant capacity.

Objective To investigate the effect of circRNA-homeodomain-interacting protein kinase 2(circHIPK2)on angiotensinⅡ(AngⅡ)-induced apoptosis of vascular endothelial cells through the regulation of the miR-7-5p/transcription factor 4(TCF4)axis.Methods Human umbilical vein endothelial cells(HUVECs)were randomly divided into the control,model,negative control cotrans-fection,circHIPK2 knockdown,miR-7-5p overexpression,and circHIPK2 knockdown+miR-7-5p knockdown groups.Except for the control group,all other groups were administered 10 nmol/L Ang Ⅱ to establish a hypertensive injury model.The circHIPK2,miR-7-5p,and TCF4 mRNA expression levels were detected after transfection.Apoptosis,proliferation,mitochondrial membrane potential,reactive oxygen species(ROS),antioxidant enzymes,pro-inflammatory factors,and TCF4 protein expression were assessed.Results Compared with the control group,the expressions of circHIPK2 and TCF4 mRNA,cell apoptosis rate,relative expression of ROS,levels of IL-6,IL-1β,and IL-18,and expressions of Bax and TCF4 protein increased,and cell viability,miR-7-5p mRNA expression,mitochondrial mem-brane potential,activities of superoxide dismutase(SOD)and catalase(CAT),and Bcl-2 protein expression decreased in the model group(P＜0.05).Both circHIPK2 knockdown and miR-7-5p overexpression reversed Ang Ⅱ-induced pathological changes in vascular endothelial cells.miR-7-5p knockdown reduced the effect of circHIPK2 knockdown on pathological cellular changes in the model group.Conclusion circHIPK2 knockdown can weaken TCF4 expression by upregulating miR-7-5p,thereby reducing Ang Ⅱ-induced inflam-mation and oxidative stress in vascular endothelial cells and ultimately inhibiting cell apoptosis.

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.