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 prognosis and influencing factors of hepatocellular carcinoma patients with negative triple-biomarker after surgery.Methods:Two hundred patients undergoing surgeries for hepatocellular carcinoma with complete clinicopathological data from Lihuili Hospital Affiliated to Ningbo University from January 2020 to December 2021 were retrospectively analyzed, and their clinicopathological features, postoperative recurrence and prognosis were analyzed.Results:Among the 200 hepatocellular carcinoma patients, 54 cases were triple-negative type, 88 cases were protein induced by vitamin K absence-Ⅱ (PIVKA-Ⅱ) type, 51 cases were alpha-fetoprotein (AFP) type and 7 cases were alpha-fetoprotein Lens culinaris aggluyinin-reactive fraction 3 (AFP-L3) type. Due to the limited cases of AFP-L3 type, patients with this type were not included in this study. The recurrence rates were 29.6% (16/54), 40.9% (36/88) and 41.2% (21/51) for tripe-negative type, PIVKA-Ⅱ type and AFP type, respectively, the corresponding median recurrence-free survival time was 25.8, 10.6 and 10.0 months, respectively, and there were statistical differences ( P<0.05). The median overall survival time of tripe-negative type, PIVKA-Ⅱ type and AFP type was 40.7, 40.0 and 36.6 months, respectively, without statistical difference ( P>0.05). Univariate analysis showed that tumor diameter, tumor differentiation degree, and capsule or were not factors affecting patients′ overall survival time after surgery. Postoperative albumin, tumor diameter, tumor differentiation degree, capsule or not, and microvascular invasion were factors affecting patients′ recurrence-free survival time after surgery. Multivariate analysis showed that low tumor differentiation and no envelope were independent risk factors for patients′overall survival time after surgery. Tumor long diameter>5 cm, low differentiation, no envelope, preoperative hypoproteinemia and non-tripe-negative type were independent risk factors for patients′ recurrence-free survival time after surgery. Conclusions:The short-term postoperative recurrence rate for triple-negative hepatocellular carcinoma is low, and the correlation with long-term prognosis remains to be evaluated.

Objective:To explore the prognosis and influencing factors of hepatocellular carcinoma patients with negative triple-biomarker after surgery.Methods:Two hundred patients undergoing surgeries for hepatocellular carcinoma with complete clinicopathological data from Lihuili Hospital Affiliated to Ningbo University from January 2020 to December 2021 were retrospectively analyzed, and their clinicopathological features, postoperative recurrence and prognosis were analyzed.Results:Among the 200 hepatocellular carcinoma patients, 54 cases were triple-negative type, 88 cases were protein induced by vitamin K absence-Ⅱ (PIVKA-Ⅱ) type, 51 cases were alpha-fetoprotein (AFP) type and 7 cases were alpha-fetoprotein Lens culinaris aggluyinin-reactive fraction 3 (AFP-L3) type. Due to the limited cases of AFP-L3 type, patients with this type were not included in this study. The recurrence rates were 29.6% (16/54), 40.9% (36/88) and 41.2% (21/51) for tripe-negative type, PIVKA-Ⅱ type and AFP type, respectively, the corresponding median recurrence-free survival time was 25.8, 10.6 and 10.0 months, respectively, and there were statistical differences ( P<0.05). The median overall survival time of tripe-negative type, PIVKA-Ⅱ type and AFP type was 40.7, 40.0 and 36.6 months, respectively, without statistical difference ( P>0.05). Univariate analysis showed that tumor diameter, tumor differentiation degree, and capsule or were not factors affecting patients′ overall survival time after surgery. Postoperative albumin, tumor diameter, tumor differentiation degree, capsule or not, and microvascular invasion were factors affecting patients′ recurrence-free survival time after surgery. Multivariate analysis showed that low tumor differentiation and no envelope were independent risk factors for patients′overall survival time after surgery. Tumor long diameter>5 cm, low differentiation, no envelope, preoperative hypoproteinemia and non-tripe-negative type were independent risk factors for patients′ recurrence-free survival time after surgery. Conclusions:The short-term postoperative recurrence rate for triple-negative hepatocellular carcinoma is low, and the correlation with long-term prognosis remains to be evaluated.

Objective:To compare the prognosis of patients with hepatolithiasis-associated intrahepatic cholangiocarcinoma (ICC) and hepatitis B virus (HBV)-associated ICC after radical resection.Methods:The clinicopathological and survival data of 69 patients with ICC undergoing radical resection in the Department of Hepatobiliary and Pancreatic Surgery, Lihuili Hospital Affiliated to Ningbo University from January 2012 to February 2024 were retrospectively analyzed, including 40 males and 29 females, aged (62.9±10.2) years. Patients were divided into the stone group ( n=40, with hepatolithiasis) and HBV group ( n=29, with HBV). Kaplan-Meier method was used for survival analysis, and log-rank test was used for survival rate comparison. Cox proportional hazard regression model was used for multivariate analysis to analyze the effect of hepatolithiasis and HBV on the prognosis. Results:The median overall survival of ICC patients in the stone group was 16 months, and that in the HBV group was 27 months. The 1-, 3-, and 5-year cumulative survivals of the stone group were 56.6%, 23.2%, and 10.3%, respectively, which were lower than those of the HBV group (72.0%, 50.7%, and 43.4%, respectively, χ2=5.95, P=0.015). The median recurrence-free survivals (RFS) of the stone group and the HBV group were 12 months and 23 months, respectively. The 1-year and 3-year RFS of the stone group were 49.2% and 18.1%, which were lower than those of the HBV group (65.0% and 39.8%, respectively, χ2=3.94, P=0.047). Univariate analysis showed that hepatolithiasis was assciated with prognosis ( χ2=5.95, P=0.015). Multivariate Cox regression analysis showed that hepatolithiasis and hepatitis B virus infection had no effect on the prognosis of ICC patients after surgery (all P>0.05). Conclusion:Compared to HBV infection, ICC patients with hepatolithiasis have a worse prognosis. Hepatolithiasis and HBV infection have no effect on the prognosis of ICC after radical resection.

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.

Considering the surgical risk stratification for patients with severe calcific aortic stenosis (AS), transcatheter aortic valve replacement (TAVR) is a reliable alternative to surgical aortic valve replacement (SAVR) (Fan et al., 2020, 2021; Lee et al., 2021). Despite the favorable clinical benefits of TAVR, stroke remains a dreaded perioperative complication (Auffret et al., 2016; Kapadia et al., 2016; Kleiman et al., 2016; Huded et al., 2019). Ischemic overt stroke, identified in 1.4% to 4.3% of patients in TAVR clinical practice, has been associated with prolonged disability and increased mortality (Auffret et al., 2016; Kapadia et al., 2016; Levi et al., 2022). The prevalence of hyperintensity cerebral ischemic lesions detected by diffusion-weighted magnetic resonance imaging (DW-MRI) was reported to be about 80%, which is associated with impaired neurocognitive function and vascular dementia (Vermeer et al., 2003; Barber et al., 2008; Kahlert et al., 2010).
Humans ; Transcatheter Aortic Valve Replacement ; Aortic Valve Insufficiency ; Diffusion Magnetic Resonance Imaging ; Aortic Valve Stenosis ; Stroke

Objective To analyze the target volume margins and positioning errors in the radiotherapy for nasopharyngeal carcinoma(NPC)using the cone-beam computed tomography(CBCT)of Halcyon linear accelerator for providing a reference for the margin from clinical target volume to planning target volume(CTV-to-PTV margin)in the radiotherapy for NPC using Halcyon linear accelerator,hence improving treatment precision and effectiveness.Methods A total of 117 NPC patients who received volumetric modulated arc therapy using Halcyon linear accelerator from May 2020 to June 2022 in Jinshazhou Hospital of Guangzhou University of Chinese Medicine were enrolled.The 3861 CBCT images collected from the patients were matched with the CT images to obtain the correction values of the treatment couch in lateral(Lat),longitudinal(Lng)and vertical(Vrt)directions for positioning error analysis.The CTV-to-PTV margin was obtained by the equation(margin =2.5∑+0.7δ).Results The positioning errors in the radiotherapy for NPC using Halcyon linear accelerator were 0.10(0.00,0.10)cm,0.10(0.00,0.20)cm and 0.20(0.10,0.30)cm in Lat,Lng and Vrt directions,respectively.The CTV-to-PTV margins in Lat,Lng and Vrt directions were 0.12,0.12 and 0.09 cm,respectively.Conclusion Low positioning errors can be achieved for NPC patients undergoing image-guided treatment using Halcyon linear accelerator.

Objective:To evaluate the effectiveness and prognosis of emergent transcatheter aortic valve replacement (TAVR) and to provide standardized procedural suggestion for the development of emergent TAVR in China.Methods:From January 2020 to April 2021, 12 patients who underwent emergent or salvage TAVR in the Second Affiliated Hospital Zhejiang University School of Medicine were retrospectively enrolled from the TORCH registry (Transcatheter Aortic Valve Replacement Single Center Registry in Chinese Population, a prospective cohort study; NCT02803294). Baseline, periprocedural and 30-day follow up data were collected. Post-operative data were compared with pre-operative data using Paired-Samples test.Results:Patients’ median Society of Thoracic Surgeons score (STS score) was 15.432%. There was a significant decrease of mean gradient after emergent TAVR procedure (1.69 m/s vs. 4.90 m/s, P<0.01). During the 30-day follow up, there were 1 patient (8.3%) died and 2 patients received permanent pacemaker implantation. No disabling stroke, acute kidney injury, major vascular complication occurred during the first month after emergent TAVR. Among the survival patients, there was a significant releasing of heart failure symptoms to New York Heart Association function stage Ⅰ/Ⅱ in 81.8% patients at 30-day follow up. Left ventricular ejection fraction also improved significantly from (47.4±9.5)% to 58.8±8.0% ( P= 0.026). The mean gradient were (1.57±0.30) cm 2 and no patients had a moderate or severe paravalvular leakage. Besides, a significant decrease of pro-B-type natriuretic peptide (1 089.9 pg/mL vs. 12 215.5 pg/mL , P=0.001) and troponin T (0.020 ng/mL vs. 0.337 ng/mL, P=0.003) were found at 30 days after emergent TAVR. Conclusions:For patients with severe aortic stenosis and acute cardiac decompensated, emergent TAVR is a safe and effective rescue treatment.

Hepatocellular carcinoma is a common malignancy of digestive system. Tumor markers are important for the early diagnosis and prognosis of hepatocellular carcinoma. Protein induced by vitamin K absence or antagonist-Ⅱ (PIVKA-Ⅱ) is of high specificity and sensitivity in hepatocellular carcinoma diagnosis. In addition, previous studies suggested that PIVKA-Ⅱ played a role in proliferation, invasion and metastasis of hepatocellular carcinoma and could be used for prognosis of hepatocellular carcinoma. This article reviewed the recent advances in the underlying biological mechanism of PIVKA-Ⅱ in hepatocellular carcinoma and concluded the value of PIVKA-Ⅱ in hepatocellular carcinoma diagnosis and prognosis.

Intrahepatic cholangiocarcinoma (ICC) has a high degree malignancy, and its incidence has gradually increased in recent years. Surgery is still the only curative treatment for ICC to achieve long-term survival, but its onset is hidden, and most patients have lost the opportunity of operation when they are diagnosed. ICC shows significant heterogeneity. With the development of the second generation sequencing technology, the tumor patterns of ICC, such as DNA, RNA, epigenetic, protein, microenvironment and so on, have been gradually discovered. The purpose of this article is to review the research progress of molecular typing and clinical application of ICC in recent years.