ObjectiveTo investigate the application value of a machine learning model based on preoperative clinical indicators in predicting the risk of hypoalbuminemia after partial hepatectomy. MethodsA retrospective analysis was performed for the clinical data of 700 patients who underwent partial hepatectomy in Nanfang Hospital， Southern Medical University， from January 2018 to January 2023， including demographic data， history of underlying diseases， tumor characteristics， preoperative laboratory markers， and perioperative indicators. The research data were divided into a training set and a test set at a ratio of 7∶3. The two-independent-samples t test was used for comparison of normally distributed continuous data between two groups； the two-independent-samples Wilcoxon rank-sum test was used for comparison of continuous data with skewed distribution between two groups； the chi-square test or the Fisher’s exact test was used for comparison of categorical data between two groups. The least absolute shrinkage and selection operator （LASSO） regression analysis was used to identify characteristic variables， and 7 machine learning algorithms were used to construct predictive models， i.e.， logistic regression， decision tree， artificial neural network， K-nearest neighbors （KNN）， support vector machine， eXtreme gradient boosting， and light gradient boosting machine. The receiver operating characteristic （ROC） curve and the area under the ROC curve （AUC） were used to assess the discriminatory ability of models， and the DeLong test was used for comparison of AUC. The calibration curve and decision curve analysis were used to assess the calibration and clinical practicability of models， and the models were compared with albumin-bilirubin （ALBI） score and Model for End-Stage Liver Disease （MELD） score. SHapley Additive exPlanations （SHAP） were used to interpret the key influencing factors for the optimal model. ResultsA total of 700 patients were finally enrolled， 283 （40.42%） developed hypoalbuminemia after surgery. The LASSO regression analysis identified 8 predictive factors of age， hepatitis B， fatty liver， blockade time， preoperative albumin （Alb）， time of operation， intraoperative blood loss， and preoperative aspartate aminotransferase （AST）. Among the 7 machine learning models， the KNN model showed the best overall predictive performance， with an AUC of 0.835 （95% confidence interval： 0.781 — 0.889）， a sensitivity of 84.0%， and a specificity of 65.5% in the test set. ALBI and MELD scores had an AUC of 0.652 and 0.524， respectively， and the KNN model had a better predictive performance than these two scores （Z=5.309 and 8.945， both P <0.001）. The calibration curve showed good consistency between predicted probabilities and actual incidence rates， and the decision curve analysis showed that the KNN model had net clinical benefit across a wide threshold range. The SHAP analysis showed that preoperative Alb， hepatitis B， time of operation， and age were the most significant influencing factors， and a synergistic effect was observed between hepatitis B and age/time of operation. ConclusionThe KNN machine learning model constructed based on preoperative clinical indicators can effectively predict the risk of hypoalbuminemia after partial hepatectomy and has a better performance than traditional scoring models， which provides a reference for the early identification of high-risk patients in clinical practice.

BACKGROUND:It has been found that internal factors such as anatomical structure,hormone level and neuromuscular function of athletes are closely related to the risk of anterior cruciate ligament injuries,and external factors such as the material of the playing field also become one of the risk factors affecting the occurrence of non-contact anterior cruciate ligament injuries,but they are relatively under-attended in the current studies. OBJECTIVE:To explore effects of artificial turf versus natural grass on the biomechanical performance of the lower limbs in young females during jump-landing. METHODS:According to the test needs,artificial turf and natural grass in accordance with the standards of GB/T 20033.3-2006 and GB/T 19995.1-2005 were leveled and fixed on two three-dimensional force measuring platforms.Twenty-one young females were voluntarily recruited and completed the jump-landing task on the artificial turf and natural grass.Subjects stood on the steps and then jumped forward,jumped down to the force measuring platform and immediately jumped with full force to the force measuring platform again.The two landings were required to fall to the two force measuring platforms,and the whole jumping action was considered successful without any pause.The kinematic,kinetic and electromyographic data of the lower limbs during the landing process were collected synchronously to compare and analyze the differences between the two. RESULTS AND CONCLUSION:In terms of kinetics,posterior and vertical ground reaction force at the initial landing moment during jump-landing on the natural grass were significantly lower than those on the artificial turf(P＜0.05,P＜0.01),as well as at the peak ground reaction force moment(P＜0.05,P＜0.05).Additionally,the knee flexion moment when jump-landing on the natural grass was higher than that on the artificial turf(P＜0.01).In terms of electromyography,within 100 ms after the initial landing moment,the electromyography activity levels of medial femoris muscle,lateral femoris muscle and anterior tibialis muscle when jump-landing on the natural grass were significantly lower than those on the artificial turf(P＜0.05,P＜0.01,P＜0.05).To conclude,compared with the natural grass,jump-landing on the artificial turf leads to an change in biomechanical performance that will cause an increase in anterior cruciate ligament tension.

Objective:To observe the effect of traditional Chinese medicine (TCM) hot ironing on limb function and balance ability in stroke patients with hemiplegia during the recovery period, and to provide more reference schemes for clinical rehabilitation of stroke patients with hemiplegia.Methods:A randomized controlled study was conducted. Stratified random sampling was used to select stroke patients with hemiplegia during the recovery period admitted to the First Affiliated Hospital of Anhui University of Chinese Medicine from June 2023 to January 2024. The patients were divided into a control group and an observation group using the random envelope method. The control group received limb positioning techniques combined with conventional acupuncture intervention, while the observation group received additional TCM hot ironing intervention. Before and after the intervention, the Brunnstrom motor function grading, three-level assessment method, and Activities of Daily Living (ADL) scale were used to evaluate the patients′ limb function, balance function, and daily living ability.Results:Among the 66 patients included, with 33 patients in the control group, includinng 19 males and 14 females, aged (51.02 ± 8.34) years old, and 33 patients in the observation group, including 21 males and 12 females, aged (49.65 ± 8.21) years old. Before the intervention, there were no statistically significant differences in Brunnstrom upper limb motor function, Brunnstrom lower limb motor function, sitting balance, standing balance, and ADL scores between the two groups (all P>0.05). After the intervention, the observation group showed significant improvements in Brunnstrom upper limb motor function (0 cases at levelⅠ, 33 cases at levelⅡor above), Brunnstrom lower limb motor function (1 case at levelsⅠ-Ⅲ, 32 cases at level Ⅳ or above), sitting balance (0 cases at levelsⅠ-Ⅱ, 33 cases at level Ⅲ), and standing balance (1 case at levelsⅠ-Ⅱ, 32 cases at level Ⅲ). The control group showed less improvement in Brunnstrom upper limb motor function (10 cases at levelⅠ, 23 cases at level Ⅱor above), Brunnstrom lower limb motor function (14 cases at levelsⅠ-Ⅲ, 19 cases at level Ⅳ or above), sitting balance (9 cases at levelsⅠ-Ⅱ, 24 cases at level Ⅲ), and standing balance (11 cases at levelsⅠ-Ⅱ, 22 cases at level Ⅲ). The differences between the two groups were statistically significant ( Z values were 9.39-15.51, all P<0.05). The ADL score in the observation group was (80.25 ± 8.89) points, higher than the control group′s score of (69.97 ± 8.17) points, the difference was statistically significant ( t=4.89, P<0.05). Conclusions:TCM hot ironing can effectively improve limb dysfunction, motor function, balance ability, and walking mobility in stroke patients with hemiplegia during the recovery period, thereby enhancing their daily living ability.

Objective To explore the mechanism of modified Sijunzi Decoction in the intervention of premature ovarian failure(POF)rats through PTEN-mediated PI3K/AKT signaling pathway.Methods Totally 50 SPF-grade healthy female SD rats were divided into normal group(10 rats)and model group(40 rats).The model group was injected with cyclophosphamide to establish a POF model,and then randomly divided into model group and TCM low-,medium-and high-dosage group,with 10 rats in each group,TCM low-,medium-and high-dosage group were given modified Sijunzi Decoction 6.3,12.6,25.2 g/kg by gavage,the normal group and model group were given equal volume of normal saline,once a day for 28 days.The general condition and body mass of rats in each group were observed and recorded daily.After administration,the ovarian index was measured,HE staining was used to observe the morphology of ovarian tissue,ELISA was used to detect the contents of serum estradiol(E2)luteinizing hormone(LH),follicle-stimulating hormone(FSH),anti-Müllerian hormone(AMH),gonadotropin-releasing hormone(GnRH)and β-endorphin(β-EP),RT-PCR was used to detect the mRNA expression of PTEN,PI3K and AKT in ovarian tissue,Western blot was used to detect the protein expression of PTEN,PI3K,AKT,p-PI3K and p-AKT,immunohistochemistry was used to detect the positive expression of PTEN,PI3K and AKT.Results Compared with the normal group,the rats in the model group were depressed,the hair fell off,the diet and drinking water were reduced,the stools became thinner,the body mass was reduced(P<0.05),and the ovarian index was reduced(P<0.05),the ovarian tissue structure was disordered,the number of follicles decreased,and the contents of serum LH,FSH and GnRH increased(P<0.05),the contents of E2,AMH and β-EP decreased(P<0.05),the expression of PTEN mRNA and protein decreased(P<0.05),the expressions of PI3K and AKT mRNA and protein increased(P<0.05),and the expressions of p-PI3K and p-AKT protein increased(P<0.05).Compared with the model group,the general condition of rats in each dosage of TCM groups improved significantly,the body mass increased(P<0.05),ovarian index increased(P<0.05),the number of follicles in rat ovarian tissue increased,the contents of LH,FSH and GnRH decreased(P<0.05),the contents of E2,AMH and β-EP increased(P<0.05),the expression of PTEN mRNA and protein increased(P<0.05),the expression of PI3K and AKT mRNA and protein decreased(P<0.05),and the protein expression of p-PI3K and p-AKT decreased(P<0.05).Conclusion Modified Sijunzi Decoction may regulate the PI3K/AKT signaling pathway mediated by PTEN,repair the excessive consumption of follicles in ovarian tissue of POF rats,improve the ovarian function,so as to intervene the process of POF.

Objective To explore the distribution patterns of traditional Chinese medicine(TCM)syndromes in patients with metabolic syndrome caused by antipsychotic drugs.Methods A standardized TCM syndrome survey was performed to collect diagnostic information from 160 patients diagnosed with metabolic syndrome due to antipsychotic drug use.Subsequent frequency analysis,cluster analysis,and Bayesian network analysis were carried out.The syndrome pattern distribution was ultimately determined through relevant literatures and expert opinions.Results Five TCM syndromes were identified through frequency,cluster,and Bayesian network analyses.The most common syndrome was qi deficiency with phlegm-dampness(30％),followed by spleen deficiency with phlegm-Heat(23.75％),qi and yin deficiency Pattern(21.88％),yin deficiency with damp-heat(17.50％),and stomach fire hyperactivity pattern(6.88％).Conclusion The pathogenesis of antipsychotics-induced metabolic syndrome involves a complex interplay of deficiency and excess factors.The primary disease is mainly located at the spleen and stomach,with involvement of the liver,kidney,and heart.Pathogenic factors include qi deficiency,yin deficiency,dampness,heat,pathogenic fire,and phlegm.

Objective To evaluate the efficacy and safety of Qingre Jiedu recipe in the treatment of bipolar depression.Methods A randomized,double-blind,Chinese medicine and western medicine placebo control design was used in this study.Totally 80 subjects with bipolar depression and fiery internal depression that met the enrollment criteria,were divided into the experimental group(EG,40 cases of western medicine simulation tablets+Chinese medicine formula granules)and the control group(CG,40 cases of western medicine+Chinese medicine placebo)according to a 1∶1 ratio at last,7 cases dropped out after enrollment,EG 36 cases,CG 37 cases.TCM Heat Internal Depression Syndrome(TCMHIDS),Hamilton Depression Scale-24 Item(HAMD-24),Hamilton Anxiety Scale(HAMA),Hypomania Checklist-33(HCL-33),Young Manic Rating Scale(YMRS)and Treatment Emergent Symptom Scale(TESS)scores were assessed at baseline and at the 2nd,4th and 8th week after treatment.Important signs and adverse events were recorded.Blood routine,hepatic and renal function,urine routine and electrocardiogram were performed during the screening period and the 8th week after treatment.For the patients who dropped out of the examination program,the examination item are identical to those at week 8.The primary outcome measure was the change in HAMD score from baseline to 8th week.Secondary outcome evaluation indicators included the changes of TCMHIDS,HAMA,HCL-33 and YMRS scores from baseline to 8th week.Results The scores of the HAMD-24 between EG and CG decreased significantly compared with the baseline at different time-point,and the difference was statistically significant(P＜0.01).However,the scores of the EG on the HAMD-24 decreased more significantly compared with the CG at the 4th and 8th week,and this difference was statistically significant(P＜0.01).The TCMHIDS and HAMD scores between two groups decreased compared with the baseline at different time-point,and this difference was statistically significant(P＜0.01).However,the TCMHIDS and HAMD scores of the EG decreased more significantly ot the 4th and 8th week,compared with the CG,and this difference was statistically significant(P＜0.01).Both YMRS and HCL-33 scores decreased more significantly between two groups at different time-point,compared with the baseline,and this differences was statistically significant,but there was no difference between two groups.Conclusion TCM Qingre Jiedu recipe could effectively relieve depression and anxiety mood of bipolar depression,with more advantages than western medicine.In addition,it showed a certain effect on hypomania or manic-related symptoms of bipolar disorder,No risk of turning to hypomania or manic,better safety and less adverse reactions were observed.

BACKGROUND:Although aromatase inhibitors significantly improve the clinical benefit of patients with hormone receptor-positive breast cancer,its associated adverse event-osteoporosis seriously affects the quality of life of patients.Huangqi Bushen Huoxue Decoction can effectively prevent the occurrence of aromatase inhibitor-induced osteoporosis,but its mechanism of action is unclear.OBJECTIVE:To investigate the effects of Huangqi Bushen Huoxue Decoction on osteoclast activity in a mouse model of osteoporosis induced by aromatase inhibitors and relevant mechanisms.METHODS:Sixty 8-week-old female C57BL/6J mice were randomly divided into sham operation group,model group,high-,medium-and low-dose Huangqi Bushen Huoxue Decoction,and positive control group,with 10 mice in each group.Bilateral ovaries were removed to establish postmenopausal animal models in all the groups except for the sham operation group.After 1 week of recovery,letrozole was injected subcutaneously to establish postmenopausal osteoporosis models via subcutaneous injection of letrozole(an aromatase inhibitor).The high-,medium-and low-dose Huangqi Bushen Huoxue Decoction groups were intragastrically given 19.24,9.62 and 4.81 g/kg/d Huangqi Bushen Huoxue Decoction(once a day),respectively.The positive control group was given alendronate 5mg/kg once a week.After 3 months of administration,Micro-CT was used to detect tibial bone mineral density and bone microstructure.Hematoxylin-eosin staining and tartrate-resistant acid phosphatase staining of the femur were performed.Immunohistochemistry was used to detect the protein expression of receptor activator of nuclear factor-κB ligand and osteoprotectin in the femur.ELISA was used to detect the serum levels of carboxyterminal cross-linked telopeptides of type I collagen and tartrate-resistant acid phosphatase 5b.RESULTS AND CONCLUSION:(1)Compared with the sham operation group,the model group showed a significant decrease in bone mineral density,sparse and fractured trabecular morphology,and a significant increase in serum levels of carboxyterminal cross-linked telopeptides of type I collagen and tartrate-resistant acid phosphatase 5b,indicating that the model of aromatase inhibitor-induced osteoporosis was successfully constructed.(2)Compared with the model group,the high-,medium-,and low-dose Huangqi Bushen Huoxue Decoction groups showed significant improvement in bone mineral density and bone microstructure,thickening and densification of trabecular morphology,significantly decreased serum levels of carboxyterminal cross-linked telopeptides of type I collagen and tartrate-resistant acid phosphatase 5b,a decrease in the number of osteoclasts and the expression of receptor activator of nuclear factor-κB ligand proteins,and an increase in the expression of osteoprotegerin.To conclude,Huangqi Bushen Huoxue Decoction may regulate the receptor activator of nuclear factor-κB ligand/receptor activator of nuclear factor-κB/osteoprotegerin signaling pathway,inhibit osteoclast activity,improve trabecular morphology and bone microstructure,and increase bone mineral density,thus preventing the occurrence and development of aromatase inhibitor-induced osteoporosis.

Objective:To investigate the impact of early invasive arterial blood pressure (IBP) monitoring on survival and neurological outcomes in out-of-hospital cardiac arrest (OHCA) patients undergoing extracorporeal cardiopulmonary resuscitation (ECPR).Methods:This retrospective cohort study analyzed 44 OHCA patients receiving ECPR between January 2021 and January 2023. Patients were divided into: Early intervention group : IBP established within 3 min of ECMO initiation; Late intervention group : IBP established after ICU admission. Baseline characteristics, ECMO parameters, and clinical outcomes were compared. Multivariable logistic regression (adjusted for age, initial rhythm, etc.) and Spearman's correlation were used.Results:This study included a total of 44 patients treated with OHCA and ECPR, divided into an early intervention group of 23 cases and a late intervention group of 21 cases. The early intervention group showed significantly higher: Survival to discharge (43.5% vs. 9.5%, P<0.05), Good neurological recovery (CPC 1-2: 34.8% vs. 9.5%, P<0.05).Early intervention independently predicted survival (adjusted OR=18.84, 95% CI:1.97-179.98, P=0.01). Stratified analysis by pH (cutoff 7.0) demonstrated consistent benefits in both pH>7.0 ( aOR=0.392, 95% CI:0.106-0.678) and pH≤7.0 subgroups ( aOR=0.385, 95% CI: 0.075-0.695; interaction P=0.183). Early IBP positively correlated with CPC scores ( ρ=0.40, P=0.007). Conclusions:Early IBP monitoring significantly improves survival and neurological outcomes in OHCA-ECPR patients, supporting its integration into standardized protocols.

Objective:To construct and validate the risk prediction model of osteoporosis (OP) in the middle-aged and elderly healthy physical examination population.Methods:In this cross-sectional study, 18 030 middle-aged and elderly people with bone mineral density tested in Health Management Center of Guangxi Zhuang Autonomous Region Hospital from January 2020 to December 2022 were selected. The general data, physical examination index and biochemical blood index were collected. The subjects were divided into training set (12 621 cases) and validation set (5 409 cases) in a ratio of 7∶3 with the simple random sampling method. The variables were screened with minimum LASSO regression and logistic regression and the corresponding nomogram prediction model for the risk of osteoporosis in the middle-aged and elderly health examination population was established. The performance of the nomogram model was evaluated with the area under the receiver operating characteristic curve (ROC AUC), specificity, sensitivity, calibration curve (CAL), and decision curve (DCA).Results:The results of LASSO regression and multivariate logistic regression in training set showed that gender, age, body mass index, hip circumference, waist circumference, systolic blood pressure, total cholesterol, glutamyl transpeptidase and albumin/globulin ratio were the independent best predictors of OP risk in the middle-aged and elderly health examination population (all P<0.05). The ROC AUC-value of the training set was 0.895 (95% CI: 0.886-0.904), with a sensitivity of 87.25% and a specificity of 85.01%. The ROC AUC value of the validation set was 0.892 (95% CI: 0.886-0.898), with a sensitivity of 83.74% and a specificity of 82.46%. The CAL showed a C-index value of 0.790 in the training set and a C-index value of 0.784 in validation set. The CALs all showed deviation correction and obvious curves similar to the ideal line. DCA showed that when the OP risk threshold probability of the training set was 45%-93%, and the OP risk threshold probability of the validation set was 45%-92%, the nomogram model had better efficacy in predicting OP risk in the middle-aged and elderly physical examination population, and the two results were still relatively consistent. Both CAL and DCA showed good performance. Conclusion:This study establishes a practical prediction model for osteoporosis risk in the middle-aged and elderly population, it can provide an early warning for the timely detection of OP risk for the middle-aged and elderly people.

Objective:To investigate and analyze the surgical method and therapeutic effect of removing benign masses between the nasal radix and eyebrow via a V-shaped cosmetic incision approach through the columella with the assistance of nasal endoscopy.Methods:The data of patients who underwent surgical treatment from May 2020 to August 2023 at the Department of Otorhinolaryngology, Head and Neck Surgery, Linyi People’s Hospital were retrospectively analyzed, because of a mass involving the radix of the nose and the interbrow area. Preoperative CT examination of the nose was performed to clarify the nature, size, and level of the mass, and a V-shaped incision was made in the middle and lower third of the nasal columella, with subcutaneous tunnels along the dorsal median line of the nose, and the mass was excised with the aid of nasal endoscopy. Postoperative follow-up was performed for recurrence of swelling, diplopia, ocular dyskinesia, frontal-facial numbness, and recovery of the operative area; patients were evaluated by visual analogue scoring (VAS) to assess satisfaction with the appearance of the incorporeal scar (0~10 points, higher scores indicate higher satisfaction).Results:A total of 4 patients were included, with an average age of 18.5 years (15-21 years). All 4 patients had complete resection of the tumor through the columellar V-shaped incision approach, and the surgical incisions were all healed by primary intention. Postoperative pathology suggested epidermoid cysts in 1 case, lipoma in 1 case, sebaceous cysts in 1 case, and osteomas in 1 case. Postoperative follow-up ranged from 6 to 24 months, with an average follow-up of 12 months, with no recurrence of the mass, no depression at the radix of the nose and between the eyebrows, and no noticeable scar at the columella. The patients were satisfied with the appearance of the incision scar with a VAS score of 10 points.Conclusion:Nasal endoscopic transnasal columella approach to excision of benign tumors at the root of the nose and between the eyebrows has the advantages of small skin incision and hidden scarring, and has good treatment effect.