Objective To develop a predictive model for postoperative pulmonary complications (PPC) following video-assisted thoracic surgery (VATS) in lung cancer patients by integrating cardiopulmonary exercise testing (CPET) parameters and machine learning techniques. Methods A retrospective analysis was conducted on patients with early-stage non-small cell lung cancer who underwent CPET and VATS at Guangdong Provincial People’s Hospital between October 2021 and July 2023. Patients were divided into a PPC group and a non-PPC group. The least absolute shrinkage and selection operator (LASSO) regression was used to select important features associated with PPC. Six machine learning algorithms were utilized to construct prediction models, including logistic regression, support vector machine, k-nearest neighbors, random forest, gradient boosting machine, and extreme gradient boosting. The optimal model was interpreted using SHapley Additive exPlanations (SHAP). Results A total of 325 patients were included, with an average age of 60.36 years, and 55.1% were male. Significant differences were observed between the PPC and non-PPC groups in age, diabetes, coronary heart disease, surgical approach, forced expiratory volume in 1 second (FEV1), forced vital capacity (FVC), FVC% predicted, peak oxygen uptake (peak VO2), anaerobic threshold (AT), and ventilatory equivalent for carbon dioxide slope (VE/VCO2 slope) (P<0.05). In the predictive model constructed by selecting 7 key features using LASSO regression, the random forest model demonstrated the best overall performance across various metrics, with an area under the receiver operating curve of 0.930, an F1 score of 0.836, and a Brier score of 0.133 in the training set. It also exhibited good predictive ability and calibration in the test set. SHAP analysis ranked feature importance as follows: peak VO2, VE/VCO2 slope, age, FEV1, smoking history, diabetes, and surgical approach. Conclusion Integrating CPET parameters, the random forest model can effectively identify high-risk patients for PPC and has the potential for clinical application.

Objective To compare the clinical characteristics of pneumococcal meningitis in different age groups, and to provide a basis for early diagnosis of pneumococcal meningitis. Methods Cerebrospinal fluid and/or serum samples were collected from 1742 suspected cases of meningitis in Baoji, Shaanxi Province from August 2013 to July 2019. Streptococcus pneumoniae was detected by isolation culture and real-time fluorescence quantitative polymerase chain reaction. Retrospective analysis of clinical manifestations, biochemical indicators and other information of laboratory confirmed cases was conducted by χ² test or Fisher's exact test. Results A total of 1742 samples of encephalitis or meningitis cases were detected, and 41 cases were confirmed as laboratory-confirmed Streptococcus pneumoniae infection. Among them, there were 12 cases (29.27%) in the infant group, 14 cases (34.15%) in the child group, and 15 cases (36.59%) in the adult group. The proportion of the adults with headache was significantly higher than that of the infants (χ²=11.408，P＜0.017). The proportion of the adults with consciousness disorder, elevated white blood cells and elevated neutrophils were significantly higher than those in the infant and the child groups（Fisher's exact test, P＜0.017；χ² =6.428，P＜0.017；χ² =10.898，P＜0.017；χ² =6.421，P＜0.017；χ² =9.758，P＜0.017；χ² =7.744，P＜0.017). The proportion of the infants with cerebrospinal fluid turbidity was significantly higher than that of the children (Fisher's exact test，P＜0.017). The proportion of the infants with decreased white blood cells and reduced glucose in cerebrospinal fluid was significantly higher than that of the children group and the adult group（Fisher's exact test, P＜0.001；Fisher's exact test, P＜0.001；Fisher's exact test, P＜0.017; Fisher's exact test, P＜0.017). Conclusion Most adult patients with pneumococcal meningitis have headache and consciousness disorders, with significantly increased proportion of white blood cells and neutrophils. Infant patients tend to have cloudy appearance of cerebrospinal fluid, leukopenia in blood, and decreased glucose in cerebrospinal fluid.

ObjectiveTo observe the effect of rehabilitation robot training on abdominal muscles thickness and balance ability in children with hemiplegia. MethodsFrom October, 2024 to December, 2025, 58 children with hemiplegia were admitted to Beijing Bo'ai Hospital and randomly divided into control group (n = 29) and experimental group (n = 29). Both groups received conventional rehabilitation treatment, and the experimental group received rehabilitation robot training in addition, for four weeks. The thickness of bilateral external oblique, internal oblique and transversus abdominis, Berg Balance Scale (BBS) score, the time of Timed Up and Go Test (TUGT), the center of pressure (COP) ellipse area, and self-selected walking speed (SWS) and maximum walking speed (MWS) of 10-meter walk test were compared before and after training. ResultsThree cases dropped out in each group. After training, the thickness of the external oblique, internal oblique and transverse abdominis on the hemiplegic side increased significantly in the experimental group (|t| > 7.280, P < 0.001, Cohen's d = 1.43~2.01), and was better in the experimental group than in the control group (|t| > 2.895, P < 0.01, Cohen's d = 0.80~1.60); the BBS score increased in both groups (|t| > 6.667, P < 0.001, Cohen's d = 1.30~4.06), and was better in the experimental group than in the control group (t = -2.721, P < 0.01, Cohen's d = 0.75). The time of TUGT decreased in both groups (t > 5.790, P < 0.001, Cohen's d = 1.14~2.68), and was better in the experimental group than in the control group (t = 2.290, P < 0.05, Cohen's d = 0.63). The SWS and MWS increased in both groups (|Z| > 2.910, P < 0.01, r = 0.40~0.68), and were better in the experimental group than in the control group (|Z| > 2.912, P < 0.05, r = 0.40~0.45), and the differences remained significant after correction. ConclusionRehabilitation robot training can improve the thickness of external oblique, the internal oblique and transversus abdominis muscles on the hemiplegic side in children with hemiplegia, and improve their balance and walking functions.

Objective To investigate the registration rate and trend of pulmonary tuberculosis complicated with diabetes mellitus (PTB-DM) in Wuhan from 2020 to 2024, and to provide scientific evidence for formulating PTB-DM prevention and control policies. Methods PTB-DM case data in Wuhan (2020-2024) were collected through the Infectious Disease Registration and Management Information System. Joinpoint regression model was employed to analyze the trend of registration rates of PTB-DM among the general population and across different regions, genders, and age groups. ARIMA model was used to predict the short-term prevalence of PTB-DM. Results Among 26275 pulmonary tuberculosis cases registered in Wuhan (2020-2024), 2669 cases (10.16%) were PTB-DM. The average annual registration rate of PTB-DM was 3.96/100,000, increasing from 2.74/100,000 in 2020 to 5.40/100,000 in 2024 (APC=19.07%, 95% CI:12.99%-26.92%, P<0.001). The PTB-DM registration rates showed an upward trend across different regions, genders, and age groups in Wuhan, with higher registration rates observed in near urban area, males, and individuals aged 60~64 and 65 years and above (χ²=99.566, P<0.001; χ²=781.891, P<0.001; χ²=2211.930, P<0.001). ARIMA model predicted that the prevalence of PTB-DM in Wuhan would remain stable and fluctuating in the short time. Conclusion PTB-DM registration rate in Wuhan increases from 2020 to 2024. Near urban area, males, and elderly populations are high risk groups. Future efforts should focus on strengthening the prevention and control of PTB-DM among these populations.

Objective To analyze the occurrence status of low blood pressure (BP) in patients with refractory heart failure (RHF) and its relationship with comorbidities. Methods A retrospective analysis was conducted on the clinical data of 360 patients with RHF who were hospitalized in department of cardiology of Affiliated Nantong Hospital of Shanghai University from May 2021 to May 2025. These patients were divided into the RHF with BP group and the RHF group based on their blood pressure at admission. The general data and comorbidities were compared between both groups. Multivariate logistic regression analysis was used to identify the risk factors for coexisting BP. Results The heart rate (HR), N-terminal pro-B-type natriuretic peptide (NT-proBNP), blood urea nitrogen, high-sensitivity cardiac troponin T, right atrial diameter, proportion of cardiac function grade IV, use rate of diuretics and prevalence rate of dilated cardiomyopathy (DCM) in the RHF with BP group were higher while the high-density lipoprotein cholesterol (HDL-C), albumin, left ventricular ejection fraction, use rate of lipid-lowering drugs and prevalence rate of coronary heart disease were lower compared to the RHF group, and the differences were statistically significant (P<0.05). Multivariate logistic regression analysis suggested that increased HR (OR=1.685, 95%CI: 1.106-2.569), increased NT-proBNP (OR=1.772, 95%CI: 1.138-2.759), decreased HDL-C (OR=0.605, 95%CI: 0.400-0.917) and DCM (OR=1.956, 95%CI: 1.176-3.255) were independent risk factors affecting BP in RHF patients (P<0.05). Conclusion The incidence rate of low blood pressure in elderly RHF patients is about 19.17%. Increased heart rate, increased NT-proBNP, decreased HDL-C and dilated cardiomyopathy are closely linked to the occurrence of low blood pressure, and they can be used as clinically related factors to identify patients at high risk of low blood pressure.

OBJECTIVES: To investigate the effects of periodontitis induced by Prevotella nigrescens (Pn) combined with ligation on cognitive functions in mice. METHODS: Twenty-four C57BL/6J mice were randomly divided into control group, ligation group, and ligation + Pn treatment (P+Pn) group. Experimental periodontitis was induced by silk ligation of the first molars followed by topical application of Pn for 6 weeks. After modeling, alveolar bone resorption was assessed using micro-CT and histological analysis. Learning and memory abilities of the mice were evaluated using open field test (OFT), novel object recognition test (NORT), and Morris water maze test (MWM). Seven weeks after the start of modeling, the mice were sacrificed for examining histopathological changes in the hippocampus using HE and Nissl staining. RESULTS: After 6 weeks of molar ligation, micro-CT revealed horizontal alveolar bone resorption and furcation exposure in the mice, and histological analysis showed apical migration of the junctional epithelium, epithelial ridge hyperplasia, and lymphocyte infiltration, and these changes were obviously worsened in P+Pn group. Alveolar bone height decreased significantly in both ligation groups compared to the control group. Cognitive tests showed that the mice in both of the ligation groups traveled shorter distances in OFT, showed reduced novel object preference in NORT, and exhibited longer escape latencies in MWM, and the mice in P+Pn group had significantly poorer performances in the tests. Histologically, obvious neuronal cytoplasmic degeneration, necrosis, nuclear pyknosis, vacuolation, and reduced Nissl bodies and viable neurons were observed in the hippocampal regions of the mice in the two ligation groups. CONCLUSIONS Pn infection aggravates alveolar bone destruction, accelerates necrosis and causes morphological abnormalities of neuronal cells in the hippocampus to reduce cognitive functions of mice with periodontitis.
Animals ; Periodontitis/microbiology* ; Mice ; Mice, Inbred C57BL ; Cognition ; Alveolar Bone Loss ; Hippocampus/pathology* ; Male ; Inflammation ; Maze Learning

OBJECTIVE: To investigate the feasibility and effectiveness of the novel bone hook combined with finger-guided technique in the treatment of irreducible intertrochanteric femoral fractures in elderly. METHODS: Between January 2021 and August 2023, 23 elderly patients with irreducible intertrochanteric femoral fractures were treated with the novel bone hook combined with finger-guided technique. There were 10 males and 13 females; the age ranged from 68 to 93 years (mean, 76.2 years). The time from injury to operation ranged from 36 to 76 hours (mean, 51.2 hours). According to the classification standard proposed by TONG Dake et alin 2021, there were 10 cases of typeⅠA, 1 case of typeⅠB, 6 cases of type ⅡA, 4 cases of type ⅡB, and 2 cases of type ⅡC. The operation time, intraoperative blood loss, intraoperative fluoroscopy frequences, and quality of fracture reduction were recorded. The fracture healing time and occurrence of postoperative complications were observed during follow-up. At last follow-up, the Harris scoring system was used to evaluate the hip joint function. RESULTS: The operation time was 42-95 minutes (mean, 52.1 minutes). The intraoperative blood loss was 40-420 mL (mean, 126.5 mL). Intraoperative fluoroscopy was performed 14-34 times (mean, 20.7 times). According to the criteria proposed by Chang et al, the quality of fracture reduction was rated as good in 20 cases and acceptable in 3 cases. All patients were followed up 6-20 months (mean, 10.2 months). X-ray film showed that all fractures healed with the healing time of 3.0-5.5 months (mean, 4.0 months). At last follow-up, the Harris score of the hip joint ranged from 82 to 97 points (mean, 90.4 points). Among them, 14 cases were rated as excellent and 9 cases as good. No complication such as coxa vara, cutting of the cephalomedullary nail, nail withdrawal, or nail breakage occurred during follow-up. CONCLUSION The treatment of elderly patients with irreducible intertrochanteric femoral fractures by using the novel bone hook combined with finger-guided technique can achieve high-quality fracture reduction and fixation, and has a good effectiveness.
Humans ; Male ; Female ; Aged ; Aged, 80 and over ; Hip Fractures/diagnostic imaging* ; Fracture Fixation, Internal/instrumentation* ; Fracture Healing ; Treatment Outcome ; Operative Time ; Fracture Fixation, Intramedullary/instrumentation* ; Bone Nails ; Postoperative Complications/epidemiology* ; Feasibility Studies ; Fingers

Objective:To explore the efficacy of deep learning-based automatic segmentation technology in the segmentation of hepatocellular carcinoma (HCC) lesions using gadoxetate disodium-enhanced MRI (EOB-MRI), and to investigate the prognostic value of radiomics analysis in predicting patient outcomes.Methods:This was a cross-sectional, retrospective study that collected data from 352 patients with solitary HCC who underwent imaging at the Harbin Medical University Cancer Hospital between June 2015 and May 2023. The patients were randomly divided into a training set ( n=213) and a validation set ( n=139) in a 3∶2 ratio using weighted random sampling. Two radiologists manually annotated the lesions. Hepatobiliary-phase EOB-MRI images were standardized, and six deep learning models,nnU-Net, nnFormer, UnetR, Swin-UnetR, UnetR++ and MedNeXt,were trained for automatic segmentation on the training set. The segmentation performance was evaluated on the validation set, and the segmentation efficacy was assessed using the Dice coefficient and 95% Hausdorff distance (HD 95), identifying of the optimal model. Radiomics features were extracted from both manual and automatic segmentation regions, and the radiomics score (Radscore) was calculated to stratify patients into high-risk and low-risk groups. Kaplan-Meier curves and log-rank tests were used to analyze the differences in relapse-free survival (RFS) and overall survival (OS) between the different stratified groups. Results:Among the automatic segmentation models, the MedNeXt model performed best in the validation set, with a Dice coefficient of 76.0%, HD 95 of 7.2, and a segmentation success rate of 90.6% (126/139). The nnFormer model was the second-best, with a Dice coefficient of 75.3%, HD 95 of 10.1, and a segmentation success rate of 89.9% (125/139). Other models showed Dice coefficients ranging from 66.3% to 74.1%. A MedNext-nnF model was established by combining the MedNeXt and nnFormer models, achieving a Dice coefficient of 78.2%, HD 95 of 5.9, and a segmentation success rate of 92.1% (128/139) in the validation group. After constructing the automatic segmentation radiomics prognostic model, patients were stratified by Radscore. Both manual and automatic segmentation models showed statistically significant differences in RFS and OS between different risk groups ( P<0.001). Conclusions:The Mednext-nnF fusion model enables efficient and automated segmentation of HCC lesions in EOB-MRI. The radiomics model constructed based on the automated segmentation demonstrates strong performance in predicting and stratifying prognostic risk.

Objective:To evaluate the therapeutic efficacy of combined therapy with a speaking valve and transcranial direct current stimulation (tDCS) for dysphagia in stroke patients post-tracheostomy.Methods:This retrospective case-control study enrolled 120 stroke patients with post-stroke tracheostomy-associated dysphagia, admitted to the Department of Rehabilitation Medicine at Huai′an Second People′s Hospital. Participants were randomly allocated to either a control group [45 males and 15 females, aged from 46 to 78 (65.78±8.68) years]receiving tDCS and conventional rehabilitation or an intervention group [41 males and 19 females, aged from 46 to 79 (66.32±9.18) years]receiving tDCS plus speaking valve therapy, with 60 patients per group. Swallowing function was assessed before and after a 3-week intervention using the Standardized Swallowing Assessment (SSA), Water Swallowing Test (WST) grading, Functional Oral Intake Scale (FOIS), and Swallowing-quality of life score (SWAL-QOL).The SPSS 22.0 was used for statistical analysis.Results:The intervention group demonstrated a significantly higher overall treatment response rate than the control group [95.0%(57/60) vs 78.3%(44/56), χ2=-6.056, P<0.001]. Post-treatment, the intervention group showed significantly greater improvements, as evidenced by a lower SSA score (21.50±1.82 vs 24.92±1.42, t=-11.480, P<0.001) and superior WST grades (observation group: 45 cases at grade 1, 12 cases at grade 2, 5 cases at grade 3; control group: 33 cases at grade 1, 11 cases at grade 2, 16 cases at grade 3, Z=5.484, P<0.001). Furthermore, the intervention group achieved significantly higher FOIS scores (observation group: 1 case at grade 1, 1 case at grade 2, 1 case at grade 4, 8 cases at grade 5, 7 cases at grade 6, 45 cases at grade 7; control group: 2 cases at grade 1, 7 cases at grade 2, 3 cases at grade 3, 4 cases at grade 4, 5 cases at grade 5, 6 cases at grade 6, 33 cases at grade 7, Z=-3.559, P<0.001) and greater improvements in SWAL-QOL scores ( P<0.001), indicating enhanced oral intake and quality of life. Conclusion:The combination of a speaking valve and tDCS effectively promotes the swallowing recovery and improves quality of life in stroke patients with post-tracheostomy dysphagia. This combined modality represents a promising and effective therapeutic strategy for this patient population.

Objective To observe the therapeutic effects of Tongluo Baoshen Prescription on IgA nephropathy rats;To explore its mechanism.Methods Totally 130 SD rats were randomly divided into a normal group(20 rats)and a modeling group(110 rats).After establishing the IgA nephropathy model,the modeling group was further randomly divided into the model group,losartan potassium group and Tongluo Baoshen Prescription low-,medium-and high-dosage groups,with 20 rats in each group.Tongluo Baoshen Prescription low-,medium-and high-dosage groups were administered at dosages of 5.3,10.6 and 21.2 g/kg respectively,the losartan potassium group was given with the dosage of 5 mg/kg,the normal group and model group were given an equivalent amount of distilled water by gavage once daily.Blood,urine and kidney tissue samples were collected after 4 and 8 weeks of administration.The hemoglobin content was detected,urinary IL-1β,integrin α3β1 and serum albumin contents were detected by ELISA,and the mRNA and protein expressions of NF-κB p52,NF-κB p65,Rel B,c-Rel and Desmin in renal tissue were detected by RT-qPCR and Western blot,the apoptosis of renal tissue at 8 weeks of administration was detected by TUNEL staining,the expression of C3c in renal tissue was detected by immunofluorescence,the co-expression of Gprc5b,Caspase-1,NLRP3 and Nephrin were detected by immunofluorescence double labeling,the expression of Gprc5b and Nephrin in renal tissue were detected by immunohistochemistry.Results Compared with the normal group,the model group rats showed significantly increased contents of urinary IL-1β and integrin α3β1(P<0.01),with further increases in urinary integrin α3β1 over time(P<0.05);the mRNA and protein expressions of NF-κB p52,NF-κB p65,Rel B,c-Rel and Desmin in renal tissue significantly increased(P<0.01),and the proportion of apoptosis-positive cells in renal tissue significantly increased(P<0.01),immunofluorescence results revealed that C3c exhibited granular and clumpy high-intensity deposition in the mesangial area and capillary loops of the glomeruli(P<0.01),immunofluorescence double labeling showed that the expression of Gprc5b,Caspase-1 and NLRP3 in renal tissue increased(P<0.01),while Nephrin expression significantly decreased(P<0.01),immunohistochemistry analysis showed that the positive expression of Gprc5b in renal tissue significantly increased(P<0.01),while Nephrin significantly decreased(P<0.01).Compared with the model group,the urinary IL-1β and integrin α3β1 contents in the losartan potassium group and Tongluo Baoshen Prescription groups reduced after 4 and 8 weeks of treatment(P<0.05,P<0.01);the mRNA and protein expressions of NF-κB p52,NF-κB p65,Rel B,c-Rel and Desmin in renal tissue decreased(P<0.05,P<0.01),and the proportion of apoptosis-positive cells in renal tissue decreased(P<0.05),the C3c deposition in renal tissue was diminished(P<0.05,P<0.01),immunofluorescence double labeling showed that the expression of Gprc5b,Caspase-1 and NLRP3 in renal tissue were decreased(P<0.05,P<0.01),while Nephrin expression increased(P<0.05,P<0.01),immunohistochemistry analysis showed that the positive expression of Gprc5b in renal tissue decreased(P<0.05,P<0.01),while Nephrin expression increased(P<0.05,P<0.01).Conclusion Tongluo Baoshen Prescription has a protective effect on the kidney of IgA nephropathy rats,and it can improve podocyte injury.The mechanism may be related to the inhibition of the Gprc5b/NF-κB/NLRP3 pathway.