ObjectiveTo propose an X-Gait motor rehabilitation assessment system based on a perception-cognition decoupling architecture to jointly achieve high-accuracy gait recognition and clinical interpretability for low clinical credibility and opaque decision-making workflows in existing intelligent gait assessment models. MethodsIn the perception layer, YOLOv11-Pose and PoseFormerV2 were integrated for 2D-to-3D human pose reconstruction. A long short-term memory network was adopted for temporal classification of normal, abnormal and pathological gaits. The layer-wise relevance propagation algorithm was used to identify discriminative joints and automatically quantify biomechanical indices including trunk forward inclination angle, stance phase percentage and stride symmetry. In the cognition layer, rehabilitation-oriented prompt engineering and prior knowledge graphs were combined to drive large language models, converting quantitative biomechanical measurements into clinically reasonable structured reports. Eight subjects were enrolled for bedside clinical validation to evaluate classification performance and clinical consistency. ResultsThe overall gait classification accuracy of X-Gait reached 94.1%. The 2D pose detection achieved 100% valid detection rate with an average confidence of 0.819. The mean per-joint position error of 3D pose reconstruction was 105.97 mm. In clinical validation of eight cases, outputs generated by explainable artificial intelligence combined with large language models showed high consistency with manual assessments from experienced rehabilitation physicians. ConclusionThe proposed X-Gait system based on perception-cognition decoupling realizes high-precision gait identification and clinically interpretable outputs.

Objectives The combined use of bedaquiline and delamanid(BDQ-DLM)is limited by an increased risk of prolonging the QTc interval.We retrospectively evaluated patients who received DLM/BDQ-containing regimens at a TB-specialized hospital.We aimed to present clinical efficacy and safety data for Chinese patients. Methods This case-control study included patients with multidrug-resistant tuberculosis(MDR-TB)treated with BDQ alone or BDQ plus DLM. Results A total of 96 patients were included in this analysis:64 in the BDQ group and 32 in the BDQ+DLM group.Among the 96 patients with positive sputum culture at the initiation of BDQ alone or BDQ combined with DLM,46 patients(71.9%)in the BDQ group and 29(90.6%)in the BDQ-DLM group achieved sputum culture conversion during treatment.The rate of sputum culture conversion did not differ between the two groups.The time to sputum culture conversion was significantly shorter in the BDQ-DLM group than in the BDQ group.The most frequent adverse event was QTc interval prolongation;however,the frequency of adverse events did not differ between the groups. Conclusion In conclusion,our results demonstrate that the combined use of BDQ and DLM is efficacious and tolerable in Chinese patients infected with MDR-TB.Patients in the BDQ-DLM group achieved sputum culture conversion sooner than those in the BDQ group.

Objective:To observe the expression and significance of Jagged1 in fibrovascular membranes of proliferative diabetic retinopathy (PDR).Methods:Sixty preretinal fibrovascular membrane specimens collected from fifty-seven patients (60 eyes) with PDR during vitrectomy in The Affiliated Hospital of Qingdao University from July 2014 to July 2015 were set as the PDR group.The patients were divided into the injection group (30 cases, 32 eyes) and non-injection group (27 cases, 28 eyes) according to whether they received anti-vascular endothelial factor drug intravitreally before surgery.Ranibizumab injections were administered to the patients in the injection group intravitreally 2-7 days before surgery.Eighteen macular epiretinal membrane specimens obtained from 18 non-diabetic patients were served as the control group.Hematoxylin-eosin staining was applied to observe the structural festures of specimers. The immunohistochemical staining was used to detect the expression levels of Jagged1, Delta-like 4(Dll4) and Notch1 in the injection and non-injection groups, and the real-time fluorescent quantitative polymerase chain reaction was performed to detect the relative expression levels of Jagged1, Dll4 and Notch1 mRNA in the three groups.Pearson linear correlation analysis was used to evaluate the relationships between the expression of Jagged1 mRNA and both Dll4 mRNA or Notch1 mRNA in the PDR fibrovascular membranes.This study protocol adhered to the Declaration of Helsinki and was approved by an Ethics Committee of The Affiliated Hospital of Qingdao University (No.QYFYWZLL25645). Written informed consent was obtained from each patient.Results:The neovascularization was found in fibrovascular membranes of PDR with a light microscope, and the lumen of the new blood vessels in the injection group was narrow, but relatively dilated in the non-injection group.There was no neovascularization found in the macular epiretinal membranes.The immunohistochemical staining revealed that there was the positive expression of Jagged1, Dll4 and Notch1 proteins in all PDR membranes, mainly located in the vascular endothelium during neovascularization.The absorbance values of Jagged1, Dll4 and Notch1 proteins were 6.25±1.82, 6.87±1.89 and 5.12±2.14 respectively in the non-injection group, which were all higher than 1.46±0.37, 1.55±0.24 and 1.32±0.53 respectively in the injection group, showing statistically significant differences ( t=5.168, P=0.014; t=6.012, P=0.008; t=3.453, P=0.030). There were statistically significant differences in Jagged1, Dll4 and Notch1 mRNA relative expression levels among the three groups ( F=77.337, 62.305, 51.869; all at P<0.01). The relative expression levels of Jagged1, Dll4 and Notch1 mRNA in the fibrovascular membranes with PDR were significantly higher than those of control macular epiretinal membranes, and the relative expression levels of Jagged1, Dll4 and Notch1 mRNA of the injection group were significantly lower than those of the non-injection group (all at P<0.05). The expression level of Jagged1 mRNA was positively correlated with expression levels of both Dll4 and Notch1 mRNA ( r=0.925, 0.950; both at P<0.05). Conclusions:There is a high expression of Jagged1 in the vascular endothelium of fibrovascular membranes with PDR and the Jagged1 expression is positively correlated with the expression of Dll4 and Notch1.The effect of Jagged1 on the neovascularization in PDR may be related to Dll4 and Notch1.

Objective:To observe and investigate the effect of HIF-2α in the process of neovascularization of proliferative diabetic retinopathy (PDR).Methods:Retrospective clinical study. From July 2014 to July 2015, 60 eyes of 57 PDR patients diagnosed in Ophthalmology Department of Affiliated Hospital of Qingdao University were included in the study. Twenty-eight eyes of 27 patients received intravitreal injections of 0.5 mg ranibizumab (0.05 ml) at 2-7 days before surgery (ranibizumab group) and other 32 eyes of 30 patients did not (group without ranibizumab). Eighteen eyes of 18 patients with epiretinal membranes were included as controls. Pathological specimens of PDR fibrovascular membrane and premacular membrane were obtained during vitrectomy. The immunohistochemical staining and real-time PCR (RT-PCR) were used to detecting the expression of HIF-2α, Dll4 and VEGF. Kruskal-wallis test was used to compare the expression differences of correlation factors between groups. Spearman correlation analysis was used to analyze the relationship between the two variables.Results:The immunohistochemical staining revealed that there were positive expression of HIF-2α, Dll4 and VEGF in all PDR membranes, regardless of the injection of the ranibizumab. The levels of HIF-2α, Dll4 and VEGF protein in the group without ranibizumab were higher than those of the ranibizumab group ( t=4.36, 6.01, 4.82; P=0.000, 0.008, 0.016). RT-PCR showed that the differences of the mRNA expression of HIF-2α, Dll4 and VEGF were all statistically significant among the PDR patients and controls ( H=18.81,19.60, 20.50; P=0.000, 0.000, 0.000). The expression of HIF-2α, Dll4 and VEGF in the PDR membranes was higher than that of epiretinal membranes from non-diabetic patients. In the PDR patients,the expression of HIF-2α, Dll4 and VEGF of the group without ranibizumab was higher than that of the ranibizumab group. The spearman correlation analysis showed that the expression of mRNA between HIF-2α and Dll4, HIF-2α and VEGF were both significantly correlated ( r=0.95, 0.87; P<0.05). Conclusions:The expression of HIF-2α in the PDR membranes was higher than that of the controls. It is positively correlated with the expression of the DLL4 and VEGF.

Objective To observe the influence of human umbilical cord mesenchymal stem cells (hUCMSC) transplanted into the tail vein of diabetic rats on apoptosis of retinal neurons and the retinal expression level of glial fibrillary acidic protein (GFAP).Methods Seventy clean male Sprague-Dawley rats were randomly divided into the normal control group (group A),diabetes mellitus (DM) only group (group B),DM + balanced salt solution (BSS) group (group C),DM + hUCMSC group (group D),with 10 rats in each group.DM rats were induced by intraperitoneal injection of streptozotocin.Apoptosis of retinal cells was assayed by dUTP nick end labeling.Immunohistochemistry and Western blot was performed to detect the retinal expressions of GFAP in rats.Results Compared with group A,large numbers of apoptotic cells could be found in the retinal ganglion cell layer (GCL) and inner nuclear layer (INL) of group B and group C,however the apoptotic cells in group D were significantly reduced than group B and C.The expression of GFAP was mainly located in the retinal GCL and retinal nerve fibre layer (RNFL) in group A,throughout the inner plexiform layer (IPL) in group B and C,only distributed in RNFL and GCL in group D.It was obvious that the expression of GFAP in group B and C was higher than group A.Compared with group B and C,the expression of GFAP in group D was significantly reduced.The difference of GFAP expression among the 4 groups was significant (F=79.635,P＜0.05).Conclusion hUCMSC could inhibit the apoptosis of retinal cells and activation of glial cells in early DM rats.

Objective o observe the expression of Notch1 and Delta-like ligand 4 (Dll4) on the fibrovascular membranes in proliferative diabetic retinopathy (PDR),and investigate its relationship with vascular endothelial growth factor receptor 2 (VEGFR2).Methods Fifty-seven PDR patients (60 eyes) who underwent vitrectomy were enrolled in this study.The PDR patients were divided into non-injection group (30 patients,32 eyes) and injection group (27 patients,28 eyes).The eyes in injection group received intravitreal injection with ranibizumab at 2 to 7 days before surgery.The preretinal fibrovascular membranes were obtained from the PDR patients during vitrectomy.Eighteen epiretinal membranes were obtained from the non-diabetic patients was served as controls.The real-time polymerase chain reaction (RT-PCR) and immunohistochemical methods were used to detecting the expression ofNotch1,Dll4 and VEGFR2.In the meantime,the numbers of the nucleus of vascular endothelial cells in the membranes stained with hematoxylin were counted.Results The immunohistochemical staining revealed that there were positive expression ofNotch1,Dll4 and VEGFR2 in all PDR membranes,regardless of the injection of the ranibizumab.The levels ofNotch1,Dll4 and VEGFR2 protein in non-injection group were higher than those of injection group (t=3.45,6.01,4.08;P=0.030,0.008,0.023).In injection group,the number of endothelial cells in the membranes reduced (17.17 ± 2.48) compared with that of the non-injection group (41.50± 5.57).There was significant difference in the number of endothelial cells in the membranes between the two groups (t=9.58,P＜0.05).RT-PCR showed that the differences of the mRNA expression ofNotch1,Dll4 and VEGFR2 were all statistically significant among the PDR group and control group (H=12.50,12.50,12.02;P＜0.05).The expression ofNotch1,Dll4 and VEGFR2 in the PDR membranes was higher than that of epiretinal membranes from non-diabetic patients.In the PDR group,the expression of Notch1,Dll4 and VEGFR2 of non-injection group was higher than that of injection group.Spearman correlation analysis showed that the expression of mRNA between VEGFR2 and Dll4 (r=0.83),VEGFR2 and Notch1 (r=0.81),Notch1 and Dll4 (r=0.87) were all significantly correlated (P＜0.05).Conclusions The expression of Notch1 and Dll4 in the PDR membranes are higher than that of the control group,and it is positively correlated with the expression of the VEGFR2.Notchl and Dll4 play a regulatory rule in the neovascularization in PDR,the acting way may be correlated with VEGFR2.

BACKGROUND:Studies have found that erythropoietin has a protective effect on embryonic development of the retina, but there are rare studies concerning the embryonic development of the lens. OBJECTIVE: To observe the difference in erythropoietin expression in the lens from Wistar rats at different embryonic periods and to investigate the effect and significance of erythropoietin in the embryonic development of the lens. METHODS:Clean Wistar rats with pregnancy for 10 days (n=5), 12 days (n=5), 14 days (n=5), 16 days (n=5), 18 days (n=5), 20 days (n=5) were randomly colected and divided into six groups. Every two embryonic ratsof the different 30 pregnant rats were obtained randomly by the caesarean operation under ketamine-induced anesthesia. The eye tissues of al the embryonic rats were isolated and cut into sections. The expression of erythropoietin protein and mRNA in rat lens was detected by immunohistochemistry and reverse t ranscription-PCR, respectively. RESULTS AND CONCLUSION:Erythropoietin was distinctly expressed at the six different embryo stages, and the expression of erythropoietin protein and mRNA gradualy increased from embryonic day 10 to embryonic day 16, and decreased from embryonic day 10 to embryonic day 20. There were significant differences between the six groups. These findings indicate that the expression of embryonic appears in a low to high to low fashion during the embryonic development of Wistar rats, which may be closely associated with the developing procedure of lens.

Objective To summarize the treatment experience of sepsis after liver transplantation.Methods The clinical features and treatment methods of 1 patient developing sepsis after liver transplantation, who was admitted and treated in the Surgical Intensive Care Unit of the Third Affiliated Hospital of Sun Yat-sen University in September 201 4,were retrospectively studied.The interpretation of International Guidelines for Management of Severe Sepsis and Septic Shock (SSC Guidelines)and relevant literature were reviewed.Results One male patient at the age of 50 years old developed high fever and decrease of blood pressure at 1 d after liver transplantation,and was diagnosed as septic shock.The symptoms were relieved after the appropriate treatment like goal-directed fluid resuscitation,anti-infection and blood purification,etc.And the patient was discharged in stable conditions.Conclusions It is easy to develop infection after liver transplantation and the fatality rate of sepsis caused by infection is high.Once the sepsis occurs,clinicians must perform early goal-directed therapy and bundle therapy according to the SSC Guidelines positively,and select the appropriate drugs according to the pathogen culture results in order to reduce the fatality rate.