Objective:To develop PixelSIFT-UNet, a novel semantic segmentation model that integrates deep learning with scale-invariant feature transform (SIFT) algorithm to improve the segmentation accuracy of oral mucosal lesions.Methods:This investigation utilized 838 standard clinical white light images of oral mucosal diseases acquired from January 2020 to December 2022 at the Stomatology Hospital Zhejiang University School of Medicine. Randomization was achieved through Python′s random.seed function implementation. The random sample function was subsequently applied for sampling distribution. The dataset was stratified into three subsets with a 6∶2∶2 ratio: training ( n=506), validation ( n=166), and testing ( n=166). Lesion boundaries were annotated using Labelme software, and a PixelSIFT-UNet-based deep learning model was developed with VGG-16 and ResNet-50 backbone networks. Model parameters were optimized using the validation set, and performance metrics [including Dice coefficient, mean intersection over union (mIoU), mean pixel accuracy (mPA), and Precision] were assessed on the test set. The model′s performance was benchmarked against conventional semantic segmentation frameworks (U-Net and PSPNet). Results:The developed PixelSIFT-UNet model could achieve precise segmentation of three common oral mucosal lesions: oral lichen planus, oral leukoplakia, and oral submucous fibrosis. Utilizing VGG-16 as the backbone network, the model achieved Dice coefficient, mIoU, mPA, and Precision values of 0.642, 0.699, 0.836, and 0.792, respectively. Implementation with ResNet-50 backbone network yielded metrics of 0.668, 0.733, 0.872 and 0.817, demonstrating significant improvements across all performance indicators compared to conventional U-Net model (relevant metrics: 0.662, 0.717, 0.861 and 0.809) and PSPNet model (relevant metrics: 0.671, 0.721, 0.858 and 0.813).Conclusions:The proposed PixelSIFT-UNet architecture demonstrates superior performance in oral mucosal lesion segmentation tasks, surpassing conventional semantic segmentation models and providing robust quantitative improvements in segmentation accuracy.

Objective To investigate the mechanism by which suppressor of cytokine signaling 3(SOCS3)regulates microglial inflammation through nuclear factor-kappaB(NF-κB),providing novel mechanistic insights into microglial involvement in Parkinson's disease(PD)pathogenesis.Methods ① Ten male C57BL/6 mice(12 weeks old,weighing 20～25 g)were subjected to intraperitoneal injection of 15 mg/kg MPTP to establish a PD model.Rotarod test was used to assess motor function.Western blotting was employed to detect the protein expression of tyrosine hydroxylase(TH)and ionized calcium-binding adapter molecule 1(IBA-1)in the substantia nigra.RT-qPCR was utilized to measure the mRNA level of SOCS3 in the substantia nigra.Immunohistochemistry was performed to assess NF-κB p65 subunit expression.The expression of SOCS3,NF-κB and p-NF-κB was measured with Western blotting.② Microglial cell line BV2 was stimulated with 1 000 ng/mL lipopolysaccharide(LPS)for 6 h to establish an inflammatory model.Subsequently,SOCS3 was knocked down.NF-κB inhibitor BAY 11-7082 was used to treat the cells.RT-qPCR and Western blotting were used to measure the expression of SOCS3 at mRNA and protein levels.Western blotting was also applied to detect the expression of NF-κB and p-NF-κB,and ELISA was conducted to measure TNF-α and IL-1β levels in the culture supernatant.Immunofluorescence assay was carried out to localize NF-κB(nuclear vs cytoplasmic).③ A co-culture system of BV2 microglia and N2a neuroblastoma cells was established to investigate the regulatory effects of microglia on neuronal cells.MTT assay and TUNEL staining were used respectively to determine cell viability and apoptosis of N2a cells.Results ① Compared to the control mice,the PD mouse model exhibited reduced rotarod fall latency,down-regulation in TH and SOCS3(P<0.01),up-regulation in IBA-1 and increased p-NF-κB/NF-κB ratio(P<0.01).② In BV2 cells,LPS stimulation increased TNF-α,IL-1β,and p-NF-κB/NF-κB ratio(P<0.01),while down-regulated SOCS3 expression(P<0.01).SOCS3 knockdown in LPS-stimulated BV2 cells further increased the p-NF-κB/NF-κB ratio(P<0.01),increased nuclear localization of NF-κB,and elevated TNF-α and IL-1β levels(P<0.01).BAY 11-7082 treatment in these SOCS3-knockdown,LPS-stimulated cells resulted in reduced p-NF-κB/NF-κB ratio,TNF-α,and IL-1β(P<0.01),and decreased NF-κB nuclear distribution.③ LPS-stimulated BV2 cells reduced cell viability and increased cell apoptosis in N2a cells(P<0.01).SOCS3 knockdown in BV2 cells exacerbated the reduction in N2a cell viability(P<0.01)and the increase in cell apoptosis in N2a cells(P<0.01).BAY 11-7082 treatment of these SOCS3-knockdown BV2 microglia attenuated the reduction in N2a cell viability and decreased apoptosis in N2a cells(P<0.01).Conclusion SOCS3 inhibits microglia inflammatory response through down-regulation of NF-kB activity,and in turn attenuates neuronal cell death and ameliorates PD nerve injury.

Objective To demonstrate that neferine(Nef)alleviates Parkinson's disease(PD)by inhibiting microglial pyroptosis mediated through the reactive oxygen species(ROS)/NOD-like receptor protein 3(NLRP3)/Caspase-1 pathway.Methods BV2 microglial cells were divided into:control group,lipopolysaccharides(LPS)-adenosine triphosphate(ATP)group,and LPS-ATP+Nef group.Pyroptosis was induced by 1 μg/mL LPS+5 mmol/L ATP,with 2 mmol/L Nef pretreatment.Eighteen 10-12-week-old male C57BL/6 mice(22～25 g)were randomly assigned to:control(n=6),1-methyl-4-phenyl-1,2,3,6-tetrahydropyridine(MPTP)(n=6),and MPTP+Nef(n=6)groups.Detection methods included:flow cytometry for pyroptosis,Cell Counting Kit-8(CCK-8)for viability,2',7'-dichlorodihydrofluorescein diacetate(DCFH-DA)for ROS,commercial kits for malondialdehyde(MDA),superoxide dismutase(SOD),glutathione(GSH),ELISA/Western blot for interleukin-1β(IL-1β)/IL-18,immunofluorescence/immunohistochemistry for NLRP3/Caspase-1,tyrosine hydroxylase(TH)immunohistochemistry,hematoxylin-eosin staining for neuropathology,and modified neurological severity score(mNSS).Results Versus control,LPS-ATP group showed decreased viability(P=0.002),increased pyroptosis(P<0.001),elevated ROS(P<0.001)/MDA(P<0.001)/IL-1β(P<0.001)/IL-18(P<0.001),upregulated NLRP3(P<0.001)/Caspase-1(P<0.001),and reduced GSH(P<0.001)/SOD(P<0.001).Nef treatment reversed these effects(all P<0.05).According to the results of murine studies,compared with the control group,the MPTP group had increased mNSS(P<0.001)/tissue ROS(P<0.001),downregulated TH(P<0.001),upregulated NLRP3(P<0.001)/Caspase-1(P<0.001).Nef treatment significantly attenuated the MPTP-induced deleterious effects(P<0.05).Histopathological analysis revealed that control group exhibited uniformly distributed hippocampal neurons with distinct nuclear morphology;MPTP group showed neuronal swelling,interstitial edema,and nuclear atrophy;MPTP+Nef group demonstrated ameliorated neuronal damage.Conclusion Nef inhibits microglial pyroptosis via ROS/NLRP3/Caspase-1 axis,ameliorating PD neuroinflammation and pathology.

Objective:To investigate the impact of four registration methods on the accuracy of virtual occlusal records (VOR) in intraoral scanning for implant restorations with multiple missing teeth.Methods:A mandibular model simulating clinical conditions with multiple missing teeth (right first molar, left second premolar, left first molar, left second molar) and a maxillary compete dentition model were mounted on a semi-adjustable articulator. Subsequently, twelve 0.5 mm stainless steel spheres were adhered to reference positions (16, 46, 13, 43, 23, 33, 25, 35, 26, 36, 27, 37) as fiducial markers. Following this, a laboratory scanner generated reference datasets by digitizing the models in maximum intercuspation (MIP). Meanwhile, ten maxillary and mandibular scans were acquired using an intraoral scanner, with all nonarticulated scans duplicated four times to ensure data consistency. Forty VOR intraoral scans were performed in MIP using four registration protocols: left-side, right-side, anterior, and bilateral registration ( n=10 per group), randomized via a computer-generated pseudo-random sequence. For measurement, linear distances (D16-46, D13-43, D23-33, D25-35, D26-36, D27-37, D16-46 represented the single-tooth defect position, whereas D25-35, D26-36, D27-37 reflected positions in free-end edentulism areas) between opposing markers were measured in a reverse engineering software, with deviations (ΔD) from the reference scan calculated to assess accuracy. Specifically, negative ΔD values indicated vertical dimension underestimation. Given that non-normally distributed data were analyzed using medians [interquartile ranges (IQR)], trueness (median ΔD) and precision (IQR) were evaluated. The interaction effect between the registration method and the position of the measurement items was evaluated by using the generalized linear model. The accuracy was compared overall by the Kruskal-Wallis test with the two-sided significance level of α=0.05. For pairwise comparisons, post-hoc tests were conducted by Dunn′s t-test with the Bonferroni correction for the significance level. Results:The accuracy of VOR was affected by registration method ( P<0.05), with a significant position×registration method interaction observed ( P<0.05). In particular, in all four groups, only the bilateral registration group showed trueness of less than 0.1 mm for both free-end edentulism and the single tooth defect, with ΔD16-46, ΔD25-35, ΔD26-36, and ΔD27-37 being 0.059 (0.015), -0.082 (0.052), -0.065 (0.032), -0.070 (0.050) mm, respectively. Moreover, trueness in free-end edentulism showed negative values across all groups, with the largest negative deviations observed in the right-side registration group, with ΔD25-35, ΔD26-36 and ΔD27-37 being -0.410 (0.174), -0.442 (0.225), -0.439 (0.262) mm, respectively. Conclusions:In fully digital workflows of implant restorations for mandibular free-end edentulism with multiple missing teeth, registration method critically influences VOR accuracy. While four registration methods exhibited underestimation of occlusal vertical dimension, bilateral registration achieved the highest accuracy.

Objective Explore the correlation among difference of skin temperature(ΔT)between proximal and distal ends,peripheral serum indicators and cardiac function,to screen the influencing factors of the main syndrome of"reverse coldness of limbs"in Sini decoction.Methods The clinical data of 134 critically ill patients who visited the emergency department of the Second Affiliated Hospital of Tianjin University of Traditional Chinese Medicine from January 2022 to September 2023 were collected,including echocardiographic indicators[ejection fraction(EF),anterior-posterior diameter of the aortic sinus,left atrial anterior-posterior diameter,right ventricle left-right diameter,right atrial left-right diameter,left ventricular diastolic end anterior-posterior diameter,interventricular septum thickness,left ventricular posterior wall thickness,left ventricular posterior wall movement amplitude,main pulmonary artery inner diameter,pulmonary artery valve flow velocity,aortic valve flow velocity,mitral valve flow velocity,pulmonary artery systolic pressure],blood routine[white blood cell count(WBC),red blood cell count(RBC),platelet count(PLT),hemoglobin(Hb)],myocardial markers[troponin(cTnI,cTnT),MB isoenzyme of creatine kinase(CK-MB),myoglobin(MYO),N-terminal pro-brain natriuretic peptide(NT-proBNP)],D-dimer,blood gas analysis[pH value,arterial oxygen partial pressure(PaO2),arterial partial pressure of carbon dioxide(PaCO2),lactic acid(Lac),arterial oxygen saturation(SaO2)],coagulation function indicators[prothrombin time(PT),activated partial thromboplastin time(APTT),thrombin time(TT),international normalized ratio(INR),fibrinogen(Fib)],infection indicators[C-reactive protein(CRP),procalcitonin(PCT)],biochemical indicators[K+,Na+,Cl-,Ca2+,P3+,total protein(TP),albumin(Alb),aspartate aminotransferase(AST),creatine kinase(CK),α-hydroxybutyrate dehydrogenase(α-HBDH),lactate dehydrogenase(LDH),urea,creatinine(Cr),uric acid(UA)],mean arterial pressure(MAP),and the top 10 disease types.These data were used as independent variables,and the ΔT value was used as the dependent variable for univariate linear regression analysis.Variables with statistically significant differences in the univariate analysis were subjected to multivariate linear regression analysis to identify the influencing factors causing an increase in the ΔT value.Results The univariate analysis analysis showed that variables such as shock,MAP,WBC,MYO,Lac,PT,APTT,TT,CRP,K+,P3+,Alb,urea,Cr,right ventricular left-right diameter,left ventricular posterior wall motion amplitude,main pulmonary artery diameter,pulmonary artery valve velocity,and aortic valve velocity were all risk factors influencing the increase of ΔT between the left axilla and the left hand in critically ill patients(all P<0.05);shock,respiratory failure,MAP,WBC,cTNI,MYO,Lac,PT,APTT,TT,CRP,Ca2+,P3+,Alb,urea,Cr,right ventricular left-right diameter,interventricular septum motion amplitude,left ventricular posterior wall motion amplitude,and main pulmonary artery inner diameter were all risk factors influencing the increase of ΔT between the left axilla and the left foot in critically ill patients(all P<0.05).Multivariate linear regression analysis showed that APTT,Lac,right ventricular left and right diameters,and urea were independent risk factors for the increase of ΔT in the left axilla and left hand[95%confidence interval(95%CI)was 0.016-0.036,0.024-0.095,-0.031 to-0.003,0.002-0.029,respectively;P values were 0.000,0.001,0.015,0.028,respectively],while PT,right ventricular left and right diameters,interventricular septal motion amplitude,and MYO were independent risk factors for the increase of ΔT left axilla and left foot(95%CI was 0.023-0.178,-0.103 to-0.019,0.031-0.245,0.000-0.002,respectively;P values were 0.012,0.006,0.013,0.015,respectively).Conclusion APTT,PT,Lac,MYO,urea,the right ventricular diameter and interventricular septal motion amplitude are key factors affecting the ΔT value of critically ill patients,which can cause reverse coldness of limbs.

Objective To explore the mediating effect of community elderly care service on the influence of social isolation on cognitive function of the elderly.Methods Based on the data of China Health and Retirement Longitudinal Study in 2018,mini mental status examination(MMSE)was used to assess the cognitive function of the elderly.Multivariate Logistic regression was used to analyze the influence of individual characteristics and social isolation on cognitive function of the elderly,and the correlation among social isolation,community elderly care service and cognitive function was analyzed through mediating effect.Results A total of 6615 elderly individuals were included,among whom 2906 cases(43.93％)had cognitive impairment.The results of multivariate Logistic regression analysis indicated that social isolation,age,gender,educational level,place of residence,marital status,activities of daily living ability,smoking,sleep duration,loneliness,community elderly care service,social interaction,and less than one contact with children per week were all influencing factors for the occurrence of cognitive impairment in the elderly(P＜0.05).Community elderly care service exerted a partial mediating effect in the impact of social isolation on the cognitive function of the elderly.Conclusion Social isolation is a risk factor for cognitive impairment in the elderly,and community elderly care service is a protective factor for cognitive impairment in the elderly.It is necessary to improve the coverage and utilization rate of community elderly care service support,improve the social isolation of the elderly,and protect the cognitive function of the elderly.

Objective:To explore the factors influencing the success rate of culturing patient-derived gastric and colorectal cancer organoids.Methods:From Feb 2022 to Oct 2023, 398 tumor tissue specimens from patients who underwent gastric cancer and colorectal cancer resection at the Department of Gastrointestinal Surgery, the Affiliated Hospital of Qingdao University, were used for organoid culture. The clinicopathological factors affecting the success rate of organoid culture were analyzed.Results:The overall success rate of organoid culture in this group was 75.1% (299/398), with the success rate of gastric cancer organoid culture being 79.8%(154/193) and that of colorectal cancer being 70.7% (145/205). Different clinicopathological T stage ( χ2=4.765, P<0.05),histological type ( χ2=11.248, P<0.05), and tumor regression grade (TRG) grade after neoadjuvant chemotherapy ( χ2=7.797, P<0.05) were related to the success rate of organoid culture . Multivariate analysis showed that the TRG grade was an independent influencing factor( P=0.040). For colorectal cancer, different pathological T stage ( χ2=5.108, P<0.05), histological type ( χ2=11.270, P<0.05), and TRG grade after neoadjuvant chemotherapy ( χ2=6.797, P<0.05) were related to the success rate of organoidculture . Different from gastric cancer, the results of multivariate analysis of colorectal cancer showed that the histological type was an independent influencing factor ( P=0.018). Conclusions:The pathologic T stage, histological type of tumors, and TRG of cancer patients all have a significant impact on the success rate of establishing tumor organoids. Among them, the TRG grade is an independent influencing factor for the culture of gastric cancer organoids, and the histological type is an independent influencing factor for colorectal cancer organoids.

Objective:To compare the effects of robotic and laparoscopic radical gastrectomy on short-term clinical outcomes and long-term prognosis in obese patients with gastric cancer.Methods:Clinical data from 231 obese gastric cancer patients undergoing laparoscopic or robotic radical gastrectomy at the Department of Gastrointestinal Surgery, Affiliated Hospital of Qingdao University between Jan 2015 and Dec 2022 was analyzed. After propensity score matching, the patients were divided into robotic surgery group ( n=79) and laparoscopic surgery group ( n=79). The short-term clinical outcomes and long-term prognosis were compared. Results:Compared with the laparoscopic group, the robotic group had a significantly greater number of dissected lymph nodes [(32±13) vs. (26±11), t=2.797, P=0.006], shorter operation time [(245±65) min vs. (272±62) min, t=-2.669, P=0.008], less intraoperative blood loss[(84±69) vs. (119±56) ml, t=-3.502, P=0.001], shorter postoperative hospital stay [(8.2±3.5) vs. (9.6±4.2) d, t=-2.363, P=0.019], and higher hospitalization cost [(102,139±18,303) vs. (77,857±18,325) yuan, t=8.333, P<0.001]. The 5-year overall survival and disease-free survival rates were comparable between the robotic and laparoscopic groups (77.2% vs. 74.7%, P=0.684; and 73.4% vs. 68.4%, P=0.491, respectively). Conclusions:Robotic radical gastrectomy is a safe and feasible alternative for obese gastric cancer patients in experienced hands. It offers advantages in short-term clinical outcomes, however, it fails to provide a significant long-term survival benefit.

Objective:To compare the short- and long-term outcomes of robotic versus laparoscopic gastrectomy in patients with locally advanced gastric cancer after neoadjuvant chemotherapy.Methods:Data from 321 patients with locally advanced gastric cancer undergoing neoadjuvant chemotherapy followed by robotic ( n=109) and laparoscopic ( n=212) radical gastrectomy at our center between May 2017 and Sep 2022 was collected. After 1∶1 propensity score matching, 106 patients from each group were included in the final analysis to compare short-term clinical outcomes and long-term prognostic indicators. Results:The robotic group had a significantly lower overall complication rate (13.2% vs. 28.3%, χ2=6.453, P=0.007) and surgery-related complication rate (8.5% vs. 17.9%, χ2=3.333, P=0.043) than the laparoscopic group. The robotic group also retrieved more total lymph nodes (35.3±4.9 vs. 31.4±6.3, t=4.863, P<0.001) and supra-pancreatic lymph nodes (13.1±3.4 vs. 10.1±2.1, t=5.258, P<0.001). Additionally, the robotic group had a shorter operative time [(218±47) min vs. (267±71) min, t=-6.001, P<0.001], less intraoperative blood loss [(47±12) ml vs. (71±17) ml, t=-5.424, P<0.001], and faster postoperative recovery. The 3-year recurrence-free survival rate was significantly higher in the robotic group compared to the laparoscopic group (75.5% vs. 62.3%, P=0.017). Conclusion:Compared with laparoscopic gastrectomy, robotic gastrectomy allows for a more lymph nodes harvest, significantly reduces intraoperative blood loss and complication rates and significantly improves recurrence-free survival.

Robot-assisted surgery with its advantages such as three-dimensional high-definition vision, dexterous robotic arms, and tremor filtration, is increasingly being applied to complex radical gastrectomy. However, the role of the surgical assistant remains crucial during the procedure. The assistant is responsible for tasks outside the console, including adjusting robotic arms, changing instruments, exposing the surgical field, and addressing unexpected situations. The technical proficiency of the assistant and their collaboration efficiency with the primary surgeon directly impact the smoothness of surgery and patients' outcomes. With the expansion of robot-assisted surgical indications, the establishment of a standardized training system and the optimization of team collaboration models have become urgent challenges to address. This article draws on the author's practical experience as an assistant in robot-assisted gastric cancer surgeries, conducting an in-depth analysis of the responsibilities and operational skills of surgical assistants in robot-assisted procedures. The aim is to develop a relatively comprehensive set of operational guidelines for surgical assistants in robot-assisted radical gastrectomy, providing valuable references for enhancing the overall efficiency of surgical teams and improving surgical outcomes.