1.Predicting Postoperative Circulatory Complications in Older Patients: A Machine Learning Approach.
Xiao Yun HU ; Wei Xuan SHENG ; Kang YU ; Jie Tai DUO ; Peng Fei LIU ; Ya Wei LI ; Dong Xin WANG ; Hui Hui MIAO
Biomedical and Environmental Sciences 2025;38(3):328-340
OBJECTIVE:
This study examines utilizes the advantages of machine learning algorithms to discern key determinants in prognosticate postoperative circulatory complications (PCCs) for older patients.
METHODS:
This secondary analysis of data from a randomized controlled trial involved 1,720 elderly participants in five tertiary hospitals in Beijing, China. Participants aged 60-90 years undergoing major non-cardiac surgery under general anesthesia. The primary outcome metric of the study was the occurrence of PCCs, according to the European Society of Cardiology and the European Society of Anaesthesiology diagnostic criteria. The analysis metrics contained 67 candidate variables, including baseline characteristics, laboratory tests, and scale assessments.
RESULTS:
Our feature selection process identified key variables that significantly impact patient outcomes, including the duration of ICU stay, surgery, and anesthesia; APACHE-II score; intraoperative average heart rate and blood loss; cumulative opioid use during surgery; patient age; VAS-Move-Median score on the 1st to 3rd day; Charlson comorbidity score; volumes of intraoperative plasma, crystalloid, and colloid fluids; cumulative red blood cell transfusion during surgery; and endotracheal intubation duration. Notably, our Random Forest model demonstrated exceptional performance with an accuracy of 0.9872.
CONCLUSION
We have developed and validated an algorithm for predicting PCCs in elderly patients by identifying key risk factors.
Aged
;
Aged, 80 and over
;
Female
;
Humans
;
Male
;
Middle Aged
;
Cardiovascular Diseases/etiology*
;
Machine Learning
;
Postoperative Complications/etiology*
;
Risk Factors
;
Randomized Controlled Trials as Topic
;
Secondary Data Analysis
2.Synthesis of novel visible-light-activated vanadium and silicon co-doped TiO2 coating and its antibacterial property evaluation
Duo CHEN ; Peipei DUAN ; Xueping KANG ; Shiman CHEN ; Jiayue HE ; Yuxin LIU ; Luoxin LI ; Yufeng SHEN ; Zheng ZHOU
Journal of Jilin University(Medicine Edition) 2025;51(6):1571-1583
Objective:To discuss the optimal doping concentration of vanadium(V)and silicon(Si)co-doped TiO? coating(V-Si TiO?)formed on titanium surface by electrochemical treatment,to evaluate its antibacterial effect under visible light irradiation,and to clarify its visible light response mechanism.Methods:The medical pure titanium sheets were subjected to micro-arc oxidation followed by high-temperature calcination,and V-Si TiO2 coatings with different doping concentrations were prepared by adjusting the ratio of V to Si in the electrolyte.The experiment was divided into 1V:10Si(V5Si50)group,2V:10Si(V10Si50)group,and 3V:10Si(V15Si50)group;control group was set up(contains only bacterial culture medium).The optimal doping concentration was screened based on comprehensive evaluation of surface morphology,ion release,photocatalytic ability,and biocompatibility;cell counting kit-8(CCK-8)method was used to detect the proliferation activities and the survival rates of the cells in various group.Subsequently,the optimized coating was characterized and compared by scanning electron microscope(SEM),atomic force microscopy(AFM),digital eddy current coating thickness gauge,X-ray diffraction(XRD),X-ray photoelectron spectroscope(XPS),and ultraviolet-visible absorption spectroscopy(UV-vis).The experiment was divided into PT group(blank control),PEO group(no element doping),V10 group(V doping),Si50 group(Si doping),and V10Si50 group(2V:10Si).The ability of the coating materials to degrade methylene blue(MB)and generation of reactive oxygen species(ROS)under visible light were detected.For antibacterial experiments,Staphylococcus aureus(S.aureus)and Escherichia coli(E.coli)were used.The colony counts on plates in various groups were recorded after visible light irradiation for 2 h and dark treatment for 2 h,respectively.The ROS levels were detected using 2',7'-dichlorofluorescein diacetate(DCFH-DA)ROS probe.ROS scavenging experiment was performed using the optimal doping concentration V10Si50 group,and the two kinds of bacteria were divided into blank control group,N-acetylcysteine(NAC)group,V10Si50 group,and NAC+V10Si50 group.The colony counts on plates in various groups were recorded after visible light irradiation for 2 h.Results:The V concentration of 0.01 mol·L?1 and Si concentration of 0.05 mol·L?1 in the electrolyte solution were the optimal doping concentrations for the V-Si TiO? coating.The SEM observation results showed that compared with V5Si50 group and V15Si50 group,the surface pore size of the coating material in V10Si50 group was significantly decreased(P<0.05),and the coating thickness was significantly increased(P<0.05);its crystal structure was mainly anatase type,and the MB degradation rate of the coating material in V10Si50 group after 9 h of visible light catalysis was significantly increased(P<0.05).Compared with control group,the cell proliferation activity and cell survival rate in V10Si50 group were significantly increased at 1,2,and 4 d of cell culture(P<0.05);at 2 and 4 d of cell culture,the cell proliferation activity and cell survival rate in V5Si50 group and V15Si50 group were significantly decreased(P<0.05).Compared with PT,PEO,and Si50 groups,the colony counts of two kinds of the bacteria in V10 group and V10Si50 group after visible light irradiation for 2 h were significantly decreased(P<0.05).Compared with PT group and PEO group,the ROS levels in two kinds of the bacteria in V10Si50 group after 2 h of irradiation were significantly increased(P<0.05).Compared with V10Si50 group,the colony counts of two kinds of the bacteria in NAC+V10Si50 group were significantly increased(P<0.05).Conclusion:A reasonably loaded V-Si TiO? coating material(V10Si50)was screened out,which maintained good biological activity and significantly enhanced the antibacterial effect under visible light irradiation.
3.Automatic recognition and segmentation of brachial plexus in ultrasonic images based on deep learning
Duo SHI ; Han ZHANG ; Peipei LIU ; Ruichao ZHANG ; Qingyu LIU ; Hao SUN ; Xiaofang FU ; Mengjie DOU ; Junpu HU ; Changqin SUN ; Keyan LI ; Jianqiu HU ; Guangquan ZHOU ; Ligang CUI ; Ping ZHOU ; Faqin LYU
Chinese Journal of Ultrasonography 2025;34(9):737-744
Objective:To propose a deep learning(DL)-based ultrasound imaging auxiliary tool for automatic segmentation and recognition of the brachial plexus(BP),and to enhance the accuracy and safety of clinical procedures.Methods:It was a multicenter study that collected 773 healthy subjects from Peking University Third Hospital and its branch campuses,the Third Medical Center of the Chinese PLA General Hospital,and Shanghai Eighth People's Hospital between August 2024 and February 2025. Brachial plexus(BP)images in the interscalene groove were captured used high-frequency ultrasound by senior sonographers,a dataset comprising 1 289 standardized images were constructed and the improved model(CHA-TransUNet)was trained. The test set was input into 6 different models(CHA-TransUNet,R50-Unet,TransUnet,SegFormer,SwinUnet,MISSFormer)for segmentation. Segmentation accuracy was evaluated using metrics including the Dice similarity coefficient(DSC),95% Hausdorff distance(HD95)and mean intersection over union(mIoU),and was compared with the segmentation results of 3 ultrasound physicians with varying experience levels(junior physicians and senior physicians)to validate the model's segmentation efficacy.Results:The CHA-TransUNet model established based on a dataset of 1 289 standardized images achieved segmentation results for the BP with a DSC of 90.15%,mIoU of 91.02%,and HD95 of 8.08. Its accuracy was higher than other mainstream models(DSC:90.15% vs. 87.60%,87.77%,81.35%,84.78%,84.55%),significantly better than junior physicians(DSC:90.15% vs. 68.73%, Z=-127.76, P<0.001),and approached the level of senior physician(DSC:90.15% vs. 86.15%, Z=-31.33, P=0.549). The model demonstrated superior boundary recognition in complex anatomical structures(e.g.,C6/C7 nerve roots)compared to ultrasound physicians(junior and senior)(HD95:8.08 vs. 26.34,17.44,56.80). Conclusions:This study proposes an analysis model for BP ultrasound images,CHA-TransUNet. This model achieves segmentation and recognition of the BP with relatively complex pathways and structures. The model exhibits high accuracy and stability,outperforming current mainstream network models and junior physicians while approaching the performance level of senior physicians. It assists junior physicians or trainees in more accurately identifying and localizing the BP.
4.Morphological study on the Danger Zone of the mesiobuccal canal prepared by three nickel-titanium rotary systems using three-dimensional printed mandibular first molars
Yuqing LIU ; Jiayun DAI ; Duo ZHOU ; Xingyang WANG ; Fulu XU ; Juan WANG
STOMATOLOGY 2025;45(6):430-435
Objective To compare the effects of three nickel-titanium file systems,ProTaper Next,TruNatomy,and VDW.RO-TATE,on the morphology of the Danger Zone of the mesial buccal root of mandibular first molar after root canal preparation using Mi-cro-CT and 3D printing technology.Methods 3D-printed mandibular first molars were selected and designed for purpose.They were randomly divided into three groups according to the used NiTi files(n=20).Micro-CT was used to scan the cross-sectional images of the Danger Zone 2 mm below the furcation of the mesial buccal root before and after root canal preparation.The changes in the root ca-nal wall thickness,root canal volume,surface area,cross-sectional area,and root canal transportation in the Danger Zone were ob-served.Statistical analysis was performed using one-way ANOVA(P<0.05).Results Statistically significant differences were observed before and after root canal preparation in the Danger Zone among the three groups(P<0.05).Among the three groups,the PTN files caused the largest change before and after preparation,followed by VDW files,and the TRU files had the smallest change.Conclusion The study highlights TruNatomy's conservative shaping capacity,advocating its use in minimally invasive endodontics,whereas Pro-Taper Next may be reserved for cases requiring aggressive canal preparation.
5.Construction of a frailty index for cervical kyphosis and analysis of its clinical value
Baining ZHANG ; Shuo DUAN ; Bingxuan WU ; Duo ZHANG ; Tianhua RONG ; Baoge LIU
Chinese Journal of Surgery 2025;63(5):429-435
Objectives:To develop a cervical kyphosis frailty index (CK-FI) and explore its clinical value in identifying high-risk patients undergoing cervical kyphosis correction surgery.Methods:In this retrospective case series, clinical data from 53 patients who underwent cervical kyphosis correction at the Department of Orthopedics, Beijing Tiantan Hospital, Capital Medical University, between January 2019 and December 2023 were analyzed. All patients had a minimum follow-up of 12 months. There were 27 males and 26 females, with an age of (53.4±14.5) years (range: 15 to 83 years). Demographic data, comorbidities, laboratory results, radiographic parameters, and functional assessments were collected. Fifteen key indicators related to physiological reserve and stress tolerance in cervical kyphosis patients were identified via Pearson correlation analysis to establish the CK-FI. Differences in demographic characteristics, clinical outcomes, postoperative complications, and length of hospital stay among CK-FI subgroups were analyzed using independent sample t-tests, one-way ANOVA,Wilcoxon signed-rank tests, Mann-Whitney U tests, Kruskal-Wallis tests, and chi-square or Fisher′s exact tests. Binary logistic regression was employed to determine independent risk factors for postoperative complications. Receiver operating characteristic (ROC) curve analysis was used to assess the predictive performance of CK-FI for postoperative complications. Results:Based on CK-FI scores, patients were classified into non-frail (CK-FI<0.3), frail (0.3≤CK-FI≤0.5), and severely frail (CK-FI>0.5) groups. The 30-day postoperative complication rate was 26.4% (14/53). Both univariate and multivariate analyses indicated that frailty ( OR=6.892, 95% CI: 1.239 to 38.353, P=0.028) and severe frailty ( OR=10.313, 95% CI: 1.877 to 56.659, P=0.007) were independent risk factors for postoperative complications. ROC analysis revealed that CK-FI had an area under the curve of 0.777 (95% CI: 0.637 to 0.917, P=0.001), with a specificity of 70.3% and a sensitivity of 81.3% in predicting postoperative complications. Conclusions:The CK-FI serves as a valuable tool for early detection of high-risk patients with cervical kyphosis, aiding in individualized perioperative management, optimizing preoperative preparation, reducing postoperative complications, and ultimately improving patient outcomes.
6.Distribution characteristics of Traditional Chinese Medicine constitution and prognosis analysis in non-small cell lung cancer with different expression levels of PD-L1
Duo WAN ; Zhi WEN ; Sheng CHEN ; Zhengyi LIU ; Yuxiang HU ; Haozhu WANG ; Yinhui SUN ; Tonglin SUN ; Lihuai WANG
International Journal of Traditional Chinese Medicine 2025;47(4):449-455
Objective:To investigate the different expression levels of programmed cell death 1 ligand 1 (PD-L1) in non-small cell carcinoma (NSCLC) of distribution characteristics of TCM constitutions and prognosis.Methods:The clinical data of 355 NSCLC patients who had been treated with immune checkpoint inhibitors (ICIs) from January 2019 to June 2023 in the Cancer Medical Center of the First Affiliated Hospital of Hunan University of Chinese Medicine were retrospectively analyzed, and their TCM constitutions were determined. According to the expression level of PD-L1, they were divided into three groups: low expression group (TPS≤1%), medium expression group (1% < TPS < 49%) and high expression group (TPS≥50%). Overall survival (OS) of patients was followed up, and the median OS were compared. Kaplan-Meier method was used to draw survival curves, and Log-rank test was used to compare the difference of survival curves. The independent risk factors of OS were analyzed by COX regression.Results:The distribution of different TCM constitutions showed statistical significance across the three groups ( P<0.05). The median OS for the medium and high expression groups were 21.082 months and 25.714 months, respectively, both significantly higher than the 14.437 months for the low expression group ( P<0.05). The survival curve of TCM constitutions showed that the constitutions significantly correlated with the prognosis of ICIs treatment were qi deficiency, phlegm dampness, and blood stasis ( P<0.05 or P<0.01). The median OS from high to low was 44.971 months for phlegm-dampness constitution, 23.297 months for qi-deficiency constitution, and 11.763 months for blood-stasis constitution. COX regression analysis indicated that medium PD-L1 expression ( HR=0.622, 95% CI=0.459,0.844, P=0.002), high PD-L1 expression ( HR=0.509, 95% CI=0.361,0.718, P<0.001), phlegm-dampness constitution ( HR=0.556, 95% CI=0.335,0.924, P=0.024), and blood-stasis constitution ( HR=2.952, 95% CI=1.929,4.518, P<0.001) were independent prognostic factors. Conclusions:The higher the expression level of PD-L1 in NSCLC patients, the better the prognosis of ICIs treatment. The prognosis of ICIs treatment is better for people with phlegm-dampness constitution and poor for those with blood stasis constitution.
7.Schistosoma japonicum cystatin has protective effects against"two-hit"sepsis in mice by regulating the inflammatory microenvironment
Wenjuan DUO ; Yixiang WANG ; Jiaxing WANG ; Xinlong XU ; Linxian LI ; Dongchen YANG ; Qili SHEN ; Lichun YANG ; Xiaojing LIU ; Qiwang JING ; Liang CHU ; Xiaodi YANG
Journal of Southern Medical University 2025;45(1):110-117
Objective To evaluate the protective effect of Schistosoma japonicum cystatin(rSj-Cystatin)in a mouse mode of"two-hit"sepsis.Methods Sixty male C57BL/6 mice randomized equally into sham-operated group,protein group,"two-hit"modeling group,and protein intervention group.In the former two groups,the mice received an intraperitoneal injection of 100 μL PBS followed by exposure of the cecum and then by intraperitoneal injection of 100 μL PBS or 25 μg rSj-Cystatin 30 min later;In the latter two groups,100 μL PBS containing LPS(5 mg/kg)was injected intraperitoneally 24 h before cecal ligation and puncture(CLP),and 100 μL PBS or 25 μg rSj-Cystatin were injected 30 min after CLP.At 12 h after rSj-Cystatin treatment,6 mice from each group were sacrificed for detection of TNF-α,IL-6,IL-10,TGF-β,iNOS and Arg-1 in the serum,spleen,liver,lung and kidney tissues using ELISA,for examinations of liver,lung and kidney pathologies with HE staining,and for analysis of CD3+CD4+CD25+Foxp3+T cell percentage in the spleen using flow cytometry.The remaining mice were observed for general condition and 72-h survival.Results The 72-h survival rates in the 4 groups were 100%,100%,0%and 20%,respectively,showing significant differences between the latter two groups.The mouse models of"two-hit"sepsis exhibited obvious tissue pathologies and significant elevations of TNF-α and IL-6 in both the serum and tissue homogenate,which were significantly ameliorated by rSj-Cystatin treatment.Treatment with rSj-Cystatin also increased IL-10 and TGF-β levels and spleen CD3+CD4+CD25+Foxp3+T cell percentage.The septic mouse models also showed increased iNOS levels in all the detected tissues and a decreased Arg-1 level in the kidney,and these changes were obviously improved by rSj-Cystatin treatment.Conclusion rSj-Cystatin has a protective effect against"two-hit"sepsis in mice by regulating the inflammatory microenvironment.
8.Schistosoma japonicum cystatin has protective effects against "two-hit" sepsis in mice by regulating the inflammatory microenvironment.
Wenjuan DUO ; Yixiang WANG ; Jiaxing WANG ; Xinlong XU ; Linxian LI ; Dongchen YANG ; Qili SHEN ; Lichun YANG ; Xiaojing LIU ; Qiwang JING ; Liang CHU ; Xiaodi YANG
Journal of Southern Medical University 2025;45(1):110-117
OBJECTIVES:
To evaluate the protective effect of Schistosoma japonicum cystatin (rSj-Cystatin) in a mouse mode of "two-hit" sepsis.
METHODS:
Sixty male C57BL/6 mice randomized equally into sham-operated group, protein group, "two-hit" modeling group, and protein intervention group. In the former two groups, the mice received an intraperitoneal injection of 100 μL PBS followed by exposure of the cecum and then by intraperitoneal injection of 100 μL PBS or 25 μg rSj-Cystatin 30 min later; In the latter two groups, 100 μL PBS containing LPS (5 mg/kg) was injected intraperitoneally 24 h before cecal ligation and puncture (CLP), and 100 μL PBS or 25 μg rSj-Cystatin were injected 30 min after CLP. At 12 h after rSj-Cystatin treatment, 6 mice from each group were sacrificed for detection of TNF-α, IL-6, IL-10, TGF-β, iNOS and Arg-1 in the serum, spleen, liver, lung and kidney tissues using ELISA, for examinations of liver, lung and kidney pathologies with HE staining, and for analysis of CD3+CD4+CD25+Foxp3+ T cell percentage in the spleen using flow cytometry. The remaining mice were observed for general condition and 72-h survival.
RESULTS:
The 72-h survival rates in the 4 groups were 100%, 100%, 0% and 20%, respectively, showing significant differences between the latter two groups. The mouse models of "two-hit" sepsis exhibited obvious tissue pathologies and significant elevations of TNF-α and IL-6 in both the serum and tissue homogenate, which were significantly ameliorated by rSj-Cystatin treatment. Treatment with rSj-Cystatin also increased IL-10 and TGF-β levels and spleen CD3+CD4+CD25+Foxp3+ T cell percentage. The septic mouse models also showed increased iNOS levels in all the detected tissues and a decreased Arg-1 level in the kidney, and these changes were obviously improved by rSj-Cystatin treatment.
CONCLUSIONS
rSj-Cystatin has a protective effect against "two-hit" sepsis in mice by regulating the inflammatory microenvironment.
Animals
;
Mice
;
Sepsis/drug therapy*
;
Male
;
Schistosoma japonicum/chemistry*
;
Mice, Inbred C57BL
;
Cystatins/therapeutic use*
;
Interleukin-10/metabolism*
;
Interleukin-6/blood*
;
Tumor Necrosis Factor-alpha/blood*
;
Disease Models, Animal
;
Transforming Growth Factor beta/metabolism*
9.Toric-ICL shows better predictability and efficacy than FS-LASIK for myopia correction in patients with moderate to high myopia and astigmatism.
Hongyang LI ; Wenxiong LIAO ; Peng LEI ; Chunyuan YANG ; Yanying LI ; Liping XUE ; Duo TAN ; Sijing LIU ; Yi WU ; Meilan CHEN
Journal of Southern Medical University 2025;45(6):1113-1121
OBJECTIVES:
To compare the efficacy of toric implantable collamer lens (Toric-ICL) and femtosecond laser-assisted in situ keratomileusis (FS-LASIK) for myopia correction in patients with moderate to high myopia complicated with astigmatism.
METHODS:
We retrospectively collected data from 64 patients (aged 18-42 years) with moderate to high myopia complicated with astigmatism (128 eyes) undergoing either Toric-ICL (28 patients/56 eyes) or FS-LASIK (36 patients/72 eyes) at our department between January, 2019 and December, 2020. The changes of uncorrected distance visual acuity (UCVA), spherical equivalent (SE), mean astigmatism correction index (CI), corneal endothelial cell density (ECD) and intraocular pressure (IOP) following the procedures were compared between the two groups.
RESULTS:
In FS-LASIK group, all the eyes (72/72) achieved an UCVA≥1.0, similar to the rate in Toric-ICL group (55/56 eyes; P=0.2374). The postoperative SE was also comparable between FS-LASIK and Toric-ICL groups [0.43±0.06 D (range: -1.0 to 1.50 D) vs 0.38±0.05 D (range: -0.75 to 1.00 D); P=0.56]. The mean astigmatism CI was significantly higher in FS-LASIK group than in Toric-ICL group (0.8561 vs 0.7176; P<0.0001), and 88.89% of the eyes in FS-LASIK group and 69.64% in Toric-ICL group had postoperative astigmatism ≤0.50 D. No significant changes were observed in postoperative corneal ECD in FS-LASIK group, whereas ECD decreased significantly after the procedure in Toric-ICL group (P=0.0057). The patients undergoing Toric-ICL exhibited no significant changes of postoperative IOP, but the patients receiving FS-LASIK had significantly reduced IOP after the procedure (P<0.001).
CONCLUSIONS
Although the patients included in Toric-ICL group had higher myopia and astigmatism, Toric-ICL still showed better predictability and efficacy for astigmatic correction in Toric-ICL group. Toric-ICL is an effective and safe equivalent of FS-LASIK for correcting moderate myopia but can be more advantageous for correcting high myopia with astigmatism.
Humans
;
Astigmatism/complications*
;
Myopia/complications*
;
Keratomileusis, Laser In Situ/methods*
;
Retrospective Studies
;
Adult
;
Visual Acuity
;
Adolescent
;
Young Adult
;
Treatment Outcome
;
Male
;
Lens Implantation, Intraocular/methods*
;
Female
;
Phakic Intraocular Lenses
;
Intraocular Pressure
10.The diagnosis and treatment of subclinical ptosis
Jiheng CUI ; Duo ZHANG ; Haipeng LIU
Chinese Journal of Plastic Surgery 2025;41(6):553-559
Subclinical ptosis is a common congenital abnormality of bilateral upper eyelid development; the clinical manifestations are upper eyelid skin covering the upper corneal margin of more than 2 mm, upper eyelid bloat, narrow lid fissure, often accompanied by epicanthus and eyebrow elevation when the eyes are opened. Patients often present with a single eyelid, which can be easily missed and misdiagnosed. The cause of subclinical ptosis is an increase in the afterload of the levator muscle during contraction due to a variety of reasons, such as gravitational, volumetric, and tensile loads; the clinical manifestations and the normalisation of the levator muscle strength are the main basis for diagnosis and identification of true ptosis. Depending on the type of afterload, different surgical treatments are available, such as blepharoplasty, orbicularis oculi myotomy, upper eyelid tissue reduction, fibrous mesh band release, anterior displacement of the levator complex, and shortening of the levator complex.

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