Objective To develop a machine learning-based risk prediction model for postoperative acute kidney injury(AKI)and a model for mortality in obese patients admitted to intensive care unit(ICU)in order to improve early warning and prognostic evaluation to support clinical decision-making.Methods Data of obese postoperative ICU patients were retrospectively retrieved from the MIMIC-Ⅳ and eICU databases for statistical analysis.Ultimately,2 520 patients(670 from MIMIC-Ⅳ and 1 850 from eICU databases)were included to build the risk prediction models for AKI and mortality.The data included demographic information,vital signs,laboratory findings,surgical types,comorbidities,and medication use.After data cleaning and preprocessing,Boruta feature selection was applied,followed by the construction of prediction models using 7 machine learning algorithms,that is,Gradient Boosting Machine(GBM),Generalized Linear Model(GLM),k-Nearest Neighbors(KNN),Na?ve Bayes(NB),Neural Network(NNET),Support Vector Machine(SVM),and XGBoost.Model performance was evaluated through cross-validation and external validation.Results In the risk prediction models of AKI,the SVM model achieved the highest AUC value of 0.80 in the testing set and 0.71 in the external validation test.For the risk prediction models of mortality,the GBM model outperformed others in the prediction,attaining an AUC value of 0.91 in the testing set.Conclusion Risk predictive models for postoperative AKI and mortality in obese ICU patients are successfully constructed,and are valuable tools for clinicians to optimize early intervention and improve clinical outcomes for the patients.

In analytical techniques such as ion mobility spectrometry(IMS)and mass spectrometry(MS),the ionization efficiency of target analytes is primarily constrained by the type of ionization source and factors such as the species and number density of the reactant ions.Systematic investigation into the reactivity differences of various reactant ions under varying conditions can not only significantly enhance the detection sensitivity of target compound product ions but also provide a theoretical foundation for establishing efficient detection methods based on ion-molecule reaction mechanisms.In this study,the pressure of a pressure-tunable photoionization tandem ion mobility spectrometry(PI-tandem-IMS)was reduced from ambient pressure(100 kPa)to low pressure(20 kPa)to systematically examine the reactivity differences between two negative reactant ions,CO3-and CO4-,and methyl salicylate(MeSA)under varying pressures.When the pressure decreased,the increased relative signal intensity of CO4-significantly influenced the detection sensitivity of the characteristic product ion[MeSA·O2]-.Based on differences in ion mobility(k0),the delay time for the opening of TPG2 was adjusted to selectively inject CO-3 and CO-4 in the drift region 2.Independent characterization of the reactivity of these reactant ions with MeSA in the reaction region confirmed that CO4-exhibited superior reactivity toward MeSA.The theoretical model revealed an Arrhenius plot for the ion-molecule reaction between CO4-and MeSA,showing a positive correlation between the reaction rate coefficient(k)and temperature,the activation energy Ea was 62.45 kJ/mol.Furthermore,controlling parameters such as pressure or temperature significantly influenced the progression of this ion-molecule reaction,demonstrating the technical advantages of PI-tandem-IMS in mechanistic studies and regulation of ion-molecule reactions.

The resolving power and sensitivity are critical for on-site detection of hazardous chemicals using stand-alone ion mobility spectrometry(IMS).However,improving the sensitivity and resolving power of IMS has long been a prominent research hot spot.In the commonly used IMS based on the Bradbury-Nielsen gate(BNG),the gating voltage difference(GVD)applied between the two sets of grid wires affects the electric field distribution in the ionization region and the drift region.This,in turn,influences the spatial distribution and temporal width of the injected ion swarm,and has an impact on the ion mobility discrimination,sensitivity,and resolving power of the instrument.This study showed that increasing the GVD could induce an ion converging effect,boosting the ion number density in front of the BNG by nearly 300％.To simultaneously utilize temporal compression and ion converging effects,a novel BNG controlling mode was proposed by adding a chopping state to the conventional controlling mode.This chopping state reduced the mobility discrimination effects between ions with mobility differences up to about 0.90 cm2/(V·s)to 1/22 of their original value.When analyzing hazardous chemical mixtures using the novel BNG controlling mode,compared with conventional mode,the signal intensity of low-mobility methyl salicylate ions(MS·O2)-increased by 18-fold while the resolving power maintained around 100,and the detection limit for MS was improved from 3.75 μg/L to 97 ng/L.This novel BNG controlling mode only added a potential wave to the low voltage wires,with no requirement of changing the structure of the drift tube,and was easy to apply to existing commercial instruments.

Aneurysmal subarachnoid hemorrhage(aSAH)is a type of hemorrhagic stroke with high morbidity and mortality.After treatment,most aSAH patients can completely recover their neurological func-tion,about 50％of aSAH patients will have cognitive disorder,mainly manifested as executive function,lan-guage and memory dysfunction,more than half of aSAH patients can not recover cognitive function,which brings great pressure to individuals and their families.This article aims to discuss the characteristics,influen-cing factors,assessment tools,potential mechanisms and drug therapy of post-ASAH cognitive disorder,in or-der to provide prevention and treatment strategies for clinical post-ASAH cognitive disorder.

OBJECTIVES: To observe the evolution of intrahepatic macrophage polarization in mice with liver fibrosis induced by iron overload. METHODS: Thirty-two C57BL/6 mice (6-8 weeks) were randomized into control group (n=8) and liver fibrosis model group (n=24) induced by aidly intraperitoneal injection of iron dextran. At the 3rd, 5th, and 7th weeks of modeling, 8 mice in the model group were sacrificed for observing liver fibrosis using Masson, Sirius Red and immunohistochemical staining and detecting serum levels of ALT, AST and the levels of serum iron, ferritin, liver total Fe and ferrous Fe. iNOS⁺/F4/80⁺ cells and CD206⁺/F4/80⁺ cells were detected by double immunofluorescence assay to observe the proportion and distribution of M1 and M2 macrophages. The hepatic expressions of Arg-1, iNOS, IL-6, IL-10, and TNF‑α proteins were detected using Western blotting or ELISA, and the expression of CD206 mRNA was detected using RT-PCR. RESULTS: The mice in the model group showed gradual increase of fibrous tissue hyperplasia in the portal area over time, structural destruction of the hepatic lobules and formation of pseudolobules. With the passage of time during modeling, the rat models showed significantly increased hepatic expressions of α-SMA and COL-1, elevated serum levels of ALT, AST, Fe, ferritin, and increased liver total Fe and ferrous Fe levels. The expressions of M1 polarization markers IL-6, TNF‑α, and iNOS all increased with time and reached their peak levels at the 3rd week; The expressions of M2 polarization markers (IL-10 and Arg-1 proteins and CD206 mRNA) significantly increased in the 3rd week and but decreased in the 5th and 7th weeks. CONCLUSIONS Iron overload promotes M1 polarization of macrophages in mice. Liver fibrosis in the early stage promotes M2 polarization of macrophages but negatively regulate M2 polarization at later stages.
Animals ; Mice ; Mice, Inbred C57BL ; Iron Overload/pathology* ; Macrophages/metabolism* ; Male ; Liver Cirrhosis/etiology* ; Nitric Oxide Synthase Type II/metabolism* ; Interleukin-10/metabolism* ; Liver/pathology* ; Interleukin-6/metabolism* ; Mannose Receptor ; Tumor Necrosis Factor-alpha/metabolism* ; Mannose-Binding Lectins/metabolism* ; Arginase

The CDH23 gene is a pathogenic mutant gene of the USH1D subtype in Usher syndrome.In this study,two wild-type Cdh23 full-length plasmids(～16 kb)with different promoters were construc-ted,and fluorinated polyethylene imine(FPEI)was used as a delivery vector to transfect the house ear institute-organ of corti 1(HEI-OC1)and the optimal expression plasmid was obtained by evaluating the transfection efficiency in vitro.Firstly,the results of the synthesis of FPEI were analyzed using Fourier transform infrared absorption spectroscopy to prove the successful synthesis of FPEI.After that,the plas-mid encapsulation ability of FPEI and the surface potential and hydration diameter of the formed comple-xes were characterized by agarose gel blocking assay,Zeta potential assay,and dynamic light scattering assay.It was found that FPEI had good plasmid encapsulation ability,and the FPEI plasmid complexes were all positively charged at high mass ratio,with the distribution of particle sizes in the range of 100-300 nm.The low cytotoxicity and high transfection efficiency of FPEI in HEI-OC1 cells were verified by Cell Counting Kit-8(CCK-8)and flow cytometry.Comparing FPEI with Lipofectamine 3000 and differ-ent quality PEI(25K,40K)transfection reagents,the transfection efficiency of FPEI was found to be significantly better than that of the traditional transfection reagents.Quantitative real-time polymerase chain reaction(qRT-PCR)and Western blot results showed that the CAG promoter was better than the CMV promoter,which could be used as the optimal expression plasmid for the subsequent in vivo experi-ments.In addition,it was verified by cellular immunofluorescence that CDH23 was mainly distributed in the cytoplasm after overexpression.The above results demonstrated that FPEI can be used as an efficient delivery vector for in vitro overexpression of large genes represented by Cdh23,which provides an impor-tant experimental basis for subsequent in vivo gene therapy of USH1D syndrome.

This study explored whether Astragalus polysaccharide(APS)can regulate the VEGF/VEGFR signaling pathway to affect the proliferative activity of rat intestinal mucosal microvascu-lar endothelial cells(RIMMVECs).RIMMVECs were isolated from newborn rats,then purified and treated with APS at concentrations of 0.1,1.0,10.0,100.0,1 000.0,and 10 000.0 mg/L.MTT was used to determine the effect of APS on RIMMVECs proliferation and screen for the optimal concentration of APS.Subsequently,flow cytometry was used to detect the changes in cell cycle to evaluate the stage of action of APS on the cell cycle in RIMMVECs.Then,the ELISA was used to detect the changes of VEGFA in cell supernatant to evaluate the potential of cell proliferation and angiogenesis.The changes in fluorescence intensity of Fluo-8AM was observed using fluorescence microscopy to evaluate intracellular Ca2+levels.Finally,Western blot was used to detect the ex-pression of PERK in RIMMVECs to analyze the possible mechanism of APS.The results showed that 100 mg/L APS significantly enhanced the proliferative activity of RIMMVECs,increased the content of VEGFA in the cell supernatant,the intracellular Ca2+levels,and the expression of PERK protein,indicating that APS promotes the proliferation of RIMMVECs,which may be a-chieved by promoting the expression of VEGFA and activating the ERK pathway.

AIM:To investigate the function of mitochondrial reactive oxygen species(mtROS)/nucleotide-binding oligomerization domain-like receptor protein 3(NLRP3)signaling pathway in modulating macrophage polarization in liver fibrosis resulting from iron overload.METHODS:Thirty-two male C57BL/6 mice were randomly allocated into four groups:control group,model group(iron dextran,50 mg/kg),MitoTEMPO(3 mg/kg)group,and MCC950(10 mg/kg)group,comprising eight mice per group.All mice,with the exception of the control group,were administered daily in-traperitoneal injections of iron dextran for a duration of seven consecutive weeks,whereas the control group received equiv-alent volumes of normal saline.Starting in week four,the MitoTEMPO and MCC950 cohorts received their designated treatments through intraperitoneal injection three times weekly.Serum alanine aminotransferase(ALT)and aspartate ami-notransferase(AST)concentrations were assessed through biochemical analysis.Liver tissues were analyzed utilizing HE,Masson,Sirius red and immunohistochemical staining.The concentrations of mtROS were evaluated utilizing the MitoSOX Red probe.Cytokines and polarization markers,such as interleukin-1β(IL-1β),IL-18,IL-6,tumor necrosis factor-α(TNF-α),inducible nitric oxide synthase(iNOS),IL-10,and arginase-1(Arg-1),were quantified via ELISA.Western blot analysis was performed to quantify the protein expression levels of Arg-1,iNOS,NLRP3,apoptosis-associated speck-like protein containing a caspase recruitment domain(ASC),and caspase-1.The mRNA expression of NLRP3,ASC,and caspase-1 was assessed using RT-qPCR.Immunofluorescence double labeling was employed to identify M1 and M2 macrophages.RESULTS:(1)In comparison to the control group,the model group demonstrated notable inflammatory cell infiltration,pronounced fibrous tissue hyperplasia,significant disruption of hepatic lobular architecture,and the develop-ment of pseudo-lobules in certain areas.Serum ALT and AST levels were markedly elevated(P<0.01),as were the mRNA and protein expression levels of NLRP3,ASC,caspase-1,and mtROS(P<0.01).Iron overload resulted in markedly ele-vated serum iron,ferritin,total liver iron,and ferrous iron concentrations(P<0.01).Markers indicative of M1 macrophage polarization,including IL-6,TNF-α,and iNOS,exhibited upregulation(P<0.01),whereas M2 markers such as IL-10,Arg-1,and CD206 were significantly downregulated(P<0.01).(2)Compared with model group,inhibiting mtROS or NL-RP3 substantially reduced inflammation and fibrous tissue hyperplasia.ALT and AST levels were markedly diminished(P<0.01),as were the areas of positive staining for α-smooth muscle actin and collagen type Ⅰ(P<0.01).Markers of iron over-load,such as serum iron,ferritin,total liver iron,and ferrous iron,were significantly ameliorated(P<0.01).M1 polariza-tion markers were significantly downregulated(P<0.01).CONCLUSION:The mtROS/NLRP3 signaling pathway facili-tates liver fibrosis caused by iron overload by enhancing macrophage polarization to the M1 phenotype.

Objective To determine the effects of cardiac resynchronization therapy at different pacing sites on electrocardiogram(ECG),left ventricular(LV)function and adverse events in elderly patients with heart failure(HF).Methods A total of 214 elderly HF patients admitted to our department between July 2021 and July 2024 were retrospectively recruited.According to different pacing sites in cardiac resynchronization therapy,they were divided into His bundle group(102 cases)and left bundle branch group(112 cases).Their grades of New York Heart Association(NYHA)cardiac function,duration of QRS complex,pacing parameters(pacing threshold,pacing perception,pacing resistance),cardiac function indicators,LV function,LV systolic synchrony[standard deviation of time to peak longitudinal strain,to peak radial strain and to peak circumferential strain(Tls-SD,Trs-SD and Tcs-SD)],and incidence of adverse events were compared between the two groups before and at 6 months after cardiac pacemaker implantation.Results In 6 months after surgery the left bundle branch group had significantly lower N-terminal pro-B-type natriuretic peptide level,smaller LV end-diastolic diameter and LV end-systolic diameter,decreased Tls-SD,Trs-SD and Tcs-SD,and shorter duration of QRS complex,but higher LV ejection fraction,cardiac index and cardiac output when compared with the His bundle group(P＜0.01).The incidence of adverse events was obviously lower in the left bundle branch group than the His bundle group(6.25％vs 15.69％,P＜0.05).Conclusion Left bundle branch pacing shows significant improvement for cardiac function in elderly HF patients,and can effectively maintain ECG stability and improve LV function.It is a safe and effective cardiac resynchronization therapy.