BACKGROUND: Postoperative pulmonary complications (PPCs) are major adverse events in neurosurgical patients. This study aimed to develop and validate machine learning models predicting PPCs after neurosurgery. METHODS: PPCs were defined according to the European Perioperative Clinical Outcome standards as occurring within 7 postoperative days. Data of cases meeting inclusion/exclusion criteria were extracted from the anesthesia information management system to create three datasets: The development (data of Huashan Hospital, Fudan University from 2018 to 2020), temporal validation (data of Huashan Hospital, Fudan University in 2021) and external validation (data of other three hospitals in 2023) datasets. Machine learning models of six algorithms were trained using either 35 retrievable and plausible features or the 11 features selected by Lasso regression. Temporal validation was conducted for all models and the 11-feature models were also externally validated. Independent risk factors were identified and feature importance in top models was analyzed. RESULTS: PPCs occurred in 712 of 7533 (9.5%), 258 of 2824 (9.1%), and 207 of 2300 (9.0%) patients in the development, temporal validation and external validation datasets, respectively. During cross-validation training, all models except Bayes demonstrated good discrimination with an area under the receiver operating characteristic curve (AUC) of 0.840. In temporal validation of full-feature models, deep neural network (DNN) performed the best with an AUC of 0.835 (95% confidence interval [CI]: 0.805-0.858) and a Brier score of 0.069, followed by Logistic regression (LR), random forest and XGBoost. The 11-feature models performed comparable to full-feature models with very close but statistically significantly lower AUCs, with the top models of DNN and LR in temporal and external validations. An 11-feature nomogram was drawn based on the LR algorithm and it outperformed the minimally modified Assess respiratory RIsk in Surgical patients in CATalonia (ARISCAT) and Laparoscopic Surgery Video Educational Guidelines (LAS VEGAS) scores with a higher AUC (LR: 0.824, ARISCAT: 0.672, LAS: 0.663). Independent risk factors based on multivariate LR mostly overlapped with Lasso-selected features, but lacked consistency with the important features using the Shapley additive explanation (SHAP) method of the LR model. CONCLUSIONS: The developed models, especially the DNN model and the nomogram, had good discrimination and calibration, and could be used for predicting PPCs in neurosurgical patients. The establishment of machine learning models and the ascertainment of risk factors might assist clinical decision support for improving surgical outcomes. TRIAL REGISTRATION ChiCTR 2100047474; https://www.chictr.org.cn/showproj.html?proj=128279 .
Adult ; Aged ; Female ; Humans ; Male ; Middle Aged ; Algorithms ; Lung Diseases/etiology* ; Machine Learning ; Neurosurgical Procedures/adverse effects* ; Postoperative Complications/diagnosis* ; Risk Factors ; ROC Curve

ObjectiveTo analyze the characteristics of HIV-1 molecular network and pretreatment drug resistance genes in the middle-aged and elderly people aged ≥50 years in Huzhou City, Zhejiang Province, and to provide an evidence for the prevention and control of AIDS epidemic. MethodsA total of 332 samples from the newly reported and untreated AIDS patients aged ≥50 years in Huzhou City from January 2020 to December 2023 were collected, pol genes were amplified by reverse transcription polymerase chain reaction (RT-PCR) and nested polymerase chain reaction (nest⁃PCR). Phylogenetic trees analyzing the subtypes were constructed, and a molecular network with a gene distance threshold of 1.0% were constructed at the same time. Mutation sites of drug resistance-related genes were identified through the Data Analysis and Detection System of HIV-1 Resistance Gene Detection of Stanford University, USA. ResultsSequence samples of 308 patients were obtained, and9 genotypes were identified, including CRF07_BC in 172 cases (55.8%), CRF01_AE in 61 cases (19.8%), CRF08_BC in 43 cases (14.0%), CRF85_BC in 9 cases (2.9%), and CRF55_01B in 8 cases (2.6%), subtype B in 5 cases (1.6%), subtype C in 4 cases (1.3%), CRF67_01B in3 cases (1.0%), and unique recombination URF01_AE/07_BC in 3 cases (1.0%). When the gene distance threshold was 1.0%, 28 molecular clusters were formed, and 139 cases were connected to the network, with an access rate of 45.0%. The largest transmission cluster C1 contained 44 cases infected with CRF07_BC subtype, all of whom were heterosexually transmitted, and predominantly by males. A total of 30 patients were found to have low-grade or higher drug resistance mutations, and the pretreatment drug resistance rate was 9.7% (30/308). Among them, there were 5 cases (16.7%) of protease inhibitor (PI) related drug resistance mutations, and 26 cases (86.7%) of non-nucleoside reverse transcriptase inhibitors (NNRTI) related drug resistance mutations. ConclusionCRF07_BC is the subtype with the most clusters among the middle-aged and elderly infected patients aged ≥50 years in Huzhou City. Middle-aged and elderly transmission clusters are formed within the three counties of WX, NX and CX through related activities. Molecular network monitoring on newly reported cases aged ≥50 years in Huzhou City should be strengthened so that the new characteristics of epidemic changes can be detected in time, providing a scientific basis for adjusting AIDS prevention and control measures for the elderly.

AIM:To investigate the effects of curcumin on cardiac dysfunction induced by chronic restraint stress in a depression rat model.METHODS:Thirty-two Wistar rats weighing(200±20)g were randomly divided into control,model,low-dose curcumin,and high-dose curcumin groups(n=8 per group).The rats in model and curcumin groups were subjected to chronic restraint stress for 5 h daily at random time,while those in control group were maintained under normal conditions.Following daily stress exposure,the rats in low-and high-dose curcumin groups received 100 and 200 mg/kg curcumin daily,respectively,and those in control and model groups received the same volume of normal saline daily.The above treatments lasted for 28 d.Body weight of the rats was measured weekly.Sucrose preference test was performed on days 14 and 28 of the experiment.Serum corticosterone content was determined to evaluate depression.Histological changes of cardiac tissues were observed using HE and Masson staining.Echocardiography was conducted to examine heart function.The related mRNA and protein levels were detected using RT-qPCR and Western blot,respective-ly.RESULTS:Compared with control group,the rats in model group exhibited significantly slower weight gain(P<0.05),impaired sucrose preference(P<0.01),and increased corticosterone levels(P<0.01).HE staining revealed myo-cardial hypertrophy in model group but not in control group.Masson staining indicated significantly higher cardiac fibrosis in model group than control group(P<0.01).Immunohistochemical staining demonstrated a significant increase in posi-tive collagen type I expression(P<0.01).RT-qPCR results showed significantly elevated mRNA levels of inflammatory cytokines(tumor necrosis factor-α,interleukin-6,and interleukin-1β)and fibrosis factors(α-smooth muscle actin,colla-gen type I,and collagen type Ⅲ)in model group compared with control group(P<0.05 or P<0.01).Western blot re-vealed a significant increase in c-Jun N-terminal kinase(JNK)phosphorylation level in model group(P<0.01).Treat-ment with low-and high-dose curcumin reversed the above indicators.CONCLUSION:Curcumin treatment attenuated cardiac inflammation and fibrosis in rats subjected to chronic restraint stress,possibly by inhibiting JNK signaling pathway.

Objective:To investigate the effect and mechanism of isorhynchophylline (IRN) on angiotensin Ⅱ(Ang Ⅱ)-induced cardiac hypertrophy.Methods:H9c2 cells were co-cultured with Ang Ⅱ and different concentrations of IRN (0, 5, 10, 25, 50 μmol/L). The cell surface area and mRNA levels of cardiac hypertrophy markers atrial natriuretic peptide (ANP), brain natriuretic peptide (BNP) and β-myosin heavy chain (β-MHC) were detected to elucidate the effect of IRN on myocardial hypertrophy and the most effective concentration. H9c2 cells were co-cultured with Ang Ⅱ and IRN (25 μmol/L) at different times (0, 6, 12, 24 h) to elucidate the most effective time of inhibition. The phosphorylation levels of the signaling pathway were detected, and the effects of IRN and Akt inhibitor MK2206 on the phosphorylation levels of the signaling pathway were further explored to elucidate the underlying mechanisms.Results:Compared with the control group, the surface area of H9c2 cells, and the mRNA expression of myocardial hypertrophy markers ANP, BNP and β-MHC were significantly increased (all P<0.05). Pretreated with different concentrations of IRN (5, 10, 25, 50 μmol/L) could inhibit the increase in cell surface area induced by AngⅡ (all P<0.05), especially at the concentration of 25 μmol/ L ( P<0.01). IRN could time-dependently inhibit AngⅡ-induced activation of ANP, BNP, β-MHC mRNA (all P<0.05). AngⅡ caused increased phosphorylation levels of Akt, GSK3β, mTOR and FOXO3a. IRN could block AngⅡ-induced phosphorylation of the Akt signaling pathway. Conclusion:IRN attenuates AngⅡ-induced cardiomyocyte hypertrophy by inhibiting the Akt signaling pathway.

Objective:To explore the mediation effects of perceived social support and work-family conflict on clinical nurses′ self-efficacy and parenting stress, and to provide theoretical basis for formulating intervention programs for parenting stress.Methods:A total of 631 clinical nurses from 8 grade A hospitals in Anhui Province were selected by convenience sampling method from August to October 2023. A cross-sectional survey was conducted with the general data questionnaire, the Chinese version of Work-Family Behavioral Role Conflict Scale, the Parenting Stress Scale for Clinical Nurses, the Perceptived Social Support Evaluation Scale and the General Self Efficacy Scale to analyze the relationship between perceptive social support, work-family conflict, self-efficacy and parenting stress and the mediating effect.Results:A total of 603 clinical nurses were included, including 9 males and 594 females, aged (35.16 ± 4.59) years. The total scores of work-family conflict, parenting stress, understanding of social support and self-efficacy were (87.10 ± 14.38), (51.00 ± 9.51), (59.91 ± 11.57) and (26.68 ± 6.27) points. The total effect of self-efficacy on parenting stress was - 0.385. The mediating paths of self-efficacy on parenting stress included: self-efficacy→perceived social support→parenting stress; self-efficacy→work-family conflict→parenting stress; self-efficacy→perceived social support→work-family conflict→parenting stress. The three indirect effects accounted for 18.69%, 53.72% and 16.87% of the total effect.Conclusions:Social support and work-family conflict have a chain mediation effect between clinical nurses′self-efficacy and parenting stress. Nursing managers can improve the self-efficacy of clinical nurses and enhance the understanding of social support to help reduce work-family conflict, so as to effectively alleviate the level of child-rearing stress of clinical nurses.

Objective:To analyze the change characteristics of creatinine level in the early stage of patients with diquat (DQ) poisoning, and to explore the early risk factors and the value of prognosis.Methods:A retrospective analysis was carried out on patients with DQ admitted to the the first affiliated hospital of Zhengzhou University from January 2020 to June 2022. The DQ patients were divided into death group and the survival group according to the 28 days survival status after posioning. The basic data and serum indexes and blood gas analysis of the patients on day 1 (D1), day 3 (D3) and day 5 (D5) were collected. The difference of clinical features between the two groups was analyzed, the variables were screened by multiple logistic regression analysis, and the predictive value of the variables was evaluated by drawing receiver operating characteristic curve (ROC curve).Results:A total of 88 patients were included, including 40 patients in the survival group and 48 patients in the death group. The toxic dose in death group was significantly higher than that in survival group [100(40.00, 120.00) mL vs. 50.00(20.00, 90.00) mL, P=0.003]. The higher the toxic dose, the higher the fatality rate. All 4 patients with oral doses greater than 200 mL died. Compared with the survival group, the levels of alanine aminotransferase (ALT) (D3, D5), creatinine (CR) (D3, D5), blood amylase (AMY) (D5) and oxygen partial pressure (PaO 2) (D5) in the death group were significantly higher than those in the survival group (all P<0.05). Multiple Logistic regression analysis showed that CR (D3) and AMY(D5) were independent risk factors for death after poisoning, and PaO 2(D5) was independent protective factor. ROC curve showed that the areas under ROC curve of CR (D3), AMY (D5) and PaO 2 (D5) were 0.814, 0.741 and 0.702, respectively. Conclusion:The higher the oral dose, the higher the death rate. After admission, CR(D3), AMY (D5) and PaO 2 (D5) were independent factors influencing the prognosis of DQ poisoning. In particular, CR (D3) is more effective in predicting death after poisoning.

Objective:To investigate the molecular epidemiological characteristics of HIV-1 infection among men who have sex with men (MSM) in Jiaxing city, and provide methods and ideas for the prevention and control of HIV-1 infection.Methods:This study retrospectively collected the blood samples from all newly reported cases of HIV-1 infection among MSM without antiviral treatment from 2020 to 2022. HIV-1 pol genes in the blood samples were amplified and sequenced. MEGA v6.0 software was used to analyze nucleic acid sequences. A phylogenetic tree was constructed to analyze HIV-1 subtypes. The calibrated population resistance program (CPR) was used to detect drug-resistant mutations. After calculating the genetic distance between gene sequences, molecular transmission networks were constructed using Cytoscape v3.6.0 software. Results:A total of nine genetic subtypes were identified, with CRF07_BC (43.3%) and CRF01_AE (36.9%) accounting for the most. The recombinant forms that were not clustered with the reference subtype accounted for 5.0%. Drug-resistant mutations were identified in 21 cases (7.0%), and the mutation rates among strains of CRF07_BC and CRF01_AE subtypes were 8.2% and 7.8%, respectively. The detection rates of drug-resistant mutations to protease inhibitors, nucleoside reverse transcriptase inhibitors and non-nucleoside reverse transcriptase inhibitors were 1.7%, 0.7% and 4.7%, respectively. The optimal genetic distance threshold of the molecular network was 0.018. At this genetic distance, the molecular network access rate was 43.3%, and 38 molecular clusters (ranging from 2 to 26 nodes per cluster) were included. Cases with ≥6 homosexual partners and a degree value of ≥4 were more likely to access the active molecular cluster. The population of high-risk transmission cases with TNS>0.75 were mainly nonlocal residents and commercial service providers. The recombinant forms showed high similarity in sequences with the strains from other provinces.Conclusions:The distribution of HIV-1 subtypes in MSM in Jiaxing city was complex. Given the increasing detection rate of recombinant forms, the high transmission rate of drug-resistant mutations, and the active molecular clusters and high-risk transmission clusters mainly detected in nonlocal residents and commercial service providers, strengthened surveillance and intervention are needed.

Objective:To explore the efficacy and safety of sivelestat, a neutrophil elastase (NE) inhibitor, in the treatment of acute lung injury (ALI) in the intensive care unit (ICU).Methods:A retrospective analysis was performed on 171 patients with ALI in the ICU of the First Affiliated Hospital of Zhengzhou University from June 2020 to June 2021, including 77 patients in the sivelestat group and 94 patients in the conventional treatment group. Acute physiology and chronic health evaluation (APACHE) Ⅱ score, Murray lung injury score, oxygenation index (PaO 2/FiO 2 ratio), inflammatory cytokines (IL-6, IL-10, TNF-α), ventilator-free days (VFD), the length of ICU stay, and the 28-day mortality were collected to assess the efficacy of sivelestat. At the same time, adverse reactions and laboratory test results within 30 days after the use of sivelestat were recorded to assess the safety. Results:Compared with conventional treatment, oxygenation index, Murray lung injury scores, IL-6, IL-10, and TNF-α were significantly improved after 7 days of sivelestat treatment. Compared with the conventional treatment group, the VFD was significantly longer ( P = 0.0119) and the length of ICU stay was significantly shorter ( P = 0.0269) in the sivelestat group. The mortality was 14.29% in the sivelestat group and 22.34% in the conventional treatment group and, with no statistically significant. In the meantime, sivelestat did not increase adverse reactions within 30 days after treatment. Conclusions:Sivelestat treatment is safe and more effective than conventional treatment for ALI patients in the ICU.

OBJECTIVE To optimize the pr eparation technology of the baicalin lipid nano foam aerosol （BC-LN-FA）. METHODS Baicalin lipid nanoparticle （BC-LN）and BC-LN-FA were prepared by the thin film dispersion method and homogeneous emulsification method ，respectively，using baicalin （BC） as the model drug. The preparation technology was optimized by Box-Behnken design-response surface methodology using particle size and encapsulation efficiency （EE）as indexes ，with dosage ， emulsifier dosage ，co-emulsifier dosage and homogenization time as factors. The morphology ，particle size ，polymerdispersity index（PDI），EE，the viscosity ，the foam dissolution rate and in vitro transdermal release of BC-LN-FA were characterized. RESULTS The optimal technology included 25 mg BC ，40 mg emulsifier （mass ratio of stearic acid-soybean lecithin-glycerol was 1∶1∶1），30 mg co-emulsifier （mass ratio of octadecanol-lactic acid was 1∶1），homogenization time of 20 min. Results of 3 times of validation tests showed that particle size of prepared BC-LN-FA was （151.70±2.40）nm，EE was （68.62±1.16）％；the deviation of them from the predicted value （particle size of 150.80 nm，EE of 67.02％）were 0.60％ and 2.39％ respectively. The BC-LN-FA prepared by the optimal process was light yellow opalescence ，uniform in particle size and round-like in shape. The viscosity，the foam dissolution rate ，the content of BC and PDI were （122.92±5.09）mPa·s，（65.32±3.22）％，（7.01±0.12）％ and（0.199±0.006），respectively. At 48 h，the cumulative release rates of BC-LN-FA in phosphate buffer saline （PBS）at pH 7.4， 6.8，5.0 were（54.12±2.69）％，（57.85±4.25）％ and（59.47±1.83）％，respectively；those of free BC in PBS at pH 7.4 was only （15.04±1.43）％. CONCLUSIONS The optimized technology is stable and feasible. Prepared BC-LN-FA has a uniform particle size，high digestion rate and certain viscosity.

The chemotherapy combined with photothermal therapy has been a favorable approach for the treatment of breast cancer. In present study, nanoparticles with the characteristics of photothermal/matrix metalloproteinase-2 (MMP-2) dual-responsive, tumor targeting, and size-variability were designed for enhancing the antitumor efficacy and achieving "on-demand" drug release markedly. Based on the thermal sensitivity of gelatin, we designed a size-variable gelatin nanoparticle (GNP) to encapsulate indocyanine green (ICG) and doxorubicin (DOX). Under an 808 nm laser irradiation, GNP-DOX/ICG responded photothermally and swelled in size from 71.58 ± 4.28 to 160.80 ± 9.51 nm, which was beneficial for particle retention in the tumor sites and release of the loaded therapeutics. Additionally, GNP-DOX/ICG showed a size reduction of the particles to 33.24 ± 4.11 nm and further improved drug release with the degradation of overexpressed MMP-2 in tumor. In the subsequently performed