Objective To assess the accuracy of pN staging prediction in papillary thyroid carcinoma (PTC) using ultrasound radiomics and deep neural networks (DNN). Methods A retrospective analysis was conducted on 375 patients with pathologically confirmed PTC, comprising 261 cases in the training set and 114 in the test set. Staging was categorized as pN0 (no cervical lymph node metastasis), pN1a (central neck lymph node metastasis), and pN1b (lateral neck lymph node metastasis). An ultrasound physician manually segmented the regions of interest (ROIs) for PTC, extracting 1899 radiomic features. Dimensionality reduction was performed using the least absolute shrinkage and selection operator (LASSO) regression. A DNN model for predicting PTC pN staging was developed using the H2O deep learning platform, trained on the training set, and validated on the test set to assess the accuracy of the optimal model. Results A total of 153 patients were in the pN0 stage, 131 patients in the pN1a stage, and 91 patients in the pN1b stage. LASSO regression selected 15 radiomic features for each PTC. The optimal DNN model, constructed using these 15 features, achieved accuracies of 85.82% on the training set and 81.57% on the test set. Conclusion Ultrasound radiomics of PTC demonstrates high accuracy in predicting pN staging and shows potential for automating N staging in patients.

OBJECTIVE To explore the effects of meropenem exposure and degradation levels on clinical efficacy in patients with purulent meningitis （PM）. METHODS A total of 131 PM patients treated with meropenem at the Affiliated Suzhou Hospital of Nanjing Medical University from January 2022 to June 2025 were prospectively included. Relevant data were collected and divided into a cured group （91 cases） and a non-cured group （40 cases） based on the efficacy. High-performance liquid chromatography-tandem mass spectrometry was used to determine the concentration of meropenem and its open-loop metabolites. Risk factors that affect efficacy were screened， and their predictive power and correlation were evaluated by univariate analysis， and multivariate Logistic regression analysis， receiver operating characteristic （ROC） curves， and correlation analysis. RESULTS Univariate analysis showed that serum creatinine， creatinine clearance rate， minimum inhibitory concentration of meropenem ≥16 μg/mL， cerebrospinal fluid red blood cell count， cerebrospinal fluid white blood cell count， cerebrospinal fluid glucose content， blood trough concentration， blood open-loop metabolite concentration/trough concentration ratio， and intrathecal injection were all correlated with efficacy （P＜0.05）. The results of multiple Logistic regression analysis showed that serum creatinine blood open-loop metabolite concentration/trough concentration ratio， intrathecal injection， and cerebrospinal fluid glucose content were influencing factors for suboptimal anti-infective ltt efficacy （P＜0.05）. ROC curve analysis showed that when the blood open-loop metabolite concentration/trough concentration ratio was greater than 2.854 （AUC＝0.647）， serum creatinine was less than 59.5 μmol/L （AUC＝0.647）， and cerebrospinal fluid glucose content was less than 3.37 mmol/L （AUC＝0.709）， the risk of treatment failure significantly increased （P＜0.05）. Correlation analysis showed that the blood trough concentration of meropenem was positively correlated with the concentration of its open-loop metabolites （R 2＝0.134 5， P＜0.000 1）. CONCLUSIONS Insufficient exposure level and rapid degradation of meropenem are key mechanisms affecting the anti-infective efficacy of PM. Elevated blood open-loop metabolite concentration/ trough concentration ratio， low serum creatinine level， lack of intrathecal injection， and low cerebrospinal fluid glucose content are independent risk factors for poor efficacy.

Objective:To examine the interaction between interpersonal issues and eating behavior problems among college freshmen, and to identify core psychological factors and potential pathways that drive eating behavior.Methods:In October 2019, a total of 5 073 college freshmen from a university in Shanghai were recruited as participants. Their general demographic data were collected, and they were evaluated using the eating disorder examination questionnaire 6.0 (EDE-Q 6.0) and inventory of interpersonal problems-32(IIP-32).Descriptive analyses were performed using SPSS 24.0 software.A regularized partial correlation network was constructed using the graphical least absolute shrinkage and selection operator (GLASSO) in R(v4.2.3) software. A Bayesian network analysis (BNA) was conducted to build a directed network, aiming to identify core driving factors and key psychological mechanisms.Results:Regularized partial correlation network identified shape concern as the most central node, with the highest strength centrality(1.32) and expected influence(1.20). It showed the highest bridge strength with dominance/control (0.22, 0.21), linking the interpersonal and eating behavior modules. Directed network analysis indicated that low self-confidence was the upstream node influencing social inhibition and cold/ distant relationships, indirectly affecting eating disorder.Within the eating module, shape concern and weight concern predicted eating preoccupation and dietary restraint, forming a pathway structure from eating cognition to behavior.The network demonstrated good stability (CS-coefficient=0.75).Conclusion:Shape concern is the core mechanism underlying eating problems in college freshmen. Low self-confidence contributes indirectly via interpersonal dysfunction. Dominance/control and shape concern bridge interpersonal and eating domains, providing key targets for early prevention and intervention.

Objective:To examine the interaction between interpersonal issues and eating behavior problems among college freshmen, and to identify core psychological factors and potential pathways that drive eating behavior.Methods:In October 2019, a total of 5 073 college freshmen from a university in Shanghai were recruited as participants. Their general demographic data were collected, and they were evaluated using the eating disorder examination questionnaire 6.0 (EDE-Q 6.0) and inventory of interpersonal problems-32(IIP-32).Descriptive analyses were performed using SPSS 24.0 software.A regularized partial correlation network was constructed using the graphical least absolute shrinkage and selection operator (GLASSO) in R(v4.2.3) software. A Bayesian network analysis (BNA) was conducted to build a directed network, aiming to identify core driving factors and key psychological mechanisms.Results:Regularized partial correlation network identified shape concern as the most central node, with the highest strength centrality(1.32) and expected influence(1.20). It showed the highest bridge strength with dominance/control (0.22, 0.21), linking the interpersonal and eating behavior modules. Directed network analysis indicated that low self-confidence was the upstream node influencing social inhibition and cold/ distant relationships, indirectly affecting eating disorder.Within the eating module, shape concern and weight concern predicted eating preoccupation and dietary restraint, forming a pathway structure from eating cognition to behavior.The network demonstrated good stability (CS-coefficient=0.75).Conclusion:Shape concern is the core mechanism underlying eating problems in college freshmen. Low self-confidence contributes indirectly via interpersonal dysfunction. Dominance/control and shape concern bridge interpersonal and eating domains, providing key targets for early prevention and intervention.

Objective To investigate the regulatory role of nuclear factor erythroid 2-related factor 2(Nrf2)in the activation and polarization of microglia induced by methamphetamine(METH).Methods BV2 and HMC3 cells were studied in vitro and wild-type mice and Nrf2-knockout mice were studied in vivo.In vivo and in vitro toxicity models induced by METH were established,respectively.The activation and polarization of microglia in each group were examined using immunofluorescence and Western blot,respectively.Results METH treatment significantly increased the fluorescence level of inducible nitric oxide synthase(iNOS)in BV2 and HMC3 cells(P＜0.001),and significantly decreased the fluorescence level of Arginase1(Arg1)(P＜0.05,P＜0.01).METH exposure activated microglia in the cortex,increased expression levels of ionized calcium binding adaptor molecule-1(IBA1)and iNOS(P＜0.001,P＜0.05),and decreased the expression of Arg1(P＜0.01).The number of activated microglia was significantly increased after Nrf2 gene knockout(P＜0.01),compared with the WT METH group,while the expression levels of IBA1 and iNOS were also increased(P＜0.001,P＜0.01)and the expression level of Argl was decreased(P＜0.01).Conclusions Nrf2 plays an important role in regulating the activation and polarization of microglia induced by METH.Nrf2 may thus be a potential target for the treatment of neuroinflammation induced by METH.

Objective To investigate the regulatory role of nuclear factor erythroid 2-related factor 2(Nrf2)in the activation and polarization of microglia induced by methamphetamine(METH).Methods BV2 and HMC3 cells were studied in vitro and wild-type mice and Nrf2-knockout mice were studied in vivo.In vivo and in vitro toxicity models induced by METH were established,respectively.The activation and polarization of microglia in each group were examined using immunofluorescence and Western blot,respectively.Results METH treatment significantly increased the fluorescence level of inducible nitric oxide synthase(iNOS)in BV2 and HMC3 cells(P＜0.001),and significantly decreased the fluorescence level of Arginase1(Arg1)(P＜0.05,P＜0.01).METH exposure activated microglia in the cortex,increased expression levels of ionized calcium binding adaptor molecule-1(IBA1)and iNOS(P＜0.001,P＜0.05),and decreased the expression of Arg1(P＜0.01).The number of activated microglia was significantly increased after Nrf2 gene knockout(P＜0.01),compared with the WT METH group,while the expression levels of IBA1 and iNOS were also increased(P＜0.001,P＜0.01)and the expression level of Argl was decreased(P＜0.01).Conclusions Nrf2 plays an important role in regulating the activation and polarization of microglia induced by METH.Nrf2 may thus be a potential target for the treatment of neuroinflammation induced by METH.

Objective:To investigate the cognitive status of nurses at different levels of comprehensive hospitals in Zhuhai regarding dysphagia in the elderly and analyze its influencing factors.Methods:Using the convenient sampling method, a total of 554 nurses from departments with frequent dysphagia in 8 general hospitals in Zhuhai were selected as the research objects from June to July 2021. The Self-made General Data Questionnaire and Questionnaire of Nurses' Cognition of Dysphagia in the Elderly were used to investigate. Multiple stepwise linear regression analysis was used to analyze the factors influencing nurses' cognition of dysphagia in the elderly. A total of 554 questionnaires were collected in this study, of which 515 were valid, with an effective rate of 92.96%.Results:The total cognitive score of 515 elderly nurses with dysphagia was 94.64 (87.50, 100.00). Multiple stepwise linear regression analysis showed that hospital level, frequency of dysphagia knowledge training, and initial education background of nurses were the influencing factors for nurses' cognition of dysphagia in the elderly ( P<0.05) . Conclusions:The higher the hospital level, the more the training times and the higher the initial education background of nurses, the higher the cognition level of elderly patients with dysphagia.

OBJECTIVES: Safe and effective anticoagulation is essential for hemodialysis patients who are at high risk of bleeding. The purpose of this trial is to evaluate the effectiveness and safety of two-stage regional citrate anticoagulation (RCA) combined with sequential anticoagulation and standard calcium-containing dialysate in intermittent hemodialysis (IHD) treatment. METHODS: Patients at high risk of bleeding who underwent IHD from September 2019 to May 2021 were prospectively enrolled in 13 blood purification centers of nephrology departments, and were randomly divided into RCA group and saline flushing group. In the RCA group, 0.04 g/mL sodium citrate was infused from the start of the dialysis line during blood draining and at the venous expansion chamber. The sodium citrate was stopped after 3 h of dialysis, which was changed to sequential dialysis without anticoagulant. The hazard ratios for coagulation were according to baseline. RESULTS: A total of 159 patients and 208 sessions were enrolled, including RCA group (80 patients, 110 sessions) and saline flushing group (79 patients, 98 sessions). The incidence of severe coagulation events of extracorporeal circulation in the RCA group was significantly lower than that in the saline flushing group (3.64% vs. 20.41%, P<0.001). The survival time of the filter pipeline in the RCA group was significantly longer than that in the saline flushing group ((238.34±9.33) min vs. (221.73±34.10) min, P<0.001). The urea clearance index (Kt/V) in the RCA group was similar to that in the saline flushing group with no statistically significant difference (1.12±0.34 vs. 1.08±0.34, P=0.41). CONCLUSIONS Compared with saline flushing, the two-stage RCA combined with a sequential anticoagulation strategy significantly reduced extracorporeal circulation clotting events and prolonged the dialysis time without serious adverse events.
Humans ; Citric Acid/adverse effects* ; Prospective Studies ; Sodium Citrate ; Hemorrhage/chemically induced* ; Citrates/adverse effects* ; Anticoagulants/adverse effects* ; Renal Dialysis/adverse effects*

Objective:To explore the influencing and prognosis factors of emphysematous urinary tract infection (EUTI).Methods:The baseline clinical data of the patients admitted to Shandong University Qilu Hospital (Qingdao) from December 2013 to June 2020 and diagnosed with EUTI were analyzed retrospectively. The patients with non-EUTI (NEUTI) during the same period were selected as the control group. The baseline characteristics between the two groups were compared. Logistic regression analysis method was used to analyze the influencing factors of EUTI.Results:(1) 24 EUTI patients and 53 NEUTI patients were included in the present study. Compared with the NEUTI group, the hemoglobin level was lower ( t=-5.245, P<0.001) and the levels of blood urine nitrogen ( Z=-4.361, P<0.001), serum creatinine (Scr, Z=-4.543, P<0.001), blood glucose ( Z=-2.608, P=0.009), and triacylglycerol ( Z=-2.408, P=0.016) were higher in the EUTI group. The proportions of diabetes mellitus ( χ2=13.453, P<0.001) and chronic kidney disease ( χ2=17.936, P<0.001) in the EUTI group were higher than those in the NEUTI group. Increasing Scr was the risk factor of EUTI in patients with urinary tract infection ( OR=1.011, 95% CI 1.001-1.020, P=0.025). (2) Escherichia coli ( E.coli, 14 cases, 58.3%) was the most common causative organism. The other causative organisms included Klebsiella pneumoniae (2 cases, 8.3%), Enterococcus faecium (1 case, 4.2%), Pantoea (1 case, 4.2%), and mixed bacteria of E.coli and Enterococcus faecium (1 case, 4.2%). Ten cases of E.coli were extended-spectrum β-lactamases (ESBL)-positive. (3) Of the 24 patients with EUTI, 4 patients had adverse outcomes. The length of stay ( Z=-2.457, P=0.014), blood urea nitrogen ( t=2.432, P=0.024), shock ( P=0.002), autoimmune disease ( P=0.022), and white blood cell count ( Z=-2.091, P=0.036) were statistically different between good prognosis group ( n=20) and poor prognosis group ( n=4). However, logistic regression analysis results showed that neither was the influencing factor of poor prognosis of EUTI. Conclusions:The elevated Scr level is the independent influencing factor of EUTI among urinary infection patients. E.coli is the most common pathogenic bacteria, and ESBL-positive bacteria are common.

To study the genotype-phenotype and genetic characteristics of Kallmann syndrome. Five patients with Kallmann syndrome were enrolled. Clinical data collection, chromosome karyotyping, whole exome sequencing (WES), and multiplex ligation-dependent probe amplification (MLPA) were used. All the five patients were males, aging from 2 months to 45 years old. Three of the five patients complained cryptorchidism, one complained gonadal dysgenesis, and one complained fasting hyperglycemia. The clinical feature was hypogonadotropic hypogonadism with anosmia, and all karyotype was 46 XY. Magnetic resonance imaging (MRI) showed undeveloped olfactory bulbs and tracts. Kallmann syndrome related gene novel variants were found in all the 5 patients. The hypoplasia of right kidney was found in a patient with c. 1795_1799del (p.Asn599Profs*66) of anosmin 1 (ANOS1) variant. Clinical heterogeneity and incomplete penetrance were seen in a patient with c. 2824A>G (p.Thr942Ala) of chromodomain helicase DNA binding protein 7 (CHD7). Besides, WES indicated a 109 bp-deletion on Xp22.31 (chrX: 8507699-8507804), which was the deletion of exon 10 on ANOS1 gene verified by MLPA. The deletion variant was inherited form his mother, and conformed to X-linked recessive inheritance. Kallmann syndrome is genetic and clinical heterogeneous. WES is helpful for early diagnosis. MLPA and genome copy number variation analysis (CNV) are also recommend if necessary.