BACKGROUND: Over 20 million colonoscopies are performed in China annually. An automatic clinical decision support system (CDSS) with accurate semantic recognition of colonoscopy reports and guideline-based is helpful to relieve the increasing medical burden and standardize the healthcare. In this study, the CDSS was built under a hierarchical-label interpretable classification framework, trained by a state-of-the-art transformer-based model, and validated in a multi-center style. METHODS: We conducted stratified sampling on a previously established dataset containing 302,965 electronic colonoscopy reports with pathology, identified 2041 patients' records representative of overall features, and randomly divided into the training and testing sets (7:3). A total of five main labels and 22 sublabels were applied to annotate each record on a network platform, and the data were trained respectively by three pre-training models on Chinese corpus website, including bidirectional encoder representations from transformers (BERT)-base-Chinese (BC), the BERT-wwm-ext-Chinese (BWEC), and ernie-3.0-base-zh (E3BZ). The performance of trained models was subsequently compared with a randomly initialized model, and the preferred model was selected. Model fine-tuning was applied to further enhance the capacity. The system was validated in five other hospitals with 3177 consecutive colonoscopy cases. RESULTS: The E3BZ pre-trained model exhibited the best performance, with a 90.18% accuracy and a 69.14% Macro-F1 score overall. The model achieved 100% accuracy in identifying cancer cases and 99.16% for normal cases. In external validation, the model exhibited favorable consistency and good performance among five hospitals. CONCLUSIONS The novel CDSS possesses high-level semantic recognition of colonoscopy reports, provides appropriate recommendations, and holds the potential to be a powerful tool for physicians and patients. The hierarchical multi-label strategy and pre-training method should be amendable to manage more medical text in the future.
Humans ; Colonoscopy/methods* ; Deep Learning ; Decision Support Systems, Clinical ; Female ; Male

Objective:To investigate the clinical efficacy of femoral component revision surgery in addressing polyethylene sleeve wear in rotating hinge knee joints.Methods:A retrospective analysis was conducted on 21 patients who underwent treatment for polyethylene sleeve wear in rotating hinge knee joints at the Department of Orthopaedics, the Fourth Medical Center, PLA General Hospital, spanning from August 2008 to April 2023. There were 8 males and 13 females with a median age of 63(38, 76) years. Among them, 11 cases involved the left side, and 10 cases involved the right side. The average body mass index (BMI) was 25.0(22.5, 31.0) kg/m 2, and all cases underwent unilateral knee joint revision. The time interval from receiving the hinge knee joint prosthesis to revision was 10.5(6.0, 17.0) years, with 18 cases undergoing primary revision and 3 cases undergoing revision for the second time. Revision surgery of the femoral component sleeve was performed in all patients due to polyethylene sleeve wear. Visual analogue scale (VAS), range of motion (ROM) of the knee joint, changes in hip-knee-ankle angle (HKA), and Knee Society score (KSS) were collected and recorded to assess the surgical outcomes. Results:All patients were followed up for a median duration of 12.5(11.7, 13.4) months. Preoperatively, the VAS score was 5(3, 7) points, which significantly decreased to 0(0, 1) points at the last follow-up ( Z=5.721, P<0.001). At the last follow-up, the KSS scores decreased from 41.19±13.65 points preoperatively to 79.81±7.80 points, indicating a statistically significant difference ( t=12.560, P<0.001). HKA increased from 174.65°±5.20° preoperatively to 178.71°±2.79°, with a statistically significant difference ( t=5.533, P<0.001). Knee joint ROM increased from 69.05°±34.37° preoperatively to 110.00°±10.12°, also demonstrating a significant improvement ( t=5.960, P<0.001). Notably, patients exhibited knee joint stability with no passive flexion or extension laxity. Conclusion:Femoral component sleeve revision surgery effectively addresses polyethylene sleeve wear in rotating hinge knee joint prostheses, thereby mitigating the substantial loss of bone and soft tissue associated with overall revision procedures. The early postoperative clinical outcomes are promising and indicative of the efficacy of this surgical intervention.

Objective To investigate the effect of berberine(BBR)on chronic renal failure(CRF)rats and its mechanism.Methods CRF rat model was established by removing 5/6 kidneys and all rats were randomly divided into sham group,chronic renal failure model group,berberine treatment group and uremic clearance granules(UCG)treatment group with 10 in each.Renal function indexes in each group were examined by an automated bio-chemistry instrument.The level of MMP-2 and MMP-9 were detected by ELISA.The degree of renal fibrosis was observed by PAS and Masson staining microscopy.The expression of NF-κB p65 and IL-6 were detected by immu-nohistochemistry method.Expression of fibrosis-related proteins and TGF-β1/ERK signaling pathway proteins in re-nal tissues was detected by Western blot.Results Compared with sham group,renal function and renal histopatho-logical damage was significantly increased in the model group,and BBR improved renal function and histopathological damage in CRF rats.Compared with the sham group,the serum level of MMP-2 and MMP-9 was significantly de-creased(P＜0.05),the expression of IL-6 and NF-κB p65 was up-regulated(P＜0.05).The expression of FN,α-SMA,Col-Ⅰ,Col-Ⅲ,TGF-β1,and p-ERK1/2 proteins was up-regulated in the model group of rats(P＜0.05),while the BBR treatment significantly reversed the expression of these molecules(P＜0.05).Conclusions BBR may improve inflammation and fibrosis by inhibiting TGF-β1/ERK1/2 pathway,and play a protective role in the kidney of CRF rat.

Objective To investigate whether there are sex differences in inflammatory bowel disease(IBD)among the offspring of mice with IBD.Methods BALB/c female mice were randomly divided into Na?ve and DSS groups.The mice in the Na?ve group drank autoclaved water freely,and the DSS group freely drank 2％dextran sodium sulfate(DSS)for 7 days before it was replaced with autoclaved water for 10 days.A total of 3～4 cycles were applied,and the IBD female mice were paired with healthy male mice in cages.When the pups were 8 weeks old,they were divided into the Con group and IBD group.The Con group drank autoclaved water freely for 7 days,and the IBD group drank 3％DSS for 7 days.During the modeling period,disease activity index was scored by monitoring body weight,fecal consistency,and the presence of blood in stool every day.Pathological sections were taken to observe changes in goblet cells and the mucus layer of colon tissues.The concentrations of interleukin(IL)-6,IL-1β,IL-33,and IL-10 in the colon were detected by enzyme-linked immunosorbent assay.Real-time quantitative PCR was used to determine the mRNA expression levels of tight-junction proteins and MUC-2 in the colon.Results Compared with female IBD mice,male IBD mice had higher DAI scores,significantly shorter colons,larger amounts of inflammatory infiltrate,more crypt abnormalities,and a higher absence of goblet cells in the colon;their relative mRNA expression of occludin mRNA was significantly reduced,levels of IL-6 and IL-33 were significantly increased,and level of IL-10 was significantly decreased.Conclusions The symptoms of colitis in the offspring of IBD mice were more severe in male than in female mice,a result that was mainly attributed to the more severely impaired intestinal epithelial barrier function in males.

OBJECTIVE: To explore the biomarkers of tinnitus in vestibular schwannoma patients using electroencephalographic (EEG) microstate technology. METHODS: The EEG and clinical data of 41 patients with vestibular schwannoma were collected. All the patients were evaluated by SAS, SDS, THI and VAS scales. The EEG acquisition time was 10-15 min, and the EEG data were preprocessed and analyzed using MATLAB and EEGLAB software package. RESULTS: Of the 41 patients with vestibular schwannoma, 29 patients had tinnitus and 12 did not have tinnitus, and their clinical parameters were comparable. The average global explanation variances of the non-tinnitus and tinnitus groups were 78.8% and 80.1%, respectively. The results of EEG microstate analysis showed that compared with those without tinnitus, the patients with tinnitus had an increased frequency (P=0.033) and contribution (P=0.028) of microstate C. Correlation analysis showed that THI scale scores of the patients were negatively correlated with the duration of microstate A (R=-0.435, P=0.018) and positively with the frequencies of microstate B (R=0.456, P=0.013) and microstate C (R=0.412, P=0.026). Syntax analysis showed that the probability of transition from microstate C to microstate B increased significantly in vestibular schwannoma patients with tinnitus (P=0.031). CONCLUSION EEG microstate features differ significantly between vestibular schwannoma patients with and without tinnitus. This abnormality in patients with tinnitus may reflect the potential abnormality in the allocation of neural resources and the transition of brain functional activity.
Humans ; Neuroma, Acoustic/complications* ; Electroencephalography ; Patients ; Probability

Objective:To evaluate the effect of esketamine combined with ultrasound-guided dorsal penile nerve block (DPNB) on negative postoperative behavioral changes (NPOBCs) in pediatric patients undergoing circumcision under general anesthesia.Methods:One-hundred and ninety-five pediatric patients, aged 4-8 yr, with body mass index of 10-35 kg, of American Society of Anesthesiologists Physical Status classificationⅠ or Ⅱ, undergoing elective circumcision under general anesthesia, were selected and divided into 3 groups ( n=65 each) using a random number table method: esketamine group (group E), DPNB group (group D) and esketamine combined with DPNB group (group ED). Propofol 1.5 mg/kg was intravenously injected, and the patients were admitted to the operating room after consciousness disappeared in the 3 groups. Esketamine 0.5 mg/kg was intravenously injected in E and ED groups, and the equal volume of normal saline was given in group D. D and ED groups underwent bilateral DPNB with 0.25 % ropivacaine 0.15 ml/kg under ultrasound guidance, with the maximum total amount of the drug not exceeding 10 ml. Fentanyl 1.0 μg/kg and propofol 2.0 mg/kg were intravenously injected prior to the skin incision in the three groups. If intraoperative body movement occurred, propofol 10 mg was added, which could be repeated. The occurrence of intraoperative body movement, respiratory depression and amount of propofol added was recorded. When postoperative pain (FLACC score >4) occurred, flurbiprofen 1 mg/kg was intravenously injected for analgesia, and the usage of flurbiprofen was recorded. When emergence agitation(PEAD score>10) occurred, propofol 1 mg/kg was intravenously injected for sedation, and the occurrence of emergence agitation was recorded. Parents were followed up by telephone at 1, 7 and 30 days postoperatively to assess the occurrence of NPOBCs using the PHBQ scale. Results:Fifty-six patients in group E and 59 patients in D and ED groups finally completed the study.Compared with group E, the incidence of intraoperative body movement was significantly decreased, the amount of additional propofol was reduced, the emergence agitation score, incidence of emergence agitation and severe agitation and usage rate of postoperative flurbiprofen were decreased, and the incidence of separation anxiety at 7 and 30 days postoperatively was decreased in D and ED groups, and the incidence of intraoperative respiratory depression was significantly decreased, and the incidence of NPOBCs at 7 and 30 days postoperatively was decreased in group ED ( P<0.05). Compared with group D, the incidence of intraoperative respiratory depression was significantly decreased, the amount of additional propofol was decreased, the usage rate of postoperative flurbiprofen and incidence of sleep anxiety at 1 day postoperatively were decreased ( P<0.05), and no significant change was found in the incidence of NPOBCs at each time point after operation in group ED ( P>0.05). Conclusions:Esketamine combined with ultrasound-guided DPNB can reduce the occurrence of NPOBCs in pediatric patients undergoing circumcision under general anesthesia.

Objective:To investigate the role of hydrogen-rich salt water in improving depression-like symptoms and its possible molecular mechanism in rats.Methods:The experiment was divided into two stages. In the first stage, 35 healthy male SD rats were randomly divided into control group, model group, high-dose group, medium-dose group, and low-dose group ( n=7); rats in the control group and model group were gavaged with 8 mL/kg normal saline per d, and rats in the high-dose group, medium-dose group, and low-dose group were fed with 8 mL/kg hydrogen-rich saline water (containing 2, 1, and 0.5 ppm hydrogen) per d; except for the control group, the other groups were depressed with chronic unpredictable mild stimulation (CUMS) for 4 weeks. In the second stage, 30 healthy male SD rats were randomly divided into hydrogen water group, hydrogen water+fluoxetine group, and nuclear factor erythroid 2-related factor 2 (Nrf2) inhibition group ( n=10); optimal hydrogen concentration (0.8 ppm) hydrogen-rich saline water (8 mL/kg) per d was given to rats of these 3 groups by gavage; fluoxetine (5 mg/kg) by gavage was given to the hydrogen-water+fluoxetine group, and all-transretinoic acid (10 mg/kg) by gavage was given to the Nrf2 inhibition group; CUMS was given for 4 weeks in these 3 groups. Rats were weighed at fixed times at each weekend. Four weeks after intervention, the total distance and average speed of rats in each group were determined by open field test. After open field test, blood was collected from the orbital veins from all rats; serum superoxidase dismutase (SOD) and malondialdehyde (MDA) contents were determined by ELISA. The expressions of brain-derived neurotrophic factor (BDNF), heme oxygenase-1 (HO-1), Nrf2, and phosphorylated Nrf2 (p-Nrf2) in the hippocampal CA3 region were detected by Western blotting. Results:(1) In the first stage, after 3 and 4 weeks of intervention, as compared with the model group, the body weight of the rats in the high-dose group, medium-dose group, and low-dose group increased significantly ( P<0.05). As compared with the model group, the medium-dose group, and low-dose group had significantly increased total distance and average speed, significantly increased serum SOD content, significantly decreased serum MDA content, significantly increased BDNF and HO-1 expressions and decreased p-Nrf2 expression in the CA3 region of the hippocampus ( P<0.05). (2) In the second stage, after 3 and 4 weeks of intervention, as compared with the Nrf2 inhibition group, the body weight of the hydrogen water group and hydrogen water+fluoxetine group increased significantly ( P<0.05). As compared with the Nrf2 inhibition group, the hydrogen water group and hydrogen water+fluoxetine group had significantly increased total distance and average speed, significantly increased serum SOD content, significantly decreased serum MDA content, statistically increased BNDF and HO-1 expressions in the CA3 region of the hippocampus, and the hydrogen water+fluoxetine group had significantly increased Nrf2 and p-Nrf2 expressions in the CA3 region of the hippocampus ( P<0.05). As compared with the hydrogen water group, the hydrogen water+fluoxetine group had significantly increased BNDF and HO-1 expressions and increased p-Nrf2 expression in the CA3 region of the hippocampus ( P<0.05). Conclusion:Hydrogen-rich salt water can increase the serum SOD and reduce the serum MDA, increase the BDNF and HO-1 protein expressions in the hippocampal areas of depressed rats, thereby improving the depression-like symptoms; the synergistic effect of hydrogen-rich saline water and fluoxetine on anti-depression may be related to antioxidant effect of Nrf2 signaling.

Objective:To investigate the effect of acute hypervolemic hemodilution (AHH) with 6% hydroxyethyl starch 130/0.4 on pharmacodynamics of propofol during successful laryngeal mask airway (LMA) implantation.Methods:American Society of Anesthesiology physical status Ⅰ or Ⅱ patients, aged 30-60 yr, with body mass index of 18.5-25.0 kg/m 2, undergoing elective extensive total hysterectomy under general anesthesia, were divided into 2 groups: AHH group (group A) and control group (group C). In group A, 6% hydroxyethyl starch 130/0.4 was infused at a rate of 20 ml/min for AHH, and the target hematocrit was 30%.In group C, lactated Ringer′s solution was infused according to the " 4-2-1" rule to supplement physiological requirements, and anesthesia induction was performed after 10 min of stabilization.Sufentanil was administered by target-controlled infusion using Bovil pharmacokinetic model with effect-site concentration (Ce) of 0.25 ng/ml, 3 min later propofol was given by target-controlled infusion using Schnider model.The Ce of propofol in the first patient was set at 5.0 μg/ml.Each time the concentration of propofol was increased/decreased by 0.5 μg/ml according to the sequential method.LMA was inserted following 1 min equilibration between plasma concentration and Ce of propofol.The trial was terminated when 8 consecutive inflection points of failed/successful LMA insertion occurred.The EC 5, EC 50, EC 95 and 95% confidence interval (95% CI) of propofol were calculated by probit regression analysis. Results:In group A, the EC 5 (95% CI), EC 50 (95% CI) and EC 95 (95% CI) of propofol when LMA was successfully placed were 4.237 (3.090-4.514) μg/ml, 4.802 (4.500-5.078) μg/ml and 5.443 (5.125-7.304) μg/ml, respectively.In group C, the EC 5 (95% CI), EC 50 (95% CI) and EC 95 (95% CI) of propofol when LMA was successfully placed were 2.408 (1.190-2.756) μg/ml, 3.120 (2.690-3.472) μg/ml and 4.042 (3.582-7.431) μg/ml, respectively.There was significant difference in EC 5, EC 50 and EC 95 between the two groups ( P<0.01). Conclusion:AHH with 6% hydroxyethyl starch 130/0.4 can decrease the efficacy of propofol when LMA is successfully implanted.

Objective:To study the correlation between serum bilirubin and cystatin C in patients with type 2 diabetes mellitus.Methods:A retrospective cohort study was conducted on 750 patients who were in the Affiliated Hospital of Jining Medical University from June 2017 to May 2018. The clinical data were collected, and the correlation between serum total bilirubin, direct bilirubin, indirect bilirubin and cystatin C was analyzed.Results:According to the results of single factor analysis, after adjusting the related confounding factors, the smooth curve fitting showed that there was a U-shaped relationship between the total bilirubin, indirect bilirubin and cystatin C. When the total bilirubin was <15.9 μmol/L, for every increase of 1 μmol/L in total bilirubin, cystatin C decreased 0.008 mg/L ( β = - 0.008, 95% CI - 0.014 to - 0.002, P<0.01); when indirect bilirubin was <11.5 μmol/L, for every increase of 1 μmol/L in indirect bilirubin, cystatin C decreased 0.011 mg/L ( β = - 0.011, 95% CI - 0.018 to - 0.003, P<0.01). When cystatin C was grouped according to the normal range (cystatin C<1.25 mg/L), after adjusting the related confounding factors, the smooth curve fitting showed that there was a U-shaped relationship between the total bilirubin and indirect bilirubin with cystatin C; when total bilirubin was <15.5 mol/L, for every increase of 1 μmol/L in total bilirubin, the risk of cystatin C exceeding the normal value was reduced by 17% ( OR = 0.83, 95% CI 0.71 to 0.96, P<0.01); when total bilirubin was ≥15.5 μmol/L, for every increase of 1 μmol/L in total bilirubin, the risk of cystatin C exceeding the normal value was increased by 12% ( OR = 1.12, 95% CI 1.01 to 1.25, P<0.05); when indirect bilirubin was <11.8 μmol/L, every increase of 1 μmol/L in indirect bilirubin, the risk of cystatin C exceeding the normal value was reduced by 20% ( OR = 0.80, 95% CI 0.67 to 0.95, P<0.01). However there was no significant correlation between direct bilirubin and cystatin C. Conclusions:There is a U-shaped relationship between total bilirubin, indirect bilirubin and cystatin C. At physiological concentrations, the increase of total bilirubin and indirect bilirubin can reduce cystatin C.

Objective To investigate the effect of preoperative anxiety on propofol EC50 for nomovement during Painless gastroscopy.Methods Thirty-one patients (without anxiety) and twenty-seven patients (with anxiety) undergoing gastroscopy under general anesthesia were enrolled on the study.Anesthesia was conducted with a target-controlled infusion (TCI) of propofol.The initial target effect-site propo fol concentration (Ceprop) was 5.0 μg/ml and was adjusted stepwise by 0.5 μg/ml by an up-down sequential method to reach no-movement.Results Propofol EC50 to induce no-movement was higher in patients with anxiety than those without anxiety (5.32 μg/ml,95％ CI:4.75-5.88 μg/ml vs 4.75 μg/ml,95％ CI:4.48-5.01 μg/ml,P ＜ 0.05).Conclusions During painless gastroscopy,patients with anxiety had a higher propofol EC50 for no-movement compared with those without anxiety when intravenous injected of fentanyl 0.1 μg/kg.