Objective:To conduct an in-depth analysis of endoscope maintenance data using text mining techniques,establish a maintenance level prediction model,and identify key features to optimize maintenance management decisions.Methods:A total of 19 676 maintenance data of Olympus endoscope from 2005 to 2020 in Southwest China were collected.The Jieba segmentation-TF-IDF combined feature extraction was adopted to process fault text.A classification model about maintenance grade was constructed on the basis of Xgboost algorithm.And then,the feature selection algorithm was combined to identify key feature.Results:The model achieved an accuracy of 90%,AUC of 0.85,sensitivity of 76%,specificity of 95%,and F1-score of 0.80.The top 10 features ranked by importance were:image abnormality,wear,leakage,insertion tube,device category,light guide tube,button,angle malfunction,CCD glass,and rubber.Conclusion:The text mining-based prediction model for maintenance grade of endoscope can accurately predict the grade of repair.The paper provides suggestions for engineers to pay key attention to preventive maintenance for insertion tube,CCD glass of endoscope,so as to reduce cost and enhance usage efficiency of equipment.

Objective:To explore the efficacy of interventional therapy for transplant renal artery stenosis (TRAS) and the 1-, 2-, and 3-year survival rates of recipients after treatment.Methods:This is a retrospective case series study. Forty TRAS recipients who underwent interventional treatment at Zhengzhou University People's Hospital between April 2016 and April 2021 were included as the study group. The Kaplan-Meier method was used to calculate the survival rates of the transplanted kidneys and recipients, and survival curves were plotted. The improvement in graft function and blood pressure after interventional therapy in the study group was further analyzed.Results:The 1- and 3-year graft survival rates in the study group after interventional therapy were 87.5% and 82.5%, respectively; the 1-, 2-, and 3-year recipient survival rates were all 100%. One month after interventional therapy, the peak systolic velocity (PSV) and resistance index (RI) of the transplanted kidneys were (235.4±135.1) cm/s and 0.60±0.07, respectively, which were significantly different from the pre-treatment values [(482.8±180.6) cm/s and 0.52±0.12, respectively; both P<0.001]. Serum creatinine levels at 1, 2, and 3 years after interventional therapy were (166.6±93.7) μmol/L, (137.4±57.2) μmol/L, and (137.4±57.9) μmol/L, respectively, all significantly lower than the pre-treatment level [(242.9±156.8) μmol/L; P=0.001, P<0.001, and P<0.001, respectively]. Systolic blood pressure at 1, 2, and 3 years after treatment was (138.5±11.1) mmHg (1 mmHg=0.133 kPa), (134.0±12.0) mmHg, and (130.8±10.8) mmHg, respectively, all significantly lower than the pre-treatment value [(153.8±9.8) mmHg; all P<0.001]. Diastolic blood pressure at 1, 2, and 3 years after treatment was (84.4±9.9) mmHg, (83.7±10.1) mmHg, and (81.9±6.9) mmHg, respectively, all significantly lower than the pre-treatment value [(93.5±12.8) mmHg; P=0.002, P=0.001, and P<0.001, respectively]. Conclusions:Interventional therapy can enable the majority of kidney transplant recipients diagnosed with TRAS to avoid the need for further dialysis, and it has positive effects on both transplant renal function and blood pressure control.

Objective:To conduct an in-depth analysis of endoscope maintenance data using text mining techniques,establish a maintenance level prediction model,and identify key features to optimize maintenance management decisions.Methods:A total of 19 676 maintenance data of Olympus endoscope from 2005 to 2020 in Southwest China were collected.The Jieba segmentation-TF-IDF combined feature extraction was adopted to process fault text.A classification model about maintenance grade was constructed on the basis of Xgboost algorithm.And then,the feature selection algorithm was combined to identify key feature.Results:The model achieved an accuracy of 90%,AUC of 0.85,sensitivity of 76%,specificity of 95%,and F1-score of 0.80.The top 10 features ranked by importance were:image abnormality,wear,leakage,insertion tube,device category,light guide tube,button,angle malfunction,CCD glass,and rubber.Conclusion:The text mining-based prediction model for maintenance grade of endoscope can accurately predict the grade of repair.The paper provides suggestions for engineers to pay key attention to preventive maintenance for insertion tube,CCD glass of endoscope,so as to reduce cost and enhance usage efficiency of equipment.

Objective:To explore the efficacy of interventional therapy for transplant renal artery stenosis (TRAS) and the 1-, 2-, and 3-year survival rates of recipients after treatment.Methods:This is a retrospective case series study. Forty TRAS recipients who underwent interventional treatment at Zhengzhou University People's Hospital between April 2016 and April 2021 were included as the study group. The Kaplan-Meier method was used to calculate the survival rates of the transplanted kidneys and recipients, and survival curves were plotted. The improvement in graft function and blood pressure after interventional therapy in the study group was further analyzed.Results:The 1- and 3-year graft survival rates in the study group after interventional therapy were 87.5% and 82.5%, respectively; the 1-, 2-, and 3-year recipient survival rates were all 100%. One month after interventional therapy, the peak systolic velocity (PSV) and resistance index (RI) of the transplanted kidneys were (235.4±135.1) cm/s and 0.60±0.07, respectively, which were significantly different from the pre-treatment values [(482.8±180.6) cm/s and 0.52±0.12, respectively; both P<0.001]. Serum creatinine levels at 1, 2, and 3 years after interventional therapy were (166.6±93.7) μmol/L, (137.4±57.2) μmol/L, and (137.4±57.9) μmol/L, respectively, all significantly lower than the pre-treatment level [(242.9±156.8) μmol/L; P=0.001, P<0.001, and P<0.001, respectively]. Systolic blood pressure at 1, 2, and 3 years after treatment was (138.5±11.1) mmHg (1 mmHg=0.133 kPa), (134.0±12.0) mmHg, and (130.8±10.8) mmHg, respectively, all significantly lower than the pre-treatment value [(153.8±9.8) mmHg; all P<0.001]. Diastolic blood pressure at 1, 2, and 3 years after treatment was (84.4±9.9) mmHg, (83.7±10.1) mmHg, and (81.9±6.9) mmHg, respectively, all significantly lower than the pre-treatment value [(93.5±12.8) mmHg; P=0.002, P=0.001, and P<0.001, respectively]. Conclusions:Interventional therapy can enable the majority of kidney transplant recipients diagnosed with TRAS to avoid the need for further dialysis, and it has positive effects on both transplant renal function and blood pressure control.

Objective:To evaluate the association between septic shock and tracheal injury in the intensive care unit (ICU) patients with invasive ventilation.Methods:This was a prospective single-centre cohort study. Patients who underwent invasive mechanical ventilation at the Department of Anesthesia Critical Care Medicine of the Second Hospital of Hebei Medical University from May 31, 2020 to March 5, 2022 were selected. The general characteristics of patients, reasons for ICU admission, vital signs, laboratory test results, Acute Physiology and Chronic Health Evaluation Ⅱ scores, Charlson Comorbidity Index, size of endotracheal tube, presence or absence of septic shock, oxygenation index, duration of intubation, consumption of norepinephrine and epinephrine, and tracheal injury scores at the time of extubation were recorded. Univariate linear regression analysis was used to identify the risk factors for tracheal injury, followed by adjustment using multivariate linear regression analysis.Results:Ninety-seven patients were ultimately included, and the average age was (56.6±16.5) yr, with 64.9% being male. The results of adjusted linear regression showed that septic shock was associated with tracheal injury scores ( β=2.99, 95% confidence interval 0.70-5.29). Subgroup analysis revealed a stronger correlation with a duration of intubation≥8 days ( P=0.013). Conclusions:Patients with septic shock exhibit significantly higher tracheal injury scores compared with those without septic shock, suggesting that septic shock may serve as an independent risk factor for tracheal injury.

In order to collect operation data and fault data of medical equipment,a Wi-Fi-based Internet of Things(IoT)acquisition device for medical equipment was designed.The design of the acquisition device based on the integration of STM32F407 32-bit microcontroller and ESP8266 wireless module,and the IoTs data acquisition device conducted communication through Wi-Fi.Through the acquisition device,the operation data of the medical equipment could be read through the data interface such as serial port after the baud rate was configured.The data interaction with the servers of IoT platform could be realized through the connection between distribution network of wireless modules and access point(AP)of wireless at the network of each floor,which could reach dynamic management for medical equipment.The application of data acquisition of a series of equipment,which included ventilator,high-frequency electrotome,monitor,hemodialysis machine and other equipment,could be realized in the IoT platform software through assembled and apply this acquisition device,and it can solve the problem of data communication of medical equipment that cannot realize wireless communication.Under the premise of obtaining communication protocols,and it can adapt to more data acquisition and data transmission functions of this type of medical equipment,and realize dynamic management of hospital for this type of medical equipment.

AIM: To prepare a nanodrug MMC-ATS-@PLGA using polylactic acid hydroxyacetic acid copolymer(PLGA)as a carrier and mitomycin C(MMC)loaded on PLGA, and to analyse the biological safety and treatment effect of this nanodrug on inhibiting the proliferation of filtering bleb scarring after glaucoma surgery in vivo.METHODS: The thin-film dispersion hydration ultrasonic method was used to prepare the MMC-ATS-@PLGA, and its physical and chemical properties were detected. The effect of MMC-ATS@PLGA on rabbit corneas was analysed through corneal fluorescence staining and HE staining, and tear film rupture time(BUT), Schirmer test and intraocular pressure data were collected to analyse ocular surface biosafety. A slit lamp was used to observe and calculate the filtration bubble size, and the tissue morphological changes were analysed by conjunctival HE staining. In addition, immunohistochemistry and Elisa were used to compare the anti-inflammatory effects of Flumiolone Eye Drops(FML), MMC, and MMC-ATS-@PLGA nanoparticles on inhibiting the formation of filtering bleb scarring after glaucoma surgery from multiple perspectives via comparative proteomic analysis.RESULTS: The average particle size and zeta potential of MMC-ATS-@PLGA were 128.78±2.54 nm and 36.49±4.25 mV, respectively, with an encapsulation efficiency and a drug loading rate of(78.49±2.75)% and(30.86±1.84)%, respectively. At 33°C(the ocular surface temperature), the cumulative release rate of the MMC-ATS-@PLGA nanoparticles reached(76.58±2.68)% after 600 min. Moreover, corneal fluorescence staining, HE, BUT, Schirmer, and intraocular pressure results showed that MMC-ATS-@PLGA had good biocompatibility with the ocular surface of rabbits. At 3 wk after surgery, the area of filtering blebs in the MMC-ATS-@PLGA group was significantly larger than that in the FML group and MMC group, and the filtering blebs in the control group had basically disappeared. Pathological tissue analysis of the conjunctiva in the filtering blebs area of the eyes of the rabbits revealed that compared with that in the normal group, the morphology of the collagen fibres in the MMC-ATS-@PLGA group was relatively regular, the fibres were arranged neatly, and the tissue morphology was similar to that of the normal group. Immunohistochemistry and Elisa confirmed that compared with those in the normal group, the expression levels of α-SMA, CTGF, and type Ⅲ collagen fibre antibodies were significantly increased in the control group. After FML, MMC, or MMC-ATS-@PLGA treatment for 3 wk, the expression of inflammatory factors gradually decreased. Among the groups, the MMC-ATS-@PLGA group showed the most significant decrease(P<0.05).CONCLUSION: This study successfully synthesized a nanomedicine(MMC-ATS-@PLGA)that inhibits scar proliferation after glaucoma filtration surgery. The drug had stable physicochemical properties, good biocompatibility, and better anti-inflammatory effects by inhibiting the expression of α-SMA, CTGF, and type Ⅲ collagen fibres, which can prevent the formation of scarring in the filtering blebs area, thereby improving the success rate of glaucoma filtering surgery.

BACKGROUND:Previous literature reported that the fusion cage moved more than 2 mm from its original position,which means that the fusion cage moved backward.At present,clinical observation has found that the factors leading to the displacement of the fusion cage are complex,and the relationship between these factors and the cage retropulsion is not clear. OBJECTIVE:To explore the risk factors related to cage retropulsion after lumbar interbody fusion. METHODS:Retrospective analysis was conducted in 200 patients who underwent transforaminal lumbar interbody fusion surgery with a polyetheretherketone interbody fusion from February 2020 to February 2022.According to the distance from the posterior edge of the vertebral fusion cage to the posterior edge of the vertebral body after the operation(the second day after the removal of the drainage tube)and 1,3,6 and 12 months after the operation,patients were divided into cage retropulsion group(≥2 mm)and cage non-retropulsion group(<2 mm).The factors that may affect cage retropulsion,such as age,gender,body mass index,bone mineral density,operation time,bleeding,endplate injury,preoperative and postoperative interbody height,cage implantation depth,cage size,and segmental anterior convexity angle,were analyzed by univariate and logistic regression analysis. RESULTS AND CONCLUSION:(1)Posterior displacement of the fusion cage occurred in 15 cases(15/200).The differences in basic information such as age and body mass index between the two groups were not statistically significant.(2)The results of the univariate analysis were that gap height difference,time to wear a brace,segmental anterior convexity angle difference,bone mineral density,and age were related to posterior migration of the cage.(3)The results of logistic regression analysis were that cage size,endplate injury condition,and depth of cage implantation were risk factors for cage retropulsion.(4)These findings suggest that cage retropulsion after lumbar interbody fusion is caused by multiple factors,including segmental anterior convexity angle difference,bone mineral density,cage size,endplate damage,time to wear a brace,and depth of cage implantation.

Objective To prepare a nano drug(PFOB@Lip-MMC)with liposome as the carrier,liquid perfluorooc-tyl bromide(PFOB)as core and mitomycin C(MMC)loading on the liposome shell and study its inhibitory effect on the proliferation of human pterygium fibroblasts(HPFs).Methods The thin film dispersion-hydration ultrasonic method was used to prepare PFOB@Lip-MMC and detect its physical and chemical properties.Cell Counting Kit-8,Cam-PI cell viability staining and flow cytometry were employed to detect the impact of different concentrations of PFOB@Lip-MMC on the via-bility of HPFs.DiI fluorescence labeled PFOB@Lip-MMC was used to observe the permeability of the nano drug to HPFs under a laser confocal microscope.After establishing HPF inflammatory cell models,they were divided into the control group(with sterile phosphate-buffered saline solution added),PFOB@Lip group(with PFOB@Lip added),MMC group(with MMC added),PFOB@Lip-MMC group(with PFOB@Lip-MMC added)and normal group(with fresh culture medi-um added)according to the experimental requirements.After co-incubation for 24 h,flow cytometer was used to detect the apoptosis rate of inflammatory cells,and the gene expression levels of interleukin(IL)-1β,prostaglandin E2(PGE2),tumor necrosis factor(TNF)-α and vascular endothelial growth factor(VEGF)in cells were analyzed by PCR.Results The average particle size and Zeta potential of PFOB@Lip-MMC were(103.45±2.17)nm and(27.34±1.03)mV,respec-tively,and its entrapped efficiency and drug loading rate were(72.85±3.28)％and(34.27±2.04)％,respectively.The sustained-release MMC of drug-loaded nanospheres reached(78.34±2.92)％in vitro in a 24-hour ocular surface environ-ment.The biological safety of PFOB@Lip-MMC significantly improved compared to MMC.In terms of the DiI fluorescence labeled PFOB@Lip-MMC,after co-incubation with inflammatory HPFs for 2 h,DiI fluorescence labeling was diffusely dis-tributed in the cytoplasm of inflammatory HPFs.The apoptosis rate of inflammatory HPFs in the PFOB@Lip-MMC group[(77.23±4.93)％]was significantly higher than that in the MMC group[(51.62±3.28)％].The PCR examination results showed that the gene transcription levels of IL-1 β,PGE2,TNF-α and VEGF in other groups were significantly reduced com-pared to the control group and PFOB@Lip group,with the most significant decrease in the PFOB@Lip-MMC group(all P＜0.05).Conclusion In this study,a novel nano drug(PFOB@LIP-MMC)that inhibited the proliferation of HPFs was successfully synthesized,and its cytotoxicity was significantly reduced compared to the original drugs.It has good bio-compatibility and anti-inflammatory effects,providing a new treatment approach for reducing the recurrence rate after pte-rygium surgery.

Objective:To evaluate the association between septic shock and tracheal injury in the intensive care unit (ICU) patients with invasive ventilation.Methods:This was a prospective single-centre cohort study. Patients who underwent invasive mechanical ventilation at the Department of Anesthesia Critical Care Medicine of the Second Hospital of Hebei Medical University from May 31, 2020 to March 5, 2022 were selected. The general characteristics of patients, reasons for ICU admission, vital signs, laboratory test results, Acute Physiology and Chronic Health Evaluation Ⅱ scores, Charlson Comorbidity Index, size of endotracheal tube, presence or absence of septic shock, oxygenation index, duration of intubation, consumption of norepinephrine and epinephrine, and tracheal injury scores at the time of extubation were recorded. Univariate linear regression analysis was used to identify the risk factors for tracheal injury, followed by adjustment using multivariate linear regression analysis.Results:Ninety-seven patients were ultimately included, and the average age was (56.6±16.5) yr, with 64.9% being male. The results of adjusted linear regression showed that septic shock was associated with tracheal injury scores ( β=2.99, 95% confidence interval 0.70-5.29). Subgroup analysis revealed a stronger correlation with a duration of intubation≥8 days ( P=0.013). Conclusions:Patients with septic shock exhibit significantly higher tracheal injury scores compared with those without septic shock, suggesting that septic shock may serve as an independent risk factor for tracheal injury.