OBJECTIVE To observe the effects of measures dominated by intensifying link quality on prevention and control of carbapenem-resistant Klebsiella pneumoniae(CRKP)among general ICU patients.METHODS The conventional intervention measures were taken from Jan.2016 to Oct.2020,which was assigned as the pre-inter-vention period;the intervention measures dominated by enhancement of link quality were taken for the general ICU patients(the study group)from Nov.2020 to Oct.2021,which was set as the intervention period,the inter-vention measures were taken for the neurosurgery ICU patients and the surgery ICU patients(the control group).A two-group interrupted time series of a quasi-experimental study was analyzed,and whether or not the intervention measures could reduce the incidence of CRKP hospital-associated infection among the general ICU patients was evaluated.RESULTS A total of 23 713 case-times of patients from three ICU wards were enrolled in the study.The incidence of CRKP hospital-associated infection among the general ICU patients was 4.49 cases per thousand patient-days during intervention period,3.71 cases per thousand patient-days during pre-intervention pe-riod,and there was no significant difference(u=-1.412,P=0.079);it was lower than 7.06 cases per thousand patient-days during nearly one year before the intervention period(from Nov.2019 to Oct.2020),and there was significant difference(u=3.128,P=0.002).The result of analysis of the interrupted time series showed that there was significant difference in the slope change between the study group and the control group after the inter-vention(P=0.035),indicating that the intervention measures could reduce the incidence of CRKP hospital-associ-ated infection in the study group,and there was significant difference in the changing trend between the study group and the control group.CONCLUSIONS The prevention and control measures for CRKP dominated by the link quality management can effectively reduce the incidence of CRKP hospital-associated infection among the gen-eral ICU patients.The prevention and control strategies may provide reference for prevention and control of CRKP in ICUs of other medical institutions.

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 deeply understand the lived experience and needs of patients with end-stage heart failure， and to provide references for better implementing hospice care for patients with heart failure. MethodsA qualitative phenomenological research method was adopted to conduct in-depth interviews with 15 patients with end-stage heart failure. The Colaizzi 7-step analysis method was used to code， analyze， and extract themes from the interview data. ResultsFour themes and 10 sub-themes were identified： first， experiencing physical and psychological distress （a desire for relief from physical pain and a need for psychological counseling）； second， ambivalence towards family support （yearning for care but feeling guilty）； third， actively seeking social support （expecting to be understood and valued， facilitating access to support from the medical system， and differing perceptions of doctor-patient shared decision-making）； fourth， complex psychological experience regarding prognosis （experiencing fear and worry， feeling disappointed， living in the moment， and accepting death）. ConclusionMedical staff， family caregivers， and society should jointly pay attention to the physical and mental feelings and needs of patients with end-stage heart failure and provide targeted care. It is recommended to implement multidisciplinary team management， promote doctor-patient shared decision-making， meet individualized needs， and provide appropriate education on life and death concepts， thereby establishing a palliative and hospice care service model for end-stage heart failure with characteristics.

Objective To compare the short-term efficacy and safety of transanal natural orifice specimen extraction surgery(Ta-NOSES)and conventional laparoscopic surgery in left-sided colon cancer.Methods A retrospective analysis was conducted on the clinical data of 35 patients with left-sided colon cancer admitted to the anorectal department of the hospital from January 2018 to December 2019.According to the different surgical methods,the patients were divided into experimental group(15 cases)and control group(20 cases).The observation group underwent Ta-NOSES,and the control group underwent conventional laparoscopic surgery.The perioperative related indicators,postoperative complications,postoperative pain scores,postoperative defecation control,short-term postoperative quality of life scores and 5-year postoperative follow-up of the two groups of patients were compared.Results There was no statistically significant difference in the intraoperative blood loss,stoma status and the number of lymph node dissections between the two groups of patients(P>0.05).Moreover,no permanent stoma occurred in either group of patients.The operation time of the experimental group was longer than that of the control group,the first time to get out of bed and move around,the time of the first anal exhaust,the time of the first diet intake and the hospital stay were shorter than those of the control group,the hospitalization cost was significantly lower than that of the control group,the differences were statistically significant(P<0.05).On 1 and 3 days after operation,the VAS scores of the experimental group were significantly lower than those of the control group.At 3 days after operation,the VAS scores of the two groups were significantly lower than those at 1 day after operation,and the differences were statistically significant(P<0.05).There was a statistically significant difference in postoperative Kirwan anal function grading between two groups of patients(P<0.05),with the experimental group having a better grading(higher proportion of grade Ⅰ),the control group had poor grading(with a higher proportion of grades Ⅱ,Ⅲ,and Ⅳ).There was no statistically significant difference in postoperative complications between the two groups of patients(P>0.05).The scores of each item on the Short Form-36(SF-36)in the experimental group were higher than those in the control group at 10 and 20 days after surgery(P<0.05).There was no statistically significant difference in the scores of each item on the SF-36 between the two groups at 30 days after surgery(P>0.05).The distant recurrence rate after surgery in the experimental group was 26.7％,compared with 25.0％in the control group,the difference was not statistically significant(P>0.05).There were no tumor recurrence cases with the original incision site,rectal and intestinal cavity,pelvic cavity and other specimen removal routes in both groups.The 5-year survival rate of the experimental group was 73.3％,which was not statistically significantly different from that of the control group(70.0％)(P>0.05).Conclusion Ta-NOSES in the treatment of left-sided colon cancer can alleviate postoperative pain compared with conventional laparoscopic surgery,promote the recovery of postoperative gastrointestinal function,improve the utilization rate of medical resources,reduce the economic burden of patients,improve the short-term quality of life after surgery,and does not increase the risks of postoperative complications and tumor metastasis and recurrence.It is worthy of clinical promotion and application.

Objective To compare the short-term efficacy and safety of transanal natural orifice specimen extraction surgery(Ta-NOSES)and conventional laparoscopic surgery in left-sided colon cancer.Methods A retrospective analysis was conducted on the clinical data of 35 patients with left-sided colon cancer admitted to the anorectal department of the hospital from January 2018 to December 2019.According to the different surgical methods,the patients were divided into experimental group(15 cases)and control group(20 cases).The observation group underwent Ta-NOSES,and the control group underwent conventional laparoscopic surgery.The perioperative related indicators,postoperative complications,postoperative pain scores,postoperative defecation control,short-term postoperative quality of life scores and 5-year postoperative follow-up of the two groups of patients were compared.Results There was no statistically significant difference in the intraoperative blood loss,stoma status and the number of lymph node dissections between the two groups of patients(P>0.05).Moreover,no permanent stoma occurred in either group of patients.The operation time of the experimental group was longer than that of the control group,the first time to get out of bed and move around,the time of the first anal exhaust,the time of the first diet intake and the hospital stay were shorter than those of the control group,the hospitalization cost was significantly lower than that of the control group,the differences were statistically significant(P<0.05).On 1 and 3 days after operation,the VAS scores of the experimental group were significantly lower than those of the control group.At 3 days after operation,the VAS scores of the two groups were significantly lower than those at 1 day after operation,and the differences were statistically significant(P<0.05).There was a statistically significant difference in postoperative Kirwan anal function grading between two groups of patients(P<0.05),with the experimental group having a better grading(higher proportion of grade Ⅰ),the control group had poor grading(with a higher proportion of grades Ⅱ,Ⅲ,and Ⅳ).There was no statistically significant difference in postoperative complications between the two groups of patients(P>0.05).The scores of each item on the Short Form-36(SF-36)in the experimental group were higher than those in the control group at 10 and 20 days after surgery(P<0.05).There was no statistically significant difference in the scores of each item on the SF-36 between the two groups at 30 days after surgery(P>0.05).The distant recurrence rate after surgery in the experimental group was 26.7％,compared with 25.0％in the control group,the difference was not statistically significant(P>0.05).There were no tumor recurrence cases with the original incision site,rectal and intestinal cavity,pelvic cavity and other specimen removal routes in both groups.The 5-year survival rate of the experimental group was 73.3％,which was not statistically significantly different from that of the control group(70.0％)(P>0.05).Conclusion Ta-NOSES in the treatment of left-sided colon cancer can alleviate postoperative pain compared with conventional laparoscopic surgery,promote the recovery of postoperative gastrointestinal function,improve the utilization rate of medical resources,reduce the economic burden of patients,improve the short-term quality of life after surgery,and does not increase the risks of postoperative complications and tumor metastasis and recurrence.It is worthy of clinical promotion and application.

OBJECTIVE To observe the effects of measures dominated by intensifying link quality on prevention and control of carbapenem-resistant Klebsiella pneumoniae(CRKP)among general ICU patients.METHODS The conventional intervention measures were taken from Jan.2016 to Oct.2020,which was assigned as the pre-inter-vention period;the intervention measures dominated by enhancement of link quality were taken for the general ICU patients(the study group)from Nov.2020 to Oct.2021,which was set as the intervention period,the inter-vention measures were taken for the neurosurgery ICU patients and the surgery ICU patients(the control group).A two-group interrupted time series of a quasi-experimental study was analyzed,and whether or not the intervention measures could reduce the incidence of CRKP hospital-associated infection among the general ICU patients was evaluated.RESULTS A total of 23 713 case-times of patients from three ICU wards were enrolled in the study.The incidence of CRKP hospital-associated infection among the general ICU patients was 4.49 cases per thousand patient-days during intervention period,3.71 cases per thousand patient-days during pre-intervention pe-riod,and there was no significant difference(u=-1.412,P=0.079);it was lower than 7.06 cases per thousand patient-days during nearly one year before the intervention period(from Nov.2019 to Oct.2020),and there was significant difference(u=3.128,P=0.002).The result of analysis of the interrupted time series showed that there was significant difference in the slope change between the study group and the control group after the inter-vention(P=0.035),indicating that the intervention measures could reduce the incidence of CRKP hospital-associ-ated infection in the study group,and there was significant difference in the changing trend between the study group and the control group.CONCLUSIONS The prevention and control measures for CRKP dominated by the link quality management can effectively reduce the incidence of CRKP hospital-associated infection among the gen-eral ICU patients.The prevention and control strategies may provide reference for prevention and control of CRKP in ICUs of other medical institutions.

The standardized use of interdisciplinary code classification system in the field of higher education management is critical to standardize talent cultivation and improve management efficiency. However, the phenomenon of "multiple codes for the same discipline" within interdisciplinary fields has complicated the standardized management of graduate students at colleges and universities. This paper focused on the cross-discipline of biomedical engineering, compared the status quo of the management of interdisciplinary codes in China and the United States of America, and analyzed the rules of cross-discipline management from the perspective of the development of the application of discipline codes. This study examined the causes of the multiple codes in the discipline of biomedical engineering and analyzed the complex situations of these codes in student recruitment, cultivation, and degree conferment. Additionally, the setting and management of biomedical engineering codes were preliminarily discussed. Measures for the improvement of the classification of interdisciplinary codes and new ideas for standardizing talent cultivation were proposed, with the purpose to enhance the capacity construction for medical education management.

Objective To observe the clinical efficacy and safety of external application of Piyan Formula in treating epidermal growth factor receptor tyrosine kinase inhibitor(EGFR-TKIs)-related rashes.Methods Sixty cases of EGFR-TKIs-related rash patients were randomly allocated into either a treatment group or a control group.The treatment group received external application of Piyan Formula to the rash area twice daily for 14 days.The control group received external application of fucidic acid cream to the rash area twice daily for 14 days.Changes in rash grading,itching grading,quality of life scores and adverse event were observed and recorded in both groups.At the same time,levels of hypersensitive C-reactive protein,interleukin(IL)-6,and IL-1β were measured before treatment and 24 hours after treatment.Results After treatment,the rash severity,itching severity,and quality of life scores were notably lower in the treatment group compared to the control group(P<0.05).The levels of hypersensitive C-reactive protein,IL-6,and IL-1β exhibited a significant decrease compared to their pre-treatment values.(P<0.05).Compared with the control group,the levels of hypersensitive C-reactive protein,IL-6,and IL-1β decreased in the treatment group,with statistically significant differences(P<0.05).No adverse events related to Piyan Formula or fucidic acid cream occurred during the treatment process.Conclusion External application of Piyan Formula in treating EGFR-TKIs-related rashes shows significant clinical efficacy,can effectively reduce the levels of inflammatory factors,and has high safety,thus warranting clinical promotion.

Objective To construct and validate a clinical prediction model for delayed extubation undergoing non-emergency major surgery based on the random forest algorithm.Methods Clinical data of 7 528 patients undergoing non-emergency major surgery under general anesthesia from January 2018 to De-cember 2022 were retrospectively collected.The patients were divided into two groups according to whether extubation was performed within 2 hours after surgery:non-delayed extubation group(≤2 hours)and de-layed extubation group(＞2 hours).All the patients were randomly divided into a training set and a valida-tion set in a ratio of 7 ∶ 3.The predictive factors for delayed extubation after surgery were screened through LASSO regression and Logistic regression.The random forest model was established and verified by random forest algorithm.Results There were 123 patients(1.6%)experienced delayed extubation after surgery.ASA physical status,department,intraoperative use of flurbiprofen ester,dexmedetomidine,glucocorticoid,hypocalcemia,severe anemia,intraoperative blood transfusion,and airway spasm were identified as inde-pendent predictive factors for delayed extubation.The area under curve(AUC)value of the random forest prediction model in the validation set was0.751(95%CI0.742-0.778),and the sensitivity was98.1%,and the specificity was 41.9%.Conclusion The predictive model of delayed extubation undergoing non-e-mergency major surgery based on random forest algorithm has a good predictive value,which may be helpful to prevent delayed extubation undergoing non-emergency major surgery.

Purpose To investigate the effect of shortening the acquisition time of 18F-D6-AV133 PET/CT on image quality and diagnostic efficacy in Parkinson's disease.Materials and Methods A total of 51 participants(27 of Parkinson's disease,24 of healthy-controls)from the First Affiliated Hospital of Guangzhou Medical University from October 2021 to June 2022 were retrospectively selected.Images were obtained after the injection of the tracer 18F-D6-AV133(371.04±16.30)MBq for 60 min,with collection times of 10 min.Four sets of images were reconstructed using CT attenuation correction with acquisition times of 3,5,7 and 10 min.Semi-quantitative analysis was performed on the PET images,calculating the striatum-to-occipital lobe standardized uptake value ratio(SUVR).Two physicians independently conducted qualitative evaluations for each image group.The differences of SUVR and visual score results among four sets of images were performed.The optimal critical value of SUVR was obtained by analyzing the receiver operating characteristic curve of the subjects.Results The visual analysis of image quality had a strong consistency between the two doctors(ICC=0.853,P<0.001).The images with acquisition time of 5 min could reach the common quality level in clinical work,accounting for 78.4%(40/51).The semi-quantitative results of image quality showed that there was no significant difference between SUVR and diagnostic efficiency obtained by acquisition time 5 min and 10 min(Z=1.821,P=0.069),and the best critical value of the two groups was equal to 3.Therefore,properly shortening the acquisition time had no effect on the diagnosis of Parkinson's disease.Conclusion With the development and advancement of technical equipment,PET image quality is gradually improving and the scanning time is also gradually shortening.The acquisition time for 18F-D6-AV133 can be shortened from the conventional 10 min to 5 min.