Objective To predict the risk of in-hospital death in patients with chronic heart failure(CHF)complicated by lung infections using interpretable machine learning.Methods The clinical data of 1415 patients diagnosed with CHF complicated by lung infections were obtained from the MIMIC-IV database.According to the pathogen type,the patients were categorized into bacterial pneumonia and non-bacterial pneumonia groups,and their risks of in-hospital death were compared using Kaplan-Meier survival curves.Univariate analysis and LASSO regression were used to select the features for constructing LR,AdaBoost,XGBoost,and LightGBM models,and their performance was compared in terms of accuracy,precision,F1 value,and AUC.External validation of the models was performed using the data from eICU-CRD database.SHAP algorithm was applied for interpretive analysis of XGBoost model.Results Among the 4 constructed models,the XGBoost model showed the highest accuracy and F1 value for predicting the risk of in-hospital death in CHF patients with lung infections in the training set.In the external test set,the XGBoost model had an AUC of 0.691(95%CI:0.654-0.720)in bacterial pneumonia group and an AUC of 0.725(95%CI:0.577-0.782)in non-bacterial pneumonia group,and showed better predictive ability and stability than the other models.Conclusion The overall performance of the XGBoost model is superior to the other 3 models for predicting the risk of in-hospital death in CHF patients with lung infections.The SHAP algorithm provides a clear interpretation of the model to facilitate decision-making in clinical settings.

Objective To predict the risk of in-hospital death in patients with chronic heart failure(CHF)complicated by lung infections using interpretable machine learning.Methods The clinical data of 1415 patients diagnosed with CHF complicated by lung infections were obtained from the MIMIC-IV database.According to the pathogen type,the patients were categorized into bacterial pneumonia and non-bacterial pneumonia groups,and their risks of in-hospital death were compared using Kaplan-Meier survival curves.Univariate analysis and LASSO regression were used to select the features for constructing LR,AdaBoost,XGBoost,and LightGBM models,and their performance was compared in terms of accuracy,precision,F1 value,and AUC.External validation of the models was performed using the data from eICU-CRD database.SHAP algorithm was applied for interpretive analysis of XGBoost model.Results Among the 4 constructed models,the XGBoost model showed the highest accuracy and F1 value for predicting the risk of in-hospital death in CHF patients with lung infections in the training set.In the external test set,the XGBoost model had an AUC of 0.691(95%CI:0.654-0.720)in bacterial pneumonia group and an AUC of 0.725(95%CI:0.577-0.782)in non-bacterial pneumonia group,and showed better predictive ability and stability than the other models.Conclusion The overall performance of the XGBoost model is superior to the other 3 models for predicting the risk of in-hospital death in CHF patients with lung infections.The SHAP algorithm provides a clear interpretation of the model to facilitate decision-making in clinical settings.

Objective:To investigate the current situation and influencing factors of patients′ satisfaction with nursing humanistic care, and to provide reference for improving the quality of such care provided by hospitals.Methods:From July to August 2022, outpatients and inpatients in 30 provinces were selected by multi-stage stratified sampling as the survey objects. A cross-sectional survey was conducted on an online platform, using the general information questionnaire and Chinese version of methodist health care system nurse caring instrument revised by the research group. The latter instrument consists of 12 dimensions. namely care coordination, competence, teaching/learning, emotional support, respect for individuality, physical comfort, availability, helping/trusting relationship, patient/family engagement, physical environment, spiritual environment and outcomes. Descriptive analysis was performed on the data collected by the questionnaires, and independent sample t-test and one-way ANOVA were used to analyze the influencing factors of patient satisfaction. Results:A total of 107 hospitals were selected for questionnaire survey, including 86 tertiary hospitals and 21 secondary hospitals, and 29 108 valid questionnaires were recovered. The patient satisfaction with nursing humanistic care scored (5.40±0.86); the top three dimensions were competence (5.50±0.89), emotional support (5.47±0.88) and helping/trusting relationship (5.46±0.86); the lowest scoring dimensions were teaching/learning (5.38±1.01), spiritual environment (5.36±1.04) and patient/family engagement (5.11±1.28). Differences with gender, age, marital status, child status, educational level, occupation, place of residence, economic region, per capita monthly income of the family, type of medical insurance, medical department visited and surgery or not presented significant differences on the patient satisfaction with nursing humanistic care scores ( P<0.05). Conclusions:The satisfaction of patients with hospital′s nursing humanistic care in China was at the middle to upper level. In the future, health education for patients should be strengthened, and a mode of family-engaged nursing humanistic care should be constructed in line with the Chinese cultural background. In the process of nursing services, the particularity of patient groups should be considered to better meet their needs.

Objective:To investigate the basic knowledge of chronic obstructive pulmonary disease (COPD) among physicians in primary hospitals (county and township hospitals) in Shanxi province.Methods:A electronic questionnaire survey that included questions on basic knowledge, epidemiology, diagnosis and management of COPD was conducted. The questionnaire was distributed through Wechat communication by convenient sampling among physicians and respiratory specialists in primary hospitals in Shanxi province.Results:A total of 1 162 questionnaires were collected, among which 1 100 were valid (882 from county hospitals and 218 from township hospitals). The results showed that 768 (69.8%) considered that smoking and biomass fuel exposure were the main risk factors of COPD, while 639 (58.1%) thought that COPD patients needed to quit smoking. Only 334 respondents (30.4%) indicated that their COPD knowledge was derived from guidelines; 764 respondents (69.5%) considered pulmonary function tests as the gold standard for diagnosing COPD, but only 407 (37.0%) provided correct answers for the specific criteria of pulmonary function, and only 98 respondents (8.9%) correctly identified the diagnostic criteria for severe COPD. In comparison with the county hospital group, fewer doctors in the township hospitals received their COPD knowledge from guidelines [23.9%(52/218) vs.32.0%(282/882), χ 2=5.450, P<0.05]; more doctors in the township hospitals experienced difficulties in the diagnosis and treatment of COPD, including inadequate spirometers in their hospitals [59.6%(130/218) vs. 45.2% (399/882), χ 2=14.509, P<0.01] and significantly inadequate COPD medications [42.7%(93/218) vs.34.2%(302/882), χ 2=5.385, P<0.05]. Significantly lower proportions of general physicians performed pulmonary function tests for COPD patients (χ 2=12.638, P<0.01) and provided correct answers for the diagnostic criteria for severe COPD [6.6%(46/692) vs. 12.7%(52/408), χ 2=11.760, P<0.01] in comparison with respiratory specialists. Conclusions:Doctors in primary hospitals in Shanxi have an inadequate knowledge of COPD. Strengthening COPD-related education and promoting the use of guidelines among doctors remain important issues for successful management of COPD.

Objective To investigate the clinical efficacy and safety of high-dose caspofungin (70 mg/d)as initial or salvage treatment for invasive pulmonary aspergillosis.Methods Twenty-one patients with proven or probable invasive pulmonary aspergillosis from June 2014 to October 2017 in Huashan Hospital,Fudan University were retrospectively reviewed.According to the anti-fungal treatment before high-dose caspofungin application,patients were divided into initial treatment group and salvage treatment group.Patients' clinical data and laboratory data were collected.The characteristics,clinical efficacy,adverse reactions,one-year survival rate and the overall effective rate were evaluated.The prognosis of the two groups was compared by Kaplan-Meier analysis.Results Twenty of the 21 patients opportunistic acquired invasive pulmonary aspergillosis during the treatment of underlying diseases.Five patients were initially treated with high-dose caspofungin for 68 (62) days.At week 12,one patient achieved complete response,3 patients achieved partial response,and the overall effective rate was 80％ (4/5).Sixteen patients received caspofungin as salvage therapy for 66.50 (58) days,of which one patient got complete response at week 12,10 had partial response,and the overall effective rate was 68.75％ (11/16).One-year follow-up showed that no patient died in the initial treatment group,and the one-year survival rate was 100％ (5/5).In salvage treatment group,3 patients died of pulmonary bacterial infections and the one-year survival rate was 81.25％ (13/16).During treatment,one patient had elevated total bilirubin,which was possibly associated with high-dose caspofungin.Conclusions High-dose caspofungin regimen has good efficacy and safety,both for initial treatment and salvage therapy in patients with invasive pulmonary aspergillosis.

Objective To explore the relationship and its mechanism of emphysema induced by different ways of rearing and tobacco smoke exposure with the atherosclerosis formation. Methods Forty-eight SD rats were randomly divided into 6 groups (n= 8 ,each):a normal diet + tobacco smoke exposure (TSE) group ,a fat-rich diet + TSE group ,a limit intake + TSE group ,a normal diet group ,a fat-rich diet group ,and a limit intake group for 24 weeks. Lee's index ,serum tumor necrosis factor-α (TNF-α) ,interleukin-6 (IL-6 ) ,adiponectin (APN ) levels ,mean linear intercept (MLI) ,mean alveoli number (MAN) ,the aortic pathology change ,vascular endothelial growth factor (VEGF) of aorta ,and bone morphogenetic protein-2 (BMP-2) level were collected. Results Tobacco smoke exposure ,fat-rich diet ,and limit intake increased the severity of emphysema. The microscopic features of aorta showed an early atherosclerosis in the tobacco smoke exposure groups , but no atherosclerosis in the non-smoking groups. Interactions between tobacco smoke exposure and different ways of rearing on serum APN level (F= 10.68 ,P< 0.05) were found.In the tobacco smoke exposure groups ,Pearson correlation analysis showed positive correlations of aortic VEGF and BMP-2 levels with MLI ,serum TNF-α and IL-6 levels (r= 0.431 ,0.471 ,0 ,448 ,0.449 ,0.428 , 0.447 ,all P<0.05) ,and an negative correlation with MAN (r= -0.411 ,-0.442 ,P<0.05). Conclusions Both tobacco smoke exposure and different ways of rearing can influence the formation of emphysema. There is a positive correlation between the severities of emphysema and atherosclerosis , and systemic inflammation may be involved.

Objective To investigate the application and the effects of individualized hollow resin plugs in the prevention of external auditory canal stenosis after canaloplasty of external auditory meatus for microtia patients . Methods The clinical data of 65 patients (68 ears) with microtia and aural atresia hospitalized in our department from January ,2006 to December ,2015 were summarized .Otoplasty of external ears and canaloplasty of external auditory meatus were operated on all patients under general anesthesia .Thigh flap transplantation was lined in the bony canal .One month later ,individualized hollow resin plugs were made and worn for 6 to 12 months ,and fol-lowed up for 1～2 years .Results The shapes of the reconstructed auricles were satisfactory .Sixty-four ears with wide external auditory canal openings were recorded in 68 ears .Preoperative hearing was 70 .45 ± 5 .5 dB HL ,and postoperative hearing was 55 .55 ± 5 .2 dB HL .Their hearing was not affected .External auditory canal restenosis occurred in 4 ears .Conclusion The individualized hollow resin plugs do not affect the hearing in use ,and can effec-tively prevent the restenosis of the external auditory canal after microtia reconstruction .

Objective]To study the feasibility of Cartilage engineering using fibrin gel and chondrocyte cell sheets.[Methods]rabbit auricular chondrocytes were isolated and cultured to form cell sheets in flasks. The cell sheets were harvested using cell scrapers,and cut into fragments. The two precursor solutions of Fibrin gel were used to suspend the cell sheet fragments and isolated chondrocytes,and then added into the wells of a 48-well plate to form Gelatinous chondroid disc constructs. After in vitro culture, the constructs were implanted into nude mice. After 8 weeks,the constructs were harvested,and the specimens were evaluated using grossly observing, histological and immunohistochemical observation. [Results]Mature cartilage discs were obtained. The histomorphology of the explanted discs appeared non-uniform cartilaginous tissue comprise of regenerated cartilage islands with different size and irregular shape. Immunohistochemistry staining demonstrated that type II collagen highly expressed in the ECM of the cartilage islands. In 1 of the 8 discs,partial ossification was observed.[Conclusion]Fibrin gel is a favourable carrier. Artificial cartilage with stereochemical structure was constructed via combining the fibrin gel and chondrocyte cell sheets.

BACKGROUND:The cell-sheet technology, based on a temperature-responsive culture, has been drawing more and more attention;however, the temperature-responsive culture dish is quite expensive. Therefore, it is imperative to develop a substitutive technique.OBJECTIVE: To study the feasibility of cell-sheet ulturing using common culture dish, and investigate the chondrogenesis of the cell sheet. METHODS: A piece of nasal septal cartilage was adopted from a patient with deviation of nasal septum to extract primary chondrocytes that were then cultured and amplified. The passage 3 chondrocytes were used to construct ell sheets. Monolayer cell sheet was formed by intensive culturing and allowing the extracellular matrix secretion. Bilayer cell sheet was constructed by seeding passage 2 chondrocytes on the monolayer cell sheet. The cell sheets were harvested using cell scraper, their properties were investigated prior to plantation into nude mice to construct the tissue-engineered cartilage. RESULTS AND CONCLUSION: Both bilayer and monolayer cell sheets with soft tremellose structures showed no significant difference through naked eyes. The newly harvested cell sheets appeared to have good fluidity and gelation. Eight weeks after mplantation into the nude mice, mature cartilage blocks were obtained. Histologically, the cell sheets were thin films composed by layered chondrocytes and extracellular matrix. Glycosaminoglycan formation and type Ⅱ collagen expressions were observed in the cell sheets cultured in vitro. The explanted samples exhibited ature cartilaginous tissue at 8 weeks after implantation. Biochemical analysis showed that the DNA contents of the neocartilages were higher than those of native human costal cartilage, while the contents of glycosaminoglycan and hydroxyproline were similar to native human nasal septal cartilage. To conclude, the hondrocyte cell sheets are likely to be constructed and harvested successfully using common culture dish, and the cell sheets exhibit favourable chondrogenesis.

BACKGROUND:To seek for ideal scaffold materials is still an important task for cartilage tissue engineering.OBJECTIVE:To investigate the application of the AviteneTM microfibrillar collagen hemostat sponge in cartilage tissue engineering.METHODS:Rabbit auricular cartilage was harvested via surgical operation,and primary chondrocytes were isolated and amplified.Microfibrillar collagen hemostat sponge was cut into small bricks.The passage 2 chondrocytes were suspended and seeded onto the spongy bricks.After 1 week of in vitro culture,the constructs were then implanted into nude mice.After 8 weeks,the specimens were collected and evaluated using gross,histological and immunohistochamical observation.RESULTS AND CONCLUSION:During the cell seeding,the scaffold maintained its dimensions.No shrinkage was observed when the cell suspension was added.There was no considerable change in dimensions during the 1-week in vitro culture and at 8 weeks after implantation in nude mice.At 8 weeks post-implantation,mature cartilage blocks were harvested,which were white,translucent,and flexible.Histologically,the constructs appeared to have typical mature cartilaginous tissues,with robust extracellular matrix secretion,in which the microfibrillar collagen was incompletely degraded.We conclude that the microfibrillar collagen is a favorable scaffold material for cartilage tissue engineering.