Objective To develop a machine learning-based risk prediction model for postoperative acute kidney injury(AKI)and a model for mortality in obese patients admitted to intensive care unit(ICU)in order to improve early warning and prognostic evaluation to support clinical decision-making.Methods Data of obese postoperative ICU patients were retrospectively retrieved from the MIMIC-Ⅳ and eICU databases for statistical analysis.Ultimately,2 520 patients(670 from MIMIC-Ⅳ and 1 850 from eICU databases)were included to build the risk prediction models for AKI and mortality.The data included demographic information,vital signs,laboratory findings,surgical types,comorbidities,and medication use.After data cleaning and preprocessing,Boruta feature selection was applied,followed by the construction of prediction models using 7 machine learning algorithms,that is,Gradient Boosting Machine(GBM),Generalized Linear Model(GLM),k-Nearest Neighbors(KNN),Na?ve Bayes(NB),Neural Network(NNET),Support Vector Machine(SVM),and XGBoost.Model performance was evaluated through cross-validation and external validation.Results In the risk prediction models of AKI,the SVM model achieved the highest AUC value of 0.80 in the testing set and 0.71 in the external validation test.For the risk prediction models of mortality,the GBM model outperformed others in the prediction,attaining an AUC value of 0.91 in the testing set.Conclusion Risk predictive models for postoperative AKI and mortality in obese ICU patients are successfully constructed,and are valuable tools for clinicians to optimize early intervention and improve clinical outcomes for the patients.

Objective To observe the value of electron density map(EDM)from spectral CT combined with CT features in differentiating acute and chronic osteoporotic vertebral fractures(OVF).Methods Thoracic and/or lumbar spectral CT data of 48 patients with acute complicated chronic OVF were retrospectively analyzed.Totally 110 fractured vertebrae were enrolled,including 53 vertebrae with acute fractures(acute group)and 57 with chronic fractures(chronic group).The quantitative parameters of spectral CT,including CT values of conventional 120 kVp polyenergetic image(PI,i.e.routine CT images)and 40,70,100 keV virtual monoenergetic images(VMI),effective atomic number(Z-eff)and electron density(ED),as well as routine CT finding were compared between groups,and those being significantly different were included in multivariate logistic regression to screen the independent risk factors for acute OVF and construct a combined model.Receiver operating characteristic(ROC)curves were drawn to evaluate the efficacy of each single independent risk factor and the combination for differentiating acute and chronic OVF.Results Significant differences of all spectral CT quantitative parameters,also of routine CT findings including interruption of vertebral endplate,cortical folds,increased vertebral density,gas within vertebral body and vertebral compression degree were found between groups(all P＜0.05).Logistic regression analysis showed that CTPI(OR=0.855,P=0.005),ED(OR=16.432,P=0.005),cortical folds(OR=0.038,P=0.034)and increased vertebral density(OR=0.025,P=0.013)were all independent risk factors for acute OVF.The area under the curve(AUC)of the above single parameters for identifying acute and chronic OVF was 0.870,0.889,0.879 and 0.866,respectively,all lower than that of the combined model(0.977)(Z=3.47,3.73,2.95,2.71,all P＜0.05).Conclusion Spectral CT EDM combined with CT findings could effectively differentiate acute and chronic OVF.

【Objective】 To explore the clinical application effects of animated video in doctor-patient communication before surgical treatment of ureteral calculi. 【Methods】 A total of 278 cases of ureteral calculi treated in our hospital during Jan. and Dec.2021 were selected as subjects. According to the operation periods, 146 patients treated during Jan. and Jun.2021 were classified as the conventional group, who received traditional oral explanation for preoperative conversation, while 132 patients treated during Jul. and Dec.2021 were classified as the video group who watched animated video for preoperative conversation. The two groups of patients and their families were compared in terms of operation awareness, satisfaction of preoperative conversation, anxiety, preoperative ECG monitoring abnormalities, medical complaints and so on. 【Results】 The operation awareness [(93.35±2.33) vs. (89.21±2.78) points] and satisfaction of preoperative conversation [(94.27±2.33) vs. (91.36±3.68) points] of the video group were significantly higher than those of the conventional group (P<0.05). In terms of anxiety, abnormal preoperative ECG monitoring and medical complaints, the video group also had significant advantages (P<0.05). 【Conclusion】 Using animated video to assist preoperative conversation can effectively improve the awareness of patients and their families about the operation, and alleviate the anxiety and fear of patients, so that they are more cooperative. This ensures the smooth operation and reduces the occurrence of postoperative complaints.

Objective:To explore the efficacy of sequential and concurrent chemoradiotherapy in the treatment of advanced non-small cell lung cancer (NSCLC) in the elderly, and to analyze the influencing factors of prognosis and outcome.Methods:The clinical data of 195 elderly patients with advanced NSCLC admitted to Beijing Shijingshan Hospitaland and Beijing Shijitan Hospital from March 2015 to March 2018 were retrospectively analyzed. They were divided into the concurrent chemoradiotherapy (100 cases) and the sequential chemoradiotherapy (95 cases) according to different chemoradiotherapy regiments. The short-term efficacy, 3-year survival, influencing factors of prognosis and toxic and adverse effects of the two groups were compared.Results:The objective response rate in the concurrent chemoradiotherapy group was significantly higher than that in the sequential chemoradiotherapy group: 61.00%(61/100) vs. 44.21%(42/95), there was statistically difference ( χ2 = 5.51, P<0.05). The 2-year and 3-year survival rate in the concurrent chemoradiotherapy group were 52.00% and 23.00%, which were significantly higher than those in the sequential chemoradiotherapy group: 32.60%, 11.60%, there were statistically differences ( P<0.05). Multivariate analysis results showed that smoking, Karnofsky score<70, TNM stage Ⅲb, short-term efficacy and treatment methods/sequential chemoradiotherapy were independent risk factors ( P<0.05). The incidence of radiation esophagitis, bone marrow suppression and lung function damage in the concurrent chemoradiotherapy group were higher than those in the sequential chemoradiotherapy group: 45.00%(45/100) vs. 27.37% (26/95), 36.00%(36/100) vs. 22.11%(21/95), 48.00%(48/100) vs. 26.32%(25/95), there were statistically differences ( χ2 = 6.54, 4.55, 9.78; P<0.05). Conclusions:Concurrent chemoradiotherapy can improve the short-term efficacy, and improve the 2-year and 3-year survival rates in advanced NSCLC in elderly patients, but the adverse effects are significantly enhanced.

Objective:To investigate the differences between the mental clips placed intraoperatively and the tumor bed's target volume delineation of seroma based on CT scanning during radiotherapy for breast cancer patients who received breast-conserving surgery in the persuit of a better solution to determine the tumor bed position.Methods:The clinical data of 13 patients with early breast cancer who received postoperative radiotherapy after breast-conserving surgery at Beijing Shijingshan Hospital and Beijing Shijitan Hospital of Capital Medical University from December 2020 to January 2022 were retrospectively analyzed. They all had surgical clips implanted during the surgery. The following methods were used to delineate the target volume of tumor bed, including gross target volume delineation of tumor bed based on the mental clips (GTVtb-Clip), the tumor bed's gross target volume delineation of seroma based on CT scanning (GTVtb-Seroma), and the combination of both (GTVtb-C+S). The volume, diameter on three coordinate axis, neutral point displacement and conformability of these delineation methods were compared.Results:The volume of GTVtb-Clip, GTVtb-Seroma and GTVtb-C+S was (25±10) cm 3, (38±17) cm 3, (49±20) cm 3, and the differences were statistically significant (all P<0.05). The diameter on X axis was (4.7±1.2) cm, (5.3±1.4) cm, (5.7±1.6) cm, respectively in GTVtb-Clip, GTVtb-Seroma and GTVtb-C+S; the diameter on Y axis was (4.6±1.7) cm, (5.0±1.6) cm, (5.7±1.7) cm, respectively in GTVtb-Clip, GTVtb-Seroma and GTVtb-C+S; the diameter on Z axis was (4.4±1.5) cm, (5.2±1.4) cm, (5.6±1.4) cm in GTVtb-Clip, GTVtb-Seroma and GTVtb-C+S. The differences in the diameter of GTVtb-Clip and GTVtb-C+S on X,Y, Z axis were statistically significant (all P<0.05); the differences in the diameter of GTVtb-Seroma and GTVtb-C+S on X, Z axis were statistically significant (all P<0.05); the difference in the diameter of GTVtb-Clip and GTVtb-Seroma on X axis was statistically significant ( P<0.05) .Neutral point displacement was (5.8±1.6) cm, (5.5±1.9) cm, (6.0±1.7) cm, respectively of GTVtb-Clip, GTVtb-Seroma, GTVtb-C+S, and the difference was not statistically significant ( P>0.05). Conformability of GTVtb-Clip and GTVtb-Seroma, GTVtb-Clip and GTVtb-C+S, GTVtb-Seroma and GTVtb-C+S was 0.412±0.112, 0.525±0.095, 0.774±0.112,respectively, and the differences were statistically significant (all P<0.05). Conclusions:During radiotherapy after breast-conserving surgery for breast cancer, compared with the single method, the combination of GTVtb-Clip and GTVtb-Seroma can better cover the real tumor bed, thus reducing the omission of tumor bed and recurrence rate. CT position should better take place at 4 to 8 weeks for patients receiving radiotherapy after breast-conserving surgery, and target volume of tumor bed will be delineated based on the postoperative changes of both mental clips and seroma.

Objective    To explore the surgical treatment of deep chest wall infection, improve the cure rate and reduce the recurrence rate. Methods    The clinical data of 655 patients with deep chest wall infection treated in Yanda Hospital and Beijing Royal Integrative Medicine Hospital from June 2015 to June 2020 were retrospectively analyzed. There were 450 males and 205 females, aged 55.6±12.8 years. There were 8 patients with chest wall infection after tumor necrosis, 15 patients after radiotherapy and 632 patients after thoracotomy (612 patients after cardiovascular surgery and 20 patients after general thoracic surgery). Among them, 649 patients underwent debridement and reconstruction of chest wall defect with muscle flap. Results    The average operation time was 95±65 min, the average intraoperative blood loss was 180±100 mL, and the average postoperative hospital stay was 13±6 d. Of the 649 patients who underwent muscle flap reconstruction after debridement, 597 patients recovered within 2 weeks, and the primary wound healing rate was 94.4%. Twenty-three (3.5%) patients died. The median follow-up time was 25 (2-40) months. Among the remaining 632 patients, 20 recurred, with a recurrence rate of 3.1% (20/632). Conclusion    Pedicled muscle flap after thorough debridement of deep chest wall infection is one of the best methods to repair chest wall defect with pedicled muscle flap.

OBJECTIVE： To compare plasma protein binding rate of cajanonic acid A with different species of plasma. METHODS：Using UPLC-MS/MS as the detection means. Plasma protein binding rate of low， medium and high concentrations of cajanonic acid A （2.5， 5， 20 μg/mL） with rats， rabbits and human plasma were determined by ultrafiltration method. The chromatographic conditions included that Waters BEH C18 as chromatographic column， WatersVanGuard BEH C18 as guard column， mobile phase consisted of ultrapure water solution containing 0.01％ formic acid （solvent A） and acetonitrile solution of 0.01％ formic acid （solvent B） gradient elution， at the flow rate of 0.15 mL/min， column temperature of 30 ℃， sample size of 2 μL. Mass spectrum condition included that ESI， negative ion mode acquisition， capillary voltage of 1.5 kV， cone voltage of 30 V， ion source temperature of 100 ℃， desolvent gas temperature of 400 ℃， cone gas flow of 50 L/h， desolvent gas flow of 800 L/h， scanning range of m/z 50→1 200. RESULTS： At the concentration of 2.5， 5 and 20 μg/mL， the plasma protein binding rates of cajanonic acid A were （75.63±0.90）％， （98.30±0.03）％ and （99.42±0.01）％ in the rats plasma； （79.61±1.08）％， （98.48±0.10）％ and （99.42±0.03）％ in rabbits plasma （n＝3）； （76.74±1.22）％， （97.99±0.11）％ and （99.37±0.01）％ in human plasma （n＝3）. At the concentration of 2.5 μg/mL， plasma protein binding rates of cajanonic acid A in plasma of rats and human were significantly lower than that in plasma of rabbits （P＜0.05）. CONCLUSIONS： The plasma protein binding rate of 5，20 μg/mL cajanonic acid A with rats， rabbits and human plasma are higher than that of 2.5 μg/mL cajanonic acid A. There is significant difference in plasma protein binding rate of 2.5 μg/mL cajanonic acid A with different species of plasma，and there is no significant difference in plasma protein binding rate of 5， 20 μg/mL cajanonic acid A with different species of plasma.

Objective: The present study examined the effects of surgical and conservative treatment on the curative effect of patients with condylar fracture to determine the best treatment scheme and indication. Methods : A total of 339 clinical cases of condylar fracture were selected, and pain severity, degree of mouth opening, angle of condylar fracture (calculated as the difference in the angle of the condylar between the fractured side and uninjured side) and the height of the mandibular ramus (calculated as the difference in the height of the mandibular ramus between the fractured side and uninjured side) of patients at admission were measured and analyzed. The effects of surgical treatment (rigid internal fixation) and conservative treatment (functional therapy) were evaluated and compared 6 months after treatment. Results : Among the patients with a condylar fracture displacement angle ≥ 11.50°, Significantly more (χ2= 26.38, P < 0.05) patients exhibited good recovery 6 months after surgical treatment [69.4% (118/170)] than those after conservative treatment [35.4% (29/82)]. Among the patients with a condylar fracture displacement angle < 11.50°, there was not a significant difference (χ2= 0.55, P > 0.05) between the numbers of patients who exhibited good recovery 6 months after surgical treatment [52.4% (22/42)] and conservative treatment [44.4% (20/45)]. Among the patients with mandibular ramus height ≥ 4.19 mm, significantly more (χ2= 20.35, P < 0.05) patients exhibited good recovery 6 months after surgical treatment [64.7% (112/173)] compared with those after conservative treatment [35.6% (32/90)]. Among the patients with mandibular ramus height < 4.19 mm, there was not a significant difference (χ2= 0.21, P > 0.05) between the numbers of patients who exhibited good recovery 6 months after surgical treatment [46.7% (14/30)] and conservative treatment [41.3% (19/46)]. Conclusion Patients with a displacement angle of condyle fracture greater than 11.50° and a mandibular ramus height less than 4.19 mm exhibit the greatest pain and a better effect from surgical treatment than those from conservative treatment.

Objective To compare the reliability of intravascular ultrasound (IVUS) and quantitative coronary analysis (QCA) used in coronary intermediate lesion.Methods 90 patients diagnosed as coronary intermediate lesion by coronary angiography were divided into QCA group (n =43) and IVUS group (n =47) according to a random number table method.The QCA group received conventional coronary angiography,while the IVUS group were given intravascular ultrasound.Minimum lumen area,diameter stenosis rate,reference vessel diameter and minimum lumen diameter of the two groups and the correlation between the two methods were compared and analyzed.The treatment plan was made according to the results,and appropriate drug intervention was administered after the treatment.The cardiovascular events in 3,6,9 and 12 months of the two group were also compared.Results The diameter stenosis rate of the QCA group and lumen area stenosis rate in IVUS group showed no correlation (P =0.351),and the minimum lumen area of IVUS group was (4.6 ± 0.68) mm2.The IVUS group were analyzed by both IVUS and QCA methods.The reference vessel diameter of the two groups was positively correlated[(3.16 ±0.22)mm vs.(3.29 ±0.18)mm,r =0.627.,P =0.031],and the minimal lumen diameter of the two groups was also positively associated[(2.01 ± 0.16)mm vs.(2.03 ±0.19)mm,r =0.782,P =0.019].After 1-year follow-up,the incidence rate of cardiovascular event of the QCA group was significantly higher than that of the IVUS group (x2 =4.126,P =0.033).Kaplan-Meier analysis showed that the incidence rate of cardiovascular events in the IVUS group was significantly reduced(Log-rank x2 =4.979,P =0.026).Conclusion The application of IVUS is more comprehensive in qualitative and quantitative analysis of the characteristics of the lesion,and can provide more accurate reference for reasonable treatment plan.

Objective To investigate the clinical effect of tension-free hernia repair in the treatment of inguinal hernia combined with ascites.Methods The retrospective cross-sectional study was conducted.The clinical data of 81 inguinal hernia patients with ascites who were admitted to the West China Hospital of Sichuan University from June 2008 to June 2014 were collected.Patients with peritoneal effusion received restriction of sodium in take and diuretic therapy,and patients with severe hypoproteinemia received intravenous injection of albumin.All the patients underwent tension-free hernia repair (Gilbert way).Observation indicators:(1) surgical and postoperative situations:operation time,diameter of hernia ring,defect area of hernia,postoperative plasma drainage,removal time of plasma drainage-tube,postoperative complications and duration of hospital stay;(2) follow-up situation:recurrence and long-term complications of inguinal hernia.Follow-up using telephone interview,outpatient examination and inpatient examination was performed to detect the hernia recurrence and long-term complications for 24 months up to June 2016.Measurement data with normal distribution were represented as (x)±s.Results (1) Surgical and postoperative situations:81 inguinal hernia patients with ascites underwent successful tension-free hernia repair.The operation time,diameter of hernia ring and defect area of hernia were respectively (46± 19) minutes,(3.1-± 0.7) cm and (25 ± 13) cm2.Sixty-five patients received indwelling plasma drainage-tube after repair,volume of light bloodstained fluid was respectively ≥ 100 mL in 39 patients and ＜ 100 mL in 26 patients at 24 hours postoperatively,with a removal time of plasma drainage-tube of (3.2± 1.0)days.Sixteen patients didn't receive indwelling plasma drainage-tube.Of 81 patients,9 and 4 were respectively complicated with mild seroma of incision and scrotal swelling,they were improved and then out of hospital after adequate drainage,with a duration of hospital stay (6.7-± 1.7)days.(2) Follow-up situation:of 81 patients,76 were followed up for 24 months,without recurrence and related complications of inguinal hernia.Conclusion The tension-free hernia repair in the treatment of inguinal hernia combined with ascites is safe and feasible,with good clinical effects.