Predictive model for extubation delay undergoing non-emergency major surgery based on random forest algorithm / 临床麻醉学杂志

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.

Effect of transcutaneous electrical acupoint stimulation on gastric emptying in patients undergoing surgery / 中国针灸

<p><b>OBJECTIVE</b>To observe the effects of transcutaneous electrical acupoint stimulation (TEAS) on gastric emptying in patients undergoing selective surgery based on velocity of gastric emptying by ultrasonography.</p><p><b>METHODS</b>A total of 75 patients with selective operation of subarachnoid block at lower limb in the afternoon were randomly assigned to a TEAS group, a sham group and a control group, 25 patients in each one. All the patients were provided with semi-fluid diet at 8 a.m. The TEAS group was treated with TEAS 5 min after semi-fluid diets at bilateral Zusanli (ST 36) and Neiguan (PC 6) for 30 min, with frequency of 5 Hz and intensity which was 1 mA lower than the tolerance threshold. The sham group patients were stimulated at the same acupoints with current intensity which was 1 mA lower than the sensory threshold. The control group received no treatment. On the day of operation, and ultrasonography was given at time of empty stomach (T0), immediately after the semi-fluid diets (T1), and every 30 min after diets (T2-T6), respectively, to measure the gastric content and emptying time at semire-clining position and right lateral position.</p><p><b>RESULTS</b>The volume of gastric content in the three groups at T3-T6 was significantly less than that at T1 (all<0.05). The volume of gastric content at T4-T6 at semire-clining position in the TEAS group was significantly less than that in the control group and sham group (all<0.05). The volume of gastric content at T5-T6 at right lateral position in the TEAS group was significantly less than that in the control group and sham group (all<0.05). The gastric emptying time in the TEAS group was significantly less than that in the control group and sham group (both<0.05).</p><p><b>CONCLUSION</b>The gastric emptying velocity could be evaluated by ultrasonography. TEAS could improve the velocity of gastric emptying and reduce the gastric emptying time.</p>

Impact of low-carbohydrate diet on the clinical indicators of non-alcoholic fatty liver disease / 中华临床营养杂志

Objective To investigate the effects of low carbohydrate diet in treating non-alcoholic fatty liver disease (NAFLD) patients.Methods 58 male NAFLD patients selected in Renmin Hospital of Wuhan University from September 2010 to October 2012 were divided with random number table into low-carbohydrate diet group (L group,n =31) and medium-carbohydrate diet group (M group,n =27).Waistline,weight,serum glucose level,insulin secretion,glutamic-pyruvic transaminase (ALT),aspartate transaminase (AST)、high-density lipoprotein (HDL),low-density lipoprotein (LDL),total cholesterol (TC),and triglyceride (TG) of the patients were measured.Results Six patients were excluded from this research,2 in L group and 4 in M group.After 6-week's dietary intervention,blood glucose level and insulin secretion were significantly lower in L group than in M group [(4.3±1.4) mol/Lvs.(5.0±0.9) mol/L,P=0.004; (6.1 ±1.5) U/mlvs.(8.9 ± 1.4) U/ml,P =0.001].The levels of ALT and AST in L group were significantly lower than those in Mgroup[(30.23±3.34) U/Lvs.(42.33±4.46) U/L,P=0.003; (31.19±4.13) U/Lvs.(45.21±3.73) U/L,P =0.001].The levels of LDL and TG in L group were also significantly lower than those in M group [(1.13±0.22) mmol/Lvs.(2.71±0.67) mmol/L,P=0.001; (0.99±0.74) mmol/Lvs.(1.42±1.06) mmol/L,P =0.001].Conclusion In NAFLD patients,low-carbohydrate diet can improve blood glucose level,insulin secretion,liver function,and lipid metabolism disorders.