The existing automatic sleep staging algorithms have the problems of too many model parameters and long training time, which in turn results in poor sleep staging efficiency. Using a single channel electroencephalogram (EEG) signal, this paper proposed an automatic sleep staging algorithm for stochastic depth residual networks based on transfer learning (TL-SDResNet). Firstly, a total of 30 single-channel (Fpz-Cz) EEG signals from 16 individuals were selected, and after preserving the effective sleep segments, the raw EEG signals were pre-processed using Butterworth filter and continuous wavelet transform to obtain two-dimensional images containing its time-frequency joint features as the input data for the staging model. Then, a ResNet50 pre-trained model trained on a publicly available dataset, the sleep database extension stored in European data format (Sleep-EDFx) was constructed, using a stochastic depth strategy and modifying the output layer to optimize the model structure. Finally, transfer learning was applied to the human sleep process throughout the night. The algorithm in this paper achieved a model staging accuracy of 87.95% after conducting several experiments. Experiments show that TL-SDResNet50 can accomplish fast training of a small amount of EEG data, and the overall effect is better than other staging algorithms and classical algorithms in recent years, which has certain practical value.
ObjectiveTo explore and discuss the effects of lanthanum carbonate on serum calcium and phosphorus of continuous ambulatory peritoneal dialysis (CAPD) patients with chronic renal failure receiving calcitriol pulse therapy due to secondary hyperparathyroidism (SHPT). MethodsCAPD patients caused by SHPT in peritoneal dialysis centre of the Qingdao Municipal Hospital of Eastern Hospital from March to June, 2013 were selected and randomly divided into two groups (lanthanum carbonate group and calcium carbonate group). The lanthanum carbonate group were treated with oral lanthanum carbonate and calcitriol pulse therapy, while the calcium carbonate group were treated with calcium carbonate and calcitriol. Change of levels of serum calcium, phosphorus and iPTH were observed and statistic analysis was conducted using SPSS 17.0. ResultsA total of 40 CAPD patients were included, 20 cases in each group. After 12-week treatment, levels of serium phosphate (t=5.095, P=0.000) and iPTH (t=1.225, P=0.000) in the lanthanum carbonate group were significantly lower than those before treatment. The levels of serum calcium (t=1.127, P=0.001) and phosphate (t=2.035, P=0.000) in the lanthanum carbonate group were significantly lower than those in the calcium carbonate group (P < 0.05). ConclusionLanthanum carbonate serves as a useful approach to improve hypercalcemia and the hyperphosphatemia in CAPD patients receiving calcitriol pulse therapy due to SHPT.
ObjectiveTo explore the feasibility of pipeline blood sampling test of continuous renal replacement therapy (CRRT) when arteriovenous reversal connection occurs, and to explore the influence of pipeline blood sampling test on the results of CRRT when arteriovenous reversal connection occurs under different anticoagulation methods.MethodsSelected patients with arteriovenous reversals treated by CRRT in a third-class A hospital was selected from June 2018 to May 2019. Blood samples were collected from the front end of the CRRT pipeline (0-, 3-, and 5-min after the cease). Blood samples collected from the catheterization site were compared with those from the body vein for acid and alkali, respectively. The electrolyte and other results were analyzed and compared.ResultsA total of 80 patients were enrolled, including 40 with low molecular weight heparin and non-heparin, and 40 with citric acid. Under the anticoagulation condition of low molecular weight heparin and non-heparin, there was no difference in acid-base or electrolyte between body venous blood samples and pipeline blood samples (P>0.05). Under the anticoagulation condition of citric acid, 0-, 3-, and 5-min after the cease, the difference in free calcium between body venous blood samples and pipeline blood samples was significant (F=7.866, 6.691, 5.590, P<0.001). There was no difference in other acid-base or electrolyte results (P>0.05).ConclusionsLow molecular weight heparin and heparin-free anticoagulation can be tested by collecting blood samples from the front end of the pipeline without suspension of treatment in the case of arteriovenous reversal in CRRT. There was a difference between free calcium and body venous blood in anticoagulation with citric acid. It is not recommended to collect blood from pipes for examination Under the anticoagulationcondition of citric acid.
ObjectiveTo investigate the risk factors of death in patients undergoing continuous renal replacement therapy (CRRT) after cardiac surgery. MethodsWe retrospectively analyzed records of 66 adult patients without history of chronic renal failure suffering acute kidney injury (AKI) following cardiac surgery and undergoing CRRT in our hospital between July 2007 and June 2014. There were 38 males and 28 females with mean age of 59.11±12.62 years. They were divided into a survival group and a non-survival group according to prognosis at discharge. All perioperative data were collected and analyzed by univariate analysis and multivariate logistic regression analysis. ResultsIn sixty-six adult patients, eighteen patients survived with a mortality rate of 72.7%. Through univariate analysis and multivariate logistic regression, risk factors of death in the post-operative AKI patients requiring CRRT included hypotension on postoperative day 1 (B=2.897, OR=18.127, P=0.001), duration of oliguria until hemofiltration (B=0.168, OR=1.183, P=0.024), and blood platelet on postoperative day 1 (B=-0.026, OR=0.974, P=0.001). ConclusionHypotension on postoperative day 1 (POD1) is the predominant risk factor of death in patients requiring CRRT after cardiac surgery, while blood platelet on POD1 is a protective factor. If CRRT is required, the sooner the better.
Objective To investigate the effect of partial liquid ventilation (PLV) with perfluorocarbon(PFC) and continuous pulmonary artery perfusion (CPP) on lung gas exchange and lung inflammatory reaction in acute lung injury(ALI) induced by cardiopulmonary bypass (CPB). Methods Eighteen of either sex piglets(weighting10.2±1.6kg) were randomly divided into three groups: Control group, CPP+CPB group (CPP group), PLV+CPP+CPB group (PLV group). Animals in control group received no treatment but conventional mechanical ventilation.In CPP group lung perfusion with oxygenated blood at 20-25ml/kg·min was given during aortic clamping. In PLV group PFC (FDC)12ml/kg was instilled into the trachea right after CPB stopping. The changes of gas exchange were mearsured before CPB and at 0h, 1h, 2h, 3h after CPB stopping. Histological sections were taken from right and left downsides of lung. Results Compared with control group, the partial pressure of oxygen in artery (PaO2) significantly increased and alveolar-aterial oxygen gradient(AaDO2) markedly decreased after 1h in PLV group(Plt;005) and partial pressure of carbon dioxide in artery (PaCO2) also became small after 3h (Plt;005).The change of gas exchange in CPP group was markedly improved. And role of lung protection of PLV was more better than that of CPP. Light microscopy: Express of intercellular adhesion molecule-1(ICAM-1) in the histopathological lesions of lung was bely positive in control group than that of PLV group and CPP group. Conclusion PLV and continuous pulmonary artery perfusion can improve the oxygenation of lung and inhibit inflammatory reaction of acute lung injury induced by CPB
With chronic kidney disease becoming a public health problem in the world, dialysis treatment model has also become the focus of attention from all walks of life. Sustained low-efficiency dialysis, which adopts the mode of low blood flow and low dialysis volume, is a kind of hybrid renal replacement therapy combining continuous renal replacement therapy and intermittent hemodialysis. It has unique advantages in the treatment of patients with acute and severe renal injury, as well as the dialysis duration, patient activity range and cost. It is the most widely used hybrid renal replacement therapy too. This review summarizes the clinical application and nursing points of sustained low-efficiency dialysis to provide guidance for clinical practice.
ObjectiveTo determine the effectiveness of continuous intercostal nerve block for pain relief after thoracotomy.MethodsFrom November 2017 to October 2018, 120 patients who received thoracotomy procedure in our hospital were collected, including 60 males and 60 females aged 40-77 (58.10±7.00) years. The patients were randomly allocated into three groups by digital table including a continuous intercostal nerve block group (group A, n=40), a single intercostal nerve block group (group B, n=40), and an epidural analgesia group (group C, n=40). All the groups received the same basic analgesia. The pain scores and rescue analgesic doses were compared.ResultsOn postoperative day (POD) 0, all groups achieved effective pain control, and the visual analogue score was 2.02±0.39 points in the group A, 2.13±0.75 points in the group B and 2.03±0.69 points in the group C (P>0.05). On POD 0-2 and POD 3-4 (without basement analgesia), there was no significant difference between the group A and group C in the pain scores (2.08±0.28 points vs. 1.93±0.53 points, 3.20±0.53 points vs. 3.46±0.47 points, P>0.05), however, the difference between POD 0-2 and POD 3-4 in each group was stastically different (group A, 2.08±0.28 points vs. 3.20±0.53 points; group B, 2.42±0.73 points vs. 5.45±0.99 points; group C 1.93±0.53 points vs. 3.46±0.47 points, P<0.05). In terms of the rescue analgesic doses, there was no significant difference between the group A and group C (220.00±64.08 mg vs. 225.38±78.85 mg, P>0.05); it was larger in the group B than that in the group A and group C (343.33±119.56 mg vs. 220.00±64.08 mg; 343.33±119.56 mg vs. 225.38±78.85 mg, P<0.05).ConclusionMultimodal analgesia is an optimal choice in the initial stage after thoracotomy surgery. Continuous intercostal nerve block is an effective way to pain management in patients with thoracotomy.
Continuous renal replacement therapy (CRRT) is the treatment of choice for critically ill patients with hemodynamic instability who require renal replacement therapy. This review summarizes the impact of CRRT treatment on nutritional support in critically ill patients, including: energy increase caused by citrate-based anticoagulants, energy loss caused by glucose-free replacement fluid and dialysate, a large amount of amino acids loss in the effluent, and the influences on the way of lipid emulsion administration, capacity, electrolyte, vitamins, and trace elements. It is hoped that the intensive care unit doctors, nephrologists, and nutritionists can fully cooperate to determine the CRRT prescription and the nutritional support prescription.
Objective To investigate the antihypertensive effects of continuous airway positive pressure( CPAP) plus antihypertensive drugs on patients with obstructive sleep apnea hypopnea syndrome ( OSAHS) and hypertension.Methods 82 OSAHS patients with hypertension were enrolled in this study. They were randomly divided into a CPAP treatment group( 44 patients, treated with antihypertensive drugs and CPAP) , and a control group( 38 patients, treated with antihypertensive drugs only) . All the patients were performed polysomnography and 24-hour blood pressure monitoring before and 12 weeks after the treatment. Results After 12 weeks treatment, except the systolic pressure in night time( nSBP) , all the parameters of 24-hour blood monitoring improved better in the CPAP group than in the control group( all P lt; 0. 05) . The blood pressure dropped to normal in 75. 0% ( 33/44) CPAP patients and in 52. 6% ( 20 /38) control patients. In the CPAP group, 8( 18. 2% ) cases were withdrawn from antihypertensive drugs, 13( 29. 5% )cases required single agents, and 9( 20. 5% ) cases required three agents to achieve blood pressure control.But in the control group, all the patients needed two or more antihypertensive agents, in which 23( 60. 6% )patients needed three agents to achieve blood pressure control. After the treatment, the patients with dipping pattern blood pressure increased from10 to 29( 22. 7% -65. 9% , P lt;0. 05) in the CPAP group, and from10to 14( 26. 3% -36. 8%, P gt;0. 05) in the control group. Conclusions Combination therapy with CPAP and antihypertensive drugs controls blood pressure better than antihypertensive medication only for OSAHS patients with hypertension with fewer types of antihypertensive agents or even withdrawal from antihypertensive medication in some patients.
ObjectiveTo observe and analyze the correlation between time within target glucose range (TIR) and hemoglobin A1c (HbA1c) and the risk of diabetic retinopathy (DR). MethodsA retrospective clinical study. From March 2020 to August 2021, 91 patients with type 2 diabetes mellitus (T2DM) who were hospitalized in Department of Endocrinology and Metabolic Diseases, Affiliated Hospital of Weifang Medical University, were included in the study. All patients underwent Oburg's no-dilatation ultra-wide-angle laser scan ophthalmoscopy, HbA1c and continuous glucose monitoring (CGM) examinations. According to the examination results and combined with the clinical diagnostic criteria of DR, the patients were divided into non-DR (NDR) group and DR group, with 50 and 41 cases respectively. The retrospective CGM system was used to monitor the subcutaneous interstitial fluid glucose for 7 to 14 consecutive days, and the TIR was calculated. Binary logistic regression was used to analyze the correlation between TIR, HbAlc and DR in patients with T2DM0. At the same time, a new indicator was generated, the predicted probability value (PRE_1), which was generated to represent the combined indicator of TIR and HbA1c in predicting the occurrence of DR. The receiver operating characteristic curve (ROC curve) was used to analyze the value of TIR, HbAlc and PRE_1 in predicting the occurrence of DR. ResultsThe TIR of patients in the NDR group and DR group were (81.58±15.51)% and (67.27±22.09)%, respectively, and HbA1c were (8.03±2.16)% and (9.01±2.01)%, respectively. The differences in TIR and HbA1c between the two groups of patients were statistically significant (t=3.501,－2.208; P=0.001, 0.030). The results of binary logistic regression analysis showed that TIR, HbA1c and DR were significantly correlated (odds ratio=0.960, 1.254; P=0.002, 0.036). ROC curve analysis results showed that the area under the ROC curve (AUC) of TIR, HbA1c and PRE_1 predicting the risk of DR were 0.704, 0.668, and 0.707, respectively [95% confidence interval (CI) 0.597-0.812, P=0.001; 95%CI 0.558-0.778, P=0.006; 95%CI 0.602-0.798, P=0.001]. There was no statistically significant difference between TIR, HbA1c and PRE_1 predicting the AUC of DR risk (P>0.05). The linear equation between HbAlc and TIR was HbAlc (%) = 11.37－0.04×TIR (%). ConclusionsTIR and HbA1c are both related to DR and can predict the risk of DR. The combined use of the two does not improve the predictive value of DR. There is a linear correlation between TIR and HbAlc.