1.Preliminary Study on the Thinking Mode of Nephrology Clinical Pharmacists Reviewing Medical Orders
China Pharmacy 2017;28(20):2862-2864
OBJECTIVE:To investigate the thoughts and ways of clinical pharmacist in nephrology department to review medi-cal orders,and to provide reference for rational drug use in nephrology department. METHODS:Based on specific cases of nephrolo-gy department,the thoughts and ways of clinical pharmacist in nephrology department to review medical orders were investigated from several aspects,including whether the therapeutic drugs had covered all the problems,drug duplication,drug selection,usage and dosage and course of treatments,drug interaction and compatibility. RESULTS & CONCLUSIONS:By establishing rigorous and systematic review thinking mode,based on their professional specialty,clinical pharmacists of nephrology department can sort the reviewing thought,fill in the gaps of medical orders reviewing and enhance the ability of participating in the clinical practice.
2.Formulation optimization and the in vitro release characteristics of Fuyankang Dispersible Tablets
Chinese Traditional Patent Medicine 1992;0(03):-
AIM:To optimize the formulation of Fuyankang Dispersible Tablets and study the in vitro release characteristics of them. METHODS: The orthogonal design was used to obtain the optimal formulation with the disintegration,hardness and weight of tablets as markers,and then dispersible uniform and the in vitro release characteristics of the optimal formulation were studied with dispersed experiment and PR-HPLC,respectively.(RESULTS:)The proportion of each adjuvant in the optimal formulation consisted of 10% MCC,4% L-HPC,12% PVPP.The optimized dispersible tablets disintegrated in 1 min,the hardness was 5.24 kg,the average weight was 0.407 g;the dispersible uniform was excellent,and the settling velocity equation was logF=-0.028-1.001?10~(-3)t;The released rate parameters of Fuyankang Dispersible Tablets were T_(50)=3.0 min and T_d=4.0 min,which were remarkly less than that of the control group,T_(50)=14.28 min and T_d=16.62 min(P
3.Preparation Technique Optimization of Norcantharidin Liposome and Its Pharmaceutical Properties
Zhanhong HU ; Qi SHI ; Xuenong ZHANG
China Pharmacy 1991;0(04):-
OBJECTIVE:To optimize the preparation technique of norcantharidin liposome(NL) and study its pharmaceutical properties. METHODS: With envelopment efficiency(EE), mean particle size and span of the liposome as indexes, the effects of thin-film dispersion method, injection method, reverse phase evaporation and reverse phase film-evaporation method on the EE and particle size of the NL were evaluated. And the uniform design was used to optimize the reverse phase film-evaporation preparation technique of NL with the amount of phospholipid (X1), the mass ratio of phospholipid/ cholesterol (X2), the sonde-type ultrasounding times (X3), the dilution times of buffer phosphate (X4), the volume ratio of oil/water phase (X5) and the mass ratio of lipoids/ drug (X6) as integrated indexes. A verification test was performed on the optimal technique. RESULTS: The formulation prepared by reverse phase film-evaporation technique exhibited the best EE. The preparation conditions of the optimized NL were as follows: X1=200 mg; X2=7∶1; X3=20 times; X4=50 times; X5=1∶4; X6=30∶1. The verification test showed that the EE, the mean particle size and the span of the liposome were (42.5?1.3)%, (210.9?2.1) nm and (0.61?0.12), respectively. CONCLUSION: NL was prepared successfully.
4.Evaluation of coagulation disorders with thrombelastography in patients with sepsis
Shengjian ZHONG ; Chunbao ZHANG ; Juntao HU ; Zhanhong TANG
Chinese Critical Care Medicine 2016;(2):153-158
Objective To compare the results of thrombelastography (TEG) and the conventional coagulability test in patients with sepsis, and to discuss the value of TEG in monitoring blood coagulation dysfunction in patients with sepsis. Methods The clinical data of 92 adult patients with sepsis admitted to Department of Critical Care Medicine of the First Affiliated Hospital of Guangxi Medical University were retrospectively analyzed. The patients were divided into sequential organ failure assessment (SOFA) score ≥ 12 group (n = 47) and SOFA < 12 group (n = 45). Thirty-five non-sepsis adult patients with normal coagulation function served as control group. The venous blood was collected for conventional blood coagulation test and routine examination of blood, D-dimer, procalcitonin (PCT), and TEG, and the differences were compared among three groups. Correlations between SOFA and various indexes of patients with sepsis were analyzed by Spearman rank correlation method. Results As shown in the results of the conventional blood coagulation test, D-dimer was gradually increased with the aggravation of the disease, the values in non-sepsis, SOFA < 12, and SOFA ≥ 12 groups were 0.523 (0.273, 0.928), 0.863 (0.673, 4.221), and 4.118 (2.420, 5.653) mg/L respectively (Z = 25.163, P = 0.000). Platelet count (PLT) in SOFA ≥ 12 group was significantly lower than that of the SOFA < 12 group and non-sepsis group [×109/L: 28.6 (12.8, 48.9) vs. 257.3 (152.6, 339.8), 182.0 (118.0, 229.0), both P < 0.01]. There was no significant difference in prothrombin time (PT) and international normalized ratio (INR) among three groups, and it indicated that the conventional blood coagulation test might not respond quickly to the change in coagulation status of sepsis patients. As shown in the results of TEG, the values of reaction time (R value) and kinetics time (K value) in SOFA < 12 group were lower than those of the non-sepsis group [R value (minutes): 4.4 (3.6, 6.1) vs. 6.3 (6.0, 6.7), P < 0.01; K value (minutes): 1.1 (1.0, 1.5) vs. 1.5 (1.3, 1.8), P < 0.05], while they were higher in SOFA ≥ 12 group than those of the non-sepsis group [R value (minutes): 7.0 (5.7, 8.7) vs. 6.3 (6.0, 6.7), P > 0.05; K value (minutes): 4.2 (3.4, 7.1) vs. 1.5 (1.3, 1.8), P < 0.01]. The α angle, maximum amplitude (MA) and coagulation index (CI) in SOFA < 12 group were higher than those of the non-sepsis group [α angle (° ): 73.3 (68.5, 74.7) vs. 66.8 (62.2, 69.0), P < 0.01; MA (mm): 71.7 (61.9, 73.3) vs. 60.3 (58.2, 63.8), P < 0.01; CI: 3.1 (-0.1, 3.9) vs. 0.9 (-0.4, 1.3), P < 0.05], while they were lower in SOFA ≥ 12 group than those of the non-sepsis group [α angle (° ): 48.1 (36.6, 53.0) vs. 66.8 (62.2, 69.0), P < 0.01; MA (mm): 37.8 (30.0, 45.7) vs. 60.3 (58.2, 63.8), P < 0.01; CI: -5.6 (-8.4, -3.6) vs. 0.9 (-0.4, 1.3), P < 0.01]. The above results indicated that TEG could distinguish quickly the hypercoagulability and hypocoagulability status in septic patients. PCT in non-sepsis, SOFA < 12, and SOFA ≥ 12 groups were 0.27 (0.05, 1.80), 0.68 (0.10, 10.00), 41.10 (4.24, 100.00) μg/L respectively (Z = 195.475, P = 0.000), which indicate the severity of infectious disease. Correlation analysis results showed that SOFA score was negatively correlated with PLT, α angle, MA, and CI (r value was -0.853, -0.833, -0.881, and -0.859, respectively, all P = 0.000), and it was positively correlated with activated partial thromboplastin time (APTT), D-dimer, R value, K value, and PCT (r value was 0.381, 0.561, 0.587, 0.831, 0.775, respectively, P < 0.05 or P < 0.01), and non correlations was founded with PT, fibrinogen (FBG), and INR (r1 = 0.211, P1 = 0.233; r2 = -0.252, P2 = 0.142; r3 = 0.248, P3 = 0.148). Conclusions TEG can effectively monitor the change in coagulation in patients with sepsis, and distinguish the hypercoagulable and hypocoagulable state. TEG may be a valuable tool to evaluate degree and risk of sepsis objectively.
5.Optimum dose of Oxycodone for anesthesia induction in patients undergoing laparoscopic cholecystectomy
Huayan LYU ; Chonghui HU ; Na YANG ; Guangsheng DU ; Zhanhong WEI
China Journal of Endoscopy 2016;22(8):29-33
Objective To determine the optimum dose of Oxycodone for anesthesia induction in patients undergoing laparoscopic cholecystectomy. Methods Ninety patients, ASA Ⅰ or Ⅱ , scheduled for elective LC, were randomly divided into 3 groups using random number table (O 1~O 3 groups, n = 30 each). Anesthesia was induced with iv Propofol 1.00~2.00 mg/kg, Oxycodone 0.20 mg/kg, 0.3 mg/kg and 0.4 mg/kg (O 1~O 3 groups, respectively), and Vecuronium 0.10 mg/kg. Before anesthesia induction ( T0 ), 1 min after Laryngeal Mask intubating ( T1 ), the instant of pneumoperitoneum ( T2 ), separation of the gallbladder ( T3 ), wake up immediately ( T4 ), leaving the recovery room ( T5 ), the heart rate (HR), systolic blood pressure (SBP) and diastolic blood pressure (DBP) were recorded. At T4, leaving the recovery room ( T5 ), 4 hours after the operation ( T6 ), 8 hours after operation (T7), the numeric pain rating scale (NRS) were recorded. The overall amount of remifentanil and Oxycodone were record. The wake up time, additional analgetic cases and the adverse reactions were recorded. Results The average HR, SBP and DBP fluctuations in the O 2 and O 3 groups were not more than 20.00% of the basal values. There was no significant difference in wake up time between the three groups. There were 22 cases of patients, the NRS> 4, in O1 group requires additional analgesics after they wake up, more than O 2 and O 3 group (7, 3 respectively, P < 0.05). The overall Oxycodone consumption of the three groups were O1: (18.93 ± 4.34) mg (0.90~2.60 mg),O2: (25.50 ± 4.49) mg (1.40~3.00 mg), O3: (26.10 ± 4.55) mg (1.80~3.40 mg) (F = 23.79, P = 0.000). There was no significant difference in adverse reactions between the three groups, but one patient had respiratory depression in O3 group. Conclusion The optimum dose of Oxycodone for anesthesia inducing in laparoscopic cholecystectomy were 0.30 mg/kg.
6.Effect of hypothermia on TLR2/MyD88 signal pathway in lung tissue in rats with acute lung injury induced by lipopolysaccharide
Jie LAI ; Zhanhong TANG ; Juntao HU ; Wei ZHOU ; Chi ZHANG ; Xianfeng CHEN
Chinese Critical Care Medicine 2014;(11):815-820
Objective To investigate the effect of hypothermia on the expression Toll-like receptor 2 (TLR2),myeloid differentiation factor 88(MyD88),nuclear factor-κBp65(NF-κBp65),plasminogen activator inhibitor-1(PAI-1)in the TLR2/MyD88 pathway in rats with acute lung injury(ALI)induced by lipopolysaccharide (LPS)inhalation. Methods Ninety male Sprague-Dawley(SD)rats were randomly divided into control group (n=18),hypothermia group(n=24),temperature controlled group(n=24),and temperature-uncontrolled group(n=24). The ALI model was reproduced by 0.5 mL/kg LPS intratracheal instillation,while only normal saline was instilled intratracheally for control group. Arterial blood was collected and physical cooling was started 1 hour after instillation. The body temperature was lowered to 32-34 ℃in hypothermia group and 36-37 ℃in temperature controlled group,and no intervention was used for temperature-uncontrolled group and control group. The arterial blood gas was determined in all the groups before and 1 hour after instillation of saline or LPS and 1,6, 12 hours after intervention. Rats were sacrificed respectively at 1,6 and 12 hours after temperature control therapy, the morphological changes in lung tissue were observed under light microscope. The protein expression of PAI-1 in bronchoalveolar lavage fluid(BALF)was determined by enzyme linked immunosorbent assay(ELISA). TLR2 mRNA and MyD88 mRNA transcriptional level were determined by reverse transcription-polymeras chain reaction (RT-PCR). NF-κBp65 protein level was determined by Western Blot. Results After instillation of LPS,the oxygenation index(PaO2/FiO2)of each group was decreased obviously,the damage of lung tissues was aggravating,the lung injury score was increased significantly,PAI-1 protein in BALF and the expressions of TLR2 mRNA,MyD88 mRNA, NF-κBp65 protein in lung tissues were increased obviously. Each index was improved by therapeutic Hypothermia, the effect of which was best in using a cooling period in the 1-6 hours,while might be benefit at 6-12 hours. Compared with temperature controlled group,PaO2/FiO2(mmHg,1 mmHg=0.133 kPa)at 1 hour and 6 hours of hypothermia group was improved(1 hour:402.49±38.61 vs. 324.36±28.93,6 hours:349.72±98.20 vs. 284.35±13.68, both P<0.01),the lung injury score at 1,6 and 12 hours were significantly decreased(1 hour:6.04±0.74 vs. 7.96±0.65,6 hours:9.09±0.80 vs. 13.13±1.02,12 hours:10.79±1.42 vs. 13.42±0.68,all P<0.01),the PAI-1 protein(ng/L)in BALF at 1,6 and 12 hours were significantly decreased(1 hour:121.36±4.62 vs. 197.74±9.42, 6 hours:230.53±10.76 vs. 294.06±16.60,12 hours:270.48±13.20 vs. 319.40±10.24,all P<0.01),TLR2 mRNA and MyD88 mRNA expressions(2-ΔΔCt)in the lung tissues at 1,6 and 12 hours were significantly decreased (TLR2 mRNA 1 hour:2.18±0.26 vs. 3.04±0.39,6 hours:4.09±0.29 vs. 4.90±0.35,12 hours:6.02±0.43 vs. 7.10±0.54;MyD88 mRNA 1 hour:2.25±0.41 vs. 3.04±0.30,6 hours:5.67±0.55 vs. 7.01±0.76,12 hours:7.14±0.60 vs. 8.87±0.54,all P<0.01),NF-κBp65 protein expression(A value)at 6 hours and 12 hours was significantly decreased(6 hours:0.31±0.08 vs. 0.53±0.12,12 hours:1.05±0.17 vs. 1.76±0.35,both P<0.01). There was no difference in each index between temperature controlled group and temperature-uncontrolled group. Conclusion Hypothermia can down-regulate the expression of TLR2 mRNA,MyD88 mRNA,NF-κBp65 protein and PAI-1 in the TLR2/MyD88 pathway to protect lung tissue of rats with ALI induced by LPS inhalation from injury.
7.Effects of mild hypothermia on pulmonary vascular permeability in patients with acute respiratory distress syndrome
Juntao HU ; Yiping PAN ; Xianfeng CHEN ; Chi ZHANG ; Jie LAI ; Zhanhong TANG
Chinese Critical Care Medicine 2016;28(9):775-779
Objective To study the influence of mild hypothermia on pulmonary vascular permeability in patients with acute respiratory distress syndrome (ARDS) induced by infection.Methods A prospective randomized controlled trial was conducted.Patients with ARDS induced by infection satisfied criteria including age 18-70 years,endotracheal intubation and mechanical ventilation (MV),and without severe coagulation disorder admitted to intensive care unit (ICU) of the First Affiliated Hospital of Guangxi Medical University from May 2012 to November 2015 were enrolled,excluding tumor,burn,cardiac disease,vascular disease,and endovascular surgery within 3 months.The patients enrolled were randomly divided into non-temperature controlled group and mild hypothermia group.The primary diseases in all patients were treated according to the treating principles,including respiratory support,integrated treatment of organ support and symptomatic treatment.Besides,the patients in the mild hypothermia group were administered with systemic hypothermia,and the patients' core body temperature (nasopharyngeal temperature) was rapidly decreased to 34-35 ℃ within 1 hour.Acute physiology and chronic health evaluation Ⅱ (APACHE Ⅱ) score,oxygenation index (PaO2/FiO2),extravascular lung water index (EVLWI) and pulmonary vascular permeability index (PVPI) in two groups at 1,24,48,and 72 hours after treatment or core temperature up to standards were monitored respectively.Enzyme-linked immunosorbent assay (ELISA) was used to determine the levels of vascular endothelial growth factor (VEGF) in venous blood as well as tumor necrosis factor-α (TNF-α) and surfactant apoprotein A (SP-A) in bronchoalveolar lavage fluid (BALF),and circulating endothelial cell (CEC) was counted.The duration of mechanical ventilation and 7-day survival rate were recorded.Results Fifty-six patients were enrolled,with 32 in non-temperature controlled group and 24 in mild hypothermia group.There was no difference in baseline variables including gender,age,APACHE Ⅱ score,PaO2/FiO2 between two groups.APACHE Ⅱ score,EVLWI,PVPI,VEGF,CEC,and TNF-α in both groups were gradually increased with treatment time prolongation,and PaO2/FiO2 and SP-A were gradually decreased.Compared with non-temperature controlled group,APACHE Ⅱ score (16.34±4.27 vs.19.24 ± 5.95),EVLWI (mL/kg:12.17 ± 2.26 vs.12.39 ± 4.71),PVPI (15.40 ± 10.95 vs.16.08 ± 10.24),VEGF (ng/L:127.92 ± 31.49 vs.159.12 ± 40.67),CEC (cells/μL:4.15 ± 1.79 vs.5.70 ± 2.38),and TNF-α (ng/L:147.18 ± 48.85 vs.257.17 ±40.84) in mild hypothermia group were significantly decreased from 24 hours (all P < 0.05),and PaO2/FiO2 [mmHg (1 mmHg =0.133 kPa):175.03± 12.64 vs.162.53 ± 14.15] and SP-A (μg/L:80.85 ± 16.18 vs.62.06 ± 17.28) were significantly increased (both P < 0.05),the duration of mechanical ventilation was significantly shortened (days:10.38 ± 1.50 vs.15.74 ± 3.06,P < 0.01),and 7-day survival rate was significantly increased (75.0% vs.46.9%,P < 0.05).Conclusion Mild hypothermia can reduce the pulmonary vascular permeability,and improve pulmonary function in early phase in patients with ARDS,as well as shorten the duration of mechanical ventilation,and decrease short-term mortality.
8.Association of plasma dys-acyl ghrelin with different stages of chronic kidney disease
Zhijuan HU ; Lijun WANG ; Yanan SHI ; Zhanhong GAO ; Kai NIU ; Bing LIU
The Journal of Practical Medicine 2017;33(13):2143-2147
Objectives To assess the plasma levels of acyl ghrelin (AG) and dys-acyl ghrelin (DG) in chronic kidney disease (CKD) and hemodialysis (HD) patients and analyze their relationships with different stages of CKD and hemodialysis. Methods Forty-six CKD stage 1-5 patients and 15 hemodialysis patients were enrolled into the study. Body weight, height, hemoglobin, biochemical parameters, inflammatory parameters, preprandial, postprandial and 3 hours after hemodialysis plasma AG and DG levels were measured. Appetite and food intake were assessed. Body mass index (BMI), and estimated glomerular filtration rate (eGFR) were calculated. Results There were no significant differences in BMI, SGA, appetite, food intake and malnutrition among CKD patients of different stages. eGFR was declining with the progression of CKD stages and patients received a three-week hemodi-alysis. Compared with that in CKD stage 1-2 patients, the level of preprandial and postprandial DG was remarkably increased in stage 3-5 patients (P<0.01). The level of DG was significantly decreased after a standard breakfast in CKD patients (P<0.01). CKD stage was positively correlated with preprandial (r=0.31, P<0.05)a nd postprandi-al DG (r=0.34, P < 0.05), TNF-α (r=0.33, P < 0.05), IL-6 (r=0.40, P < 0.05), leptin (r=0.34, P < 0.05), and age (r=0.41, P<0.05). CKD stage was also highly and positively correlated with the proportion of preprandial and postprandial DG (r=0.61, P<0.01;r=0.55, P<0.01). Multivariate partial-correlation analysis showed that CKD was independently associated with the proportion of preprandial and postprandial DG (r=0.55, P < 0.01; r=0.43, P < 0.01).There was no decrease in AG postprandially, nor any changes in AG resultant from dialysis (P > 0.05);levels of DG decreased slightly postprandially and were markedly decreased by hemodialysis (P<0.01), even lower than those seen postprandially in CKD stage 1-2;Both preprandial and postprandial DG were negatively correlated with serum albumin levels (r=-0.64, P < 0.05; r=-0.59, P < 0.05), while there was no correlation between AG and serum albumin levels. Conclusions There is a strong and independent correlation of DG with CKD stage. Postprandial suppression of ghrelin is impaired with reduced renal function. Hemodialysis removes DG but not AG.
9.Main etiologies for patients presented to ER with chest pain or chest pain equivalent
Jun XUE ; Zhanhong HAN ; Mingxiao WANG ; Lin PI ; Chunling WANG ; Jingang YANG ; Jinming YU ; Yangchun ZOU ; Dayi HU
Clinical Medicine of China 2012;28(10):1042-1046
Objective To identify the main etiologies of emergency room (ER) patients with chest pain or equivalent syndrome.Methods This was a prospective and cross-sectinal survey of ER patinets with chest pain or equivalent syndrome in 17 medical centre in Beijing,China from July to August 2009.Data was collected by structured interviews and medical record reviews.The mean follow up period was 30 days.Results A total of 5666 patients were enrolled in the study (2663 males and 3303 females) and the mean age was 58.1 ± 18.4years.Their final diagnoses were:coronary heart disease 1506 ( 27.4% ),acute heart failure 149 ( 2.6% ),pericarditis 4 ( 0.1% ),pulmonary embolism 11 ( 0.2% ),aortic dissection 8 ( 0.1% ),acute cerebrovascular disease 431 ( 7.6% ) and non-cardic chest pain 2538 ( 44.9% ).Thirty-seven cased died and 275 cases hospitalized again 30 days later,4.9% patients with cornary heart disease had symptoms at their presentation.Conclusion Special vigilance and thorough coronary artery evaluation are needed for all patients with chest discomfort or respiratory distress in the ER,even for patients without chest pain.
10.Evaluation of extravascular lung water index in critically ill patients based on lung ultrasound radiomics analysis combined with machine learning.
Weiyu MENG ; Chi ZHANG ; Juntao HU ; Zhanhong TANG
Chinese Critical Care Medicine 2023;35(10):1074-1079
OBJECTIVE:
To explore lung ultrasound radiomics features which related to extravascular lung water index (EVLWI), and to predict EVLWI in critically ill patients based on lung ultrasound radiomics combined with machine learning and validate its effectiveness.
METHODS:
A retrospective case-control study was conducted. The lung ultrasound videos and pulse indicated continuous cardiac output (PiCCO) monitoring results of critically ill patients admitted to the department of critical care medicine of the First Affiliated Hospital of Guangxi Medical University from November 2021 to October 2022 were collected, and randomly divided into training set and validation set at 8:2. The corresponding images from lung ultrasound videos were obtained to extract radiomics features. The EVLWI measured by PiCCO was regarded as the "gold standard", and the radiomics features of training set was filtered through statistical analysis and LASSO algorithm. Eight machine learning models were trained using filtered radiomics features including random forest (RF), extreme gradient boost (XGBoost), decision tree (DT), Naive Bayes (NB), multi-layer perceptron (MLP), K-nearest neighbor (KNN), support vector machine (SVM), and Logistic regression (LR). Receiver operator characteristic curve (ROC curve) was plotted to evaluate the predictive performance of models on EVLWI in the validation set.
RESULTS:
A total of 151 samples from 30 patients were enrolled (including 906 lung ultrasound videos and 151 PiCCO monitoring results), 120 in the training set, and 31 in the validation set. There were no statistically significant differences in main baseline data including gender, age, body mass index (BMI), mean arterial pressure (MAP), central venous pressure (CVP), heart rate (HR), cardiac index (CI), cardiac function index (CFI), stroke volume index (SVI), global end diastolic volume index (GEDVI), systemic vascular resistance index (SVRI), pulmonary vascular permeability index (PVPI) and EVLWI. The overall EVLWI range in 151 PiCCO monitoring results was 3.7-25.6 mL/kg. Layered analysis showed that both datasets had EVLWI in the 7-15 mL/kg interval, and there was no statistically significant difference in EVLWI distribution. Two radiomics features were selected by using LASSO algorithm, namely grayscale non-uniformity (weight was -0.006 464) and complexity (weight was -0.167 583), and they were used for modeling. ROC curve analysis showed that the MLP model had better predictive performance. The area under the ROC curve (AUC) of the prediction validation set EVLWI was higher than that of RF, XGBoost, DT, KNN, LR, SVM, NB models (0.682 vs. 0.658, 0.657, 0.614, 0.608, 0.596, 0.557, 0.472).
CONCLUSIONS
The gray level non-uniformity and complexity of lung ultrasound were the most correlated radiomics features with EVLWI monitored by PiCCO. The MLP model based on gray level non-uniformity and complexity of lung ultrasound can be used for semi-quantitative prediction of EVLWI in critically ill patients.
Humans
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Extravascular Lung Water/diagnostic imaging*
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Retrospective Studies
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Critical Illness
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Case-Control Studies
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Bayes Theorem
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China
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Lung/diagnostic imaging*