1.Construction of a postoperative mortality risk model for patients with acute aortic dissection based on XGBoost-SHAP method
Xin ZHANG ; Min FANG ; Yi CAO ; Ting-Ting LI ; Xian-Kong LIU ; Jia-Yi DANG ; Xue-Sen ZHAO ; Hong-Qin REN ; Jia-Ze GENG ; Kai-Wen WANG ; Tie-Sheng HAN ; Yong-Bo ZHAO ; Dong MA
Medical Journal of Chinese People's Liberation Army 2025;50(10):1226-1234
Objective To develop a predictive model for postoperative mortality risk in patients with acute aortic dissection(AAD)using the Extreme Gradient Boosting(XGBoost)algorithm combined with Shapley Additive Explanation(SHAP),and to establish a prediction website to serve as a diagnostic and therapeutic support platform for clinicians and patients.Methods A retrospective cohort study design was adopted.Data from 782 AAD patients who underwent surgical treatment at the Fourth Hospital of Hebei Medical University from January 2013 to December 2023 were collected,including basic information and initial serum biomarker test results.Patients were randomly divided into training and test sets at a 7:3 ratio.An external validation set consisting of 313 AAD patients admitted to the Second Hospital of Hebei Medical University from January 2020 to December 2023 was also established for further model validation.Variables were screened using LASSO regression,and an XGBoost machine learning model was constructed and interpreted using SHAP.The predictive performance of the model was evaluated using receiver operating characteristic(ROC)curve analysis.Using the Shiny package,the XGBoost model was deployed to shinyapps.io to create a prediction website for postoperative mortality risk in AAD patients.One patient was selected by simple random sampling from the test set and the external validation set respectively for the prediction example on the Shiny webpage.Results The XGBoost model demonstrated high predictive performance for postoperative mortality in AAD patients,with area under the ROC curve(AUC)values of 0.928(95%CI 0.901-0.956)in the training set,0.919(95%CI 0.891-0.949)in the test set,and 0.941(95%CI 0.915-0.967)in the external validation set.SHAP values indicated the following order of variable importance in the model(from highest to lowest):"lactate dehydrogenase""blood chlorine""multiple organ injury""carbon dioxide combining power""prothrombin time""α-hydroxybutyric acid""creatine kinase isoenzyme""Stanford classification""combined use of bedside blood purification""gender""acute kidney injury""gastrointestinal bleeding""brain injury"and"shock".A risk prediction website for adverse postoperative outcomes in AAD patients was developed using XGBoost-SHAP method(https://dun-dunxiaolu.shinyapps.io/document/)and validated with examples.One randomly selected patient from each of the test and external validation sets was applied:the predicted mortality risk value for patient 1(who died postoperatively)was 0.9539,and that for patient 2(who survived postoperatively)was 0.0206.Conclusions The XGBoost-SHAP model demonstrates high accuracy in predicting postoperative mortality risk for AAD patients.The online prediction tool established based on this model enhances the identification efficiency of high-risk postoperative mortality patients.
2.Association of Remnant-like Particle Cholesterol with Major Adverse Cardiovascular Events in Subjects with Different Levels of Proprotein Convertase Subtilisin/Kexin 9: A 9.5-year Follow-up Study in a Beijing Community Population
Xiaona WANG ; Ruping TIE ; Ruihua CAO ; Xu YANG ; Wenkai XIAO ; Li SHENG ; Ping YE
Cardiology Discovery 2023;03(3):159-165
Objective::The purpose of this study was to determine the relationship between remnant-like particle cholesterol (RLP-C) and major adverse cardiovascular events (MACEs) in patients with different levels of proprotein convertase subtilisin/kexin 9 (PCSK9).Methods::From September 2007 to January 2009, 1,859 subjects in Pingguoyuan communities in Beijing were initially screened. After excluding those with bedridden status, mental illness, severe systemic diseases, and missing data, 1,680 subjects were recruited for follow up. All recruited subjects were followed up from February 2013 to September 2013 (181 subjects were lost to follow-up) and from June 2017 to September 2018 (174 subjects were lost to follow up). Finally, 1,325 subjects were included in the study. General demographic characteristics, lifestyle and behaviors, disease history and use of medication was collected. Levels of total cholesterol, triglycerides, high-density lipoprotein cholesterol, low-density lipoprotein cholesterol, fast blood glucose, RLP-C, low-density lipoprotein triglycerides and PCSK9 were measured. The levels of RLP-C (low: RLP-C ≤ 157 mg/L; high: RLP-C > 157 mg/L) and PCSK9 (low: PCSK9 ≤ 135.87 μg/L; high: PCSK9 > 135.87 μg/L) were represented using quartiles. Subjects were categorized into 4 groups according to their RLP-C and PCSK9 levels: Q4, high levels of RLP-C with high levels of PCSK9; Q3, high levels of RLP-C with low levels of PCSK9; Q2, low levels of RLP-C with high levels of PCSK9; and Q1, low levels of RLP-C with low levels of PCSK9. The association of RLP-C with MACEs in subjects with different PCSK9 levels was evaluated.Results::After a median follow-up of 9.5 years, 1,325 subjects were included in the study and a total of 191 MACEs had occurred. The incidence of MACEs was higher in the RLP-C > 157 mg/L group than the RLP-C ≤ 157 mg/L group (18.40% vs. 10.42%). Cox proportional hazards regression model analysis showed that increased RLP-C levels were associated with an increased risk of MACEs (hazard ratio: 1.405; 95% confidence interval: 1.005-1.964; P < 0.005). The incidence of MACEs was higher in the high RLP-C/PCSK9 group vs. the low RLP-C/PCSK9 group (20.68% vs. 8.76%). Cox proportional hazards regression model analysis showed that RLP-C was associated with an increased risk of MACEs in subjects with high PCSK9 levels independent of traditional risk factors (hazard ratio: 1.791; 95% confidence interval: 1.168-2.825; P = 0.001), but not in those with low PCSK9 levels. Conclusions::RLP-C was identified as a risk factor for MACEs, particularly in subjects with high PCSK9 levels. Lowering PCSK9 levels may reduce residual risk in subjects with elevated plasma RLP-C levels.
3.Association of Remnant-like Particle Cholesterol with Major Adverse Cardiovascular Events in Subjects with Different Levels of Proprotein Convertase Subtilisin/Kexin 9: A 9.5-year Follow-up Study in a Beijing Community Population
Xiaona WANG ; Ruping TIE ; Ruihua CAO ; Xu YANG ; Wenkai XIAO ; Li SHENG ; Ping YE
Cardiology Discovery 2023;03(3):159-165
Objective::The purpose of this study was to determine the relationship between remnant-like particle cholesterol (RLP-C) and major adverse cardiovascular events (MACEs) in patients with different levels of proprotein convertase subtilisin/kexin 9 (PCSK9).Methods::From September 2007 to January 2009, 1,859 subjects in Pingguoyuan communities in Beijing were initially screened. After excluding those with bedridden status, mental illness, severe systemic diseases, and missing data, 1,680 subjects were recruited for follow up. All recruited subjects were followed up from February 2013 to September 2013 (181 subjects were lost to follow-up) and from June 2017 to September 2018 (174 subjects were lost to follow up). Finally, 1,325 subjects were included in the study. General demographic characteristics, lifestyle and behaviors, disease history and use of medication was collected. Levels of total cholesterol, triglycerides, high-density lipoprotein cholesterol, low-density lipoprotein cholesterol, fast blood glucose, RLP-C, low-density lipoprotein triglycerides and PCSK9 were measured. The levels of RLP-C (low: RLP-C ≤ 157 mg/L; high: RLP-C > 157 mg/L) and PCSK9 (low: PCSK9 ≤ 135.87 μg/L; high: PCSK9 > 135.87 μg/L) were represented using quartiles. Subjects were categorized into 4 groups according to their RLP-C and PCSK9 levels: Q4, high levels of RLP-C with high levels of PCSK9; Q3, high levels of RLP-C with low levels of PCSK9; Q2, low levels of RLP-C with high levels of PCSK9; and Q1, low levels of RLP-C with low levels of PCSK9. The association of RLP-C with MACEs in subjects with different PCSK9 levels was evaluated.Results::After a median follow-up of 9.5 years, 1,325 subjects were included in the study and a total of 191 MACEs had occurred. The incidence of MACEs was higher in the RLP-C > 157 mg/L group than the RLP-C ≤ 157 mg/L group (18.40% vs. 10.42%). Cox proportional hazards regression model analysis showed that increased RLP-C levels were associated with an increased risk of MACEs (hazard ratio: 1.405; 95% confidence interval: 1.005-1.964; P < 0.005). The incidence of MACEs was higher in the high RLP-C/PCSK9 group vs. the low RLP-C/PCSK9 group (20.68% vs. 8.76%). Cox proportional hazards regression model analysis showed that RLP-C was associated with an increased risk of MACEs in subjects with high PCSK9 levels independent of traditional risk factors (hazard ratio: 1.791; 95% confidence interval: 1.168-2.825; P = 0.001), but not in those with low PCSK9 levels. Conclusions::RLP-C was identified as a risk factor for MACEs, particularly in subjects with high PCSK9 levels. Lowering PCSK9 levels may reduce residual risk in subjects with elevated plasma RLP-C levels.
4. A minimally invasive alternative for the treatment of nutcracker syndrome using individualized three-dimensional printed extravascular titanium stents
He WANG ; Yi-Tong GUO ; Yong JIAO ; Da-Li HE ; Bin WU ; Li-Jun YUAN ; Yan-Yan LI ; Yong YANG ; Tie-Sheng CAO ; Bo ZHANG
Chinese Medical Journal 2019;132(12):1454-1460
Background:
This study was designed to evaluate the clinical and radiographic outcomes of patients with nutcracker syndrome (NCS) who were treated with three-dimensional printing (3DP) extravascular titanium stents (EVTSs). The 3DP EVTS was expected to release the hypertension of the left renal vein (LRV) produced by its compression between the superior mesenteric artery (SMA) and the aorta without causing any complications.
Method:
The pre-operative kidney model of each patient was printed out to enable surgical planning. After that, the EVTS was designed based on the LRV’s primitive physiologic structure using computer-aided design software, and each stent was printed out with a precision setting of 20 μm. Seventeen patients who had been suffering from NCS underwent laparoscopic 3DP EVTS placement. The surgical procedure was designed for the placement of EVTS, taking great care in positioning and fixing the stent. Surgical data, which included patient demographic characteristics as well as pre- and post-operative test results, were collected and analyzed.
Results:
The mean duration of surgery was 75 ± 9 min, and the mean blood loss was 20 ± 5 mL. Computed tomography examinations revealed that the pre- and post-operative angle between the SMA and the aorta ranged from 18.7° ± 4.3° to 48.0° ± 8.8° (
5.Value of Kidney Disease Improving Global Outcomes Urine Output Criteria in Critically Ill Patients: A Secondary Analysis of a Multicenter Prospective Cohort Study.
Jun-Ping QIN ; Xiang-You YU ; Chuan-Yun QIAN ; Shu-Sheng LI ; Tie-He QIN ; Er-Zhen CHEN ; Jian-Dong LIN ; Yu-Hang AI ; Da-Wei WU ; De-Xin LIU ; Ren-Hua SUN ; Zhen-Jie HU ; Xiang-Yuan CAO ; Fa-Chun ZHOU ; Zhen-Yang HE ; Li-Hua ZHOU ; You-Zhong AN ; Yan KANG ; Xiao-Chun MA ; Ming-Yan ZHAO ; Li JIANG ; Yuan XU ; Bin DU ; null
Chinese Medical Journal 2016;129(17):2050-2057
BACKGROUNDUrine output (UO) is an essential criterion of the Kidney Disease Improving Global Outcomes (KDIGO) definition and classification system for acute kidney injury (AKI), of which the diagnostic value has not been extensively studied. We aimed to determine whether AKI based on KDIGO UO criteria (KDIGOUO) could improve the diagnostic and prognostic accuracy, compared with KDIGO serum creatinine criteria (KDIGOSCr).
METHODSWe conducted a secondary analysis of the database of a previous study conducted by China Critical Care Clinical Trial Group (CCCCTG), which was a 2-month prospective cohort study (July 1, 2009 to August 31, 2009) involving 3063 patients in 22 tertiary Intensive Care Units in Mainland of China. AKI was diagnosed and classified separately based on KDIGOUOand KDIGOSCr. Hospital mortality of patients with more severe AKI classification based on KDIGOUOwas compared with other patients by univariate and multivariate regression analyses.
RESULTSThe prevalence of AKI increased from 52.4% based on KDIGOSCrto 55.4% based on KDIGOSCrcombined with KDIGOUO. KDIGOUOalso resulted in an upgrade of AKI classification in 7.3% of patients, representing those with more severe AKI classification based on KDIGOUO. Compared with non-AKI patients or those with maximum AKI classification by KDIGOSCr, those with maximum AKI classification by KDIGOUOhad a significantly higher hospital mortality of 58.4% (odds ratio [OR]: 7.580, 95% confidence interval [CI]: 4.141-13.873, P< 0.001). In a multivariate logistic regression analysis, AKI based on KDIGOUO (OR: 2.891, 95% CI: 1.964-4.254, P< 0.001), but not based on KDIGOSCr (OR: 1.322, 95% CI: 0.902-1.939, P = 0.152), was an independent risk factor for hospital mortality.
CONCLUSIONUO was a criterion with additional value beyond creatinine criterion for AKI diagnosis and classification, which can help identify a group of patients with high risk of death.
Acute Disease ; mortality ; Aged ; Creatinine ; blood ; Critical Illness ; mortality ; Female ; Hospital Mortality ; Humans ; Kaplan-Meier Estimate ; Kidney Diseases ; blood ; mortality ; pathology ; urine ; Logistic Models ; Male ; Middle Aged ; Prognosis ; Prospective Studies ; Risk Factors
6.Prevalence, risk factors, clinical course, and outcome of acute kidney injury in Chinese intensive care units: a prospective cohort study.
Ying WEN ; Li JIANG ; Yuan XU ; Chuan-yun QIAN ; Shu-sheng LI ; Tie-he QIN ; Er-zhen CHEN ; Jian-dong LIN ; Yu-hang AI ; Da-wei WU ; Yu-shan WANG ; Ren-hua SUN ; Zhen-jie HU ; Xiang-yuan CAO ; Fa-chun ZHOU ; Zhen-yang HE ; Li-hua ZHOU ; You-zhong AN ; Yan KANG ; Xiao-chun MA ; Xiang-you YU ; Ming-yan ZHAO ; Xiu-ming XI ; Bin DU ; null
Chinese Medical Journal 2013;126(23):4409-4416
BACKGROUNDAcute kidney injury (AKI) has been recognized as a major healthcare problem affecting millions of patients worldwide. However, epidemiologic data concerning AKI in China are still lacking. The objectives of this study were to characterize AKI defined by RIFLE criteria, assess the association with hospital mortality, and evaluate the impact of AKI in the context of other risk factors.
METHODSThis prospective multicenter observational study enrolled 3,063 consecutive patients from 1 July 2009 to 31 August 2009 in 22 ICUs across mainland China. We excluded patients who were admitted for less than 24 hours (n = 1623), younger than 18 years (n = 127), receiving chronic hemodialysis (n = 29), receiving renal transplantation (n = 1) and unknown reasons (n = 28). There were 1255 patients in the final analysis. AKI was diagnosed and classified according to RIFLE criteria.
RESULTSThere were 396 patients (31.6%) who had AKI, with RIFLE maximum class R, I, and F in 126 (10.0%), 91 (7.3%), and 179 (14.3%) patients, respectively. Renal function deteriorated in 206 patients (16.4%). In comparison with non AKI patients, patients in the risk class on ICU admission were more likely to progress to the injury class (odds ratio (OR) 3.564, 95% confidence interval (CI) 1.706 - 7.443, P = 0.001], while patients in the risk class (OR 5.215, 95% CI 2.798-9.719, P < 0.001) and injury class (OR 13.316, 95% CI 7.507-23.622, P < 0.001) had a significantly higher probability of deteriorating into failure class. The adjusted hazard ratios for 90-day mortality were 1.884 for the risk group, 3.401 for the injury group, and 5.306 for the failure group.
CONCLUSIONSThe prevalence of AKI was high among critically ill patients in Chinese ICUs. In comparison with non-AKI patients, patients with RIFLE class R or class I on ICU admission were more susceptibility to progression to class I or class F. The RIFLE criteria were robust and correlated well with clinical deterioration and mortality.
Acute Kidney Injury ; epidemiology ; etiology ; pathology ; Adult ; Aged ; China ; epidemiology ; Female ; Humans ; Intensive Care Units ; statistics & numerical data ; Male ; Middle Aged ; Prospective Studies ; Risk Factors
7.The predictive value of carotid intima-media thickness and elasticity for coronary heart disease
Yi, WANG ; Yun-you, DUAN ; Li, ZHANG ; Li-jun, YUAN ; Lei, XU ; Yi-lin, YANG ; Tie-sheng, CAO
Chinese Journal of Medical Ultrasound (Electronic Edition) 2013;(9):39-43
Objective To explore the value of quantitative measurement of carotid intima-media thickness and elasticity for evaluating the degree of coronary heart disease by radio frequency ultrasonography. Methods From February 2011 to June 2012, a total of 142 subjects in cardiovascular internal medicine of the fourth military medical university Tangdu hospital with suspected CAD were enrolled in this study and were divided into non CAD group (n=35), atherosclerosis group in which coronary stenosis rate was less than 50%and no hemodynamic changes were detected (n=33), single artery involved group in which coronary stenosis rate was more than 50% (n=36) and multi-artery involved group in which coronary stenosis rate was more than 50%(n=38) based on the results of the coronary angiography (CAG). Measure the left common carotid artery intima-media thickness (IMT) and blood vessel elasticity index including the left common carotid artery pulse wave velocity (PWV) and stiffness index (β). Receiver operating characteristic (ROC) curves were used to calculate and compare the degrees of coronary heart disease, area under the curve of the left carotid artery elasticity parameters, cut-off value,sensitivity, speciifcity and Youden's index. Results LIMT, LPWV and Lβhad statistical signiifcance differences among four groups (F=3.621, 4.769 and 4.756, all P<0.05). The maximum values of parameter area under ROC curve were all observed in multi-artery involved groups and were 0.759 (LIMT), 0.770 (LPWV) and 0.764 (Lβ). The maximum value of Youden's index of the left common carotid artery intima-media thickness was observed in the coronary atherosclerosis group and was 0.513. The maximum value of Youden's index of the left common carotid artery pulse wave velocity and stiffnessβwere both observed in the multi-artery involved group and were 0.524 and 0.469. For diagnosing multivessel lesions, the sensitivities of LIMT, LPWV and Lβwere 71.0%, 77.4%and 71.0%, and the speciifcities were 73.4%, 74.7%and 75.9%. Conclusions The carotid elastic parameters have better predictive value for multivessel lesions. LPWV and Lβhave higher predictive value for coronary arterial disease than LIMT.
8.Part IV. Synthesis and antitumor evaluation of s-triazolothiadiazines and pyrazolo s-triazoles derived from ciproxacin.
Song-Qiang XIE ; Yin-Sheng CHEN ; Guo-Qiang WANG ; Nan-Nan DUAN ; Xiao-Yi WEN ; Tie-Yao CAO ; Jun YIN ; Wei WANG ; Guo-Qiang HU ; Wen-Long HUANG
Acta Pharmaceutica Sinica 2012;47(1):66-71
An efficient modified route based on the targeting mechanism of antibacterial fluoroquinolones for the shift from the antibacterial activity to the antitumor one was further developed. Using a fused heterocyclic ring, s-triazolothiadiazine as a carboxyl bioisostere of ciprofloxacin, the title compounds, 1-cyclopropyl-6-fluoro-7-piperazin-1-yl-3-(6-substituted-phenyl-7H-[1, 2, 4]triazolo[3, 4-b][1, 3, 4]thiadiazin-3-yl)-quinolin-4(1H)-ones (5a-5e) and their corresponding N-acetyl products (6a-6e), were designed and synthesized, separately. Meaningfully, a ring-contraction of fused six-membered thiadiazine occurred by a sulfur extrusion reaction gave new tri-acetylated fused heterocycles related to pyrazolo[5, 1-c][1, 2, 4] triazoles (7a-7e). The in vitro antitumor activity against L1210, CHO and HL60 cell lines was also evaluated for the synthesized fifteen heterocycles compared to parent ciprofloxacin by methylthiazole trazolium (MTT) assay. Interestingly, the results displayed that fifteen fused heterocyclic compounds showed more significant growth inhibitory activity (IC50 < 25.0 micromo x L(-1)) than that of parent ciprofloxacin (IC50 > 150.0 micromol x L(-1)), and the active order decreased from 7a-7e to 5a-5e to 6a-6e, respective.
Animals
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Antineoplastic Agents
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chemical synthesis
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chemistry
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pharmacology
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CHO Cells
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Cell Line, Tumor
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Ciprofloxacin
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pharmacology
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Cricetinae
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Cricetulus
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Fluoroquinolones
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chemical synthesis
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chemistry
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pharmacology
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HL-60 Cells
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Humans
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Inhibitory Concentration 50
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Leukemia L1210
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pathology
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Mice
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Structure-Activity Relationship
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Thiadiazines
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chemical synthesis
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chemistry
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pharmacology
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Triazoles
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chemical synthesis
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chemistry
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pharmacology
9.Evaluation of carotid arterial intima-media thickness and elasticity in pregnancy-induced hypertension using ultrasound radio-frequency technique
Dan, XUE ; Li-jun, YUAN ; Yun-you, DUAN ; Yi-lin, YANG ; Tie-sheng, CAO
Chinese Journal of Medical Ultrasound (Electronic Edition) 2012;09(6):487-490
Objective To evaluate carotid intima-media thickness(IMT) and elasticity in patients with pregnancy-induced hypertension(PIH) using ultrasound radio-frequency data(RF-data) technology.Methods Twenty-seven PIH women(mean brachial blood pressure:108 mm Hg,1 mm Hg=0.133 kPa)were included and thirty age- and gestational week-matched normal pregnant women served as controls.Carotid IMT and stiffness were evaluated using quality IMT(QIMT) and quantitative artery stiffness(QAS)techniques with color Doppler.Results Carotid IMT and elasticity parameters,including pulse wave velocity,pressure at T1,arterial augmented pressure(AP) and arterial augmented pressure index(AIx) were significantly higher in PIH group than in the normal group[IMT:(466.84±118.50)μm vs (386.58±125.79)μm;PWV:(7.09±1.97)m/s vs (5.95±1.11) m/s;PT1:(127.50±14.29) mm Hg vs (105.89±11.02)mm Hg;AP:(5.14±3.39) mm Hg vs (1.98±2.19)mm Hg;AIx:(7.58±8.73)% vs (-4.79±7.92)%)], and there were significant differences(t=2.660,2.660,3.460,3.460,3.460,all P<0.01).Conclusions PIH women have significantly increased carotid IMT and decreased elasticity compared with normal pregnant women.Radio-frequency technique could reliably reflect the changes of the carotid arterial structure and elasticity in patients with pregnancy-induced hypertension.
10.Activation of calcium-sensing receptors is associated with apoptosis in cardiomyocytes under simulated ischemia/reperfusion.
Ling YAN ; Tie-Bing ZHU ; Ting-Ting SUN ; Shi-Yang PAN ; Lain-Sheng WANG ; Zheng-Xian TAO ; Zhi-Jian YANG ; Ke-Jiang CAO
Journal of Zhejiang University. Medical sciences 2011;40(2):207-212
OBJECTIVETo examine the association of activation of calcium-sensing receptors (CaSR) with apoptosis in cardiomyocytes under simulated ischemia/reperfusion.
METHODSVentricular cardiomyocytes of neonatal rats were incubated in ischemia-mimetic solution for 2 h, then re-incubated in normal culture medium for 24 h to establish a model of simulated ischemia/reperfusion (I/R). Cell apoptosis was detected by terminal deoxynucleotidyl transferase-mediated dUTP nick end labeling (TUNEL assay). The expression of CaSR mRNA was detected by reverse transcriptase polymerase chain reaction (RT-PCR). The expression of Caspase -3 and Bcl-2 was detected by Western blotting.
RESULTThe simulated I/R enhanced the expression of CaSR and cardiomyocyte apoptosis. GdCl(3), a specific activator of CaSR, further increased the expression of CaSR and cardiomyocyte apoptosis, along with upregulation of Caspase-3 and downregulation of Bcl-2.
CONCLUSIONCaSR is associated with I/R injury and apoptosis in neonatal rat ventricular cardiomyocytes via suppressing Bcl-2 and promoting Caspase -3 expression.
Animals ; Apoptosis ; physiology ; Caspase 3 ; metabolism ; Cells, Cultured ; Myocardial Reperfusion Injury ; metabolism ; pathology ; Myocytes, Cardiac ; metabolism ; pathology ; Proto-Oncogene Proteins c-bcl-2 ; metabolism ; Rats ; Receptors, Calcium-Sensing ; metabolism ; Signal Transduction

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