1.Value of noninvasive echocardiographic indicators in predicting pulmonary vascular resistance in chronic thromboembolic pulmonary hypertension
Yanan ZHAI ; Aili LI ; Wanmu XIE ; Qiang HUANG ; Qian GAO ; Yu ZHANG ; Aihong CHEN ; Guangjie LYU ; Jieping LEI ; Zhenguo ZHAI
Chinese Journal of Ultrasonography 2024;33(2):134-141
Objective:To investigate the values of two-dimensional and three-dimensional echocardiographic parameters in predicting pulmonary vascular resistance (PVR) in chronic pulmonary thromboembolic pulmonary hypertension (CTEPH).Methods:A total of 141 patients diagnosed with CTEPH in China-Japan Friendship Hospital from November 2015 to December 2022 were included. Two-dimensional echocardiographic indicators reflecting PVR were constructed according to the calculation formula of PVR: echocardiographic estimated systolic pulmonary artery pressure (sPAP Echo)/left ventricular end-diastolic diameter (LVIDd), echocardiographic estimated mean pulmonary artery pressure (mPAP Echo)/LVIDd. sPAP Echo/left ventricular end-diastolic volume (LVEDV), sPAP Echo/left ventricular cardiac output (LVCO) were measured by three-dimensional echocardiography. The correlations between two-dimensional and three-dimensional echocardiographic ratios and invasive PVR were then analyzed using the Spearman correlation method. Using receiver operating characteristic curve analysis, cut-off values for the ratios were generated to identify patients with PVR>1 000 dyn·s -1·cm -5. Pre- and postoperative hemodynamics and echocardiographic data were analyzed, as well as the correlation between the reduction rate of the echocardiographic index and PVR in 54 patients who underwent pulmonary endarterectomy (PEA). Results:sPAP Echo/LVIDd, sPAP Echo/LVEDV and sPAP Echo/LVCO were moderately correlated with PVR( rs=0.62, 0.52, 0.63, both P<0.001). The ratio of sPAP Echo to LVEDV, when greater than or equal to 1.41, had a sensitivity of 0.800 and a specificity of 0.930 for determining PVR >1 000 dyn·s -1·cm -5 (AUC=0.860, P<0.001). Similarly, the ratio of sPAP Echo to LVIDd, when greater than or equal to 2.14, had a sensitivity of 0.647 and a specificity of 0.861 for determining PVR >1000 dyn·s -1·cm -5 (AUC=0.830, P<0.001). The sPAP Echo/LVIDd and mPAP Echo/LVIDd significantly decreased after PEA (both P<0.001). The sPAP Echo/LVIDd and mPAP Echo/LVIDd reduction rate (ΔsPAP Echo/LVIDd and ΔmPAP Echo/LVIDd) were significantly correlated with PVR reduction rate (ΔPVR), respectively ( rs=0.61, 0.63, both P<0.05). Conclusions:Two-dimensional ratio sPAP Echo/LVIDd and three-dimensional ratio sPAP Echo/LVEDV can be used to noninvasively estimate PVR in CTEPH patients. The conventional ratio sPAP Echo/LVIDd is convenient and reproducibly suitable for monitoring the improvement of PVR before and after treatment, and its ratio of 2.14 can predict the significant increase of PVR in CTEPH patients (>1 000 dyn·s -1·cm -5).
2.A machine learning model for diagnosing acute pulmonary embolism and comparison with Wells score, revised Geneva score, and Years algorithm
Linfeng XI ; Han KANG ; Mei DENG ; Wenqing XU ; Feiya XU ; Qian GAO ; Wanmu XIE ; Rongguo ZHANG ; Min LIU ; Zhenguo ZHAI ; Chen WANG
Chinese Medical Journal 2024;137(6):676-682
Background::Acute pulmonary embolism (APE) is a fatal cardiovascular disease, yet missed diagnosis and misdiagnosis often occur due to non-specific symptoms and signs. A simple, objective technique will help clinicians make a quick and precise diagnosis. In population studies, machine learning (ML) plays a critical role in characterizing cardiovascular risks, predicting outcomes, and identifying biomarkers. This work sought to develop an ML model for helping APE diagnosis and compare it against current clinical probability assessment models.Methods::This is a single-center retrospective study. Patients with suspected APE were continuously enrolled and randomly divided into two groups including training and testing sets. A total of 8 ML models, including random forest (RF), Na?ve Bayes, decision tree, K-nearest neighbors, logistic regression, multi-layer perceptron, support vector machine, and gradient boosting decision tree were developed based on the training set to diagnose APE. Thereafter, the model with the best diagnostic performance was selected and evaluated against the current clinical assessment strategies, including the Wells score, revised Geneva score, and Years algorithm. Eventually, the ML model was internally validated to assess the diagnostic performance using receiver operating characteristic (ROC) analysis.Results::The ML models were constructed using eight clinical features, including D-dimer, cardiac troponin T (cTNT), arterial oxygen saturation, heart rate, chest pain, lower limb pain, hemoptysis, and chronic heart failure. Among eight ML models, the RF model achieved the best performance with the highest area under the curve (AUC) (AUC = 0.774). Compared to the current clinical assessment strategies, the RF model outperformed the Wells score ( P = 0.030) and was not inferior to any other clinical probability assessment strategy. The AUC of the RF model for diagnosing APE onset in internal validation set was 0.726. Conclusions::Based on RF algorithm, a novel prediction model was finally constructed for APE diagnosis. When compared to the current clinical assessment strategies, the RF model achieved better diagnostic efficacy and accuracy. Therefore, the ML algorithm can be a useful tool in assisting with the diagnosis of APE.
5.Risk assessment and prevention management of venous thromboembolism in hospitalized patients in plateau area
Huailei CHEN ; Kaiyuan ZHEN ; Meilang CHUTSO ; Zhenguo ZHAI
Chinese Journal of Health Management 2023;17(6):429-436
Objective:To explore the risk assessment and prevention management of hospital-associated venous thromboembolism (HA-VTE) in plateau area.Methods:This was a prospective observational study. A total of 200 patients hospitalized for acute medical diseases or surgery in the People′s Hospital of Tibet Autonomous Region from May to June 2022 were consecutively enrolled. Padua score or Caprini risk assessment model was used for dynamic risk assessment and stratification of VTE in all patients. At the same time, bleeding risk was assessed according to age, complications, trauma history, drug therapy, invasive procedures and other factors. The implementation of mechanical and/or drug prophylaxis was dynamically recorded during hospitalization. The change of VTE risk and prevention during hospitalization were the primary outcome, and the occurrence of HA-VTE events and bleeding events during hospitalization or within 90 days after enrollment were the secondary outcome.Results:A total of 196 patients were enrolled in the study, including 130 (66.3%) in internal medicine and 66 (33.7%) in surgery. There were 64 (49.2 %) and 27 (40.9%) patients with high risk of VTE within 1 day after admission among medical and surgical patients, respectively. During hospitalization, 58 (44.6%) and 49 (74.2%) patients with high risk of VTE were re-evaluated among medical and surgical patients, respectively. There were 39 (30.0%) medical patients and 54 (81.8%) surgical patients who had an increased risk of VTE due to changes in their conditions. In terms of VTE prevention, 32 patients (16.3%) received VTE prophylaxis, only 17 medical patients (8.7%) with high risk of VTE received drug prophylaxis, and 2 patients (1.0%) with high risk of VTE developed HA-VTE events after drug prophylaxis. A total of 8 (4.1%) surgical patients received drug prophylaxis, of which 1 (0.5%) received mechanical prophylaxis at the same time, and no surgical patients experienced HA-VTE events after prophylaxis. HA-VTE events occurred in 11 patients (5.6%) during hospitalization or within 90 days after enrollment.Conclusion:Considering the complex and changeable risk factors of VTE, insufficient VTE prevention and high incidence of HA-VTE in hospitalized patients in plateau areas, Padua score and Caprini risk assessment model are recommended for early, dynamic and full VTE risk assessment of patients, so as to standardize the VTE prevention and improve the quality of health management of hospitalized patients in plateau areas.
6.Clinical study on the changes of left ventricular function and recovery after pulmonary endarterectomy in patients with chronic thromboembolic pulmonary hypertension
Gejing LIU ; Aili LI ; Yanan ZHAI ; Guangjie LYU ; Yanan ZHEN ; Fan LIN ; Xiaopeng LIU ; Wanmu XIE ; Zhenguo ZHAI
Chinese Journal of Ultrasonography 2022;31(3):245-251
Objective:To assess the configuration and systolic function of the left ventricle in patients with chronic thromboembolic pulmonary hypertension (CTEPH) by routine ultrasound, two-dimensional speckle tracking imaging and three-dimensional echocardiography, and to observe the recovery after pulmonary endarterectomy (PEA).Methods:The patients who were diagnosed with CTEPH, underwent PEA and had no left heart disease were enrolled as the CTEPH group ( n=30) in the China-Japan Friendship Hospital from November 2016 and June 2021. The right heart catheterization data before and after surgery were recorded. In the meantime, gender- and age-matched healthy individuals who sought for physical examination during the same period were included as the control group ( n=23). Echocardiography findings before and after PEA were comparatively analyzed and compared between the two groups, including left ventricular end-diastolic diameter (LVEDd), right and left ventricular cross-section ratio (RVd/LVd), left ventricular global longitudinal strain (LVGLS), left ventricular end-diastolic/systolic volume index (LVEDVi/LVESVi), left ventricular ejection fraction (LVEF) and left ventricular stroke volume (LVSV). Associations between the mean pulmonary arterial pressure (mPAP)/pulmonary vascular resistance (PVR) and left ventricular function were discussed. Results:When compared with the control group, the LVEDd, LVEDVi, LVESVi, LVSV, LVGLS and the mitral early to late diastolic flow velocity ratio (E/A) in the CTEPH group were lower (all P<0.05). There were no significant differences between the two groups regarding LVEF, cardiac output (CO), and cardiac index (CI) (all P>0.05). There were no statistical differences of the left ventricular volume and LVSV between PEA group and the control group (both P>0.05), while the LVGLS and E/A remained lower (both P<0.05). Correlation analysis showed negative associations between mPAP and LVSV as well as E/A ( r=-0.490, -0.455; both P<0.05). Conclusions:There are changes in left ventricular configuration with abnormal filling pattern and potential systolic dysfunction in CTEPH patients. The PEA surgery could lead to recovery of the left ventricular configuration and volume, but the filling pattern and LVGLS at follow-up can not recover completely.
7.Short term outcomes and respiratory complications after pulmonary endarterectomy: results from a single Chinese center
Chen LI ; Junyu MA ; Shupeng WANG ; Xiaojing WU ; Shanshan ZHAI ; Desheng CHEN ; Hui WANG ; Yina WU ; Zhenguo ZHAI ; Yanan ZHEN ; Jun DUAN
Chinese Journal of Thoracic and Cardiovascular Surgery 2021;37(9):521-525
Objective:To investigate the short term outcomes and postoperative respiratory complications of patients with chronic thromboembolic pulmonary hypertension(CTEPH) treated by pulmonary endarterectomy(PEA).Methods:45 consecutive CTEPH patients underwent PEA between December 2017 and January 2020 in our institution were enrolled, including 25 females and 20 males. The mean age of operation was 51.2(25-70) years old. 24(53.5%) patients were in New York Heart Association(NYHA) functional class Ⅲ-Ⅳ. The mean PVR before operation was 923(461-2 711) dyn·s·cm -5. All patients’ data were entered in a prospective database, divieded into patients with respiratory complications group(WRC)and without respiratory complications group(WORC). To assess risk factors for postoperative respiratory complications and its effect on short term outcomes. Results:There was a significant reduction in mPAP(from 37 mmHg to 20 mmHg) and PVR(from 923 dyn·s·cm -5 to 293 dyn·s·cm -5) in the entire group. The in-hospital mortality rate was 4.4%(2 cases), died due to postoperative cardiogenic circulatory failure, even with VA-ECMO treatment and mediastinal infection, respectively. Postoperative respiratory complications occurred in 32 patients(71.1%). The most common complications were reperfusion pulmonary edema 44.4%(20 cases) and residual pulmonary hypertension 11.1%(5 cases). The WRC group showed a tendency to have longer periods of mechanical ventilation, longer ICU stays and more ICU costs. Independent predictors of postoperative respiratory complications were time from symptom onset to PEA>36 months( OR=12.2, 95% CI: 2.1-70.7, P=0.005)and six-minute walking distance<300 m( OR=12.6, 95% CI: 1.1-138.0, P=0.0038). Conclusion:Pulmonary endarterectomy is an effective and safe treatment for CTEPH. Postoperative respiratory complications were mainly determined by symptom onset time and pre-operative status. Patients with CTEPH should consider PEA surgery early.
8.Venous thromboembolism risk and prophylaxis status of cancer inpatient
Ruihua XU ; Yuankai SHI ; Yuan GAO ; Weimin LI ; Xinyu QIN ; Jieming QU ; Zhenguo ZHAI ; Chen WANG
Chinese Journal of Oncology 2021;43(10):1100-1104
Objective:To determine the risk profile of venous thromboembolism (VTE) and evaluate VTE prophylaxis implementation of the hospitalized cancer patients in the DissolVE 2 study.Methods:The data of hospitalized cancer patients in the DissolVE 2 study were analyzed. The risk distribution of VTE, preventive measures and in-hospital VTE events of hospitalized patients with tumors were described by percentage and 95% confident interval (CI).Results:A total of 1 535 cancer patients were included. According to the Padua score, 826 (53.8%) patients were at low risk of VTE, while 709 (46.2%) patients were at high VTE risk. VTE events occurred in 4 low-risk patients (0.5%; 95% CI: 0.1%, 1.2%) and 5 high-risk patients (0.7%; 95% CI: 0.2%, 1.6%). The overall incidence was 0.6% (9/1 535, 95% CI: 0.3%, 1.1%). Among patients with high VTE risk, 666 (93.9%) did not receive any VTE prophylaxis, and only 11 (1.6%) patients received appropriate VTE prophylaxis. Among patients who received VTE prevention, no VTE event was observed. Conclusions:Nearly half of the hospitalized cancer patients are at high risk of VTE, but most of them don′t receive VTE prophylaxis. The results reflect the insufficient management of VTE risk for hospitalized cancer patients in China, and improvement of awareness and practice of VTE prophylaxis is urgently needed.
9.Venous thromboembolism risk and prophylaxis status of cancer inpatient
Ruihua XU ; Yuankai SHI ; Yuan GAO ; Weimin LI ; Xinyu QIN ; Jieming QU ; Zhenguo ZHAI ; Chen WANG
Chinese Journal of Oncology 2021;43(10):1100-1104
Objective:To determine the risk profile of venous thromboembolism (VTE) and evaluate VTE prophylaxis implementation of the hospitalized cancer patients in the DissolVE 2 study.Methods:The data of hospitalized cancer patients in the DissolVE 2 study were analyzed. The risk distribution of VTE, preventive measures and in-hospital VTE events of hospitalized patients with tumors were described by percentage and 95% confident interval (CI).Results:A total of 1 535 cancer patients were included. According to the Padua score, 826 (53.8%) patients were at low risk of VTE, while 709 (46.2%) patients were at high VTE risk. VTE events occurred in 4 low-risk patients (0.5%; 95% CI: 0.1%, 1.2%) and 5 high-risk patients (0.7%; 95% CI: 0.2%, 1.6%). The overall incidence was 0.6% (9/1 535, 95% CI: 0.3%, 1.1%). Among patients with high VTE risk, 666 (93.9%) did not receive any VTE prophylaxis, and only 11 (1.6%) patients received appropriate VTE prophylaxis. Among patients who received VTE prevention, no VTE event was observed. Conclusions:Nearly half of the hospitalized cancer patients are at high risk of VTE, but most of them don′t receive VTE prophylaxis. The results reflect the insufficient management of VTE risk for hospitalized cancer patients in China, and improvement of awareness and practice of VTE prophylaxis is urgently needed.
10.Clinicopathological characteristics of pulmonary artery intimal sarcoma
Bei WANG ; Tong ZHANG ; Hongyan LIU ; Rongrong CHEN ; Xiaoyan ZHANG ; Honglei ZHANG ; Zhenguo ZHAI ; Dingrong ZHONG
Chinese Journal of Pathology 2021;50(1):38-43
Objective:To describe the clinicopathological features of pulmonary artery intimal sarcoma (PAIS), and to understand its molecular alterations.Methods:Sixty cases of pulmonary artery endarterectomy performed at the China-Japan Friendship Hospital, Beijing, China from January 2017 to January 2020 were reviewed. Clinical data of 5 patients with pulmonary artery intimal sarcoma were collected. Hematoxylin-eosin staining, immunohistochemistry staining and fluorescence in situ hybridization (FISH) were performed to evaluate the pathological features. RNA sequencing was conducted to assess the fusion gene changes in PAIS.Results:The detection rate of PAIS was 8.3% (5/60), with the median age of 49 years and a female predominance. Their clinical manifestations were non-specific. Histopathological examination showed that the tumors were composed of malignant spindle or epithelioid cells, with various degrees of atypia. Focal heterologous osteosarcomatous or leiomyosarcomatous differentiation was noted. The tumor cells could express PDGFRA, CDK4 and MDM2 with co-amplification of MDM2, CDK4 and EGFR genes. RNA sequencing detected multiple in-frame fusions in the tumors.Conclusions:PAIS is a rare, highly heterogeneous, and poorly-or un-differentiated sarcoma accompanied by complex changes of multiple genes.It has no known effective treatments, and thus has a poor prognosis.

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