BACKGROUND:This study aims to develop and validate a machine learning-based in-hospital mortality predictive model for acute aortic syndrome(AAS)in the emergency department(ED)and to derive a simplifi ed version suita...BACKGROUND:This study aims to develop and validate a machine learning-based in-hospital mortality predictive model for acute aortic syndrome(AAS)in the emergency department(ED)and to derive a simplifi ed version suitable for rapid clinical application.METHODS:In this multi-center retrospective cohort study,AAS patient data from three hospitals were analyzed.The modeling cohort included data from the First Affiliated Hospital of Zhengzhou University and the People’s Hospital of Xinjiang Uygur Autonomous Region,with Peking University Third Hospital data serving as the external test set.Four machine learning algorithms—logistic regression(LR),multilayer perceptron(MLP),Gaussian naive Bayes(GNB),and random forest(RF)—were used to develop predictive models based on 34 early-accessible clinical variables.A simplifi ed model was then derived based on fi ve key variables(Stanford type,pericardial eff usion,asymmetric peripheral arterial pulsation,decreased bowel sounds,and dyspnea)via Least Absolute Shrinkage and Selection Operator(LASSO)regression to improve ED applicability.RESULTS:A total of 929 patients were included in the modeling cohort,and 210 were included in the external test set.Four machine learning models based on 34 clinical variables were developed,achieving internal and external validation AUCs of 0.85-0.90 and 0.73-0.85,respectively.The simplifi ed model incorporating fi ve key variables demonstrated internal and external validation AUCs of 0.71-0.86 and 0.75-0.78,respectively.Both models showed robust calibration and predictive stability across datasets.CONCLUSION:Both kinds of models were built based on machine learning tools,and proved to have certain prediction performance and extrapolation.展开更多
Acute aortic syndrome(AAS) is a spectrum of conditions, which may ultimately progress to potentially life-threatening aortic rupture. This syndrome encompasses aortic dissection(AD), intramural haematoma, penetrating ...Acute aortic syndrome(AAS) is a spectrum of conditions, which may ultimately progress to potentially life-threatening aortic rupture. This syndrome encompasses aortic dissection(AD), intramural haematoma, penetrating atherosclerotic ulcer and unstable thoracic aortic aneurysms. Multi-detector CT(MDCT) is crucial for the diagnosis of AAS, especially in the emergency setting due to its speed, accuracy and ready availability. This review attends to the value of appropriate imaging protocols in obtaining good quality images that can permit a confident diagnosis of AAS. AD is the most commonly encountered AAS and also the one with maximum potential to cause catastrophic outcome if not diagnosed and managed promptly. Hence, this review briefly addresses certain relevant clinical perspectives on this condition. Differentiating the false from the true lumen in AD is often essential; a spectrum of CT findings, e.g., "beak sign", aortic "cobwebs" that allows such differentiation have been described with explicit illustrations. The value of non enhanced CT scans, especially useful in the diagnosis of an intramural hematoma has also been illustrated. Overlap in the clinical and imaging features of the various conditions presenting as AAS is not unusual. However, on most instances MDCT enables the rightdiagnosis. On select occasions MRI or trans-esophageal echocardiography may be required as a problem solving tool.展开更多
AIM To assess potential benefits of an additional unenhanced acquisition in computed tomography angiography(CTA)in patients with suspected acute aortic syndrome(AAS).METHODS A total of 103 aortic CTA(non-electrocardio...AIM To assess potential benefits of an additional unenhanced acquisition in computed tomography angiography(CTA)in patients with suspected acute aortic syndrome(AAS).METHODS A total of 103 aortic CTA(non-electrocardiography-gated,128 slices)performed due to suspected AAS were retrospectively evaluated for acute aortic dissection(AAD),intramural hematoma(IMH),or penetrating aortic ulcer(PAU).Spiral CTA protocol consisted of an unenhanced acquisition and an arterial phase.If AAS was detected,a venous phase(delay,90 s)was added.Images were evaluated for the presence and extent of AAD,IMH,PAU,and related complications.The diagnostic benefit of the unenhanced acquisition was evaluated concerning detection of IMH.RESULTS Fifty-six(30%women;mean age,67 years;median,68 years)of the screened individuals had AAD or IMH.A triphasic CT scan was conducted in 76.8%(n=43).56%of the detected AAD were classified as Stanford type A,44%as Stanford type B.53.8%of the detected IMH were classified as Stanford type A,46.2%as Stanford type B.There was no significant difference in the involvement of the ascending aorta between AAD and IMH(P=1.0)or in the average age between AAD and IMH(P=0.548),between Stanford type A and Stanford type B in general(P=0.650)and between Stanford type A and Stanford type B within the entities of AAD and IMH(AAD:P=0.785;IMH:P=0.146).Only the unenhanced acquisitions showed a significant density difference between the adjacent lumen and the IMH(P=0.035).Subadventitial hematoma involving the pulmonary trunk was present in 5 patients(16%)with Stanford A AAD.The difference between the median radiation exposure of a triphasic(2737 mGy*cm)compared to a biphasic CT scan(2135 mGy*cm)was not significant(P=0.135).CONCLUSION IMH is a common and difficult to detect entity of AAS.An additional unenhanced acquisition within an aortic CTA protocol facilitates the detection of IMH.展开更多
It is estimated that 15% of traffic accidents cause trauma to large vessels. In about 70%-95% of cases, aortic rupture took place in the distal ligament of the left subclavian artery, whereas in the remaining cases ru...It is estimated that 15% of traffic accidents cause trauma to large vessels. In about 70%-95% of cases, aortic rupture took place in the distal ligament of the left subclavian artery, whereas in the remaining cases rupture occurred in the ascending aorta above the aortic valve. Trauma to the aortic sinus and coronary arteries is rarely found in traffic accident victims. Therefore, coronary artery trauma is often misdiagnosed as coronary atherosclerotic heart disease. The present case is a 42 years old male who survived from a traffic accident. He presented with aortic sinus and left coronary artery trauma. He was misdiagnosed as having coronary atherosclerotic heart disease, and therefore wrongly given antiplatelet medicine, such as aspirin, in another hospital. Definite diagnosis was achieved in our hospital, and the patient underwent Bentall and mitral valve replacement, as well as tricuspid valvuloplasty. The aortic occlusion time during surgery was 47 min, and the total cardiopulmonary bypass time was 63 rain. After surgery, transthoracic echocardiography confirmed that all the artificial valves worked sufficiently. The patient felt good and symptoms such as asthma and decreased exercise tolerance disappeared. This case taught us that acute aortic syndrome cannot be ignored when patients present with pectoralgia; antiplatelet medication should not be given before definite diagnosis.展开更多
Objectives To investigate the morphologic characteristics of intramural hematoma(IMH)on CT angiography(CTA),and evaluate the possible correlation of serum C-reactive protein(CRP)with morphologic characteristics of IMH...Objectives To investigate the morphologic characteristics of intramural hematoma(IMH)on CT angiography(CTA),and evaluate the possible correlation of serum C-reactive protein(CRP)with morphologic characteristics of IMH.Material and Methods Forty-two patients who were initially diagnosed as IMH by aortic CTA and also had serum CRP examination on the same day of CTA were enrolled in this retrospective study,including 30 males and 12 females,with the mean age of 61±14 years old.The volumetric CT data were retrospectively processed and analyzed on post-processing workstation.Based on the thickness of IMH and the length-area curve,the crosssectional area of true lumen and total vessel were measured,the hematoma-vessel ratio(HVR)was calculated.Imaging characteristics were compared between patients who had pathological elevated CRP(>0.8 mg/dl)and those did not.Spearman correlation analyses of CRP level and morphological characteristics of IMH were performed,and the receiver operating characteristic(ROC)curve was used to evaluate the diagnostic validity of CRP.Results Of all 42 IMH patients,the mean serum CRP was 3.94±4.71 mg/dl,and the mean HVR was 46.7%±14.2%.HVR in patients with elevated CRP was significantly higher than those with normal CRP(49.7%±15.0%vs.40.7%±10.5%,P=0.030).HVR was mildly correlated with CRP in all patients(r=0.48,P<0.001).CRP levels differed neither between patients with Stanford type A and B(P=0.207),nor between patients with and without intimal disruption(P=0.230).To discriminate HVR>47%(the mean value),the area under curve(AUC)were 0.700(95%CI:0.535-0.865)for CRP at a cutoff point of 3.55 mg/dl,with a sensitivity of 54.5%and a specificity of 90.0%.Conclusion CRP was mildly correlated with the severity of cross-sectional hematoma area of IMH,but not with Stanford types and the presence of intimal disruption.展开更多
BACKGROUND The aim of this study was to define clinical evidence supporting that triple ruleout computed tomography angiography(TRO CTA)is a comprehensive and feasible diagnostic tool in patients with novel coronaviru...BACKGROUND The aim of this study was to define clinical evidence supporting that triple ruleout computed tomography angiography(TRO CTA)is a comprehensive and feasible diagnostic tool in patients with novel coronavirus disease 2019(COVID-19)who were admitted to the emergency department(ED)for acute chest pain.Optimizing diagnostic imaging strategies in COVID-19 related thromboembolic events,will help for rapid and noninvasive diagnoses and results will be effective for patients and healthcare systems in all aspects.AIM To define clinical evidence supporting that TRO CTA is a comprehensive and feasible diagnostic tool in COVID-19 patients who were admitted to the ED for acute chest pain,and to assess outcomes of optimizing diagnostic imaging strategies,particularly TRO CTA use,in COVID-19 related thromboembolic events.METHODS TRO CTA images were evaluated for the presence of coronary artery disease,pulmonary thromboembolism(PTE),or acute aortic syndromes.Statistical analyses were used for evaluation of significant association between the variables.A two tailed P-value<0.05 was considered statistically significant.RESULTS Fifty-three patients were included into the study.In 31 patients(65.9%),there was not any pathology,while PTE was diagnosed in 11 patients.There was no significant relationship between the rates of pathology on CTA and history of hypertension.On the other hand,the diabetes mellitus rate was much higher in the acute coronary syndrome group,particularly in the PTE group(8/31=25.8%vs 6/16=37.5%,P=0.001).The rate of dyslipidemia was significantly higher in the group with pathology on CTA while compared to those without pathology apart from imaging findings of the pneumonia group(62.5%vs 38.7%,P<0.001).Smoking history rates were similar in the groups.Platelets,D-dimer,fibrinogen,C-reactive protein,and erythrocyte sedimentation rate values were higher in COVID-19 cases with additional pathologies.CONCLUSION TRO CTA is an effective imaging method in evaluation of all thoracic vascular systems at once and gives accurate results in COVID-19 patients.展开更多
Penetrating atherosclerotic ulcer(PAU),an uncommon etiology of acute aortic syndrome(AAS),is a potential cause of chest pain seen in emergency departments.As PAU may lead to electrocardiogram(ECG)changes or rarely,ele...Penetrating atherosclerotic ulcer(PAU),an uncommon etiology of acute aortic syndrome(AAS),is a potential cause of chest pain seen in emergency departments.As PAU may lead to electrocardiogram(ECG)changes or rarely,elevated troponin levels,it is most likely misdiagnosed as acute coronary syndrome(ACS).Hence,individuals with PAU may be offered potentially life-threatening treatment.This paper reports a case of a 81-year-old male who presented with intermittent chest pain with a history of old inferior myocardial infarction and stent placement in the left circumflex coronary artery(LCX)three years ago.Initially,he was diagnosed with non-ST-elevation myocardial infarction(NSTEMI)based on abnormal ECG changes and raised troponin I.However,emergency coronary angiography(CAG)showed no restenosis in the left circumflex coronary artery(LCX)but with mild stenosis in the left anterior descending artery(LAD)and right coronary artery(RCA).Computed tomographic angiography(CIA)of the whole aorta showed multiple atherosclerotic plaques with penetrating atherosclerotic ulcer in the aortic arch and descending aorta.Endovascular aortic repair with Ankura II covered stent was performed.This case study reminds us that it is clinically difficult to distinguish PAU from ACS.Upon excluding ACS from the diagnosis,we should take into consideration of PAU,especially in elderly patients with positive cTnI.展开更多
基金supported by the special fund of the National Clinical Key Specialty Construction Program[(2022)301-2305].
文摘BACKGROUND:This study aims to develop and validate a machine learning-based in-hospital mortality predictive model for acute aortic syndrome(AAS)in the emergency department(ED)and to derive a simplifi ed version suitable for rapid clinical application.METHODS:In this multi-center retrospective cohort study,AAS patient data from three hospitals were analyzed.The modeling cohort included data from the First Affiliated Hospital of Zhengzhou University and the People’s Hospital of Xinjiang Uygur Autonomous Region,with Peking University Third Hospital data serving as the external test set.Four machine learning algorithms—logistic regression(LR),multilayer perceptron(MLP),Gaussian naive Bayes(GNB),and random forest(RF)—were used to develop predictive models based on 34 early-accessible clinical variables.A simplifi ed model was then derived based on fi ve key variables(Stanford type,pericardial eff usion,asymmetric peripheral arterial pulsation,decreased bowel sounds,and dyspnea)via Least Absolute Shrinkage and Selection Operator(LASSO)regression to improve ED applicability.RESULTS:A total of 929 patients were included in the modeling cohort,and 210 were included in the external test set.Four machine learning models based on 34 clinical variables were developed,achieving internal and external validation AUCs of 0.85-0.90 and 0.73-0.85,respectively.The simplifi ed model incorporating fi ve key variables demonstrated internal and external validation AUCs of 0.71-0.86 and 0.75-0.78,respectively.Both models showed robust calibration and predictive stability across datasets.CONCLUSION:Both kinds of models were built based on machine learning tools,and proved to have certain prediction performance and extrapolation.
文摘Acute aortic syndrome(AAS) is a spectrum of conditions, which may ultimately progress to potentially life-threatening aortic rupture. This syndrome encompasses aortic dissection(AD), intramural haematoma, penetrating atherosclerotic ulcer and unstable thoracic aortic aneurysms. Multi-detector CT(MDCT) is crucial for the diagnosis of AAS, especially in the emergency setting due to its speed, accuracy and ready availability. This review attends to the value of appropriate imaging protocols in obtaining good quality images that can permit a confident diagnosis of AAS. AD is the most commonly encountered AAS and also the one with maximum potential to cause catastrophic outcome if not diagnosed and managed promptly. Hence, this review briefly addresses certain relevant clinical perspectives on this condition. Differentiating the false from the true lumen in AD is often essential; a spectrum of CT findings, e.g., "beak sign", aortic "cobwebs" that allows such differentiation have been described with explicit illustrations. The value of non enhanced CT scans, especially useful in the diagnosis of an intramural hematoma has also been illustrated. Overlap in the clinical and imaging features of the various conditions presenting as AAS is not unusual. However, on most instances MDCT enables the rightdiagnosis. On select occasions MRI or trans-esophageal echocardiography may be required as a problem solving tool.
文摘AIM To assess potential benefits of an additional unenhanced acquisition in computed tomography angiography(CTA)in patients with suspected acute aortic syndrome(AAS).METHODS A total of 103 aortic CTA(non-electrocardiography-gated,128 slices)performed due to suspected AAS were retrospectively evaluated for acute aortic dissection(AAD),intramural hematoma(IMH),or penetrating aortic ulcer(PAU).Spiral CTA protocol consisted of an unenhanced acquisition and an arterial phase.If AAS was detected,a venous phase(delay,90 s)was added.Images were evaluated for the presence and extent of AAD,IMH,PAU,and related complications.The diagnostic benefit of the unenhanced acquisition was evaluated concerning detection of IMH.RESULTS Fifty-six(30%women;mean age,67 years;median,68 years)of the screened individuals had AAD or IMH.A triphasic CT scan was conducted in 76.8%(n=43).56%of the detected AAD were classified as Stanford type A,44%as Stanford type B.53.8%of the detected IMH were classified as Stanford type A,46.2%as Stanford type B.There was no significant difference in the involvement of the ascending aorta between AAD and IMH(P=1.0)or in the average age between AAD and IMH(P=0.548),between Stanford type A and Stanford type B in general(P=0.650)and between Stanford type A and Stanford type B within the entities of AAD and IMH(AAD:P=0.785;IMH:P=0.146).Only the unenhanced acquisitions showed a significant density difference between the adjacent lumen and the IMH(P=0.035).Subadventitial hematoma involving the pulmonary trunk was present in 5 patients(16%)with Stanford A AAD.The difference between the median radiation exposure of a triphasic(2737 mGy*cm)compared to a biphasic CT scan(2135 mGy*cm)was not significant(P=0.135).CONCLUSION IMH is a common and difficult to detect entity of AAS.An additional unenhanced acquisition within an aortic CTA protocol facilitates the detection of IMH.
文摘It is estimated that 15% of traffic accidents cause trauma to large vessels. In about 70%-95% of cases, aortic rupture took place in the distal ligament of the left subclavian artery, whereas in the remaining cases rupture occurred in the ascending aorta above the aortic valve. Trauma to the aortic sinus and coronary arteries is rarely found in traffic accident victims. Therefore, coronary artery trauma is often misdiagnosed as coronary atherosclerotic heart disease. The present case is a 42 years old male who survived from a traffic accident. He presented with aortic sinus and left coronary artery trauma. He was misdiagnosed as having coronary atherosclerotic heart disease, and therefore wrongly given antiplatelet medicine, such as aspirin, in another hospital. Definite diagnosis was achieved in our hospital, and the patient underwent Bentall and mitral valve replacement, as well as tricuspid valvuloplasty. The aortic occlusion time during surgery was 47 min, and the total cardiopulmonary bypass time was 63 rain. After surgery, transthoracic echocardiography confirmed that all the artificial valves worked sufficiently. The patient felt good and symptoms such as asthma and decreased exercise tolerance disappeared. This case taught us that acute aortic syndrome cannot be ignored when patients present with pectoralgia; antiplatelet medication should not be given before definite diagnosis.
基金Fund supported by the Clinical Research Supporting Fund of Chinese PLA General Hospital(2016FC-TSYS-1039)~~
文摘Objectives To investigate the morphologic characteristics of intramural hematoma(IMH)on CT angiography(CTA),and evaluate the possible correlation of serum C-reactive protein(CRP)with morphologic characteristics of IMH.Material and Methods Forty-two patients who were initially diagnosed as IMH by aortic CTA and also had serum CRP examination on the same day of CTA were enrolled in this retrospective study,including 30 males and 12 females,with the mean age of 61±14 years old.The volumetric CT data were retrospectively processed and analyzed on post-processing workstation.Based on the thickness of IMH and the length-area curve,the crosssectional area of true lumen and total vessel were measured,the hematoma-vessel ratio(HVR)was calculated.Imaging characteristics were compared between patients who had pathological elevated CRP(>0.8 mg/dl)and those did not.Spearman correlation analyses of CRP level and morphological characteristics of IMH were performed,and the receiver operating characteristic(ROC)curve was used to evaluate the diagnostic validity of CRP.Results Of all 42 IMH patients,the mean serum CRP was 3.94±4.71 mg/dl,and the mean HVR was 46.7%±14.2%.HVR in patients with elevated CRP was significantly higher than those with normal CRP(49.7%±15.0%vs.40.7%±10.5%,P=0.030).HVR was mildly correlated with CRP in all patients(r=0.48,P<0.001).CRP levels differed neither between patients with Stanford type A and B(P=0.207),nor between patients with and without intimal disruption(P=0.230).To discriminate HVR>47%(the mean value),the area under curve(AUC)were 0.700(95%CI:0.535-0.865)for CRP at a cutoff point of 3.55 mg/dl,with a sensitivity of 54.5%and a specificity of 90.0%.Conclusion CRP was mildly correlated with the severity of cross-sectional hematoma area of IMH,but not with Stanford types and the presence of intimal disruption.
文摘BACKGROUND The aim of this study was to define clinical evidence supporting that triple ruleout computed tomography angiography(TRO CTA)is a comprehensive and feasible diagnostic tool in patients with novel coronavirus disease 2019(COVID-19)who were admitted to the emergency department(ED)for acute chest pain.Optimizing diagnostic imaging strategies in COVID-19 related thromboembolic events,will help for rapid and noninvasive diagnoses and results will be effective for patients and healthcare systems in all aspects.AIM To define clinical evidence supporting that TRO CTA is a comprehensive and feasible diagnostic tool in COVID-19 patients who were admitted to the ED for acute chest pain,and to assess outcomes of optimizing diagnostic imaging strategies,particularly TRO CTA use,in COVID-19 related thromboembolic events.METHODS TRO CTA images were evaluated for the presence of coronary artery disease,pulmonary thromboembolism(PTE),or acute aortic syndromes.Statistical analyses were used for evaluation of significant association between the variables.A two tailed P-value<0.05 was considered statistically significant.RESULTS Fifty-three patients were included into the study.In 31 patients(65.9%),there was not any pathology,while PTE was diagnosed in 11 patients.There was no significant relationship between the rates of pathology on CTA and history of hypertension.On the other hand,the diabetes mellitus rate was much higher in the acute coronary syndrome group,particularly in the PTE group(8/31=25.8%vs 6/16=37.5%,P=0.001).The rate of dyslipidemia was significantly higher in the group with pathology on CTA while compared to those without pathology apart from imaging findings of the pneumonia group(62.5%vs 38.7%,P<0.001).Smoking history rates were similar in the groups.Platelets,D-dimer,fibrinogen,C-reactive protein,and erythrocyte sedimentation rate values were higher in COVID-19 cases with additional pathologies.CONCLUSION TRO CTA is an effective imaging method in evaluation of all thoracic vascular systems at once and gives accurate results in COVID-19 patients.
基金2018 Joint Construction Project of Henan Medical Science and Technology Research Plan(Project Number:2018020541)。
文摘Penetrating atherosclerotic ulcer(PAU),an uncommon etiology of acute aortic syndrome(AAS),is a potential cause of chest pain seen in emergency departments.As PAU may lead to electrocardiogram(ECG)changes or rarely,elevated troponin levels,it is most likely misdiagnosed as acute coronary syndrome(ACS).Hence,individuals with PAU may be offered potentially life-threatening treatment.This paper reports a case of a 81-year-old male who presented with intermittent chest pain with a history of old inferior myocardial infarction and stent placement in the left circumflex coronary artery(LCX)three years ago.Initially,he was diagnosed with non-ST-elevation myocardial infarction(NSTEMI)based on abnormal ECG changes and raised troponin I.However,emergency coronary angiography(CAG)showed no restenosis in the left circumflex coronary artery(LCX)but with mild stenosis in the left anterior descending artery(LAD)and right coronary artery(RCA).Computed tomographic angiography(CIA)of the whole aorta showed multiple atherosclerotic plaques with penetrating atherosclerotic ulcer in the aortic arch and descending aorta.Endovascular aortic repair with Ankura II covered stent was performed.This case study reminds us that it is clinically difficult to distinguish PAU from ACS.Upon excluding ACS from the diagnosis,we should take into consideration of PAU,especially in elderly patients with positive cTnI.
