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BACKGROUND: Acute pulmonary thromboembolism (PTE) is a common cardiovascular disease and recognizing low prognosis risk patients with PTE accurately is significant for clinical treatment. This study evaluated the value of federated learning (FL) technology in PTE prognosis risk assessment while ensuring the security of clinical data. METHODS: A retrospective dataset consisted of PTE patients from 12 hospitals were collected, and 19 physical indicators of patients were included to train the FL-based prognosis assessment model to predict the 30-day death event. Firstly, multiple machine learning methods based on FL were compared to choose the superior model. And then performance of models trained on the independent (IID) and non-independent identical distributed(Non-IID) datasets was calculated and they were tested further on Real-world data. Besides, the optimal model was compared with pulmonary embolism severity index (PESI), simplified PESI (sPESI), Peking Union Medical College Hospital (PUMCH). RESULTS: The area under the receiver operating characteristic curve (AUC) of logistic regression(0.842) outperformed convolutional neural network (0.819) and multi layer perceptron (0.784). Under IID, AUC of model trained using FL(Fed) on the training, validation and test sets was 0.852 ± 0.002, 0.867 ± 0.012 and 0.829 ± 0.004. Under Real-world, AUC of Fed was 0.855 ± 0.005, 0.882 ± 0.003 and 0.835 ± 0.005. Under IID and Real-world, AUC of Fed surpassed centralization model(NonFed) (0.847 ± 0.001, 0.841 ± 0.001 and 0.811 ± 0.001). Under Non-IID, although AUC of Fed (0.846 ± 0.047) outperformed NonFed (0.841 ± 0.001) on validation set, it (0.821 ± 0.016 and 0.799 ± 0.031) slightly lagged behind NonFed (0.847 ± 0.001 and 0.811 ± 0.001) on the training and test sets. In practice, AUC of Fed (0.853, 0.884 and 0.842) outshone PESI (0.812, 0.789 and 0.791), sPESI (0.817, 0.770 and 0.786) and PUMCH(0.848, 0.814 and 0.832) on the training, validation and test sets. Additionally, Fed (0.842) exhibited higher AUC values across test sets compared to those trained directly on the clients (0.758, 0.801, 0.783, 0.741, 0.788). CONCLUSIONS: In this study, the FL based machine learning model demonstrated commendable efficacy on PTE prognostic risk prediction, rendering it well-suited for deployment in hospitals.
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Aprendizado de Máquina , Embolia Pulmonar , Humanos , Prognóstico , Masculino , Feminino , Pessoa de Meia-Idade , Estudos Retrospectivos , Medição de Risco , Idoso , Doença AgudaRESUMO
Background: Various electrocardiographic (ECG) abnormalities are associated with the severity of pulmonary thromboembolism (PTE). The utility of evaluating the clot burden of PTE based on ECG findings alone has yet to be thoroughly investigated in Chinese patients. The aim of this study was therefore to use ECG signs to establish novel models for quantitative and localization analysis of clot burden in patients with acute PTE. Methods: Acute PTE patients from three centers were enrolled between 2015 and 2019 in a retrospective cohort study (NCT03802929). We analyzed the 12-lead ECGs at admission and studied computed tomography pulmonary angiography (CTPA) features to obtain the Qanadli score of clot burden and location of thrombus. Novel risk prediction models were developed and validated using derivation and external validation cohorts, respectively. Results: A total of 341 acute PTE patients were screened, of whom 246 (72.1%) were from Shanghai Tenth People's Hospital, 71 (20.8%) were from Shanghai Pulmonary Hospital and 24 (7.0%) were from Qidong People's Hospital. In the derivation cohort, predictors included in the final models were congestive heart failure, chronic obstructive pulmonary disease, hypertension, coronary heart disease, atrial fibrillation and ECG abnormalities. The CHARIS (COPD/CHF/CHD, HTN, Atrial arrhythmias/AF, RBBB/RAD, Inverted T wave and S1Q3T3/ Sinus tachycardia) I model was established for quantitatively assessing Qanadli score. It had moderate discrimination in both the derivation cohort (concordance index (c-index) of 0.720, 95% CI 0.655-0.780) and the validation cohort (c-index of 0.663, 95% CI 0.559-0.757). The CHARIS II model was used to predict the probability of trunk obstruction. It showed similar discrimination in the derivation cohort (c-index of 0.753, 95% CI 0.691-0.811) and in the validation cohort (c-index of 0.741, 95% CI 0.641-0.827). Calibration curves and Hosmer-Lemeshow test confirmed the accuracy of the risk prediction equations in the external validation dataset. Decision curve analysis showed the CHARIS I and CHARIS II algorithms had positive net benefits in both the derivation and validation cohorts. Conclusions: From quantitative and localization perspectives, the CHARIS algorithms can identify acute PTE patients with heavy thrombus burdens prior to imaging diagnosis. Clinical Trial Registration: NCT03802929, https://www.clinicaltrials.gov/study/NCT03802929.
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BACKGROUND AND OBJECTIVE: The pulmonary embolism severity index (PESI) and simplified PESI (sPESI) are recommended to recognize patients with acute pulmonary thromboembolism (PTE) with low prognosis risk, which is of great significance for treatment. This study aims to verify the influence of hypocalcaemia on the prognosis of patients with PTE and to establish a new prognosis assessment model. METHODS: This is an observational, multicentre study enrolling patients with PTE from February 2010 to June 2020 across 12 Chinese hospitals. Variables in PESI, serum calcium levels and patient survival status as of 5 July 2020 were collected. The area under the curve of the receiver operating characteristic curve, sensitivity, specificity and Youden index were used to evaluate model performance. RESULTS: In the cohort of 4196 patients with PTE, independent associations existed between hypocalcaemia and mid- and long-term mortalities (p <0.05). By including hypocalcaemia, the new 30-day death risk prediction rule, Peking Union Medical College Hospital rule (PUMCH rule), showed significantly higher specificity (0.622 [0.582, 0.661]; p <0.001) than the PESI (0.514 [0.473, 0.554]) and sPESI (0.484 [0.444, 0.525]) and similar sensitivity (0.963 [0.810, 0.999]; p = 0.161) with PESI (0.889 [0.708, 0.976]) and sPESI (0.963 [0.810, 0.999]) in the internal validation cohort. Well-performing predictive validity was also verified on a constructed external validation cohort. CONCLUSION: Hypocalcaemia is independently associated with mid- and long-term PTE mortalities. The PUMCH rule showed significantly higher specificity than the PESI and sPESI and similar sensitivity, which may be used as a prognostic assessment tool for patients with acute PTE.
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Hipocalcemia , Embolia Pulmonar , Doença Aguda , Cálcio , Humanos , Hipocalcemia/complicações , Hipocalcemia/diagnóstico , Valor Preditivo dos Testes , Prognóstico , Embolia Pulmonar/complicações , Medição de Risco , Índice de Gravidade de DoençaRESUMO
Background: Acute Pulmonary thromboembolism (PTE) is associated with acute hypoxemic respiratory failure (AHRF), which is a leading cause of death in these patients. High-Flow Nasal Cannula (HFNC) oxygen therapy is a cornerstone of the treatment of respiratory failure. The aim of the present study is to explore the efficacy of HFNC in the treatment of patients of acute PTE with acute hypoxemic respiratory failure in India. Methods: This is a retrospective study of patients admitted to a tertiary care center with acute PTE with AHRF during the period from January 2018 to January 2020. After reviewing medical files, patients of acute PTE with AHRF treated with HFNC were included in the study. We analyzed the improvement in oxygenation parameters and respiratory rate, as well as outcome in these patients. Results: During the above specified period, 12 patients suffering from PTE with AHRF were treated with HFNC. After 1 h of the initiation of HFNC along with anticoagulation, the respiratory parameters of patients significantly improved. HFNC was applied for a period of 6-10 days. None of the patients required intubation for AHRF, and all patients were discharged from the hospital on oral anticoagulants. Conclusion: HFNC oxygen therapy in patients with acute PTE with AHRF showed rapid improvement of oxygenation and respiratory rate. HFNC oxygen therapy is an efficacious treatment for patients with AHRF secondary to acute PTE without any significant hemodynamic effect. It acts as a superior modality of oxygen therapy avoiding noninvasive and invasive ventilatory support.
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INTRODUCTION: The mechanical obstruction and pulmonary vasoconstriction are major determinants of the sudden right ventricular (RV) afterload increases observed during acute pulmonary thromboembolism (APT). Vasodilators and antioxidants agents have been shown to mitigate pulmonary hypertension. We examined whether sodium nitrite and the antioxidant tempol combination could be advantageous in an APT sheep model. METHODS: APT was induced in anesthetized sheep by autologous blood clots (250 mg/kg) into the right atrium. Thirty minutes after APT induction, the animals received a continuous infusion of tempol (1.0 mg/kg/min), increasing sodium nitrite infusion (5, 15, and 50 µmol/kg), or a simultaneous combination of both drugs. Saline was used as a control treatment. Hemodynamic measurements were carried out every 15 min. Also, whole blood nitrite and serum 8-isoprostanes levels were measured. RESULTS: APT induced sustained pulmonary hypertension, increased dp/dtmax, and rate pressure product (RPP). Nitrite or tempol treatments attenuated these increases (P < 0.05). When both drugs were combined, we found a robust reduction in the RV RPP compared with the treatments alone (P < 0.05). The sole nitrite infusion increased blood nitrite concentrations by 35 ± 6 µM (P < 0.05), whereas the nitrite and tempol combination produced higher blood nitrite concentrations by approximately 54 ± 7 µM. Tempol or nitrite infusions, both alone or combined, blunted the increases in 8-isoprostane concentrations observed after APT. CONCLUSIONS: Nitrite and tempol combination protects against APT-induced RV wall stress. The association of both drugs may offer an advantage to treat RV failure during severe APT.
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Antioxidantes/farmacologia , Óxidos N-Cíclicos/farmacologia , Ventrículos do Coração/efeitos dos fármacos , Hipertensão Pulmonar/tratamento farmacológico , Nitrito de Sódio/farmacologia , Doença Aguda , Animais , Antioxidantes/administração & dosagem , Óxidos N-Cíclicos/administração & dosagem , Ventrículos do Coração/metabolismo , Hipertensão Pulmonar/sangue , Hipertensão Pulmonar/metabolismo , Masculino , Ovinos , Nitrito de Sódio/administração & dosagem , Marcadores de SpinRESUMO
BACKGROUND: Thrombolytic therapy is standard treatment in acute pulmonary thromboembolism (PTE) with hemodynamic instability. Although right heart thrombi (RHT) appear to increase mortality in acute PTE, large-scale studies of acute PTE with RHT are scarce.MethodsâandâResults:Patient data (from August 2005 to May 2014) obtained from post-marketing surveillance of thrombolytic therapy using a tissue-type plasminogen activator were analyzed retrospectively. Of the 2,698 confirmed cases of acute PTE who underwent echocardiographic assessment, 166 (6.2%) were diagnosed with RHT. PTE patients with RHT, compared with those without RHT, had higher rates of mortality (20.2% vs. 10.4%, P<0.001), hemodynamic instability (53.0% vs. 37.7%, P<0.001), and PTE recurrence (6.6% vs. 2.3%, P=0.003). When considering PTE-related hemodynamic severity (cardiopulmonary arrest/collapse, massive, submassive, and non-massive), mortality was significantly higher in patients with RHT in the massive (19.8% vs. 7.7%, P=0.002) and submassive (8.0% vs. 2.8%, P=0.018) groups, whereas no significant differences was found between those with and without RHT in the cardiopulmonary arrest/collapse (51.7% vs. 52.1%, P=0.960) and non-massive (1.6% vs. 0%, P=0.596) groups. CONCLUSIONS: PTE patients with RHT had higher mortality, severity, and PTE recurrence rates. RHT was particularly associated with worse outcomes in patients with massive or submassive PTE.
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Parada Cardíaca , Embolia Pulmonar , Trombose , Doença Aguda , Parada Cardíaca/epidemiologia , Humanos , Japão/epidemiologia , Prognóstico , Embolia Pulmonar/tratamento farmacológico , Embolia Pulmonar/epidemiologia , Sistema de Registros , Estudos Retrospectivos , Terapia Trombolítica , Trombose/tratamento farmacológico , Trombose/epidemiologiaRESUMO
The current study aimed to investigate the effects of sildenafil and N-acetylcysteine (NAC) on the haemodynamics in a rabbit model of acute pulmonary thromboembolism (APT). We developed an APT model using healthy male China big-ear rabbits (2.7 ± 0.4 kg). The rabbits were divided into five groups subjected to various interventions. We recorded the haemodynamic parameters and assessed the oxidative stress and lipid peroxidation response in the groups. Additionally, we detected apoptosis-associated molecules, FoxO1, Bad and Bcl-2, in the lung tissue. Gelatine zymography was used to detect matrix metalloproteinase (MMP) activity in bronchoalveolar lavage (BLA). Pulmonary artery endothelial cells were isolated, and their apoptosis rates and MMP activity were assayed. N-acetylcysteine potentiated the haemodynamic-improving effect of sildenafil and significantly inhibited the oxidative stress response. N-acetylcysteine combined with sildenafil decreased MMP-2 and MMP-9 activity and NO consumption and inhibited apoptosis of pulmonary arterial endothelial cells. Moreover, NAC combined with sildenafil inhibited the expression of MCP-1 and p-p38 MAPK. Thus, NAC potentiates the haemodynamic-improving effect of sildenafil in a rabbit model of acute pulmonary thromboembolism via the MCP-1 and p38 MAPK signalling pathway. This study may provide a promising treatment method for APT.
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Acetilcisteína/farmacologia , Hemodinâmica/efeitos dos fármacos , Sistema de Sinalização das MAP Quinases/efeitos dos fármacos , Embolia Pulmonar/patologia , Embolia Pulmonar/fisiopatologia , Citrato de Sildenafila/farmacologia , Proteínas Quinases p38 Ativadas por Mitógeno/metabolismo , Doença Aguda , Animais , Apoptose/efeitos dos fármacos , Contagem de Células , Quimiocina CCL2/metabolismo , Modelos Animais de Doenças , Sinergismo Farmacológico , Células Endoteliais/efeitos dos fármacos , Células Endoteliais/patologia , Peroxidação de Lipídeos/efeitos dos fármacos , Pulmão/efeitos dos fármacos , Pulmão/metabolismo , Pulmão/patologia , Pulmão/fisiopatologia , Masculino , Metaloproteinase 9 da Matriz/metabolismo , Neutrófilos/citologia , Neutrófilos/efeitos dos fármacos , Óxido Nítrico/metabolismo , Estresse Oxidativo/efeitos dos fármacos , Embolia Pulmonar/tratamento farmacológico , Embolia Pulmonar/metabolismo , Coelhos , Citrato de Sildenafila/uso terapêuticoRESUMO
We report a case of thromboembolism-in-transit through a patent foramen ovale that could cause systemic embolism in a patient with pulmonary embolism. An accurate and quick diagnosis by transthoracic echocardiography and computed tomography allowed emergent surgical thromboembolectomy to be performed without complications. Integral diagnostic workup should be performed in case of acute pulmonary thromboembolism whether the patient is hemodynamically stable or not.
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Ecocardiografia , Embolia Pulmonar/diagnóstico por imagem , Embolia Pulmonar/cirurgia , Trombectomia , Tomografia Computadorizada por Raios X , Doença Aguda , Adulto , Emergências , Forame Oval Patente , Humanos , Masculino , Embolia Pulmonar/fisiopatologia , Tromboembolia/diagnóstico por imagem , Tromboembolia/cirurgia , Resultado do TratamentoRESUMO
The incidence, characteristics of pleural effusions due to pulmonary thromboembolism (PTE) have been reported previously. However, the impact of pleural effusions on the prognosis of acute PTE patients and the involved influencing factors remain unclear. A total of 518 consecutive PTE patients were enrolled in Beijing Chao-Yang Hospital from January 2009 to April 2014. The diagnosis was confirmed with Spiral computer tomography pulmonary angiography or/and high-probability ventilation and perfusion scans. All patients finished one-year clinical follow-up. Among 518 patients with acute PTE, pleural effusions were found in 120 patients (23.2 %). No strictly tight association between side of pleural effusions and location of thrombus was observed. The diagnosis time between patients of PTE with pleural effusions and without pleural effusions had no statistically significant difference. During the 3-month follow-up, the all-cause mortality of PTE patients with pleural effusions was significantly higher than those without pleural effusions [10/120 (8.3 %) vs. 8/398 (2.0 %)]. During the 1-year follow-up, analysis of survival also showed that all-cause mortality was significantly higher in PTE patients with pleural effusions than those without pleural effusions. In both univariate Cox-regression analysis [P < 0.001, HR 3.044, 95 % CI (1.647, 5.625)] and multivariate Cox-regression analysis [P < 0.05, HR 2.040, 95 % CI (1.038, 4.009)] pleural effusions showed to be risk factor of poor prognosis. Pleural effusions in patients with acute PTE were significantly correlated with higher mortality. Pleural effusions in acute PTE patients might be used as a predictive parameter for prognosis.
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Derrame Pleural/patologia , Embolia Pulmonar/complicações , Embolia Pulmonar/mortalidade , Doença Aguda , Feminino , Seguimentos , Humanos , Masculino , Pessoa de Meia-Idade , Derrame Pleural/etiologia , Valor Preditivo dos Testes , Prognóstico , Embolia Pulmonar/diagnósticoRESUMO
Cardiac muscle is unique because it contracts ceaselessly throughout the life and is highly resistant to fatigue. The marvelous nature of the cardiac muscle is attributed to its matrix that maintains structural and functional integrity and provides ambient micro-environment required for mechanical, cellular and molecular activities in the heart. Cardiac matrix dictates the endothelium myocyte (EM) coupling and contractility of cardiomyocytes. The matrix metalloproteinases (MMPs) and their tissue inhibitor of metalloproteinases (TIMPs) regulate matrix degradation that determines cardiac fibrosis and myocardial performance. We have shown that MMP-9 regulates differential expression of micro RNAs (miRNAs), calcium cycling and contractility of cardiomyocytes. The differential expression of miRNAs is associated with angiogenesis, hypertrophy and fibrosis in the heart. MMP-9, which is involved in the degradation of cardiac matrix and induction of fibrosis, is also implicated in inhibition of survival and differentiation of cardiac stem cells (CSC). Cardiac matrix is distinct because it renders mechanical properties and provides a framework essential for differentiation of cardiac progenitor cells (CPC) into specific lineage. Cardiac matrix regulates myocyte contractility by EM coupling and calcium transients and also directs miRNAs required for precise regulation of continuous and synchronized beating of cardiomyocytes that is indispensible for survival. Alteration in the matrix homeostasis due to induction of MMPs, altered expression of specific miRNAs or impaired signaling for contractility of cardiomyocytes leads to catastrophic effects. This review describes the mechanisms by which cardiac matrix regulates myocardial performance and suggests future directions for the development of treatment strategies in cardiovascular diseases.
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Doenças Cardiovasculares/terapia , Metaloproteinases da Matriz/química , Miocárdio/patologia , Miócitos Cardíacos/patologia , Inibidores Teciduais de Metaloproteinases/antagonistas & inibidores , Animais , Doenças Cardiovasculares/metabolismo , Matriz Extracelular/metabolismo , Humanos , Metaloproteinases da Matriz/metabolismo , Inibidores Teciduais de Metaloproteinases/metabolismoRESUMO
We report the case of a 51 year-old woman who, six weeks post hysterectomy, developed an acute on chronic pulmonary thromboembolism. On transthoracic echocardiography a mobile right atrial thrombus was detected at the entry of the coronary sinus into the right atrium. A 64 slice spiral CT angiogram confirmed the left sided superior vena cava and bilateral extensive thrombus in the proximal pulmonary arteries. Bilateral pulmonary endarterectomy, removal of atrial thrombus and ligation of the persistent left superior vena cava was performed which markedly improved the haemodynamic and functional status of the patient. The presence of right atrial thrombus in the setting of acute pulmonary embolism presents a unique therapeutic challenge which needs to be individualised based on a number of concomitant clinical factors.
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Seio Coronário , Cardiopatias/complicações , Embolia Pulmonar/complicações , Trombose/complicações , Doença Aguda , Endarterectomia , Feminino , Átrios do Coração , Cardiopatias/cirurgia , Humanos , Histerectomia , Ligadura , Pessoa de Meia-Idade , Complicações Pós-Operatórias , Embolia Pulmonar/cirurgia , Trombose/diagnóstico por imagem , Trombose/cirurgia , Ultrassonografia , Veia Cava Superior/anormalidades , Veia Cava Superior/cirurgiaRESUMO
The object of the study was to evaluate comprehensively the value of chest non-contrasted CT (NC-CT) in detecting acute pulmonary thromboembolism (APE). All patients were categorized into two groups: i) With APE; and ii) without APE based on clinical diagnosis. Using the clot distribution on computed tomography pulmonary angiography (CTPA), APE was divided into central and peripheral APE. Imaging features including hyperdense lumen sign and peripheral wedge-shaped opacity on chest NC-CT were evaluated. The attenuation value of peripheral wedge-shaped opacity on NC-CT was compared between patients with and without APE. Among the 273 patients, there were 110 patients with APE, 49 patients with central APE and 61 patients with peripheral APE and 163 patients without APE. The hyperdense lumen sign had a sensitivity of 30.0% and a specificity of 97.6% in detecting APE. The sensitivity and specificity of hyperdense lumen sign in detecting central APE were 57.1 and 97.6%, respectively, while the relevant percentages in detecting peripheral APE were 8.2 and 97.6%, respectively. The mean attenuation value of peripheral wedge-shaped opacity in patients with APE was significantly lower than that in patients without APE (P<0.001). Regarding the age-adjusted D-dimer, there was a decrease of eight D-dimer positive cases for patients >50 years old without APE, confirmed by CTPA. In conclusion, chest NC-CT cannot be used as an alternative modality for CTPA in diagnosing APE, however, the hyperdense lumen sign had high specificity in the diagnosis of central APE. Patients with this symptom and increased D-dimer may not require further CTPA. The lower attenuation value of peripheral wedge-shaped opacity on NC-CT suggested APE, and CTPA confirmation was required. The age-adjusted D-dimer had higher specificity in excluding APE.
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BACKGROUND: Acute pulmonary embolism (PE) can occur as a manifestation of an underlying cancer and be of paraneoplastic aetiology. A previously unknown cancer is sometimes diagnosed after the acute PE diagnosis. The identification of a group of patients with elevated probability of having an occult cancer underlying PE was never performed. We aimed to determine predictors of occult cancer in acute PE. Our hypothesis was that the D-dimer levels would be a predictor of cancer. PATIENTS AND METHODS: We retrospectively analysed a cohort of patients hospitalized with acute PE. EXCLUSION CRITERIA: <18 years, venous embolism only of veins other than pulmonary territory or when the embolism was considered chronic, and no image confirmation of acute PE. Patients were grouped according to the timing of cancer diagnosis: 1) known concomitant active cancer, 2) cancer diagnosed during acute PE admission or in the following 2 years and, 3) no known cancer during the 2-year follow-up since PE diagnosis. Predictors of concomitant cancer were determined using a logistic regression analysis. Multivariate models were built. RESULTS: We studied 562 patients; median age was 72 years and 219 (39.0 %) were men. In 223 (39.7 %) of the patients the PE was of central arteries and 61.4 % presented with bilateral PE. PE was considered unprovoked at time of discharge in 47.7 %. Median (interquartile range) D-dimer level was 7.98 (3.30-14.99) µg/mL. A total of 126 (22.4 %) patients were in group 1, 47 in group 2 (cancer diagnosed after the diagnosis of acute PE and up to 2 years) and 389 patients were in group 3. Elevated D-dimer levels were independently associated with already known cancer. D-dimer were independent predictors of future cancer diagnosis: OR = 1.07 ((95 % CI: 1.01-1.14) per each 5 ng/mL increase; for patients with D-dimer >15.0 µg/mL the OR of future cancer was 2.10 (1.05-4.18). If only patients with unprovoked PE upon admission (n = 307) were to be considered results were similar considering D-dimer; anaemia also predicted unknown cancer [OR = 2.13 (1.08-4.16)]. CONCLUSIONS: Patients with D-dimer >15 µg/mL presented a >2-fold higher risk of being diagnosed with a cancer condition in the upcoming 2 years. D-dimer may help clinicians in identifying which patients are at higher risk of occult cancer.
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Neoplasias , Embolia Pulmonar , Tromboembolia Venosa , Masculino , Humanos , Idoso , Feminino , Estudos Retrospectivos , Tromboembolia Venosa/diagnóstico , Embolia Pulmonar/complicações , Embolia Pulmonar/diagnóstico , Produtos de Degradação da Fibrina e do Fibrinogênio/análise , Neoplasias/complicações , ProbabilidadeRESUMO
A 51-year-old woman who had previously undergone left mastectomy for left breast cancer accompanied by multiple metastasis experienced worsening dyspnea. Physical and imaging assessments of the hemodynamics suggested cardiac tamponade, and emergency pericardiocentesis was successfully performed. However, immediately after the procedure, the patient's condition deteriorated rapidly and showed pulseless electrical activity. Contrast-enhanced computed tomography with continuous mechanical support demonstrated massive thrombi in both pulmonary arteries. An abrupt decrease in the central venous pressure and an increase in the venous return following pericardiocentesis might result in the migration of a deep venous thrombus and fatal acute pulmonary thromboembolism.
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Neoplasias da Mama , Tamponamento Cardíaco , Neoplasias Cardíacas , Neoplasias do Mediastino , Neoplasias do Timo , Feminino , Humanos , Pessoa de Meia-Idade , Pericardiocentese/efeitos adversos , Pericardiocentese/métodos , Tamponamento Cardíaco/diagnóstico por imagem , Tamponamento Cardíaco/etiologia , Tamponamento Cardíaco/cirurgia , Neoplasias da Mama/complicações , Neoplasias da Mama/cirurgia , Mastectomia/efeitos adversos , Neoplasias Cardíacas/complicações , Neoplasias do Mediastino/cirurgia , Neoplasias do Timo/complicaçõesRESUMO
Background: Computed tomography pulmonary angiography (CTPA) is a first-line noninvasive method to diagnose acute pulmonary thromboembolism (APE); however, whether chest noncontrast CT (NC-CT) could aid in the diagnosis of APE remains unknown. The aim of this study was to build and evaluate a holistic lung graph-based machine learning (HLG-ML) using NC-CT for the diagnosis of APE and to compare its performance with that of radiologists and the YEARS algorithm. Methods: This study enrolled 178 cases (77 males; age 63.9±16.7 years) who underwent NC-CT and CTPA in the same day from January 2019 to December 2020. Of these patients, 133 (75% of cases; 58 males; age 65.4±15.6 years) were placed into a training group and 45 (25% of cases; 19 males; age 59.6±19.2 years) into a testing group. The other 43 cases (18 males; age 62.8±20.0 years) were used to externally validate the model between January 2021 and March 2022. A HLG was developed with a pulmonary radiomics descriptor derived from NC-CT images. The approach extracted local radiomics features and encoded these local features into a radiomics descriptor as a characterization of global radiomics feature distribution. Subsequently, 8 ML models were trained and compared based on the radiomics descriptor. In the validation group, area under the curves (AUCs) of the HLG-ML model in the diagnosis of APE were compared with those of the 3 radiologists and the YEARS algorithm. Results: Among the 8 ML models, gradient boosting decision tree demonstrated the best classification performance (AUC =0.772) on the training set. In the testing set, the AUC of gradient boosting decision trees was 0.857 [95% confidence intervals (CIs): 0.699-0.951]. In the validation set, the performance of gradient boosting decision tree (AUC =0.810; 95% CI: 0.669-0.952; Youden index =0.621) outperformed 3 radiologists (AUC =0.508, 95% CI: 0.335-0.681, Youden index =0.016; AUC =0.504, 95% CI: 0.354-0.654, Youden index =0.008; AUC =0.527, 95% CI: 0.363-0.691, Youden index =0.050) and the YEARS algorithm (AUC =0.618; 95% CI: 0.469-0.767; Youden index =0.237). Conclusions: Compared to all 3 radiologists and the YEARS algorithm, the proposed HLG-based gradient boosting decision tree model achieved a superior performance in the diagnosis of APE on the NC-CT and may thus serve as a valuable tool for physicians in the diagnosis of APE.
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Acute pulmonary thromboembolism (APTE) has become a non-negligible clinical concern due to its high mortality and complex symptoms. Early diagnosis and prognostic assessment of APTE are of great significance for the long-term benefits of patients, especially elderly patients. Elderly patients with pulmonary embolism (n = 250) who presented to our hospital from January 2018 to July 2021 were recruited into this study. In addition, 50 healthy elderly people with no history of allergies were selected as the control group. An enzyme-linked immunosorbent assay (ELISA) method was used to determine concentrations of D-dimer and signal peptide-CUB-EGF domain-containing protein-1 (SCUBE1) in their plasma. Right ventricular volume contraction time (ICT), ejection time (ET), and isovolumic relaxation time (IRT) were determined by Doppler ultrasound. Right ventricular Tei index was calculated as (ICT + IRT)/ET. High plasma D-dimer, plasma SCUBE1, and right ventricular Tei index are risk factors for poor prognosis in APTE patients after treatment. Plasma D-dimer, plasma SCUBE1, and right ventricular Tei index have predictive value for poor prognosis in APTE patients. Their combined detection (0.256*DD +0.04*SCUBE1 + 10.188*Tei) can improve the sensitivity and specificity of prediction. There is a predictive value of combined plasma D-dimer, SCUBE1, and right ventricular Tei index for the prognosis of elderly patients with APTE.
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Produtos de Degradação da Fibrina e do Fibrinogênio , Embolia Pulmonar , Idoso , Humanos , Doença Aguda , Proteínas de Ligação ao Cálcio/química , Produtos de Degradação da Fibrina e do Fibrinogênio/química , Prognóstico , Embolia Pulmonar/sangue , Embolia Pulmonar/diagnóstico , Embolia Pulmonar/metabolismoRESUMO
Contrast-enhanced chest computed tomography is obviously the most frequently used method for diagnosing acute pulmonary thromboembolism (APE). We present a case in which a fluoroscopic video analysis workstation could potentially diagnose an APE and evaluate the improvement in the pulmonary circulation after anticoagulant therapy without either contrast media or a breath hold. (Radwisp PTE; jRCTs032200098) (Level of Difficulty: Advanced.).
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A 37-year-old man diagnosed with diffuse large B-cell lymphoma two weeks previously, visited our emergency department with sudden dyspnea. He had a severe respiratory failure with saturated percutaneous oxygen at 80% (room air). Chest radiography showed a large amount of left pleural effusion. After 1000 mL of the effusion was urgently drained, reexpansion pulmonary edema (RPE) occurred. Despite ventilator management, oxygenation did not improve and venovenous extracorporeal membrane oxygenation (VV-ECMO) was initiated in the intensive care unit. The next day, contrast-enhanced computed tomography showed a massive thrombus in the right pulmonary artery, at this point the presence of pulmonary thromboembolism (PTE) was revealed. Fortunately, the patient's condition gradually improved with anticoagulant therapy and VV-ECMO support. VV-ECMO was successfully discontinued on day 4, and chemotherapy was initiated on day 8. We speculated the following mechanism in this case: blood flow to the right lung significantly reduced due to acute massive PTE, and blood flow to the left lung correspondingly increased, which could have caused RPE in the left lung. Therefore, our observations suggest that drainage of pleural effusion when contralateral blood flow is impaired due to acute PTE may increase the risk of RPE.
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OBJECTIVE: To evaluate the diagnostic capacity of pulmonary angiography with multidetector computed tomography (MDCT) and iodine mapping in the diagnosis of pulmonary thromboembolism (PTE) in patients with Covid-19 disease. METHODS: Retrospective observational study of 81 consecutive patients admitted with Covid-19 respiratory infection who underwent MDCT for clinical suspicion of PTE (sudden dyspnea, chest pain, hemoptysis, severe respiratory failure (SRF) not corrected with high O2 flow) and/or raised D-dimer. RESULTS: Of the 81 patients studied [64 (79.01%) men], acute PTE was identified in 22 (27.16%), bilaterally in 13 (59.09%), and 13 (59,09%) showed areas of hypoperfusion. Of the 59 (72.83%) patients without PTE, hypoperfusion was observed in 41 (69.49%) (attributable in one case to pulmonary emphysema). In 18 (22.2%) of the total number of patients, neither PTE nor hypoperfusion were seen. A crazy paving pattern is a risk factor for developing PTE (OR 1.94; 95% CI 0.28-13.57), as are consolidations (OR 1.44; 95% CI 0.24-8.48) and septal thickening/bronchiectasis (OR 1.47; 95% CI 0.12-17.81).Patients with O2-refractory SRF showed a 6.36-fold higher risk for hypoperfusion on the iodine map. CONCLUSION: By adding the functional image to the anatomical image, pulmonary angiography with MDCT and iodine mapping can demonstrate not only PTE in main, lobar and segmental arteries, but also the presence of hypoperfusion in distal vessels. This makes it a highly useful tool for the accurate diagnosis and therapeutic orientation of patients with Covid-19 lung involvement.
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COVID-19 causes significant hypoxia along with an exacerbated inflammatory milieu, which may be a trigger for atherosclerotic plaque rupture and/or thromboembolic events. Herein, we presented a case of COVID-19 presented with acute coronary syndrome followed by pulmonary thromboembolism and cerebrovascular accident.