1.Development and validation of a nomogram prediction model for in-hospital mortality risk in patients with sepsis complicated with acute pulmonary embolism.
Li HUANG ; Zhengbin WANG ; Yan ZHANG ; Xiao YUE ; Shuo WANG ; Yanxia GAO
Chinese Critical Care Medicine 2025;37(2):123-127
OBJECTIVE:
To explore the risk factors affecting the prognosis of patients with sepsis complicated with acute pulmonary embolism, and to construct and validate a nomogram predictive model for in-hospital mortality risk.
METHODS:
Based on the American Medical Information Mart for Intensive Care (MIMIC-III, MIMIC-IV) databases, the data were collected on patients with sepsis complicated with acute pulmonary embolism from 2001 to 2019, including baseline characteristics, and vital signs, disease scores, laboratory tests within 24 hours of admission to the intensive care unit (ICU), and interventions. In-hospital mortality was the outcome event. The total samples were divided into training and testing sets in a 7:3 ratio by random sampling. Univariate Cox regression analysis was used to verify the impact of all variables on the risk of in-hospital mortality, thereby screen potential influencing factors. Subsequently, a stepwise bi-directional regression method was applied to select factors one by one, leading to the construction of a nomogram prediction model. Collinearity testing was used to demonstrate the absence of strong multicollinearity among the influencing factors in the nomogram prediction model. The discrimination of the nomogram model, sequential organ failure assessment (SOFA), and simplified pulmonary embolism severity index (sPESI) was evaluated using C-index in the test set. Receiver operator characteristic curve (ROC curve) was drawn to evaluate the predictive value of various models for in-hospital mortality in patients with sepsis complicated with acute pulmonary embolism.
RESULTS:
A total of 562 patients with sepsis complicated with acute pulmonary embolism were included, including 393 in the training set and 169 in the testing set. Univariate Cox regression analysis showed that 30 factors associated with in-hospital mortality in patients with sepsis complicated with acute pulmonary embolism. Through stepwise bi-directional regression, 12 variables were ultimately selected, including gender, presence of malignant tumors, body temperature, red cell distribution width (RDW), blood urea nitrogen (BUN), serum potassium, prothrombin time (PT), 24-hour urine output, mechanical ventilation, vasoactive drugs, warfarin use, and sepsis-induced coagulopathy (SIC). Collinearity testing indicated no strong multicollinearity among the influencing factors [all variance inflation factor (VIF) > 10]. A nomogram model was constructed using the 12 variables mentioned above. The nomogram model predicted the C-index and its 95% confidence interval (95%CI) of in-hospital mortality in patients with sepsis complicated with acute pulmonary embolism better than SOFA score and sPESI [0.771 (0.725-0.816) vs. 0.579 (0.519-0.639), 0.608 (0.554-0.663)]. The ROC curve showed that the area under the curve (AUC) and its 95%CI of the nomogram model were higher than those of the SOFA score and sPESI [0.811 (0.766-0.857) vs. 0.630 (0.568-0.691), 0.623 (0.566-0.680)]. These findings were consistently replicated in the internal validation of the testing set. In both the training and testing sets, Delong's test showed that the AUC of the nomogram model was significantly higher than the SOFA score and sPESI (both P < 0.05).
CONCLUSION
The nomogram model demonstrated good predictive effectiveness for the risk of in-hospital mortality in patients with sepsis complicated with acute pulmonary embolism, enabling clinicians to predict mortality risk in advance and take timely interventions to reduce mortality.
Humans
;
Pulmonary Embolism/mortality*
;
Hospital Mortality
;
Nomograms
;
Sepsis/complications*
;
Prognosis
;
Risk Factors
;
Intensive Care Units
;
Male
;
Female
;
Middle Aged
;
Aged
3.Acute Pulmonary Thromboembolism: 14 Years of Surgical Experience
Jiye PARK ; Sang Hyun LIM ; You Sun HONG ; Soojin PARK ; Cheol Joo LEE ; Seung Ook LEE
The Korean Journal of Thoracic and Cardiovascular Surgery 2019;52(2):78-84
BACKGROUND: Pulmonary thromboembolism (PTE) is a life-threatening disease with high mortality. This study aimed to assess the outcomes of surgical embolectomy and to clarify the sustained long-term effects of surgery by comparing preoperative, postoperative, and long-term follow-up echocardiography outcomes. Of 22 survivors, 21 were followed up for a mean (median) period of 6.8±5.4 years (4.2 years). METHODS: We retrospectively reviewed 27 surgical embolectomy cases for massive or submassive acute PTE from 2003 to 2016. Immediate and long-term follow-up outcomes of surgical embolectomy were assessed on the basis of 30-day mortality, long-term mortality, postoperative complications, right ventricular systolic pressure, and tricuspid regurgitation grade. RESULTS: The 30-day and long-term mortality rates were 14.8% (4 of 27) and 4.3% (1 of 23), respectively. Three patients had major postoperative complications, including hypoxic brain damage, acute kidney injury, and endobronchial bleeding, respectively (3.7% each). Right ventricular systolic pressure (median [range], mm Hg) decreased from 62.0 (45.5–78.5) to 31.0 (25.7–37.0, p<0.001). The tricuspid valve regurgitation grade (median [range]) decreased from 1.5 (0.63–2.00) to 0.50 (0.50–1.00, p<0.05). The improvement lasted until the last echocardiographic follow-up. CONCLUSION: Surgical embolectomy revealed favorable mortality and morbidity rates in patients with acute massive or submassive PTE, with sustained long-term improvements in cardiac function.
Acute Kidney Injury
;
Blood Pressure
;
Cardiopulmonary Bypass
;
Echocardiography
;
Embolectomy
;
Follow-Up Studies
;
Hemorrhage
;
Humans
;
Hypoxia, Brain
;
Mortality
;
Postoperative Complications
;
Pulmonary Embolism
;
Retrospective Studies
;
Survivors
;
Tricuspid Valve Insufficiency
4.A case of rescuing a patient with acute cardiovascular instability from sudden and massive intraoperative pulmonary thromboembolism by extracorporeal membrane oxygenation
Kosin Medical Journal 2018;33(3):477-482
Intraoperative pulmonary thromboembolism is a high mortality situation. Early mortality in patients with pulmonary thromboembolism varies from 2% in normotensive patients to 30% in patients with cardiogenic shock. The use of extracorporeal cardiopulmonary resuscitation can improve survival and neurologic outcomes of cardiac arrest. We report a case of intraoperative massive pulmonary thromboembolism with circulatory collapse and cardiac arrest during anesthesia for pelvic bone fracture surgery, which were rescued by extracorporeal membrane oxygenation.
Anesthesia
;
Cardiopulmonary Resuscitation
;
Extracorporeal Membrane Oxygenation
;
Heart Arrest
;
Humans
;
Mortality
;
Pelvic Bones
;
Pulmonary Embolism
;
Shock
;
Shock, Cardiogenic
5.A case of life-threatening intraoperative diffuse alveolar hemorrhage during a femur fracture operation with suspected fat embolism: A case report
Jong Hui SUH ; Bum Sik LEE ; Soon Ju BAEK ; Soo Kyung PARK ; Eun Jung CHO
Anesthesia and Pain Medicine 2018;13(1):77-81
Diffuse alveolar hemorrhage (DAH) is a rare manifestation of trauma or long bone fracture. A relationship between fat embolism and DAH has been reported. A 73-year-old female developed sudden cardiac arrest during a femur fracture operation. Cardiopulmonary resuscitation (CPR) was repeated for about 130 minutes. During CPR, blood was detected in the endotracheal tube. Diffuse patch ground glass opacity appearance and increased pulmonary artery with bulging of interventricular septum toward the left ventricle were detected on a chest computed tomography scan. After full supportive care including ventilator therapy, the patient's condition became stabilized and she was extubated after 7 days. We report a case of DAH in the course of a suspected fat embolism during femur fracture operation. Although DAH is a rare manifestation of fat embolism, early diagnosis and aggressive treatment likely can decrease morbidity and mortality.
Aged
;
Cardiopulmonary Resuscitation
;
Death, Sudden, Cardiac
;
Early Diagnosis
;
Embolism
;
Embolism, Fat
;
Female
;
Femur
;
Fractures, Bone
;
Glass
;
Heart Ventricles
;
Hemorrhage
;
Humans
;
Mortality
;
Pulmonary Artery
;
Thorax
;
Ventilators, Mechanical
6.Massive Pulmonary Embolism with Thrombus-in-Transit Entrapped by a Patent Foramen Ovale
Ju Yeon OH ; Woo Jin LEE ; Hak Jin KIM
Korean Journal of Medicine 2018;93(1):61-64
“Thrombus-in-transit” in pulmonary embolism is associated with high mortality and refers to a free-floating clot in the right atrium or right ventricle, indicating that deep vein thrombosis is present en route to the pulmonary artery. Thrombus entrapped in a patent foramen ovale (PFO) is a rare condition and is associated with paradoxical systemic embolism. Here, we report a case of acute pulmonary embolism with thrombus-in-transit through a PFO in a 68-year-old woman with a diagnosis of metastatic pancreatic cancer undergoing palliative chemotherapy. She presented with syncope after acute onset of exertional dyspnea and was diagnosed with cardiogenic shock due to massive pulmonary embolism with thrombus-in-transit on admission to the emergency room. We treated her with systemic thrombolysis and anticoagulation therapy instead of surgical thrombectomy. We show that hemodynamically unstable pulmonary embolism with thrombus-in-transit entrapped by a PFO may be successfully treated with systemic thrombolysis without paradoxical embolism.
Aged
;
Diagnosis
;
Drug Therapy
;
Dyspnea
;
Embolism
;
Embolism, Paradoxical
;
Emergency Service, Hospital
;
Female
;
Foramen Ovale
;
Foramen Ovale, Patent
;
Heart Atria
;
Heart Ventricles
;
Humans
;
Mortality
;
Pancreatic Neoplasms
;
Pulmonary Artery
;
Pulmonary Embolism
;
Shock, Cardiogenic
;
Syncope
;
Thrombectomy
;
Thrombolytic Therapy
;
Thrombosis
;
Venous Thrombosis
7.Treatment by Transradial Urokinase Infusion and Percutaneus Transhepatic Thrombectomy in Superior Mesenteric Veno us Thrombosis with Intestinal Infarction
Suk Hyang BAE ; Kyung Han KIM ; Jin Yeon WHANG ; Jeong Min LEE ; Jeong Min KIM ; Jeong Mo KU ; Jonghun LEE
Korean Journal of Medicine 2018;93(1):55-60
Mesenteric venous thrombosis has a low prevalence and nonspecific clinical symptoms, and it may cause bowel infarction and death. Early diagnosis and prompt surgical intervention with anticoagulants are important to patients. We examined a 27-year-old woman complaining of diffuse abdominal pain and hematochezia, and diagnosed extensive mesenteric venous thrombosis with intestinal infarction and pulmonary thromboembolism. In light of the patient's symptoms, an operation seemed necessary. However, because of the high risk of mortality, we decided to look for another option. The patient was successfully treated with intensive medical care and a radiological procedure in spite of intestinal infarction.
Abdominal Pain
;
Adult
;
Anticoagulants
;
Early Diagnosis
;
Female
;
Gastrointestinal Hemorrhage
;
Humans
;
Infarction
;
Mesenteric Ischemia
;
Mesenteric Vascular Occlusion
;
Mortality
;
Prevalence
;
Pulmonary Embolism
;
Thrombectomy
;
Thrombolytic Therapy
;
Thrombosis
;
Urokinase-Type Plasminogen Activator
8.Outcomes of the Multimodal Treatment of Malignant Pleural Mesiothelioma: The Role of Surgery
Bub Se NA ; Ji Seong KIM ; Kwanyong HYUN ; In Kyu PARK ; Chang Hyun KANG ; Young Tae KIM
The Korean Journal of Thoracic and Cardiovascular Surgery 2018;51(1):35-40
BACKGROUND: The treatment of malignant pleural mesothelioma (MPM) is challenging, and multimodal treatment including surgery is recommended; however, the role of surgery is debated. The treatment outcomes of MPM in Korea have not been reported. We analyzed the outcomes of MPM in the context of multimodal treatment, including surgery. METHODS: The records of 29 patients with pathologically proven MPM from April 1998 to July 2015 were retrospectively reviewed. The treatment outcomes of the surgery and non-surgery groups were compared. RESULTS: The overall median survival time was 10.6 months, and the overall 3-year survival rate was 25%. No postoperative 30-day or in-hospital mortality occurred in the surgery group. Postoperative complications included tachyarrhythmia (n=4), pulmonary thromboembolism (n=1), pneumonia (n=1), chylothorax (n=1), and wound complications (n=3). The treatment outcomes between the surgery and non-surgery groups were not significantly different (3-year survival rate: 31.3% vs. 16.7%, respectively; p=0.47). In a subgroup analysis, there was no significant difference in the treatment outcomes between the extrapleural pneumonectomy group and the non-surgery group (3-year survival rate: 45.5% vs. 16.7%, respectively; p=0.23). CONCLUSION: Multimodal treatment incorporating surgery did not show better outcomes than non-surgical treatment. A nationwide multicenter data registry and prospective randomized controlled studies are necessary to optimize the treatment of MPM.
Chylothorax
;
Combined Modality Therapy
;
Hospital Mortality
;
Humans
;
Korea
;
Mesothelioma
;
Pneumonectomy
;
Pneumonia
;
Postoperative Complications
;
Prognosis
;
Prospective Studies
;
Pulmonary Embolism
;
Retrospective Studies
;
Survival Rate
;
Tachycardia
;
Wounds and Injuries
9.The predictive value of echocardiography for chronic thromboembolic pulmonary hypertension after acute pulmonary embolism in Korea.
Jin Sup PARK ; Jinhee AHN ; Jung Hyun CHOI ; Hye Won LEE ; Jun Hyok OH ; Han Cheol LEE ; Kwang Soo CHA ; Taek Jong HONG
The Korean Journal of Internal Medicine 2017;32(1):85-94
BACKGROUND/AIMS: Chronic thromboembolic pulmonary hypertension (CTEPH) is a life-threatening complication after acute pulmonary embolism (APE) and is associated with substantial morbidity and mortality. This study aimed to investigate the incidence of CTEPH after APE in Korea and to determine echocardiographic predictors of CTEPH. METHODS: Among 381 patients with APE confirmed by chest computed tomography (CT) between January 2007 and July 2013, 246 consecutive patients with available echocardiographic data were enrolled in this study. CTEPH was defined as a persistent right ventricular systolic pressure (RVSP) greater than 35 mmHg on echocardiography during follow-up and persistent pulmonary embolism on the follow-up CT. RESULTS: Fifteen patients (6.1%) had CTEPH. The rate of right ventricular (RV) dilatation (66.7% vs. 28.1%, p = 0.002) and the RVSP (75.5 mmHg vs. 39.0 mmHg, p < 0.001) were significantly higher in the CTEPH group. D-dimers, RV dilatation, RV hypertrophy, RVSP, and intermediate-risk APE were associated with the risk of CTEPH after APE (odds ratio [OR] 0.59, 5.11, 7.82, 1.06, and 4.86, respectively) on univariate analysis. RVSP remained as a significant predictor of CTEPH on multivariate analysis (OR, 1.056; 95% confidence interval, 1.006 to 1.109; p = 0.029). CONCLUSIONS: This study showed that the incidence of CTEPH after APE in Korea was 6.1% and that initial RVSP by echocardiography was a strong prognostic factor for CTEPH.
Blood Pressure
;
Dilatation
;
Echocardiography*
;
Follow-Up Studies
;
Hominidae
;
Humans
;
Hypertension, Pulmonary*
;
Hypertrophy
;
Incidence
;
Korea*
;
Mortality
;
Multivariate Analysis
;
Pulmonary Embolism*
;
Thorax
10.Comparison of symptomatic and asymptomatic pulmonary embolism in proximal deep vein thrombosis.
Dong Hun KIM ; Young Woo SEO ; Gyun Moo KIM ; Seung Hyun KO ; Jae Seok JANG ; Tae Chang JANG
Yeungnam University Journal of Medicine 2017;34(2):231-237
BACKGROUND: Deep vein thrombosis (DVT) and pulmonary embolism (PE) are conditions with significant morbidity and mortality. Proximal DVT has a significant association with PE and possible fatal outcomes. Traditionally, PE is subdivided into symptomatic PE and asymptomatic PE, which have different treatments, preventions and prognoses. The growing utilization of computed tomography pulmonary angiography has led to increased detection of PE in DVT patients. This study examined the clinical characteristics and compared symptomatic PE and asymptomatic PE following proximal DVT. METHODS: The medical records of 258 DVT inpatients from July, 2012 to June, 2015 were reviewed retrospectively. After excluding the patients who did not performed PE evaluation and were not diagnosed with PE, 95 patients diagnosed with PE following proximal DVT were enrolled in this study. They were divided into the symptomatic PE group and asymptomatic PE group. RESULTS: The body weight, body mass index, thrombus size, thrombus length and location were similar in the two groups. The symptomatic PE following proximal DVT group showed an older age, higher incidence of emergency department access (85.0% vs. 38.7%, p < 0.001) and preceding infection (25.0% vs. 1.3%, p < 0.001) as well as a higher incidence of immobilization (45.0% vs 13.3%, p=0.016). In the multivariate logistic regression study, preceding infection and emergency department access showed significant association with symptomatic PE. CONCLUSION: In proximal DVT inpatients, symptomatic PE was associated with emergency department access and preceding infection. The possibility of a symptomatic PE event should be considered in proximal DVT patients, especially those who were admitted through the emergency department and had preceding infection.
Angiography
;
Body Mass Index
;
Body Weight
;
Emergency Service, Hospital
;
Fatal Outcome
;
Humans
;
Immobilization
;
Incidence
;
Inpatients
;
Logistic Models
;
Medical Records
;
Mortality
;
Prognosis
;
Pulmonary Embolism*
;
Retrospective Studies
;
Thrombosis
;
Venous Thrombosis*

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