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1.
Tunis Med ; 102(5): 315-320, 2024 May 05.
Article En | MEDLINE | ID: mdl-38801291

INTRODUCTION: The occurrence of death from acute pulmonary embolism (PE) is often linked to right ventricular (RV) failure, arising from an imbalance between RV systolic function and heightened RV afterload. In our study, we posited that an echocardiographic ratio derived from this disparity [RV systolic function assessed by tricuspid annular plane systolic excursion (TAPSE) divided by pulmonary arterial systolic pressure (PASP)] could offer superior predictive value for adverse outcomes compared to individual measurements of TAPSE and PASP alone. METHODS: We conducted a retrospective analysis using data from a University Hospital Centre spanning from 2017 to 2023. All individuals with confirmed PE and a formal transthoracic echocardiogram within 7 days of diagnosis were included. The primary endpoint was a composite outcome of death, hemodynamic deterioration needing introduction of inotropes or thrombolysis within 30 days. Secondary endpoints included 6 months all-cause mortality and onset of right-sided heart failure. RESULTS: Thirty-eight patients were included. Mean age was 58 ±15 years old. A male predominance was noted: 23 male patients (60.5%) and 15 female patients (39.5%). Eight patients met the primary composite endpoint while nine patients met the secondary composite endpoint. In multivariate analysis, the TAPSE/PASP ratio was independently associated with the primary outcome (OR=2.77, 95% CI 1.101-10.23, P=0.042). A TAPSE/PASP ratio <0.3 was independently associated with the secondary outcome (OR=3.07, 95% CI 1.185-10.18, P=0.034). CONCLUSION: This study suggests that a combined echocardiographic ratio of RV function to afterload is effective in predicting adverse outcomes in acute PE.


Echocardiography , Pulmonary Artery , Pulmonary Embolism , Tricuspid Valve , Humans , Pulmonary Embolism/diagnosis , Pulmonary Embolism/physiopathology , Pulmonary Embolism/mortality , Pulmonary Embolism/complications , Pulmonary Embolism/diagnostic imaging , Female , Male , Middle Aged , Retrospective Studies , Prognosis , Aged , Echocardiography/methods , Pulmonary Artery/diagnostic imaging , Pulmonary Artery/physiopathology , Acute Disease , Adult , Tricuspid Valve/diagnostic imaging , Tricuspid Valve/physiopathology , Ventricular Dysfunction, Right/diagnosis , Ventricular Dysfunction, Right/physiopathology , Ventricular Dysfunction, Right/diagnostic imaging , Ventricular Dysfunction, Right/etiology , Predictive Value of Tests , Systole/physiology
2.
Int J Cardiol ; 408: 132165, 2024 Aug 01.
Article En | MEDLINE | ID: mdl-38750964

BACKGROUND: Cancer patients are at risk of pulmonary embolism (PE). Catheter-based therapies (CBT) are novel reperfusion options for PE though data in patients with cancer is lacking. STUDY DESIGN AND METHODS: Patients with intermediate- or high-risk PE were identified using the National Readmission Database (NRD) from 2017 to 2020. Primary outcome were in-hospital death and 90-day readmission. Secondary outcomes were in-hospital bleeding, 90-day readmission for venous thromboembolism (VTE)-related or right heart failure-related reasons and bleeding. Propensity scores were estimated using logistic regression and inverse-probability treatment weighting (IPTW) was utilized to compare outcomes between CBT and no CBT as well as CBT versus systemic thrombolysis. RESULTS: A total of 7785 patients were included (2511 with high-risk PE) of whom 1045 (13.4%) were managed with CBT. After IPTW, CBT was associated with lower rates of index hospitalization death (OR 0.89, 95% CI 0.83-0.96) and 90-day readmission (HR 0.75, 95% CI 0.69-0.81) but higher rates of in-hospital bleeding (OR 1.11, 95% CI 1.03-1.20) which was predominantly post-procedural bleeding. CBT was associated with lower risk of major bleeding (20.8% vs 24.8%; OR 0.80, 95% CI 0.68-0.94) compared with systemic thrombolysis. INTERPRETATION: Among patients with cancer with intermediate or high-risk PE, CBT was associated with lower in-hospital death and 90-day readmission. CBT was also associated with decreased risk of index hospitalization major bleeding compared with systemic thrombolysis. Prospective, randomized trials with inclusion of patients with cancer are needed to confirm these findings.


Hospital Mortality , Neoplasms , Patient Readmission , Pulmonary Embolism , Humans , Pulmonary Embolism/therapy , Pulmonary Embolism/mortality , Pulmonary Embolism/epidemiology , Male , Female , Neoplasms/complications , Neoplasms/therapy , Neoplasms/epidemiology , Aged , Middle Aged , Patient Readmission/statistics & numerical data , Patient Readmission/trends , Hospital Mortality/trends , Treatment Outcome , Retrospective Studies , Thrombolytic Therapy/methods , Aged, 80 and over
3.
BMC Infect Dis ; 24(1): 484, 2024 May 10.
Article En | MEDLINE | ID: mdl-38730292

Thromboembolic (TE) complications [myocardial infarction (MI), stroke, deep vein thrombosis (DVT), and pulmonary embolism (PE)] are common causes of mortality in hospitalised COVID-19 patients. Therefore, this review was undertaken to explore the incidence of TE complications and mortality associated with TE complications in hospitalised COVID-19 patients from different studies. A literature search was performed using ScienceDirect and PubMed databases using the MeSH term search strategy of "COVID-19", "thromboembolic complication", "venous thromboembolism", "arterial thromboembolism", "deep vein thrombosis", "pulmonary embolism", "myocardial infarction", "stroke", and "mortality". There were 33 studies included in this review. Studies have revealed that COVID-19 patients tend to develop venous thromboembolism (PE:1.0-40.0% and DVT:0.4-84%) compared to arterial thromboembolism (stroke:0.5-15.2% and MI:0.8-8.7%). Lastly, the all-cause mortality of COVID-19 patients ranged from 4.8 to 63%, whereas the incidence of mortality associated with TE complications was between 5% and 48%. A wide range of incidences of TE complications and mortality associated with TE complications can be seen among hospitalized COVID-19 patients. Therefore, every patient should be assessed for the risk of thromboembolic complications and provided with an appropriate thromboprophylaxis management plan tailored to their individual needs.


COVID-19 , Hospitalization , Thromboembolism , Humans , COVID-19/complications , COVID-19/mortality , COVID-19/epidemiology , Thromboembolism/epidemiology , Thromboembolism/etiology , Thromboembolism/mortality , Hospitalization/statistics & numerical data , Pulmonary Embolism/epidemiology , Pulmonary Embolism/etiology , Pulmonary Embolism/mortality , SARS-CoV-2 , Incidence , Venous Thromboembolism/etiology , Venous Thromboembolism/epidemiology , Venous Thromboembolism/prevention & control , Stroke/epidemiology , Stroke/mortality , Myocardial Infarction/mortality , Myocardial Infarction/epidemiology , Myocardial Infarction/complications , Venous Thrombosis/epidemiology , Venous Thrombosis/etiology
5.
Clin Appl Thromb Hemost ; 30: 10760296241253844, 2024.
Article En | MEDLINE | ID: mdl-38755956

Several risk stratification systems aid clinicians in classifying pulmonary embolism (PE) severity and prognosis. We compared 2 clinical PE scoring systems, the PESI and sPESI scores, with 2 comorbidity indices, the Charlson Comorbidity Index (CCI) and the val Walraven Elixhauser Comorbidity Index (ECI), to determine the utility of each in predicting mortality and hospital readmission. Information was collected from 436 patients presenting with PE via retrospective chart review. The PESI, sPESI, CCI, and ECI scores were calculated for each patient. Multivariate analysis was used to determine each system's ability to predict in-hospital mortality, 90-day mortality, overall mortality, and all-cause hospital readmission. The impact of various demographic and clinical characteristics of each patient on these outcomes was also assessed. The PESI score was found to be an independent predictor of in-hospital mortality and 90-day mortality. The PESI score and the CCI were able to independently predict overall mortality. None of the 4 risk scores independently predicted hospital readmission. Other factors including hypoalbuminemia, serum BNP, coagulopathy, anemia, and diabetes were associated with increased mortality and readmission at various endpoints. The PESI score was the best tool for predicting mortality at any endpoint. The CCI may have utility in predicting long-term outcomes. Further work is needed to better determine the roles of the CCI and ECI in predicting patient outcomes in PE. The potential prognostic implications of low serum albumin and anemia at the time of PE also warrant further investigation.


Comorbidity , Hospital Mortality , Patient Readmission , Pulmonary Embolism , Humans , Pulmonary Embolism/mortality , Patient Readmission/statistics & numerical data , Female , Male , Aged , Middle Aged , Retrospective Studies , Acute Disease , Aged, 80 and over , Prognosis
6.
Methodist Debakey Cardiovasc J ; 20(3): 19-26, 2024.
Article En | MEDLINE | ID: mdl-38765213

Massive pulmonary embolism (MPE) is a serious condition affecting the pulmonary arteries and is difficult to diagnose, triage, and treat. The American College of Chest Physicians (AHA) and the European Society of Cardiology (ESC) have different classification approaches for PE, with the AHA defining three subtypes and the ESC four. Misdiagnosis is common, leading to delayed or inadequate treatment. The incidence of PE-related death rates has been increasing over the years, and mortality rates vary depending on the subtype of PE, with MPE having the highest mortality rate. The current definition of MPE originated from early surgical embolectomy cases and discussions among experts. However, this definition fails to capture patients at the point of maximal benefit because it is based on late findings of MPE. Pulmonary Embolism Response Teams (PERTs) have emerged as a fundamental shift in the management of MPE, with a focus on high-risk and MPE cases and a goal of rapidly connecting patients with appropriate therapies based on up-to-date evidence. This review highlights the challenges in diagnosing and managing MPE and emphasizes the importance of PERTs and risk stratification scores in improving outcomes for patients with PE.


Predictive Value of Tests , Pulmonary Embolism , Pulmonary Embolism/therapy , Pulmonary Embolism/mortality , Pulmonary Embolism/diagnosis , Pulmonary Embolism/diagnostic imaging , Pulmonary Embolism/physiopathology , Humans , Treatment Outcome , Risk Factors , Risk Assessment , Clinical Decision-Making , Embolectomy/adverse effects , Decision Support Techniques , Thrombolytic Therapy , Patient Care Team
7.
Methodist Debakey Cardiovasc J ; 20(3): 36-48, 2024.
Article En | MEDLINE | ID: mdl-38765215

Pulmonary embolism is a debilitating and potentially life-threatening disease characterized by high mortality and long-term adverse outcomes. Traditional treatment options are fraught with serious bleeding risks and incomplete thrombus removal, necessitating the development of innovative treatment strategies. While new interventional approaches offer promising potential for improved outcomes with fewer serious complications, their rapid development and need for more comparative clinical evidence makes it challenging for physicians to select the optimal treatment for each patient among the many options. This review summarizes the current published clinical data for both traditional treatments and more recent interventional approaches indicated for pulmonary embolism. While published studies thus far suggest that these newer interventional devices offer safe and effective options, more data is needed to understand their impact relative to the standard of care. The studies in progress that are anticipated to provide needed evidence are reviewed here since they will be critical for helping physicians make informed treatment choices and potentially driving necessary guideline changes.


Fibrinolytic Agents , Pulmonary Embolism , Thrombectomy , Thrombolytic Therapy , Humans , Clinical Decision-Making , Equipment Design , Fibrinolytic Agents/administration & dosage , Fibrinolytic Agents/adverse effects , Pulmonary Embolism/therapy , Pulmonary Embolism/diagnostic imaging , Pulmonary Embolism/mortality , Risk Factors , Thrombectomy/adverse effects , Thrombectomy/instrumentation , Thrombolytic Therapy/adverse effects , Treatment Outcome
8.
Catheter Cardiovasc Interv ; 103(6): 1042-1049, 2024 May.
Article En | MEDLINE | ID: mdl-38577945

BACKGROUND: Our study aims to present clinical outcomes of mechanical thrombectomy (MT) in a safety-net hospital. METHODS: This is a retrospective study of intermediate or high-risk pulmonary embolism (PE) patients who underwent MT between October 2020 and May 2023. The primary outcome was 30-day mortality. RESULTS: Among 61 patients (mean age 57.6 years, 47% women, 57% Black) analyzed, 12 (19.7%) were classified as high-risk PE, and 49 (80.3%) were intermediate-risk PE. Of these patients, 62.3% had Medicaid or were uninsured, 50.8% lived in a high poverty zip code. The prevalence of normotensive shock in intermediate-risk PE patients was 62%. Immediate hemodynamic improvements included 7.4 mmHg mean drop in mean pulmonary artery pressure (-21.7%, p < 0.001) and 93% had normalization of their cardiac index postprocedure. Thirty-day mortality for the entire cohort was 5% (3 patients) and 0% when restricted to the intermediate-risk group. All 3 patients who died at 30 days presented with cardiac arrest. There were no differences in short-term mortality based on race, insurance type, citizenship status, or socioeconomic status. All-cause mortality at most recent follow up was 13.1% (mean follow up time of 13.4 ± 8.5 months). CONCLUSION: We extend the findings from prior studies that MT demonstrates a favorable safety profile with immediate improvement in hemodynamics and a low 30-day mortality in patients with acute PE, holding true even with relatively higher risk and more vulnerable population within a safety-net hospital.


Pulmonary Embolism , Safety-net Providers , Thrombectomy , Humans , Female , Male , Pulmonary Embolism/mortality , Pulmonary Embolism/physiopathology , Pulmonary Embolism/therapy , Pulmonary Embolism/diagnosis , Retrospective Studies , Middle Aged , Treatment Outcome , Risk Factors , Aged , Time Factors , Risk Assessment , Thrombectomy/adverse effects , Thrombectomy/mortality , Acute Disease , Adult , Hemodynamics
9.
Thromb Res ; 237: 129-137, 2024 May.
Article En | MEDLINE | ID: mdl-38583310

BACKGROUND: Acute pulmonary embolism (PE) is a life-threatening situation in cancer patients. In this situation, anticoagulant therapy is complex to administer due to the risk of bleeding. Only few studies have been conducted when these patients are admitted to the intensive care unit (ICU). The aim of this study was to assess the association between anticoagulation strategies as well as other factors with 90-day mortality in patients with cancer and PE admitted to ICU. Major bleeding was also evaluated according to the type of anticoagulation. METHODS: Retrospective study carried out in 4 ICUs in France over a 12-year period (2009-2021). All patients with cancer and PE were included. An overlap propensity score weighting analysis was performed in the subgroup of patients treated with either unfractionated heparins (UFH) alone or low-molecular-weight heparins (LMWH) alone on 90-day mortality and major bleeding. RESULTS: A total of 218 consecutive cancer patients admitted to ICU and presenting PE were included. The 90-day mortality rate was 42 % for the global cohort. After propensity score analysis in the subgroup of patients treated with either "UFH alone" (n = 80) or "LMWH alone" (n = 71), the 90-day mortality was similar in patients treated with UFH alone (42.6 %) vs LMWH alone (39.9 %): OR = 1.124, CI 95 % [0.571-2.214], p = 0.750. There was a significant increased toward major bleeding rates in the "UFH alone" group (25.5 %) as compared to "LMWH alone" group (11.5 %), p = 0.04. CONCLUSION: In 218 patients admitted to ICU and presenting PE, the 90-day mortality rate was 42 %. Treatment with UFH alone was associated with a mortality comparable to treatment with LMWH alone but it appeared to be more prone to major bleeding.


Anticoagulants , Intensive Care Units , Neoplasms , Pulmonary Embolism , Humans , Anticoagulants/therapeutic use , Anticoagulants/adverse effects , Retrospective Studies , Male , Pulmonary Embolism/mortality , Pulmonary Embolism/drug therapy , Female , Neoplasms/complications , Neoplasms/mortality , Neoplasms/drug therapy , Aged , Risk Factors , Middle Aged , Hemorrhage/mortality , Hemorrhage/chemically induced , Heparin, Low-Molecular-Weight/therapeutic use , Heparin, Low-Molecular-Weight/adverse effects , Acute Disease , Heparin/therapeutic use , Heparin/adverse effects , France/epidemiology
11.
Int J Cardiol ; 406: 132001, 2024 Jul 01.
Article En | MEDLINE | ID: mdl-38561107

BACKGROUND: Pulmonary embolism (PE) is described as a prognostic factor in patients with cancer however, the prognostic impact of PE remains unknown. This study investigated, the 1-year prognosis following PE in patients with breast-, gastrointestinal-, or lung cancer stratified by cancer status. METHODS: All Danish patients with first-time PE from 2008 to 2018 were included. Cancer status was categorized as no cancer, history of cancer, non-active cancer and active cancer. Unadjusted and age-stratified 1-year risk of death was estimated using the Kaplan-Meier estimator. Cause of death was reported using the Aalen-Johansen method. RESULTS: Of 35,679 patients with PE, 18% had a breast-, gastrointestinal-, or lung cancer. Patients with cancer were older compared with no cancer (69.8 years [IQR: 56.2-79.8]). One-year risk of death (95% confidence interval) for active breast-, gastrointestinal-, and lung cancer was 49.5% (44.0%-54.9%), 75.0% (72.5%-77.4%) and 80.1% (78.0%-82.3%) respectively, compared with 18.9% (18.4%-19.3%) for no cancer. Age-stratified analysis revealed no association with increasing age in non-active lung cancer and all active cancers. Further, non-cardiovascular death accounted for an increasing proportion by cancer status (no cancer < history of cancer < non-active cancer < active cancer). CONCLUSIONS: One-year risk of death was dependent on both cancer type and status; no association with age was found for patients with active cancers. Non-cardiovascular death was leading in non-active and active cancers. Thus, the occurrence of first-time PE could be regarded as a marker of cancer severity for patients with breast-, gastrointestinal-, and lung cancer.


Breast Neoplasms , Gastrointestinal Neoplasms , Lung Neoplasms , Pulmonary Embolism , Humans , Female , Pulmonary Embolism/mortality , Pulmonary Embolism/epidemiology , Pulmonary Embolism/diagnosis , Male , Denmark/epidemiology , Aged , Middle Aged , Lung Neoplasms/mortality , Lung Neoplasms/epidemiology , Lung Neoplasms/diagnosis , Prognosis , Breast Neoplasms/mortality , Breast Neoplasms/epidemiology , Breast Neoplasms/diagnosis , Cohort Studies , Gastrointestinal Neoplasms/epidemiology , Gastrointestinal Neoplasms/diagnosis , Gastrointestinal Neoplasms/complications , Gastrointestinal Neoplasms/mortality , Aged, 80 and over , Risk Factors , Follow-Up Studies , Registries
12.
Int J Cardiol ; 407: 132065, 2024 Jul 15.
Article En | MEDLINE | ID: mdl-38642720

BACKGROUND: Accurate assessment and timely intervention play a crucial role in ameliorating poor short-term prognosis of acute pulmonary embolism (APE) patients. The currently employed scoring models exhibit a degree of complexity, and some models may not comprehensively incorporate relevant indicators, thereby imposing limitations on the evaluative efficacy. Our study aimed to construct and externally validate a nomogram that predicts 30-day all-cause mortality risk in APE patients. METHODS: Clinical data from APE patients in Intensive Care-IV database was included as a training cohort. Additionally, we utilized our hospital's APE database as an external validation cohort. The nomogram was developed, and its predictive ability was evaluated using receiver operating characteristic (ROC) curves, calibration plots and decision curve analysis. RESULTS: A collective of 1332 patients and 336 patients were respectively enrolled as the training cohort and the validation cohort in this study. Five variables including age, malignancy, oxygen saturation, blood glucose, and the use of vasopressor, were identified based on the results of the multivariate Cox regression model. The ROC value for the nomogram in the training cohort yielded 0.765, whereas in the validation group, it reached 0.907. Notably, these values surpassed the corresponding ROC values for the Pulmonary Embolism Severity Index, which were 0.713 in the training cohort and 0.754 in the validation cohort. CONCLUSIONS: The nomogram including five indicators had a good performance in predicting short-term prognosis in patients with APE, which was easier to apply and provided better recommendations for clinical decision-making.


Nomograms , Pulmonary Embolism , Humans , Pulmonary Embolism/diagnosis , Pulmonary Embolism/mortality , Male , Female , Prognosis , Middle Aged , Aged , Acute Disease , Predictive Value of Tests , Cohort Studies , Retrospective Studies , Time Factors
13.
Kardiol Pol ; 82(5): 507-515, 2024.
Article En | MEDLINE | ID: mdl-38638091

BACKGROUND: The Pulmonary Embolism Severity Index (PESI) is a validated tool to predict 30-day all-cause mortality in patients with acute pulmonary embolism (PE) but includes only clinical variables. AIMS: We aimed to determine the effectiveness of PESI extended with an echocardiographic parameter. METHODS: This cross-sectional observational study included consecutive patients with acute PE diagnosed with computed tomography pulmonary angiography. RESULTS: Of 117 subjects (57 men, 48.7%), at a median age of 69 (59-80) years, 16 patients died during the 30-day follow-up. Six modified models of PESI with an additional single echocardiographic parameter were created, which increased the predictive value of PESI (area under the curve [AUC] 0.8608): tricuspid annular plane systolic excursion (TAPSE) <18 mm, right ventricular (RV) free wall longitudinal strain (RVFWLS) >-23%, 60/60 sign, RV global longitudinal strain (RVGLS) >-16%, pulmonary ejection acceleration time (AcT) <67 ms, and thrombus in right heart cavities (AUC 0.8657 to 0.8976, respectively, all markers P <0.001). TAPSE, AcT, RVFWLS, and RVGLS showed significant correlations with the PESI score, but not a thrombus in the right heart cavity or the 60/60 sign. As PESI adjuncts, they independently predicted fatal outcomes: thrombus with hazard ratio (HR) 10.04 (95% confidence interval [CI], 2.81-37.12; P <0.001) and the 60/60 sign with HR 4.07 (95% CI, 1.27-12.81; P <0.001). CONCLUSIONS: The quantitative echocardiographic parameters of RV systolic function and pulmonary artery blood flow are associated with the PESI score and thus increase its predictive value to a limited extent. PE- specific findings: a thrombus in the right heart cavity and the 60/60 sign are effective adjuncts to the PESI score.


Echocardiography , Pulmonary Embolism , Severity of Illness Index , Humans , Pulmonary Embolism/diagnostic imaging , Pulmonary Embolism/mortality , Male , Female , Aged , Middle Aged , Aged, 80 and over , Cross-Sectional Studies , Acute Disease , Prognosis , Predictive Value of Tests
14.
Arch Bronconeumol ; 60(6): 344-349, 2024 Jun.
Article En, Es | MEDLINE | ID: mdl-38644151

BACKGROUND: Right ventricle (RV) dysfunction increases the risk of death from pulmonary embolism (PE). C-reactive protein (CRP) might identify RV inflammation and dysfunction in patients with PE. METHODS: This cohort study enrolled consecutive stable patients with acute PE between 2017 and 2023. We stratified patients by quartiles of CRP. We evaluated the association between CRP quartiles and the presence of RV dysfunction, and used multivariable models to assess for an association between CRP and the outcomes of all-cause and PE-specific mortality during the 30 days of follow-up after PE diagnosis. RESULTS: The study included 633 stable patients with PE. Patients without RV dysfunction had significantly lower median (IQR) CRP levels compared with patients with RV dysfunction (n=509, 31.7 [10.0-76.4]mg/L vs n=124, 45.4 [16.0-111.4]mg/L; P=0.018). CRP showed a statistically significant positive association with the presence of RV dysfunction (P<0.01). On multivariable analysis, CRP level was not significantly associated with 30-day all-cause mortality (adjusted odds ratio [OR] per mg/L increment, 1.00; 95% CI, 1.00-1.01; P=0.095), but higher CRP was associated with significantly higher PE-related mortality (adjusted OR, 1.01; 95% CI, 1.00-1.01; P=0.026). Compared with patients in CRP quartile 1, patients in quartiles 2, 3, and 4 had a stepwise increase in the adjusted odds of 30-day all-cause death of 2.41 (P=0.148), 3.04 (P=0.062), and 3.15 (P=0.052), respectively. CONCLUSIONS: As an indicator of RV dysfunction, CRP may improve risk stratification algorithms for hemodynamically stable patients with acute symptomatic PE.


C-Reactive Protein , Pulmonary Embolism , Ventricular Dysfunction, Right , Humans , Pulmonary Embolism/mortality , Pulmonary Embolism/blood , Pulmonary Embolism/complications , Ventricular Dysfunction, Right/blood , Ventricular Dysfunction, Right/mortality , Ventricular Dysfunction, Right/etiology , C-Reactive Protein/analysis , Male , Female , Middle Aged , Aged , Acute Disease , Cohort Studies , Biomarkers/blood
15.
IEEE J Biomed Health Inform ; 28(6): 3732-3741, 2024 Jun.
Article En | MEDLINE | ID: mdl-38568767

Health disparities among marginalized populations with lower socioeconomic status significantly impact the fairness and effectiveness of healthcare delivery. The increasing integration of artificial intelligence (AI) into healthcare presents an opportunity to address these inequalities, provided that AI models are free from bias. This paper aims to address the bias challenges by population disparities within healthcare systems, existing in the presentation of and development of algorithms, leading to inequitable medical implementation for conditions such as pulmonary embolism (PE) prognosis. In this study, we explore the diverse bias in healthcare systems, which highlights the demand for a holistic framework to reducing bias by complementary aggregation. By leveraging de-biasing deep survival prediction models, we propose a framework that disentangles identifiable information from images, text reports, and clinical variables to mitigate potential biases within multimodal datasets. Our study offers several advantages over traditional clinical-based survival prediction methods, including richer survival-related characteristics and bias-complementary predicted results. By improving the robustness of survival analysis through this framework, we aim to benefit patients, clinicians, and researchers by enhancing fairness and accuracy in healthcare AI systems.


Algorithms , Pulmonary Embolism , Humans , Pulmonary Embolism/mortality , Survival Analysis , Female , Male , Middle Aged , Aged , Prognosis , Databases, Factual
16.
Eur Heart J ; 45(22): 1988-1998, 2024 Jun 07.
Article En | MEDLINE | ID: mdl-38573048

BACKGROUND AND AIMS: Catheter-based therapies (CBTs) have been developed as a treatment option in patients with pulmonary embolism (PE). There remains a paucity of data to inform decision-making in patients with intermediate-risk or high-risk PE. The aim of this study was to characterize in-hospital and readmission outcomes in patients with intermediate-risk or high-risk PE treated with vs. without CBT in a large retrospective registry. METHODS: Patients hospitalized with intermediate-risk or high-risk PE were identified using the 2017-20 National Readmission Database. In-hospital outcomes included death and bleeding and 30- and 90-day readmission outcomes including all-cause, venous thromboembolism (VTE)-related and bleeding-related readmissions. Inverse probability of treatment weighting (IPTW) was utilized to compare outcomes between CBT and no CBT. RESULTS: A total of 14 903 [2076 (13.9%) with CBT] and 42 829 [8824 (20.6%) with CBT] patients with high-risk and intermediate-risk PE were included, respectively. Prior to IPTW, patients with CBT were younger and less likely to have cancer and cardiac arrest, receive systemic thrombolysis, or be on mechanical ventilation. In the IPTW logistic regression model, CBT was associated with lower odds of in-hospital death in high-risk [odds ratio (OR) 0.83, 95% confidence interval (CI) 0.80-0.87] and intermediate-risk PE (OR 0.76, 95% CI 0.70-0.83). Patients with high-risk PE treated with CBT were associated with lower risk of 90-day all-cause [hazard ratio (HR) 0.77, 95% CI 0.71-0.83] and VTE (HR 0.46, 95% CI 0.34-0.63) readmission. Patients with intermediate-risk PE treated with CBT were associated with lower risk of 90-day all-cause (HR 0.75, 95% CI 0.72-0.79) and VTE (HR 0.66, 95% CI 0.57-0.76) readmission. CONCLUSIONS: Among patients with high-risk or intermediate-risk PE, CBT was associated with lower in-hospital death and 90-day readmission. Prospective, randomized trials are needed to confirm these findings.


Patient Readmission , Pulmonary Embolism , Humans , Pulmonary Embolism/therapy , Pulmonary Embolism/mortality , Male , Female , Aged , Retrospective Studies , Middle Aged , Patient Readmission/statistics & numerical data , Hospital Mortality , Registries , Hemorrhage/therapy , Hemorrhage/mortality , Risk Assessment , Thrombolytic Therapy/methods
18.
Eur J Clin Microbiol Infect Dis ; 43(5): 905-914, 2024 May.
Article En | MEDLINE | ID: mdl-38472518

BACKGROUND: The existing literature lacks studies examining the epidemiological link between scrub typhus and deep vein thrombosis (DVT) or pulmonary embolism (PE), and the long-term outcomes. The objective of this study is to explore the potential association between scrub typhus and the subsequent risk of venous thromboembolism, and long-term mortality. METHOD: This nationwide cohort study identified 10,121 patients who were newly diagnosed with scrub typhus. Patients with a prior DVT or PE diagnosis before the scrub typhus infection were excluded. A comparison cohort of 101,210 patients was established from the general population using a propensity score matching technique. The cumulative survival HRs for the two cohorts were calculated by the Cox proportional hazards model. RESULT: After adjusting for sex, age, and comorbidities, the scrub typhus group had an adjusted HR (95% CI) of 1.02 (0.80-1.30) for DVT, 1.11 (0.63-1.93) for PE, and 1.16 (1.08-1.25) for mortality compared to the control group. The post hoc subgroup analysis revealed that individuals younger than 55 years with a prior scrub typhus infection had a significantly higher risk of DVT (HR: 1.59; 95% CI: 1.12-2.25) and long-term mortality (HR: 1.75; 95% CI, 1.54-1.99). CONCLUSION: The scrub typhus patients showed a 16% higher risk of long-term mortality. For those in scrub typhus cohort below 55 years of age, the risk of developing DVT was 1.59 times higher, and the risk of mortality was 1.75 times higher. Age acted as an effect modifier influencing the relationship between scrub typhus and risk of new-onset DVT and death.


Scrub Typhus , Venous Thromboembolism , Humans , Scrub Typhus/complications , Scrub Typhus/epidemiology , Scrub Typhus/mortality , Male , Female , Middle Aged , Aged , Adult , Venous Thromboembolism/epidemiology , Venous Thromboembolism/mortality , Venous Thromboembolism/etiology , Risk Factors , Cohort Studies , Proportional Hazards Models , Aged, 80 and over , Pulmonary Embolism/mortality , Pulmonary Embolism/epidemiology , Pulmonary Embolism/etiology , Young Adult
20.
Rev Invest Clin ; 76(2): 065-079, 2024 02 15.
Article En | MEDLINE | ID: mdl-38359843

Background: Pan-immuno-inflammation value (PIV) is a new and comprehensive index that reflects both the immune response and systemic inflammation in the body. Objective: The aim of this study was to investigate the prognostic relevance of PIV in predicting in-hospital mortality in acute pulmonary embolism (PE) patients and to compare it with the well-known risk scoring system, PE severity index (PESI), which is commonly used for a short-term mortality prediction in such patients. Methods: In total, 373 acute PE patients diagnosed with contrast-enhanced computed tomography were included in the study. Detailed cardiac evaluation of each patient was performed and PESI and PIV were calculated. Results: In total, 60 patients died during their hospital stay. The multivariable logistic regression analysis revealed that baseline heart rate, N-terminal pro-B-type natriuretic peptide, lactate dehydrogenase, PIV, and PESI were independent risk factors for in-hospital mortality in acute PE patients. When comparing with PESI, PIV was non-inferior in terms of predicting the survival status in patients with acute PE. Conclusion: In our study, we found that the PIV was statistically significant in predicting in-hospital mortality in acute PE patients and was non-inferior to the PESI.


Hospital Mortality , Inflammation , Pulmonary Embolism , Severity of Illness Index , Humans , Pulmonary Embolism/mortality , Male , Female , Aged , Middle Aged , Acute Disease , Prognosis , Risk Factors , Tomography, X-Ray Computed , Aged, 80 and over , Natriuretic Peptide, Brain/blood , Peptide Fragments/blood , L-Lactate Dehydrogenase/blood , Biomarkers , Predictive Value of Tests , Logistic Models
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