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Matthews TM, Peters GA, Wang G, Horick N, Chang KE, Harshbarger S, Prucnal C, Birrenkott DA, Stannek K, Lee ES, Dhar I, Wrenn JO, Stubblefield WB, Kabrhel C. Optimal Cutoff Values and Utility of High-Sensitivity Troponin T and NT-proBNP for the Risk Stratification of Patients with Acute Pulmonary Embolism. Clin Chem 2025; 71:559-566. [PMID: 39704155 DOI: 10.1093/clinchem/hvae212] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2024] [Accepted: 10/21/2024] [Indexed: 12/21/2024]
Abstract
BACKGROUND Guidelines recommend using high-sensitivity troponin T (hsTnT) and N-terminal pro-B-type natriuretic peptide (NT-proBNP) to risk stratify hemodynamically stable patients with acute pulmonary embolism (PE). However, there are no evidence-based cutoff values defined for this clinical application. METHODS We performed a single-center, retrospective cohort study of patients with imaging-confirmed PE and hsTnT and/or NT-proBNP (ElecsysTM, Roche) measured 12 h before or 24 h after PE Response Team (PERT) activation. We excluded hypotensive patients. Our primary outcome was a composite of adverse outcomes or critical interventions within 7 days. We calculated the area under the receiver operating curve (AUC, ROC) for hsTnT and NT-proBNP and determined the optimal cutoffs using the distance from (0,1). We performed a subgroup analysis on patients with PE and right ventricular dysfunction on imaging. RESULTS Two hundred thirty-four patients were included in the hsTnT analysis, and 727 in the NT-proBNP analysis. Mean age was 62 years (SD = 17) and 47% were female. The AUC for hsTnT was 0.64 (95% CI, 0.56-0.71) with an optimal cutoff of 46 ng/L, corresponding to a sensitivity of 59% (95% CI, 49-69) and a specificity of 61% (95% CI, 53-69). The AUC for NT-proBNP was 0.56 (95% CI, 0.51-0.61) with an optimal cutoff of 1092 pg/mL, corresponding to a sensitivity of 53% (95% CI, 45-61) and a specificity of 59% (95% CI, 55-63). CONCLUSION We identified an optimal cutoff of 46 ng/L for hsTnT and 1092 pg/mL for NT-proBNP, though the AUC for both markers suggests low to moderate performance for the risk stratification of initially hemodynamically stable PERT patients. Use of these biomarkers to risk stratify PE may require reconsideration.
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Affiliation(s)
- Timothy M Matthews
- Center for Vascular Emergencies, Department of Emergency Medicine, Massachusetts General Hospital, Boston, MA, United States
| | - Gregory A Peters
- Center for Vascular Emergencies, Department of Emergency Medicine, Massachusetts General Hospital, Boston, MA, United States
- Department of Emergency Medicine, Harvard Medical School, Boston, MA, United States
- Department of Emergency Medicine, Brigham and Women's Hospital, Boston, MA, United States
| | - Grace Wang
- Center for Vascular Emergencies, Department of Emergency Medicine, Massachusetts General Hospital, Boston, MA, United States
| | - Nora Horick
- Department of Biostatistics, Massachusetts General Hospital, Boston, MA, United States
| | - Kyle E Chang
- Center for Vascular Emergencies, Department of Emergency Medicine, Massachusetts General Hospital, Boston, MA, United States
- California University of Science and Medicine, Colton, CA, United States
| | - Savanah Harshbarger
- Center for Vascular Emergencies, Department of Emergency Medicine, Massachusetts General Hospital, Boston, MA, United States
- Department of Emergency Medicine, Harvard Medical School, Boston, MA, United States
- Department of Emergency Medicine, Brigham and Women's Hospital, Boston, MA, United States
| | - Christiana Prucnal
- Center for Vascular Emergencies, Department of Emergency Medicine, Massachusetts General Hospital, Boston, MA, United States
- Department of Emergency Medicine, Harvard Medical School, Boston, MA, United States
- Department of Emergency Medicine, Brigham and Women's Hospital, Boston, MA, United States
| | - Drew A Birrenkott
- Center for Vascular Emergencies, Department of Emergency Medicine, Massachusetts General Hospital, Boston, MA, United States
- Department of Emergency Medicine, Harvard Medical School, Boston, MA, United States
- Department of Emergency Medicine, Brigham and Women's Hospital, Boston, MA, United States
| | - Karsten Stannek
- Center for Vascular Emergencies, Department of Emergency Medicine, Massachusetts General Hospital, Boston, MA, United States
| | - Eun Sang Lee
- Center for Vascular Emergencies, Department of Emergency Medicine, Massachusetts General Hospital, Boston, MA, United States
| | - Isabel Dhar
- Center for Vascular Emergencies, Department of Emergency Medicine, Massachusetts General Hospital, Boston, MA, United States
| | - Jesse O Wrenn
- Department of Emergency Medicine, Vanderbilt University Medical Center, Nashville, TN, United States
| | - William B Stubblefield
- Department of Emergency Medicine, Vanderbilt University Medical Center, Nashville, TN, United States
| | - Christopher Kabrhel
- Center for Vascular Emergencies, Department of Emergency Medicine, Massachusetts General Hospital, Boston, MA, United States
- Department of Emergency Medicine, Harvard Medical School, Boston, MA, United States
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2
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Richards AM. Cardiac Biomarkers in Pulmonary Embolism: Revealing or Redundant? Clin Chem 2025; 71:529-531. [PMID: 40238127 DOI: 10.1093/clinchem/hvaf019] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2025] [Accepted: 02/13/2025] [Indexed: 04/18/2025]
Affiliation(s)
- A Mark Richards
- Christchurch Heart Institute, University of Otago Christchurch, Christchurch, New Zealand
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3
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Lee YJ, Lee J, Hong SW, Kim SH. The Type of Preoperative Oral Antithrombotics as a Risk Factor for Venous Thromboembolism After Hip Surgery: A Retrospective Study. MEDICINA (KAUNAS, LITHUANIA) 2025; 61:729. [PMID: 40283020 PMCID: PMC12028487 DOI: 10.3390/medicina61040729] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/11/2025] [Revised: 02/28/2025] [Accepted: 04/09/2025] [Indexed: 04/29/2025]
Abstract
Background and Objectives: Hip surgery is increasingly performed among elderly patients. Oral antithrombotics, which are taken for patients' underlying diseases, are a main concern regarding perioperative bleeding. Postoperative venous thromboembolism (VTE) is a leading cause of mortality after hip surgery. Therefore, administration of preoperative oral antithrombotics is a double-edged sword in hip surgery. In this study, we examined the correlation between the occurrence of postoperative VTE and the type of oral antithrombotics administered preoperatively. Materials and Methods: We analyzed the medical records of 601 patients aged 19 and over who underwent hip surgery from January 2021 to June 2023. The patients were assigned to two groups as follows: Groups VTE+ (patients who developed postoperative VTE) and VTE- (patients who did not develop postoperative VTE), respectively. Results: Of the 139 patients who had been taking oral antithrombotics for 6 months or more, 24 were allocated to group VTE+ and 115 to group VTE-, respectively. The number of patients who took clopidogrel and cilostazol was significantly higher in groups VTE- and VTE+, respectively (12.5 vs. 33.9%, p = 0.038, odds ratio (OR) = 0.278, 95% confidence interval (CI) = 0.078-0.991; 20.8 vs. 5.2%, p = 0.010, 95% CI = 1.325-17.245; group VTE+ vs. group VTE-). Preoperative albumin levels were significantly lower in group VTE+ (3.4 ± 0.6 g/dL vs. 3.7 ± 0.4 g/dL, p = 0.004, OR = 0.285, 95% CI = 0.115-0.702). In multivariate regression analysis, the results were statistically significant for clopidogrel, cilostazol, and preoperative albumin levels (p = 0.035, OR = 0.237, 95% CI = 0.062-0.901; p = 0.011, OR = 6.479, 95% CI = 1.542-27.226; p = 0.002, OR = 0.211, 95% CI = 0.080-0.558). Conclusions: Among the patients who had been taking oral antithrombotics for ≥6 months, clopidogrel had a prophylactic effect, but cilostazol showed an aggravating effect on postoperative VTE in hip surgery. Preoperative hypoalbuminemia increases the risk of postoperative VTE in hip surgery.
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Affiliation(s)
- Yea-Ji Lee
- Department of Anaesthesiology and Pain Medicine, Konkuk University Medical Centre, Seoul 05030, Republic of Korea; (Y.-J.L.); (J.L.); (S.-W.H.)
| | - Jaemoon Lee
- Department of Anaesthesiology and Pain Medicine, Konkuk University Medical Centre, Seoul 05030, Republic of Korea; (Y.-J.L.); (J.L.); (S.-W.H.)
| | - Seung-Wan Hong
- Department of Anaesthesiology and Pain Medicine, Konkuk University Medical Centre, Seoul 05030, Republic of Korea; (Y.-J.L.); (J.L.); (S.-W.H.)
| | - Seong-Hyop Kim
- Department of Anaesthesiology and Pain Medicine, Konkuk University Medical Centre, Seoul 05030, Republic of Korea; (Y.-J.L.); (J.L.); (S.-W.H.)
- Department of Infection and Immunology, School of Medicine, Konkuk University, Seoul 05030, Republic of Korea
- Research Institute of Medical Science, School of Medicine, Konkuk University, Seoul 05030, Republic of Korea
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4
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Jalakani R, Khodadadi A, Rezaei E, Motamed N, Bavarsad AH, Mohammadi SA, Mohammadi Z, Khamisipour G. Predictive value of miR-24-3p and miR-1277-5p in hemodialysis patients with vascular access thrombosis. Blood Coagul Fibrinolysis 2025:00001721-990000000-00194. [PMID: 40289845 DOI: 10.1097/mbc.0000000000001357] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2024] [Accepted: 02/23/2025] [Indexed: 04/30/2025]
Abstract
One of the complications of chronic kidney disease (CKD) is venous thromboembolism (VTE). Currently, the D-dimer test is used for the diagnosis of VTE. This test has low diagnostic value and specificity. Circulating microRNAs are present in plasma, serum, and other body fluids and have recently been shown to be valuable biomarkers in numerous illnesses. Therefore, this study aimed to evaluate the diagnostic potential of serum microRNAs as noninvasive biomarkers for VTE diagnosis in hemodialysis patients. Serum samples were collected from 42 hemodialysis patients with thrombosis, 42 hemodialysis patients without thrombosis, and 42 healthy individuals. After the synthesis of cDNA from serum, the expression of miR-24-3P and miR-1277-5P was measured by qRT-PCR. The data were analyzed using SPSS 20 and GraphPad Prism7 software. The expression level of miR-24-3P in the thrombotic and nonthrombotic hemodialysis groups was significantly greater than that in the healthy groups after adjustment for hyperglycemia (P = 0.003, P = 0.04). Receiver-operating characteristic (ROC) analysis revealed that the area under the curve (AUC) values were 0.769 and 0.649, respectively. However, in the thrombotic group compared with the nonthrombotic group after adjustment for hyperglycemia, no significant difference was detected (P = 0.063), and the AUC was 0.62. After adjustment for age, sex, and BMI, there was a significant difference between the thrombotic group and the nonthrombotic group (P = 0.002), and the AUC was 0.71. Compared with that in the control group, the odds ratio (OR) of increased miR-1277-5P expression was greater in the thrombotic group (P = 0.05, OR = 1.618). There was no significant difference between the nonthrombotic group and the control group (P = 0.73, OR = 0.914). Our results indicated that miR-24-3P is not a reliable marker for examining thrombosis in the studied samples, while miR-1277-5P has a positive association with VAT and could be considered a diagnostic and therapeutic marker.
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Affiliation(s)
- Raziyeh Jalakani
- Department of Hematology and Blood Banking, Faculty of Allied Medicine, Bushehr University of Medical Sciences, Bushehr
| | | | - Eisa Rezaei
- Department of Nephrology, Ahvaz Jundishapur University of Medical Science, Ahvaz
| | - Niloofar Motamed
- Department of Community Medicine, School of Medicine, Bushehr University of Medical Science, Bushehr
| | - Amir Hooshang Bavarsad
- Department of Internal Medicine, Faculty of Medicine, Ahvaz Jundishapur University of Medical Sciences, Ahvaz, Iran
| | - Seyed Amin Mohammadi
- Department of Hematology and Blood Banking, Faculty of Allied Medicine, Bushehr University of Medical Sciences, Bushehr
| | - Zahra Mohammadi
- Department of Hematology and Blood Banking, Faculty of Allied Medicine, Bushehr University of Medical Sciences, Bushehr
| | - Gholamreza Khamisipour
- Department of Hematology and Blood Banking, Faculty of Allied Medicine, Bushehr University of Medical Sciences, Bushehr
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Zhong Z, Zhang H, Fayad FH, Lancaster AC, Sollee J, Kulkarni S, Lin CT, Li J, Gao X, Collins S, Greineder CF, Ahn SH, Bai HX, Jiao Z, Atalay MK. Pulmonary Embolism Survival Prediction Using Multimodal Learning Based on Computed Tomography Angiography and Clinical Data. J Thorac Imaging 2025:00005382-990000000-00172. [PMID: 40200808 DOI: 10.1097/rti.0000000000000831] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/10/2025]
Abstract
PURPOSE Pulmonary embolism (PE) is a significant cause of mortality in the United States. The objective of this study is to implement deep learning (DL) models using computed tomography pulmonary angiography (CTPA), clinical data, and PE Severity Index (PESI) scores to predict PE survival. MATERIALS AND METHODS In total, 918 patients (median age 64 y, range 13 to 99 y, 48% male) with 3978 CTPAs were identified via retrospective review across 3 institutions. To predict survival, an AI model was used to extract disease-related imaging features from CTPAs. Imaging features and clinical variables were then incorporated into independent DL models to predict survival outcomes. Cross-modal fusion CoxPH models were used to develop multimodal models from combinations of DL models and calculated PESI scores. Five multimodal models were developed as follows: (1) using CTPA imaging features only, (2) using clinical variables only, (3) using both CTPA and clinical variables, (4) using CTPA and PESI score, and (5) using CTPA, clinical variables, and PESI score. Performance was evaluated using the concordance index (c-index). Kaplan-Meier analysis was performed to stratify patients into high-risk and low-risk groups. Additional factor-risk analysis was conducted to account for right ventricular (RV) dysfunction. RESULTS For both data sets, the multimodal models incorporating CTPA features, clinical variables, and PESI score achieved higher c-indices than PESI alone. Following the stratification of patients into high-risk and low-risk groups by models, survival outcomes differed significantly (both P<0.001). A strong correlation was found between high-risk grouping and RV dysfunction. CONCLUSIONS Multiomic DL models incorporating CTPA features, clinical data, and PESI achieved higher c-indices than PESI alone for PE survival prediction.
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Affiliation(s)
- Zhusi Zhong
- Department of Diagnostic Radiology, Rhode Island Hospital
- Warren Alpert Medical School of Brown University, Providence, RI
- School of Electronic Engineering, Xidian University, Xi'an, China
| | - Helen Zhang
- Department of Diagnostic Radiology, Rhode Island Hospital
- Warren Alpert Medical School of Brown University, Providence, RI
| | - Fayez H Fayad
- Department of Diagnostic Radiology, Rhode Island Hospital
- Warren Alpert Medical School of Brown University, Providence, RI
| | - Andrew C Lancaster
- Johns Hopkins University School of Medicine
- Department of Radiology and Radiological Sciences, Johns Hopkins University School of Medicine, Baltimore, MD
| | - John Sollee
- Department of Diagnostic Radiology, Rhode Island Hospital
- Warren Alpert Medical School of Brown University, Providence, RI
| | - Shreyas Kulkarni
- Department of Diagnostic Radiology, Rhode Island Hospital
- Warren Alpert Medical School of Brown University, Providence, RI
| | - Cheng Ting Lin
- Department of Radiology and Radiological Sciences, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Jie Li
- School of Electronic Engineering, Xidian University, Xi'an, China
| | - Xinbo Gao
- School of Electronic Engineering, Xidian University, Xi'an, China
| | - Scott Collins
- Department of Diagnostic Radiology, Rhode Island Hospital
- Warren Alpert Medical School of Brown University, Providence, RI
| | - Colin F Greineder
- Department of Emergency Medicine, University of Michigan, Ann Arbor, MI
| | - Sun H Ahn
- Department of Diagnostic Radiology, Rhode Island Hospital
- Warren Alpert Medical School of Brown University, Providence, RI
| | - Harrison X Bai
- Department of Radiology and Radiological Sciences, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Zhicheng Jiao
- Department of Diagnostic Radiology, Rhode Island Hospital
- Warren Alpert Medical School of Brown University, Providence, RI
| | - Michael K Atalay
- Department of Diagnostic Radiology, Rhode Island Hospital
- Warren Alpert Medical School of Brown University, Providence, RI
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6
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Yasaka K, Saigusa H, Abe O. Iodine concentration in the lung parenchyma in relation to different inspiratory depths during CT pulmonary angiography. Br J Radiol 2025; 98:556-561. [PMID: 39821264 PMCID: PMC11919074 DOI: 10.1093/bjr/tqaf008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2023] [Revised: 11/29/2024] [Accepted: 12/24/2024] [Indexed: 01/19/2025] Open
Abstract
OBJECTIVES This study aimed to investigate the impact of changing inspiratory depth from end- to mid-inspiratory level on the iodine concentration in the lung parenchyma and main pulmonary artery in dual-energy CT pulmonary angiography. METHODS This retrospective study included patients who underwent dual-energy CT pulmonary angiography from July 2020 to June 2023. Patients were instructed to hold their breath at end- and mid-inspiratory levels before and after January 2022, respectively. By placing regions of interest on the lung lobes and main pulmonary artery in the iodine map, their iodine concentration was recorded. RESULTS In end- and mid-inspiratory command, 173 (mean age: 63.4 ± 17.0 years; 68 males) and 179 (mean age: 65.1 ± 15.4 years; 62 males) patients, respectively, were included. The mean iodine concentrations of the right upper, right middle, right lower, left upper, and left lower lobes were 0.81/0.91, 0.67/0.74, 1.06/1.07, 0.85/0.95, and 1.07/1.11 mgI/mL, respectively, for the end-/mid-inspiratory level. The multivariable regression analysis revealed inspiratory depth as a significant factor for iodine concentration of the right upper, right middle, and left upper lobes. Main pulmonary artery iodine concentration in mid-inspiratory depth (13.21 mgI/mL) was higher than that in end-inspiratory depth (12.51 mgI/mL) (P = .129), and a statistically significant difference was observed in the patient group with a body weight of ≥70 kg (P = .015). CONCLUSIONS Changing inspiratory depth from end- to mid-inspiratory level has a significant impact on the iodine concentration in the upper and right middle lobes in dual-energy CT pulmonary angiography. ADVANCES IN KNOWLEDGE Changing inspiratory depth from end- to mid-inspiratory level has significantly increased the iodine concentration in the right upper, right middle, and left upper lobes.
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Affiliation(s)
- Koichiro Yasaka
- Department of Radiology, Graduate School of Medicine, The University of Tokyo, Tokyo 113-8655, Japan
| | - Hiroyuki Saigusa
- Department of Radiology, Graduate School of Medicine, The University of Tokyo, Tokyo 113-8655, Japan
| | - Osamu Abe
- Department of Radiology, Graduate School of Medicine, The University of Tokyo, Tokyo 113-8655, Japan
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Ethiraju V, Varatharajaperumal R, Arunachalam VK, KuruVambath A, Punniyakotti RS, Rajasekaran S, Mehta P, Cherian M. Role of Virtual Monoenergetic Images in the Assessment of Vessel Enhancement in Segmental Level in Third-Generation Dual-Source Dual-Energy CT Pulmonary Angiography-A Prospective Study. Indian J Radiol Imaging 2025; 35:254-262. [PMID: 40297113 PMCID: PMC12034417 DOI: 10.1055/s-0044-1788575] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/30/2025] Open
Abstract
Introduction Pulmonary embolism is the third most common cause of cardiovascular death worldwide and imaging plays a pivotal role in establishing the diagnosis. Computed tomography pulmonary angiography (CTPA) scores over other modalities and is the current diagnostic investigation of choice. In this study, we assessed the main pulmonary artery and its corresponding segmental artery attenuation in reconstructed virtual monoenergetic (mono plus) images (VMI-MP) and linear blended images (spectral post processing, SPP) obtained from dual-energy CTPA. The values were compared using contrast-to-noise ratio (CNR) and signal-to-noise ratio (SNR). Materials and Methods Forty patients (mean age group, 53.6 years; 26 females and 14 males) with segmental pulmonary thromboembolism were included in this prospective study. The patients underwent CTPA study using bolus tracking in the dual-source CT-SOMATOM Force, Siemens. Postcontrast datasets (90 kV, 150 kV, and SPP) were used to reconstruct the monoenergetic images using syngo.via software virtually. Comparison was done between bivariate samples using the paired sample t -test. Results The mean Hounsfield unit (HU) artery in the left lung for VMI-MP and SPP images were 886.9 ± 242 and 356.8 ± 121.3 HU, respectively. Similarly, for the right lung, it was 868.3 ± 243.5 and 336.1 ± 105.5 HU, respectively. The mean attenuation of the arteries in MP images was higher and statistically significant ( p -value <0.005). Likewise, the CNR) and SNR were found to have a statistically significant p -value (<0.005). An acceptable increase in image noise was seen in VMI as compared with SPP images. Conclusion Low-keV VMIs perform more effectively than the conventional polyenergetic spectrum to evaluate vessel attenuation, which in turn increases thrombus detectability. The increased CNR in VMI enables improved lesion conspicuity.
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Affiliation(s)
- Vijayakumaran Ethiraju
- Department of Radiology, Kovai Medical Center and Hospital, Coimbatore, Tamil Nadu, India
| | | | | | - Abdulla KuruVambath
- Department of Radiology, Kovai Medical Center and Hospital, Coimbatore, Tamil Nadu, India
| | | | - Sriman Rajasekaran
- Department of Radiology, Kovai Medical Center and Hospital, Coimbatore, Tamil Nadu, India
| | - Pankaj Mehta
- Department of Radiology, Kovai Medical Center and Hospital, Coimbatore, Tamil Nadu, India
| | - Mathew Cherian
- Department of Radiology, Kovai Medical Center and Hospital, Coimbatore, Tamil Nadu, India
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8
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Netala VR, Hou T, Wang Y, Zhang Z, Teertam SK. Cardiovascular Biomarkers: Tools for Precision Diagnosis and Prognosis. Int J Mol Sci 2025; 26:3218. [PMID: 40244022 PMCID: PMC11989402 DOI: 10.3390/ijms26073218] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2025] [Revised: 03/27/2025] [Accepted: 03/27/2025] [Indexed: 04/18/2025] Open
Abstract
The present study provides a detailed review of cardiovascular biomarkers critical for the diagnosis, prognosis, and pathophysiology of cardiovascular diseases, the leading cause of global morbidity and mortality. These biomarkers aid in detecting disease onset, progression, and therapeutic responses, providing insights into molecular mechanisms. Enzyme markers like AST, CK-MB, LDH, CA-III, and HBDH are pivotal for detecting myocardial injury during acute events. Protein markers such as CRP, H-FABP, and MPO shed light on inflammation and oxidative stress. Cardiac Troponins, the gold standard for myocardial infarction diagnosis, exhibit high specificity and sensitivity, while IMA and GPBB indicate ischemia and early myocardial damage. Peptide markers, including BNP and NT-proBNP, are crucial for heart failure diagnosis and management, reflecting ventricular stress and remodeling. Novel peptides like MR-proANP and MR-proADM aid in assessing disease severity. Lipid markers such as lipoprotein-associated phospholipase A2 and oxylipins provide insights into lipid metabolism and atherosclerosis. Inflammatory and stress-related biomarkers, including TNFα, IL-6, GDF-15, and Pentraxin 3, illuminate chronic inflammation in CVDs. Hormonal markers like copeptin and endothelin-1 highlight neurohormonal activation, while emerging markers such as ST2, galectin-3, PAPP-A, and TMAO elucidate fibrosis, remodeling, and metabolic dysregulation. The inclusion of microRNAs and long non-coding RNAs represents a breakthrough in biomarker research, offering sensitive tools for early detection, risk stratification, and therapeutic targeting. This review emphasizes the diagnostic and prognostic utility of these biomarkers, advancing cardiovascular care through personalized medicine.
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Affiliation(s)
- Vasudeva Reddy Netala
- School of Chemical Engineering and Technology, North University of China, Taiyuan 030051, China; (V.R.N.); (T.H.); (Y.W.)
| | - Tianyu Hou
- School of Chemical Engineering and Technology, North University of China, Taiyuan 030051, China; (V.R.N.); (T.H.); (Y.W.)
| | - Yanbo Wang
- School of Chemical Engineering and Technology, North University of China, Taiyuan 030051, China; (V.R.N.); (T.H.); (Y.W.)
| | - Zhijun Zhang
- School of Chemical Engineering and Technology, North University of China, Taiyuan 030051, China; (V.R.N.); (T.H.); (Y.W.)
| | - Sireesh Kumar Teertam
- Department of Dermatology, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI 53705, USA
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Watanabe A, Kuno T, Miyamoto Y, Ueyama HA, Gotanda H, Bangalore S, Tsugawa Y. Mechanical Thrombectomy vs Catheter-Directed Thrombolysis for High-Risk Pulmonary Embolism: A Target Trial Emulation. JACC. ADVANCES 2025; 4:101706. [PMID: 40286366 PMCID: PMC12018976 DOI: 10.1016/j.jacadv.2025.101706] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/04/2025] [Revised: 03/14/2025] [Accepted: 03/14/2025] [Indexed: 04/29/2025]
Abstract
BACKGROUND Evidence is limited regarding the comparative effectiveness and safety of mechanical thrombectomy (MT) vs catheter-directed thrombolysis (CDT) for high-risk pulmonary embolism (PE). OBJECTIVES This observational study aimed to compare the outcomes of older adults with high-risk PE treated with MT vs CDT using a target trial emulation framework. METHODS We included Medicare fee-for-service beneficiaries aged 65 to 99 years admitted with high-risk PE (defined by cardiac arrest, shock, and vasopressor use) who underwent MT/CDT from 2017 to 2020. We evaluated 1-year mortality using an inverse probability of treatment weighting approach, controlling for 62 baseline covariates. We also evaluated readmissions and in-hospital outcomes, including intracranial hemorrhage. Patients were followed from the date of the index procedure to the outcomes of interest, 1 year, or December 2020. RESULTS We included 235 and 484 patients in the MT and CDT groups, respectively. The absolute risk of 1-year mortality was 48.4% (95% CI: 34.1%-63.3%) in the MT group and 45.4% (95% CI: 37.8%-55.8%) in the CDT group, with an adjusted HR of 1.16 (95% CI: 0.84-1.59). We found no evidence that all-cause readmission (MT vs CDT; subdistribution HR: 0.89; 95% CI: 0.56-1.40), intracranial hemorrhage (adjusted OR: 0.36; 95% CI: 0.07-1.77), or transfusions (adjusted OR: 0.96; 95% CI: 0.52-1.76) differed significantly between the 2 groups. CONCLUSIONS Among older adults with high-risk PE treated with catheter-based therapies, the clinical outcomes were similar between the patients treated with MT vs CDT. Randomized trials are needed to confirm our findings.
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Affiliation(s)
- Atsuyuki Watanabe
- Department of Medicine, Mount Sinai Morningside and West, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Toshiki Kuno
- Cardiology Division, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA.
| | - Yoshihisa Miyamoto
- Department of Real-World Evidence, The University of Tokyo, Tokyo, Japan
| | - Hiroki A Ueyama
- Division of Cardiology, Emory University School of Medicine, Atlanta, Georgia, USA
| | - Hiroshi Gotanda
- Division of General Internal Medicine, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Sripal Bangalore
- Division of Cardiology, New York University Grossman School of Medicine, New York, New York, USA
| | - Yusuke Tsugawa
- Division of General Internal Medicine and Health Services Research, David Geffen School of Medicine at The University of California, Los Angeles, Los Angeles, California, USA; Department of Health Policy and Management, UCLA Fielding School of Public Health, Los Angeles, Los Angeles, California, USA
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10
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Kubiak K, Bazylewicz-Zakrzewska K, Poncyljusz W. Hampton's Hump-A Rare Radiological Feature in Patients with Pulmonary Embolism in a Single-Center Study. J Clin Med 2025; 14:1900. [PMID: 40142708 PMCID: PMC11942958 DOI: 10.3390/jcm14061900] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2025] [Revised: 03/07/2025] [Accepted: 03/09/2025] [Indexed: 03/28/2025] Open
Abstract
Background: Pulmonary embolism is a potentially life-threatening condition caused by the sudden occlusion of pulmonary arteries. Its non-specific and highly variable clinical presentation often leads to undiagnosed cases, making computed tomography pulmonary angiography (CTPA) essential for diagnosis. Hampton's hump is a rare radiological finding associated with pulmonary embolism, characterized by a wedge-shaped, pleural-based opacification due to pulmonary infarction. Methods: This study examines the correlation between pulmonary embolism severity and the presence of Hampton's hump in CTPA based on a database of 428 patients. Results: We observed a correlation between the presence of Hampton's hump and an increased likelihood of rider-type embolism, pleural effusion, and dilation of the pulmonary trunk and left pulmonary artery. The data indicate that patients with at least one risk factor for severe pulmonary embolism are more likely to present with Hampton's hump. Furthermore, the presence of this sign in patients diagnosed with pulmonary embolism and pleural effusion substantially increases the risk of in-hospital death. Conclusions: This study underscores the significance of Hampton's hump as a rare but clinically relevant radiological finding in patients with pulmonary embolism. Given the limited number of studies on this topic, our findings provide valuable insights into the role of Hampton's hump in the context of pulmonary embolism.
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Affiliation(s)
- Kinga Kubiak
- Department of Diagnostic Imaging and Interventional Radiology, Pomeranian Medical University in Szczecin, 71-252 Szczecin, Poland
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Fan W, Tian B, Xu P, Zou Z, Zhou X, Wu Y, Wu L, Wu Y, Tang P, Liu W. VTE Prevention Ability Among Community Nurses in the Medical Consortium Based on the Kirkpatrick Mode Evaluation of the Effects of Training. Public Health Nurs 2025; 42:949-956. [PMID: 39565060 PMCID: PMC11895405 DOI: 10.1111/phn.13479] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2024] [Revised: 10/08/2024] [Accepted: 10/16/2024] [Indexed: 11/21/2024]
Abstract
PURPOSE To explore the application of the Kirkpatrick model in VTE prevention training among community nurses in the medical consortium. METHOD A team of experts was established to formulate a VTE prevention ability training program for community nurses in the medical consortium. According to a literature review, the results of a questionnaire survey and the results of on-site supervision surveys of nurses in five community health service centers in the medical consortium. The Kirkpatrick model was applied to train 117 nurses in five community service centers, and the effects on the four dimensions (i.e., the reaction layer, learning layer, behavior layer, and results layer) were observed. RESULTS A total of 100% of nurses' reported satisfaction with the training, and the attendance rate was ≥98%. After the training, the theoretical knowledge of VTE prevention and the results of the skills assessment of community nurses in the medical consortium were significantly greater than the pretraining levels (p < 0.001). Three months after training, the nurses' VTE prevention execution score significantly improved compared with the pretraining scores (p < 0.001). The compliance rate and standard rate of ankle pump movement significantly improved compared with those before training (p < 0.001). CONCLUSION Training based on the offset model can effectively improve VTE prevention knowledge among community nurses in the medical consortium, thereby enhancing VTE prevention among patients and at improving the compliance and standardization of patients' self-prevention. These findings provide a reference for future in-service training programs targeting VTE prevention among nurses in community hospitals.
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Affiliation(s)
- Weihong Fan
- Zhoupu HospitalShanghai University of Medicine and Health SciencesShanghaiChina
| | - Bei Tian
- Zhoupu HospitalShanghai University of Medicine and Health SciencesShanghaiChina
| | - Pei Xu
- Zhoupu HospitalShanghai University of Medicine and Health SciencesShanghaiChina
| | - Zuoli Zou
- School of Public HealthThe Key Laboratory of Environmental Pollution Monitoring and Disease ControlMinistry of EducationGuizhou Medical UniversityGuiyangChina
| | - Xiaoling Zhou
- School of Public HealthThe Key Laboratory of Environmental Pollution Monitoring and Disease ControlMinistry of EducationGuizhou Medical UniversityGuiyangChina
| | - Yan Wu
- Zhoupu HospitalShanghai University of Medicine and Health SciencesShanghaiChina
| | - Lianbao Wu
- Zhoupu HospitalShanghai University of Medicine and Health SciencesShanghaiChina
| | - Yingbiao Wu
- Zhoupu HospitalShanghai University of Medicine and Health SciencesShanghaiChina
| | - Peifeng Tang
- Zhoupu HospitalShanghai University of Medicine and Health SciencesShanghaiChina
| | - Weiqun Liu
- Zhoupu HospitalShanghai University of Medicine and Health SciencesShanghaiChina
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12
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Abramowitz SD, Marko X, D'Souza D, Noor S, Pereira K, Silver MJ, Rosenberg SP, Markovitz CD, Tu T, Weinberg I, Black S. Rationale and design of the DEFIANCE study: A randomized controlled trial of mechanical thrombectomy versus anticoagulation alone for iliofemoral deep vein thrombosis. Am Heart J 2025; 281:92-102. [PMID: 39491572 DOI: 10.1016/j.ahj.2024.10.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/04/2024] [Revised: 09/20/2024] [Accepted: 10/26/2024] [Indexed: 11/05/2024]
Abstract
BACKGROUND Deep vein thrombosis (DVT) is a common medical condition that is associated with clinically significant sequelae, including postthrombotic syndrome (PTS). Anticoagulation alone remains the guideline-recommended treatment for many patients with iliofemoral DVT. Recent technological advances have led to an increase in the use of mechanical thrombectomy for DVT, but mechanical thrombectomy-based procedures have not yet been compared with standard-of-care anticoagulation therapy in randomized studies. METHODS The DEFIANCE study (ClinicalTrials.gov: NCT05701917) is an international and actively enrolling randomized controlled trial (RCT) in lower extremity DVT assessing an interventional strategy that includes mechanical thrombectomy with the ClotTriever System (Inari Medical, Irvine, CA) versus anticoagulation alone. Approximately 300 patients with unilateral iliofemoral DVT and symptom duration ≤ 12 weeks will be randomized 1:1. Study conduct includes an independent core laboratory for duplex ultrasound assessment, an independent medical monitor for safety adjudication, and evaluation of PTS severity on the Villalta scale using best clinical practices. The primary endpoint is a composite outcome structured as a hierarchal win ratio of 1) the occurrence of treatment failure or therapy escalation as adjudicated by the medical monitor, with failure defined as amputation or gangrene of the target leg or venous thromboembolism-related mortality, and 2) the assessment of PTS severity at the 6-month follow-up visit. In addition to being a component of the primary endpoint, the severity of PTS at 6 months is also evaluated as a stand-alone secondary endpoint. An additional secondary endpoint is a composite of outcomes at the 10-day visit and is structured as a hierarchal win ratio of 1) vessel compressibility on duplex ultrasound, 2) patient-reported pain, and 3) improvement of edema. The safety endpoints are access site complications requiring endovascular or surgical repair and the occurrence through the 30-day visit of mortality, major bleeding, or new symptomatic pulmonary embolism. CONCLUSIONS DEFIANCE will be the first RCT to evaluate a mechanical thrombectomy-based interventional approach versus anticoagulation therapy alone for DVT. The results will inform the treatment of patients with iliofemoral DVT and the prevention of PTS-associated morbidity. TRIAL REGISTRATION DEFIANCE: RCT of ClotTriever System Versus Anticoagulation In Deep Vein Thrombosis (DEFIANCE), ClinicalTrials.gov: NCT05701917, URL: https://clinicaltrials.gov/study/NCT05701917?cond=Deep%20Vein%20Thrombosis&term=defiance&rank=1.
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Affiliation(s)
| | | | - Donna D'Souza
- Division of Interventional Radiology, Department of Radiology, University of Minnesota, Minneapolis, MN
| | - Sonya Noor
- EndoVascular Surgery, Buffalo General Medical Campus, Kaleida Health, Buffalo, NY
| | - Keith Pereira
- Division of Interventional Radiology, Department of Radiology, Vascular and Interventional Radiology, St. Louis University, St. Louis, MO
| | | | | | | | | | - Ido Weinberg
- Cardiology Division, Vascular Medicine Section, Harvard Medical School, Massachusetts General Hospital, Boston, MA
| | - Stephen Black
- Guy's and St Thomas' NHS Foundation Trust, London, UK
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13
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Zheng X, Wu L, Li L, Wang Y, Yin Q, Han L, Wu X, Bian Y. Development and validation of a prediction model for VTE risk in gastric and esophageal cancer patients. Front Pharmacol 2025; 16:1448879. [PMID: 40093315 PMCID: PMC11906997 DOI: 10.3389/fphar.2025.1448879] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2024] [Accepted: 02/10/2025] [Indexed: 03/19/2025] Open
Abstract
Objective This study focuses on the risk of venous thromboembolism (VTE) in patients with gastric or esophageal cancer (GC/EC), investigating the risk factors for VTE in this population. Utilizing machine learning techniques, the research aims to develop an interpretable VTE risk prediction model. The goal is to identify patients with gastric or esophageal cancer who are at high risk of VTE at an early stage in clinical practice, thereby enabling precise anticoagulant prophylaxis and thrombus management. Methods This study is a real-world investigation aimed at predicting VTE in patients with GC/EC. Data were collected from inpatients diagnosed with GC/EC at Sichuan Provincial People's Hospital between 1 January 2018, and 31 June 2023. Using nine supervised learning algorithms, 576 prediction models were developed based on 56 available variables. Subsequently, a simplified modeling approach was employed using the top 12 feature variables from the best-performing model. The primary metric for assessing the predictive performance of the models was the area under the ROC curve (AUC). Additionally, the training data used to construct the best model in this study were employed to externally validate several existing assessment models, including the Padua, Caprini, Khorana, and COMPASS-CAT scores. Results A total of 3,742 cases of GC/EC patients were collected after excluding duplicate visit information. The study included 861 (23.0%) patients, of which 124 (14.4%) developed VTE. The top five models based on AUC for full-variable modeling are as follows: GBoost (0.9646), Logic Regression (0.9443), AdaBoost (0.9382), CatBoost (0.9354), XGBoost (0.8097). For simplified modeling, the models are: Simp-CatBoost (0.8811), Simp-GBoost (0.8771), Simp-Random Forest (0.8736), Simp-AdaBoost (0.8263), Simp-Logistic Regression (0.8090). After evaluating predictive performance and practicality, the Simp-GBoost model was determined as the best model for this study. External validation of the Padua score, Caprini score, Khorana score, and COMPASS-CAT score based on the training set of the Simp-GBoost model yielded AUCs of 0.4367, 0.2900, 0.5000, and 0.3633, respectively. Conclusion In this study, we analyzed the risk factors of VTE in GC/EC patients, and constructed a well-performing VTE risk prediction model capable of accurately identifying the extent of VTE risk in patients. Four VTE prediction scoring systems were introduced to externally validate the dataset of this study. The results demonstrated that the VTE risk prediction model established in this study held greater clinical utility for patients with GC/EC. The Simp-GB model can provide intelligent assistance in the early clinical assessment of VTE risk in these patients.
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Affiliation(s)
| | | | | | | | | | - Lizhu Han
- Department of Pharmacy, Personalized Drug Therapy Key Laboratory of Sichuan Province, Sichuan Academy of Medical Sciences and Sichuan Provincial People’s Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China
| | - Xingwei Wu
- Department of Pharmacy, Personalized Drug Therapy Key Laboratory of Sichuan Province, Sichuan Academy of Medical Sciences and Sichuan Provincial People’s Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China
| | - Yuan Bian
- Department of Pharmacy, Personalized Drug Therapy Key Laboratory of Sichuan Province, Sichuan Academy of Medical Sciences and Sichuan Provincial People’s Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China
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Jiao J, Zhang D, Peng J, Li Y. MDM2 interacts with PTEN to inhibit endothelial cell development and promote deep vein thrombosis via the JAK/STAT signaling pathway. Mol Med Rep 2025; 31:31. [PMID: 39575482 PMCID: PMC11600099 DOI: 10.3892/mmr.2024.13397] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2024] [Accepted: 10/15/2024] [Indexed: 11/29/2024] Open
Abstract
Deep vein thrombosis (DVT) is a prevalent clinical condition, which markedly affects patients' quality of life, commonly leading to post‑thrombotic syndrome. The present study aimed to elucidate the intricate interplay between murine double minute‑2 (MDM2) and phosphatase and tensin homolog (PTEN), thus shedding new light on their role in the pathogenesis of DVT. The results showed that both MDM2 and PTEN were upregulated in venous blood samples obtained from patients with DVT. However, MDM2 or PTEN knockdown markedly increased the proliferation, migration, invasion, apoptosis and angiogenesis of oxidized low‑density lipoprotein‑treated human umbilical vein endothelial cells (HUVECs). Furthermore, MDM2 silencing downregulated PTEN. The association between MDM2 and PTEN was verified through comprehensive analyses, including Search Tool for the Retrieval of Interacting Genes/Proteins (STRING) analysis and co‑immunoprecipitation assays. The effect of PTEN on DVT was evaluated by Kyoto Encyclopedia of Genes and Genomes and STRING analysis, which demonstrated that PTEN displayed an inhibitory role in the Janus kinase (JAK)/signal transducer and activator of transcription (STAT) signaling pathway. Notably, treatment with AG‑490, an inhibitor of JAK/STAT signaling, reversed the protective effect of PTEN knockdown on the behavior of HUVECs. In summary, the results of the current study indicated that both MDM2 and PTEN were upregulated in patients with DVT. The interaction between MDM2 and PTEN was also verified, thus providing novel insights into their potential collaborative role in the development of DVT. Overall, MDM2 and PTEN may interact to inhibit endothelial cell development and promote the occurrence of DVT via inhibiting the JAK/STAT signaling pathway.
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Affiliation(s)
- Jian Jiao
- Department of Vascular Surgery, Fengyang County People's Hospital, Chuzhou, Anhui 233100, P.R. China
| | - Deng Zhang
- Department of Vascular Surgery, Fengyang County People's Hospital, Chuzhou, Anhui 233100, P.R. China
| | - Jianbo Peng
- Department of Vascular Surgery, Fengyang County People's Hospital, Chuzhou, Anhui 233100, P.R. China
| | - Yunsai Li
- Department of Vascular Surgery, Fengyang County People's Hospital, Chuzhou, Anhui 233100, P.R. China
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15
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Chen B, Wang W, Zang W, Hu J, Li H, Wang C, Zhu Y, Mao Y, Gao P. Analysis of clinical characteristics in 1940 patients with acute pulmonary embolism. Respir Med 2025; 237:107920. [PMID: 39725333 DOI: 10.1016/j.rmed.2024.107920] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/16/2024] [Revised: 11/26/2024] [Accepted: 12/20/2024] [Indexed: 12/28/2024]
Abstract
BACKGROUND The clinical characteristics of acute pulmonary embolism (APE) according to mortality risk has been partly explored. Further research is required in light of the latest guide update on risk stratification for APE. METHODS We collected the data from hospitalized patients with APE. Patients were classified according to the 2019 European Society of Cardiology's (ESC) guidelines. The clinical traits between different risk stratification of APE was investigated. RESULTS A total of 1940 patients had APE. Patients who were stratified as high risk showed the highest frequency of both syncope (4.5 % vs 6.6 % vs 12.7 %; P = 0.002) and dyspnea (61.9 % vs 73.0 % vs 73.8 %, P = 0.007) when compared to the other two groups. The rates of deep venous thrombosis (DVT) were: 49.4 % in low-risk stratification, 63.2 % in intermediate-risk stratification, and 68.1 % in high-risk stratification, (Pfor trend = 0.001), while the proportion of low-risk stratification patients increased (2.5 %-13.3 %, Pfor trend<0.001). CONCLUSION In conclusion, clinical characteristics differ among pulmonary embolism patients with different risk stratification. Furthermore, the percentage of low-risk patients increased progressively while overall in-hospital death rates among APE patients gradually decreased.
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Affiliation(s)
- Bo Chen
- Department of Respiratory and Critical Care Medicine, The First Affiliated Hospital, College of Clinical Medicine, Henan University of Science and Technology, Luoyang, Henan, China
| | - Wei Wang
- Department of Respiratory and Critical Care Medicine, The First Affiliated Hospital, College of Clinical Medicine, Henan University of Science and Technology, Luoyang, Henan, China
| | - Wenqian Zang
- Department of Respiratory and Critical Care Medicine, The First Affiliated Hospital, College of Clinical Medicine, Henan University of Science and Technology, Luoyang, Henan, China
| | - Jinjin Hu
- Department of Respiratory and Critical Care Medicine, The First Affiliated Hospital, College of Clinical Medicine, Henan University of Science and Technology, Luoyang, Henan, China
| | - Hengyun Li
- Department of Respiratory and Critical Care Medicine, The First Affiliated Hospital, College of Clinical Medicine, Henan University of Science and Technology, Luoyang, Henan, China
| | - Cong Wang
- Shanghai Synyi Medical Technology Co. Ltd, China
| | - Yingwei Zhu
- Department of Respiratory and Critical Care Medicine, The First Affiliated Hospital, College of Clinical Medicine, Henan University of Science and Technology, Luoyang, Henan, China.
| | - Yimin Mao
- Department of Respiratory and Critical Care Medicine, The First Affiliated Hospital, College of Clinical Medicine, Henan University of Science and Technology, Luoyang, Henan, China.
| | - Pengfei Gao
- Department of Respiratory and Critical Care Medicine, The First Affiliated Hospital, College of Clinical Medicine, Henan University of Science and Technology, Luoyang, Henan, China
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Hentati F, Kaushik M, Misra S, Carroll BJ, Earle WB, Secemsky EA. Death certificate documentation is inaccurate for most patients with acute pulmonary embolism. Vasc Med 2025; 30:79-81. [PMID: 39415519 DOI: 10.1177/1358863x241287691] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2024]
Affiliation(s)
- Firas Hentati
- Beth Israel Deaconess Medical Center Department of Internal Medicine, Harvard Medical School, Boston, MA, USA
| | - Milan Kaushik
- Beth Israel Deaconess Medical Center Department of Internal Medicine, Harvard Medical School, Boston, MA, USA
| | - Shantum Misra
- Beth Israel Deaconess Medical Center Department of Internal Medicine, Harvard Medical School, Boston, MA, USA
- Richard A and Susan F Smith Center for Outcomes Research in Cardiology, Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - Brett J Carroll
- Beth Israel Deaconess Medical Center Department of Internal Medicine, Harvard Medical School, Boston, MA, USA
- Richard A and Susan F Smith Center for Outcomes Research in Cardiology, Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - William B Earle
- Beth Israel Deaconess Medical Center Department of Internal Medicine, Harvard Medical School, Boston, MA, USA
- Richard A and Susan F Smith Center for Outcomes Research in Cardiology, Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - Eric A Secemsky
- Beth Israel Deaconess Medical Center Department of Internal Medicine, Harvard Medical School, Boston, MA, USA
- Richard A and Susan F Smith Center for Outcomes Research in Cardiology, Beth Israel Deaconess Medical Center, Boston, MA, USA
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Pliakos E, Glassmoyer L, Kobayashi T, Pugliese S, Shankar H, Matthai W, Khandhar S, Giri J, Nathan A. Economic Analysis of Catheter-Directed Thrombolysis for Intermediate-Risk Pulmonary Embolism. Catheter Cardiovasc Interv 2025; 105:326-334. [PMID: 39548656 DOI: 10.1002/ccd.31280] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/20/2024] [Revised: 09/13/2024] [Accepted: 10/19/2024] [Indexed: 11/18/2024]
Abstract
BACKGROUND Pulmonary embolism is associated with a significant burden of morbidity, mortality, and health care costs. Catheter-directed thrombolysis has emerged as a promising option for patients with intermediate-risk pulmonary embolism which aims to improve outcomes over standard anticoagulation. METHODS We constructed a decision-analytic model comparing the cost-effectiveness of catheter-directed thrombolysis to anticoagulation alone for the management of intermediate-risk pulmonary embolism. Cost-effectiveness was determined by calculating deaths averted and incremental cost-effectiveness ratios (ICER). Uncertainty was addressed by plotting cost-effectiveness planes and acceptability curves for various willingness-to-pay thresholds. The main outcome was ICER (US dollars/deaths averted). RESULTS In the base case analysis, derived using systemic lysis data, the cost associated with catheter-directed thrombolysis was estimated at $22,353 with a probability of survival at 1 month of 0.984. For the anticoagulation alone strategy, the cost was $25,060, and the probability of survival at 1 month was 0.958. Overall, catheter-directed thrombolysis resulted in savings of $104,089 per death averted (ICER,-$104,089 per death averted). Sensitivity analysis revealed that catheter-directed thrombolysis would no longer be cost-effective when its associated mortality is greater than 0.042. In the probabilistic analysis, at a willingness-to-pay of $100,000, catheter-directed thrombolysis had a 63% chance of being cost-effective, and in cost-effectiveness acceptability curves, it was cost-effective in 63%-78% of simulations for a willingness to pay ranging from $0 to $100,000. CONCLUSIONS If the assumptions made in our model are shown to be accurate then CDT would be cost-effective and may lead to considerable cost savings if used where clinically appropriate.
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Affiliation(s)
- Elina Pliakos
- Division of Cardiovascular Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Lauren Glassmoyer
- Division of Cardiovascular Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Taisei Kobayashi
- Division of Cardiovascular Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
- Penn Cardiovascular Outcomes, Quality, and Evaluative Research Center, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Steven Pugliese
- Division of Pulmonary Medicine, Allergy, and Critical Care, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Hari Shankar
- Division of Pulmonary Medicine, Allergy, and Critical Care, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - William Matthai
- Division of Cardiovascular Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
- Penn Cardiovascular Outcomes, Quality, and Evaluative Research Center, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Sameer Khandhar
- Division of Cardiovascular Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
- Penn Cardiovascular Outcomes, Quality, and Evaluative Research Center, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Jay Giri
- Division of Cardiovascular Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
- Penn Cardiovascular Outcomes, Quality, and Evaluative Research Center, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Ashwin Nathan
- Division of Cardiovascular Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
- Penn Cardiovascular Outcomes, Quality, and Evaluative Research Center, University of Pennsylvania, Philadelphia, Pennsylvania, USA
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Daoud RM, Mohamed AM, Almajthoob MS, Fredericks S, Daoud IE, Daoud MM, AlSaeed M. Is CT pulmonary angiography overutilized in the evaluation of patients with suspected pulmonary embolism? A retrospective study. CANADIAN JOURNAL OF RESPIRATORY THERAPY : CJRT = REVUE CANADIENNE DE LA THERAPIE RESPIRATOIRE : RCTR 2025; 61:127660. [PMID: 39822304 PMCID: PMC11735043 DOI: 10.29390/001c.127660] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/20/2024] [Accepted: 12/19/2024] [Indexed: 01/19/2025]
Abstract
Introduction Despite the high mortality rate of acute untreated pulmonary embolism (PE) at 30%, diagnosing PE is challenging. While the prevalence of PE has decreased in recent years, the overuse of computed tomography pulmonary angiography (CTPA) remains a concern. The National Institute for Health and Care Excellence (NICE) provides guidelines using the Wells score for PE assessment. The Royal College of Radiologists (RCR) recommends a positive yield of 15.4% - 37% for CTPA tests. This study assesses the positive yield of CTPA for suspected PE patients and evaluates the potential reduction through Wells score/D-dimer assessment as recommended by NICE. Methods All patients who underwent CTPA between September 1, 2019, and January 31, 2020, at Salmaniya Medical Complex were included. Data on patient demographics and pre-CTPA workup were collected from electronic patient records (EPR) and stored in MS Excel 2019 for analysis. Results Of 188 suspected PE patients (mean age 50 ±12.3 years; 62.8% female), 12.2% were diagnosed with PE. None had documented Wells scores. A low-risk Wells score (≤4) was assigned to 68.6% of patients, with only 26.1% undergoing D-dimer testing. PE was confirmed in 4 patients with low-risk Wells scores and elevated D-dimers. All 10 patients with low-risk Wells scores and negative D-dimers were PE-negative. Conclusion In total, 5.3% - 47.9% of the CTPAs conducted could have been avoided by following NICE guidelines. We propose integrating an algorithm-based checklist with validated tools like the Wells and Geneva scores into the ePMA system to guide appropriate CTPA referrals, promote evidence-based decision-making, reduce unnecessary imaging, and optimize patient care and resource use.
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Affiliation(s)
- Rabbani Mahmoud Daoud
- General SurgeryHull University Teaching Hospital
- Department of Research and StatisticsUniversity of York
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19
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Needleman L, Feld R. Peripheral Venous Ultrasound. Radiol Clin North Am 2025; 63:165-178. [PMID: 39510660 DOI: 10.1016/j.rcl.2024.08.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2024]
Abstract
After clinical evaluation, especially clinical prediction rules, appropriately ordered venous duplex has become the standard test for evaluating and excluding deep vein thrombosis (DVT). Ultrasound is useful for lower- and upper-extremity veins. Protocols include grayscale, color Doppler, and spectral Doppler. Recommended lower-extremity protocols include central leg and calf veins. Duplex Doppler is widely used to evaluate patients with chronic venous disease, especially with suspected venous reflux. Mapping to identify adequate veins before surgery is another widely used indication for venous ultrasound. Ultrasound for thrombosis can be characterized as normal, acute DVT, superficial thrombosis, or chronic postthrombotic changes in most patients.
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Affiliation(s)
- Laurence Needleman
- Department of Radiology, Sidney Kimmel Medical College, Thomas Jefferson University, Thomas Jefferson University Hospital, 132 South 10 Street, Suite 763 Main, Philadelphia, PA 19107, USA.
| | - Rick Feld
- Department of Radiology, Sidney Kimmel Medical College, Thomas Jefferson University, Thomas Jefferson University Hospital, 132 South 10 Street, Suite 763 Main, Philadelphia, PA 19107, USA
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20
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Wang P, Liang L, Ma K, Duan W. Clinical Characteristics and Risk Factors of Patients with Lung Cancer Complicated with Pulmonary Embolism: A Case Control Study. Clin Appl Thromb Hemost 2025; 31:10760296241311902. [PMID: 39772889 PMCID: PMC11707781 DOI: 10.1177/10760296241311902] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2024] [Revised: 12/04/2024] [Accepted: 12/19/2024] [Indexed: 01/11/2025] Open
Abstract
PURPOSE The purpose of this study was to investigate the clinical characteristics and risk factors for patients with lung cancer complicated by pulmonary embolism and to provide a reference for the early clinical identification of these patients. METHODS Eighty patients with lung cancer complicated with pulmonary embolism who were treated at Bethune Hospital of Shanxi from October 2018 to October 2025 were compared with 80 patients with lung cancer without pulmonary embolism. The clinical data of the two groups of patients were collected and analysed. RESULTS Compared with that in patients in the LC group, the proportion of patients with pulmonary interstitial fibrosis in the LP group was significantly greater (p < 0.05). The incidence of dyspnoea in the LP group was significantly greater than that in the LC group (p < 0.05). Compared with that in the LC group, the proportion of pulmonary artery compression in the LP group was significantly greater, and the difference was statistically significant (p < 0.05). In terms of pathological type, the proportion of adenocarcinoma patients in the LP group was significantly greater than that in the LC group (p < 0.05). In terms of tumor stage, the proportion of patients with stage III/IV disease in the LP group was significantly greater than that in the LC group, while the proportion of patients with stage I/II disease was significantly lower than that in the LC group, and the difference was statistically significant (p < 0.05). The neutrophil [NEUT (%)], prothrombin time (PT), white blood cell (WBC), carcinoma embryonic antigen (CEA) and D-dimer (DD) levels were significantly greater in the LP group than in the LC group (p < 0.05). In terms of treatment, the proportion of patients receiving systemic chemotherapy in the LP group was significantly greater than that in the LC group (p < 0.05). Logistic regression analysis revealed that adenocarcinoma, systemic chemotherapy and tumor stage III-IV were independent risk factors for lung cancer complicated with pulmonary embolism. CONCLUSION (1) Tumor stage (III/IV), systemic chemotherapy, and adenocarcinoma were independent risk factors for pulmonary thromboembolism in patients with lung cancer. (2) In addition, patients with LP were more likely to have pulmonary interstitial fibrosis, dyspnoea, compression of the pulmonary artery by the tumor location, biological targeted therapy, and abnormal increases in D-dimer, WBC, NEUT (%), CEA and PT levels as laboratory indicators. (3) Pulmonary thromboembolism should be considered in lung cancer patients with a combination of the factors described above.
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Affiliation(s)
- Pengfei Wang
- Department of Respiratory Medicine, Shanxi Bethune Hospital Affiliated to Shanxi Medical University, Taiyuan, Shanxi, China
| | - Lei Liang
- Department of Respiratory Medicine, Shanxi Bethune Hospital Affiliated to Shanxi Medical University, Taiyuan, Shanxi, China
| | - Kejing Ma
- Department of Respiratory Medicine, Shanxi Bethune Hospital Affiliated to Shanxi Medical University, Taiyuan, Shanxi, China
| | - Wei Duan
- Department of Respiratory Medicine, Shanxi Bethune Hospital Affiliated to Shanxi Medical University, Taiyuan, Shanxi, China
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Cheng H, Yang H, Zhang Y, Wei Z, Xia L, Yang J. Association of Fibrinogen Aα Thr312Ala (rs6050) Polymorphism with Venous Thrombosis and Chronic Thromboembolic Pulmonary Hypertension: A Meta-Analysis. Clin Appl Thromb Hemost 2025; 31:10760296251314476. [PMID: 39838925 PMCID: PMC11752620 DOI: 10.1177/10760296251314476] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2024] [Revised: 12/09/2024] [Accepted: 01/02/2025] [Indexed: 01/23/2025] Open
Abstract
BACKGROUND Venous thromboembolism (VTE) comprises deep vein thrombosis (DVT) and pulmonary embolism (PE). Chronic thromboembolic pulmonary hypertension (CTEPH) typically arises from acute pulmonary embolism. The pathogenesis of them involves multiple risk factors such as genetic predisposition. However, the findings from these studies are not entirely consistent. This study aims to investigate the association between FGA rs6050 polymorphism and susceptibility to thrombotic diseases. METHODS We searched PubMed, OVID, Web of Science, Academic Search Ultimate, CNKI, and Wan Fang database. To assess the strength of associations, we calculated pooled odds ratios (ORs) and 95% confidence intervals (CIs) in different genetic models. Additionally, subgroup analyses, sensitivity analysis, and assessment of publication bias were also carried out. RESULTS A total of 11 studies, including 9 reported results on VTE (3856 individuals [1545 cases]) and 3 on CTEPH (761 participants [350 cases]), revealed a significant association between the rs6050 polymorphism and susceptibility to both VTE and CTEPH. The A allele was consistently linked to an elevated risk of VTE across all genetic models (allele, homozygote, heterozygote, recessive, and dominant model), while it was also associated with an increased risk of CTEPH under all genetic models excluding the recessive model. Furthermore, subgroup analysis among ethnic groups revealed a significant association between rs6050 polymorphisms and VTE in both Caucasians and Asians under all genetic models. In Africans, the association with VTE was only observed for rs6050 polymorphisms in dominant and heterozygous models. CONCLUSIONS The FGA rs6050 polymorphism is positively associated with susceptibility to VTE and CTEPH.
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Affiliation(s)
- Han Cheng
- Department of Cardiology, The First Affiliated Hospital of Soochow University, Suzhou, China
- Medical College of Soochow University, Suzhou, China
| | - Haozhe Yang
- Department of Cardiology, The First Affiliated Hospital of Soochow University, Suzhou, China
- Medical College of Soochow University, Suzhou, China
| | - Yantong Zhang
- Department of Cardiology, The First Affiliated Hospital of Soochow University, Suzhou, China
- Medical College of Soochow University, Suzhou, China
| | - Zhanxu Wei
- Department of Cardiology, The First Affiliated Hospital of Soochow University, Suzhou, China
- Medical College of Soochow University, Suzhou, China
| | - Lei Xia
- Department of Cardiology, The First Affiliated Hospital of Soochow University, Suzhou, China
- Medical College of Soochow University, Suzhou, China
| | - Jing Yang
- Department of Cardiology, The First Affiliated Hospital of Soochow University, Suzhou, China
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22
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Vostatek R, Ay C. Biological Aging and Venous Thromboembolism: A Review of Telomeres and Beyond. Biomedicines 2024; 13:15. [PMID: 39857599 PMCID: PMC11759860 DOI: 10.3390/biomedicines13010015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2024] [Revised: 11/29/2024] [Accepted: 12/17/2024] [Indexed: 01/27/2025] Open
Abstract
Although venous thromboembolism (VTE) is the third most common cardiovascular disease, and the risk of VTE increases sharply with advancing age, approximately 40% of VTE cases are currently classified as unprovoked, highlighting the importance of risk factor research. While chronological aging is associated with the risk of VTE, the association with biological aging remains unclear. Biological aging is highly complex, influenced by several dysregulated cellular and biochemical mechanisms. In the last decade, advancements in omics methodologies provided insights into the molecular complexity of biological aging. Techniques such as high-throughput genomics, epigenomics, transcriptomics, proteomics, and metabolomics analyses identified and quantified numerous epigenetic markers, transcripts, proteins, and metabolites. These methods have also revealed the molecular alterations organisms undergo as they age. Despite the progress, there is still a lack of consensus regarding the methods for assessing and validating these biomarkers, and their application lacks standardization. This review gives an overview of biomarkers of biological aging, including telomere length, and their potential role for VTE. Furthermore, we critically examine the advantages and disadvantages of the proposed methods and discuss possible future directions for investigating biological aging in VTE.
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Affiliation(s)
| | - Cihan Ay
- Division of Haematology and Haemostaseology, Department of Medicine I, Medical University of Vienna, 1090 Vienna, Austria;
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23
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Brusca SB, Holtzman JN. Echocardiographic assessment of right ventricular adaptation and pulmonary embolism: a perfect couple? EUROPEAN HEART JOURNAL. ACUTE CARDIOVASCULAR CARE 2024; 13:826-827. [PMID: 39545482 DOI: 10.1093/ehjacc/zuae133] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/11/2024] [Accepted: 11/14/2024] [Indexed: 11/17/2024]
Affiliation(s)
- Samuel B Brusca
- Division of Cardiology, Department of Medicine, University of California San Francisco, San Francisco, CA, USA
| | - Jessica N Holtzman
- Division of Cardiology, Department of Medicine, University of California San Francisco, San Francisco, CA, USA
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24
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Bannoud MA, Martins TD, Montalvão SADL, Annichino-Bizzacchi JM, Filho RM, Maciel MRW. Integrating biomarkers for hemostatic disorders into computational models of blood clot formation: A systematic review. MATHEMATICAL BIOSCIENCES AND ENGINEERING : MBE 2024; 21:7707-7739. [PMID: 39807050 DOI: 10.3934/mbe.2024339] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/05/2025]
Abstract
In the pursuit of personalized medicine, there is a growing demand for computational models with parameters that are easily obtainable to accelerate the development of potential solutions. Blood tests, owing to their affordability, accessibility, and routine use in healthcare, offer valuable biomarkers for assessing hemostatic balance in thrombotic and bleeding disorders. Incorporating these biomarkers into computational models of blood coagulation is crucial for creating patient-specific models, which allow for the analysis of the influence of these biomarkers on clot formation. This systematic review aims to examine how clinically relevant biomarkers are integrated into computational models of blood clot formation, thereby advancing discussions on integration methodologies, identifying current gaps, and recommending future research directions. A systematic review was conducted following the PRISMA protocol, focusing on ten clinically significant biomarkers associated with hemostatic disorders: D-dimer, fibrinogen, Von Willebrand factor, factor Ⅷ, P-selectin, prothrombin time (PT), activated partial thromboplastin time (APTT), antithrombin Ⅲ, protein C, and protein S. By utilizing this set of biomarkers, this review underscores their integration into computational models and emphasizes their integration in the context of venous thromboembolism and hemophilia. Eligibility criteria included mathematical models of thrombin generation, blood clotting, or fibrin formation under flow, incorporating at least one of these biomarkers. A total of 53 articles were included in this review. Results indicate that commonly used biomarkers such as D-dimer, PT, and APTT are rarely and superficially integrated into computational blood coagulation models. Additionally, the kinetic parameters governing the dynamics of blood clot formation demonstrated significant variability across studies, with discrepancies of up to 1, 000-fold. This review highlights a critical gap in the availability of computational models based on phenomenological or first-principles approaches that effectively incorporate affordable and routinely used clinical test results for predicting blood coagulation. This hinders the development of practical tools for clinical application, as current mathematical models often fail to consider precise, patient-specific values. This limitation is especially pronounced in patients with conditions such as hemophilia, protein C and S deficiencies, or antithrombin deficiency. Addressing these challenges by developing patient-specific models that account for kinetic variability is crucial for advancing personalized medicine in the field of hemostasis.
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Affiliation(s)
- Mohamad Al Bannoud
- Laboratory of Optimization, Design, and Advanced Control, School of Chemical Engineering, Universidade Estadual de Campinas, Campinas, São Paulo, Brazil
- Centro de Doenças Tromboembólicas, Centro de Hematologia e Hemoterapia, Universidade Estadual de Campinas, Campinas, São Paulo, Brazil
| | - Tiago Dias Martins
- Departamento de Engenharia Química, Universidade Federal de São Paulo, Diadema, São Paulo, Brazil
| | - Silmara Aparecida de Lima Montalvão
- Hematology and Hemotherapy Center, Instituto Nacional de Ciência e Tecnologia do Sangue, Universidade Estadual de Campinas, Campinas, São Paulo, Brazil
- Centro de Doenças Tromboembólicas, Centro de Hematologia e Hemoterapia, Universidade Estadual de Campinas, Campinas, São Paulo, Brazil
| | - Joyce Maria Annichino-Bizzacchi
- Hematology and Hemotherapy Center, Instituto Nacional de Ciência e Tecnologia do Sangue, Universidade Estadual de Campinas, Campinas, São Paulo, Brazil
- Centro de Doenças Tromboembólicas, Centro de Hematologia e Hemoterapia, Universidade Estadual de Campinas, Campinas, São Paulo, Brazil
| | - Rubens Maciel Filho
- Laboratory of Optimization, Design, and Advanced Control, School of Chemical Engineering, Universidade Estadual de Campinas, Campinas, São Paulo, Brazil
- Centro de Doenças Tromboembólicas, Centro de Hematologia e Hemoterapia, Universidade Estadual de Campinas, Campinas, São Paulo, Brazil
| | - Maria Regina Wolf Maciel
- Laboratory of Optimization, Design, and Advanced Control, School of Chemical Engineering, Universidade Estadual de Campinas, Campinas, São Paulo, Brazil
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25
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Yamasaki Y, Hosokawa K, Kamitani T, Abe K, Sagiyama K, Hino T, Ikeda M, Nishimura S, Toyoda H, Moriyama S, Kawakubo M, Matsutani N, Yabuuchi H, Ishigami K. Diagnostic accuracy and added value of dynamic chest radiography in detecting pulmonary embolism: A retrospective study. Eur J Radiol Open 2024; 13:100602. [PMID: 39430407 PMCID: PMC11490836 DOI: 10.1016/j.ejro.2024.100602] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2024] [Revised: 09/24/2024] [Accepted: 09/27/2024] [Indexed: 10/22/2024] Open
Abstract
Purpose This study aimed to assess the diagnostic performance of dynamic chest radiography (DCR) and investigate its added value to chest radiography (CR) in detecting pulmonary embolism (PE). Methods Of 775 patients who underwent CR and DCR in our hospital between June 2020 and August 2022, individuals who also underwent contrast-enhanced CT (CECT) of the chest within 72 h were included in this study. PE or non-PE diagnosis was confirmed by CECT and the subsequent clinical course. The enrolled patients were randomized into two groups. Six observers, including two thoracic radiologists, two cardiologists, and two radiology residents, interpreted each chest radiograph with and without DCR using a crossover design with a washout period. Diagnostic performance was compared between CR with and without DCR in the standing and supine positions. Results Sixty patients (15 PE, 45 non-PE) were retrospectively enrolled. The addition of DCR to CR significantly improved the sensitivity, specificity, accuracy, and area under the curve (AUC) in the standing (35.6-70.0 % [P < 0.0001], 84.8-93.3 % [P = 0.0010], 72.5-87.5 % [P < 0.0001], and 0.66-0.85 [P < 0.0001], respectively) and supine (33.3-65.6 % [P < 0.0001], 78.5-92.2 % [P < 0.0001], 67.2-85.6 % [P < 0.0001], and 0.62-0.80 [P = 0.0002], respectively) positions for PE detection. No significant differences were found between the AUC values of DCR with CR in the standing and supine positions (P = 0.11) or among radiologists, cardiologists, and radiology residents (P = 0.14-0.68). Conclusions Incorporating DCR with CR demonstrated moderate sensitivity, high specificity, and high accuracy in detecting PE, all of which were significantly higher than those achieved with CR alone, regardless of scan position, observer expertise, or experience.
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Affiliation(s)
- Yuzo Yamasaki
- Department of Clinical Radiology, Graduate School of Medical Sciences, Kyushu University, Japan
| | - Kazuya Hosokawa
- Department of Cardiovascular Medicine, Graduate School of Medical Sciences, Kyushu University, Japan
| | - Takeshi Kamitani
- Department of Clinical Radiology, Graduate School of Medical Sciences, Kyushu University, Japan
| | - Kohtaro Abe
- Department of Cardiovascular Medicine, Graduate School of Medical Sciences, Kyushu University, Japan
| | - Koji Sagiyama
- Department of Clinical Radiology, Graduate School of Medical Sciences, Kyushu University, Japan
| | - Takuya Hino
- Department of Clinical Radiology, Graduate School of Medical Sciences, Kyushu University, Japan
| | - Megumi Ikeda
- Department of Hematology, Oncology & Cardiovascular Medicine, Graduate School of Medical Sciences, Kyushu University, Japan
| | - Shunsuke Nishimura
- Department of Clinical Radiology, Graduate School of Medical Sciences, Kyushu University, Japan
| | - Hiroyuki Toyoda
- Department of Clinical Radiology, Graduate School of Medical Sciences, Kyushu University, Japan
| | - Shohei Moriyama
- Department of Hematology, Oncology & Cardiovascular Medicine, Graduate School of Medical Sciences, Kyushu University, Japan
| | - Masateru Kawakubo
- Department of Health Sciences, Graduate School of Medical Sciences, Kyushu University, Japan
| | | | - Hidetake Yabuuchi
- Department of Health Sciences, Graduate School of Medical Sciences, Kyushu University, Japan
| | - Kousei Ishigami
- Department of Clinical Radiology, Graduate School of Medical Sciences, Kyushu University, Japan
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26
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Zhan Y, Che X. A prognostic prediction model for acute pulmonary embolism. J Investig Med 2024; 72:930-937. [PMID: 39262152 DOI: 10.1177/10815589241283739] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/13/2024]
Abstract
Acute pulmonary embolism (APE) is a very common and important medical emergency in intensive care units with an unfavorable prognosis. This study aims to explore the prognostic factors of APE and to construct a prognostic prediction model. A retrospective analysis was conducted on 252 APE patients in the emergency department of our hospital from January 2020 to March 2024. The initial observation endpoint was set as the mortality status of patients within 30 days of admission. Cox multivariate regression analysis was used to identify independent risk factors for prognosis. Based on these factors, a nomogram predictive model was constructed and evaluated using R software. Within 30 days of admission, 42 patients died with an overall mortality rate of 16.6% (42/252). Binary Cox multivariate regression analysis indicated that age ≥ 62.5 (HR: 2.64, 95% CI: 1.23-5.63, p = 0.012), right ventricular dysfunction (RVD) (HR: 4.58, 95% CI: 1.76-11.96, p = 0.002), white blood cell count (WBC) ≥ 13.1 (HR: 2.35, 95% CI: 1.20-4.60, p = 0.013), albumin/fibrinogen ratio (AFR) < 9.15 (HR: 3.36, 95% CI: 1.76-6.42, p < 0.001), Prognostic Nutritional Index (PNI) < 50.3 (HR: 4.35, 95% CI: 1.62-11.71, p = 0.004), and Systemic Inflammation Response Index (SIRI) ≥ 1.05 (HR: 7.21, 95% CI: 3.38-15.37,p < 0.001) were independent risk factors for mortality. The nomogram model based on these factors demonstrated a good predictive value for 30-day mortality, with an AUC of 0.908. The nomogram model based on age, RVD, WBC, AFR, PNI, and SIRI has a well prognostic value for APE patients.
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Affiliation(s)
- Yang Zhan
- Department of Intensive Care Unit, The Affiliated Taizhou People's Hospital of Nanjing Medical University, Taizhou City, Jiangsu Province, China
| | - Xing Che
- Department of Vascular Surgery, The Affiliated Taizhou People's Hospital of Nanjing Medical University, Taizhou City, Jiangsu Province, China
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27
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Cao Z, Jiang X, He Y, Zheng X. Metabolic landscape in venous thrombosis: insights into molecular biology and therapeutic implications. Ann Med 2024; 56:2401112. [PMID: 39297312 DOI: 10.1080/07853890.2024.2401112] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/10/2023] [Revised: 03/20/2024] [Accepted: 05/12/2024] [Indexed: 09/21/2024] Open
Abstract
The findings of the last decade suggest a complex link between inflammatory cells, coagulation, and the activation of platelets and their synergistic interaction to promote venous thrombosis. Inflammation is present throughout the process of venous thrombosis, and various metabolic pathways of erythrocytes, endothelial cells, and immune cells involved in venous thrombosis, including glucose metabolism, lipid metabolism, homocysteine metabolism, and oxidative stress, are associated with inflammation. While the metabolic microenvironment has been identified as a marker of malignancy, recent studies have revealed that for cancer thrombosis, alterations in the metabolic microenvironment appear to also be a potential risk. In this review, we discuss how the synergy between metabolism and thrombosis drives thrombotic disease. We also explore the great potential of anti-inflammatory strategies targeting venous thrombosis and the complex link between anti-inflammation and metabolism. Furthermore, we suggest how we can use our existing knowledge to reduce the risk of venous thrombosis.
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Affiliation(s)
- Zheng Cao
- Department of Cardiology, Renmin Hospital of Wuhan University, Wuhan, Hubei, China
- Cardiovascular Research Institute, Wuhan University, Wuhan, Hubei, China
- Hubei Key Laboratory of Cardiology, Renmin Hospital of Wuhan University, Wuhan, Hubei, China
| | - Xuejun Jiang
- Department of Cardiology, Renmin Hospital of Wuhan University, Wuhan, Hubei, China
- Cardiovascular Research Institute, Wuhan University, Wuhan, Hubei, China
- Hubei Key Laboratory of Cardiology, Renmin Hospital of Wuhan University, Wuhan, Hubei, China
| | - Yiyu He
- Department of Cardiology, Renmin Hospital of Wuhan University, Wuhan, Hubei, China
- Cardiovascular Research Institute, Wuhan University, Wuhan, Hubei, China
- Hubei Key Laboratory of Cardiology, Renmin Hospital of Wuhan University, Wuhan, Hubei, China
| | - Xiaoxin Zheng
- Department of Cardiology, Renmin Hospital of Wuhan University, Wuhan, Hubei, China
- Cardiovascular Research Institute, Wuhan University, Wuhan, Hubei, China
- Hubei Key Laboratory of Cardiology, Renmin Hospital of Wuhan University, Wuhan, Hubei, China
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28
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Al-Anbagi U, Saad A, Ibrahim T, Nashwan AJ. Massive Pulmonary Embolism With Negative D-dimer: A Case Report. Cureus 2024; 16:e76270. [PMID: 39845240 PMCID: PMC11753817 DOI: 10.7759/cureus.76270] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/23/2024] [Indexed: 01/24/2025] Open
Abstract
Pulmonary embolism (PE) is a critical condition that arises when clots migrate to the lungs, obstructing pulmonary circulation and posing a significant risk to the patient's health. While the D-dimer test is useful for excluding PE, it is not infallible. This report describes a case where extensive PE was present despite the patient having a normal D-dimer level, emphasizing the importance of a thorough clinical evaluation. Our case is that of a 36-year-old male patient with a known history of acromegaly. He presented to the emergency department with a cough, shortness of breath, and high-grade fever and was ultimately diagnosed with a massive bilateral PE. Despite a negative D-dimer result and a low probability based on the Wells score, the diagnosis was confirmed by a CT pulmonary angiogram. This case report raises questions about the sensitivity and safety of a negative D-dimer result in ruling out acute PE. Clinical judgment, combined with imaging, is essential for an accurate diagnosis in high-risk cases to avoid missing life-threatening conditions like PE.
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29
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Leon S, Rouhi AD, Perez JE, Alberstadt AN, Tewksbury CM, Gershuni VM, Altieri MS, Williams NN, Dumon KR. Bariatric surgery in patients with preoperative therapeutic anticoagulation: a 2015-2021 MBSAQIP database study. Surg Obes Relat Dis 2024; 20:1260-1269. [PMID: 39232872 DOI: 10.1016/j.soard.2024.07.018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2024] [Revised: 07/01/2024] [Accepted: 07/18/2024] [Indexed: 09/06/2024]
Abstract
BACKGROUND The link between obesity and adverse cardiovascular events is well-established. With the rising prevalence of metabolic and bariatric surgery (MBS), a greater number of patients undergoing sleeve gastrectomy (SG) or Roux-en-Y gastric bypass (RYGB) may present with preoperative therapeutic anticoagulation (AC). OBJECTIVES This study evaluated perioperative outcomes of SG and RYGB in patients on preoperative AC. SETTING Patients reported to the 2015-2021 Metabolic and Bariatric Surgery Accreditation and Quality Improvement Program (MBSAQIP) database. METHODS Adults undergoing primary SG or RYGB with and without preoperative anticoagulation (SG-AC or RYGB-AC and non-SG-AC or non-RYGB-AC, respectively) were analyzed from the 2015-2021 MBSAQIP database. Differences in baseline characteristics by AC status for each MBS were adjusted using entropy-balanced weights. Multivariable logistic and linear regressions were developed to analyze the independent association between AC and outcomes of interest. RESULTS Of 1,178,090 patients included, 72.0% (n = 850,682) had SG and 28.0% (n = 327,408) had RYGB, of which 1.8% (n = 15,021) and 1.9% (n = 6201) had AC, respectively. Compared to non-SG-AC and non-RYGB-AC, both SG-AC and RYGB-AC encountered higher absolute 30-day rates of anastomotic leak, deep vein thrombosis and gastrointestinal bleeding. Following multivariable adjustment, SG-AC was associated with significantly greater odds of adverse cardiovascular events, anastomotic leak, gastrointestinal bleeding, and greater operative length and length of stay. RYGB-AC was associated with higher odds of readmission, unplanned ICU admission, and ED visit. CONCLUSIONS While preoperative AC may confer distinct outcomes between SG and RYGB, this 7-year study of MBSAQIP demonstrated an overall association with greater postoperative morbidity. Management of MBS patients with preoperative AC requires consideration of thrombohemorrhagic risks.
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Affiliation(s)
- Sebastian Leon
- Department of Surgery, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Armaun D Rouhi
- Department of Surgery, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Juan E Perez
- Department of Surgery, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Angelika N Alberstadt
- Department of Surgery, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Colleen M Tewksbury
- Department of Surgery, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Victoria M Gershuni
- Department of Surgery, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Maria S Altieri
- Department of Surgery, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Noel N Williams
- Department of Surgery, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Kristoffel R Dumon
- Department of Surgery, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania.
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30
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Yang J, Li Z, Deng X, Li M, Li B, Thuku RC, Chen Q, Sun X, Lu Q, Fang M. Kallikrein inhibitor derived from immunoglobulin heavy chain junction region possesses anti-thromboinflammation potential. Pharmacol Res 2024; 209:107460. [PMID: 39393436 DOI: 10.1016/j.phrs.2024.107460] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/07/2024] [Revised: 10/08/2024] [Accepted: 10/08/2024] [Indexed: 10/13/2024]
Abstract
Influenza vaccination is associated with a reduced incidence of cardiovascular events, cardiovascular death, and all-cause mortality. However, the functional role of the associated immunoglobulin remains unclear. This study identified a specific influenza-related immunoglobulin heavy chain junction region sequence (Ser-Leu-Gly-Ala-Ser-Asp, SD6) that inhibited plasma kallikrein (PKa) activity to resist thromboinflammatory responses and stroke injury. PKa is considered an attractive therapeutic target for alleviating the complications of thrombophilia-induced inflammation. In vitro, SD6 prolonged plasma recalcification and activated partial thromboplastin time, with no effects on bleeding risk-related prothrombin time, indicating selective inhibition of the intrinsic coagulation pathway. Correspondingly, at doses ranging from 0.25 to 4 mg/kg, SD6 attenuated arterial and cortical venous thrombosis in FeCl3-induced and photochemically induced mice, without impacting hemorrhage risk, and further mitigated cerebral inflammatory injury in a mouse model of transient middle cerebral artery occlusion ischemic stroke. These findings suggest that SD6 may serve as a potential therapeutic agent for the treatment of thromboinflammatory conditions.
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Affiliation(s)
- Juan Yang
- Department of Anesthesiology, First Affiliated Hospital of Kunming Medical University, Kunming, Yunnan 650032, China; Engineering Laboratory of Peptides of Chinese Academy of Sciences, Key Laboratory of Bioactive Peptides of Yunnan Province, KIZ-CUHK Joint Laboratory of Bioresources and Molecular Research in Common Diseases, National Resource Center for Non-Human Primates, National Research Facility for Phenotypic & Genetic Analysis of Model Animals (Primate Facility), Key Laboratory of Genetic Evolution & Animal Models, Sino-African Joint Research Center, and New Cornerstone Science Laboratory, Kunming Institute of Zoology, the Chinese Academy of Sciences, No.17 Longxin Road, Kunming, Yunnan, 650201, P. R. China
| | - Ziyu Li
- Engineering Laboratory of Peptides of Chinese Academy of Sciences, Key Laboratory of Bioactive Peptides of Yunnan Province, KIZ-CUHK Joint Laboratory of Bioresources and Molecular Research in Common Diseases, National Resource Center for Non-Human Primates, National Research Facility for Phenotypic & Genetic Analysis of Model Animals (Primate Facility), Key Laboratory of Genetic Evolution & Animal Models, Sino-African Joint Research Center, and New Cornerstone Science Laboratory, Kunming Institute of Zoology, the Chinese Academy of Sciences, No.17 Longxin Road, Kunming, Yunnan, 650201, P. R. China; Kunming College of Life Science, University of Chinese Academy of Sciences, Beijing 100049, China
| | - Xinyi Deng
- Engineering Laboratory of Peptides of Chinese Academy of Sciences, Key Laboratory of Bioactive Peptides of Yunnan Province, KIZ-CUHK Joint Laboratory of Bioresources and Molecular Research in Common Diseases, National Resource Center for Non-Human Primates, National Research Facility for Phenotypic & Genetic Analysis of Model Animals (Primate Facility), Key Laboratory of Genetic Evolution & Animal Models, Sino-African Joint Research Center, and New Cornerstone Science Laboratory, Kunming Institute of Zoology, the Chinese Academy of Sciences, No.17 Longxin Road, Kunming, Yunnan, 650201, P. R. China
| | - Mengru Li
- Engineering Laboratory of Peptides of Chinese Academy of Sciences, Key Laboratory of Bioactive Peptides of Yunnan Province, KIZ-CUHK Joint Laboratory of Bioresources and Molecular Research in Common Diseases, National Resource Center for Non-Human Primates, National Research Facility for Phenotypic & Genetic Analysis of Model Animals (Primate Facility), Key Laboratory of Genetic Evolution & Animal Models, Sino-African Joint Research Center, and New Cornerstone Science Laboratory, Kunming Institute of Zoology, the Chinese Academy of Sciences, No.17 Longxin Road, Kunming, Yunnan, 650201, P. R. China
| | - Bin Li
- Yan'an Hospital of Kunming Medical University, No. 245 Renmin East Road, Kunming, Yunnan 650051, China
| | - Rebecca Caroline Thuku
- Engineering Laboratory of Peptides of Chinese Academy of Sciences, Key Laboratory of Bioactive Peptides of Yunnan Province, KIZ-CUHK Joint Laboratory of Bioresources and Molecular Research in Common Diseases, National Resource Center for Non-Human Primates, National Research Facility for Phenotypic & Genetic Analysis of Model Animals (Primate Facility), Key Laboratory of Genetic Evolution & Animal Models, Sino-African Joint Research Center, and New Cornerstone Science Laboratory, Kunming Institute of Zoology, the Chinese Academy of Sciences, No.17 Longxin Road, Kunming, Yunnan, 650201, P. R. China; Kunming College of Life Science, University of Chinese Academy of Sciences, Beijing 100049, China
| | - Qian Chen
- Center for Evolution and Conservation Biology, Southern Marine Science and Engineering Guangdong Laboratory (Guangzhou), Guangzhou 511458, China
| | - Xiang Sun
- Department of Anesthesiology, First Affiliated Hospital of Kunming Medical University, Kunming, Yunnan 650032, China
| | - Qiumin Lu
- Engineering Laboratory of Peptides of Chinese Academy of Sciences, Key Laboratory of Bioactive Peptides of Yunnan Province, KIZ-CUHK Joint Laboratory of Bioresources and Molecular Research in Common Diseases, National Resource Center for Non-Human Primates, National Research Facility for Phenotypic & Genetic Analysis of Model Animals (Primate Facility), Key Laboratory of Genetic Evolution & Animal Models, Sino-African Joint Research Center, and New Cornerstone Science Laboratory, Kunming Institute of Zoology, the Chinese Academy of Sciences, No.17 Longxin Road, Kunming, Yunnan, 650201, P. R. China
| | - Mingqian Fang
- Engineering Laboratory of Peptides of Chinese Academy of Sciences, Key Laboratory of Bioactive Peptides of Yunnan Province, KIZ-CUHK Joint Laboratory of Bioresources and Molecular Research in Common Diseases, National Resource Center for Non-Human Primates, National Research Facility for Phenotypic & Genetic Analysis of Model Animals (Primate Facility), Key Laboratory of Genetic Evolution & Animal Models, Sino-African Joint Research Center, and New Cornerstone Science Laboratory, Kunming Institute of Zoology, the Chinese Academy of Sciences, No.17 Longxin Road, Kunming, Yunnan, 650201, P. R. China.
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Gagné A, Padera RF, Putman RK, Sholl LM. Reporting of Incidental Thrombotic Arteriopathy in Lung Resection Specimens: Examination of Clinical Impact. Am J Surg Pathol 2024; 48:1448-1454. [PMID: 39016310 DOI: 10.1097/pas.0000000000002292] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/18/2024]
Abstract
Pulmonary thrombotic arteriopathy (PTA) can be an incidental finding in lung resections performed for various indications. Historic studies largely examined PTA in autopsies. Thus, the prevalence in surgical samples, particularly in the modern era of lung cancer screening, is poorly defined. Detection of PTA in surgical samples may provide an opportunity for therapeutic intervention, but the impact of this finding on clinical management is unknown. We retrospectively examined consecutive lung surgical resections containing a report of incidental PTA between 2019 and 2022 in our institution. A retrospective chart review was performed to determine the history of systemic thromboembolism and clinical and radiographic follow-up. All slides were reviewed to morphologically characterize the vascular changes. Among 2930 pulmonary resections, 66 (2.3%) reportedly contained PTA. Twenty-four (36.4%) patients had a clinically recognized thromboembolic event either before or after surgical resection. Patients with clinically recognized thromboembolic disease were significantly more likely to have both acute and organized thrombi affecting large arteries. The presence of infarct, chronic hypertensive vasculopathy, or number of vessels with thrombi were not significantly associated with a clinically detected event. Reporting of incidental PTA led to clinical intervention in six patients and confirmed systemic thromboembolic disease in 2. Moreover, 2 patients with no further workup based on the incidental pathology findings subsequently developed pulmonary embolism. PTA is incidentally detected in 2.3% of surgical lung resections, and in two-thirds of cases, there is no clinical suspicion of thromboembolic disease. Pathologic reporting of PTA rarely led to clinical intervention, suggesting a need for improved communication of incidental pathology findings.
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Affiliation(s)
| | | | - Rachel K Putman
- Division of Pulmonary and Critical Care Medicine, Brigham and Women's Hospital (BWH), Boston, MA
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Wang J, Fu D, Tang C, Shu G, Zhang X, Zhang X, Pan J, Sun SK. Bismuth Chelate-Mediated Digital Subtraction Angiography. Adv Healthc Mater 2024; 13:e2401653. [PMID: 38830126 DOI: 10.1002/adhm.202401653] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2024] [Indexed: 06/05/2024]
Abstract
Digital subtraction angiography (DSA) is considered the "gold standard" for the diagnosis of vascular diseases. However, the contrast agents used in DSA are limited to iodine (I)-based small molecules, which are unsuitable for patients with contraindications. Here, iodine-free DSA utilizing a bismuth (Bi) chelate, Bi-DTPA Dimeglumine, is proposed for vascular visualization for the first time. Bi-DTPA Dimeglumine possesses a simple synthesis process without the need for purification, large-scale production ability (over 200 g in the lab), superior X-ray imaging capability, renal clearance capacity, and good biocompatibility. Bi-DTPA-enhanced DSA can clearly display the arteries of the rabbit's head and lower limbs, with a minimum vascular resolution of 0.5 mm. The displayed integrity of terminal vessels by Bi-DTPA-enhanced DSA is superior to that of iopromide-enhanced DSA. In a rabbit model of thrombotic disease, Bi-DTPA Dimeglumine-enhanced DSA enables the detection of embolism and subsequent reevaluation of vascular conditions after recanalization therapy. This proposed iodine-free DSA provides a promising and universal approach for diagnosing vascular diseases.
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Affiliation(s)
- Jiaojiao Wang
- School of Medical Imaging, Tianjin Key Laboratory of Functional Imaging, Tianjin Medical University, Tianjin, 300203, China
- Department of Radiology, The Second Hospital of Tianjin Medical University, Tianjin, 300211, China
| | - Dianxun Fu
- Department of Radiology, Tianjin Key Laboratory of Functional Imaging, Tianjin Medical University General Hospital, Tianjin, 300052, China
| | - Cong Tang
- Department of Radiology, Tianjin Key Laboratory of Functional Imaging, Tianjin Medical University General Hospital, Tianjin, 300052, China
| | - Gang Shu
- Department of Radiology, The Second Hospital of Tianjin Medical University, Tianjin, 300211, China
| | - Xuejun Zhang
- School of Medical Imaging, Tianjin Key Laboratory of Functional Imaging, Tianjin Medical University, Tianjin, 300203, China
| | - Xuening Zhang
- Department of Radiology, The Second Hospital of Tianjin Medical University, Tianjin, 300211, China
| | - Jinbin Pan
- Department of Radiology, Tianjin Key Laboratory of Functional Imaging, Tianjin Medical University General Hospital, Tianjin, 300052, China
| | - Shao-Kai Sun
- School of Medical Imaging, Tianjin Key Laboratory of Functional Imaging, Tianjin Medical University, Tianjin, 300203, China
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33
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Danilatou V, Dimopoulos D, Kostoulas T, Douketis J. Machine Learning-Based Predictive Models for Patients with Venous Thromboembolism: A Systematic Review. Thromb Haemost 2024; 124:1040-1052. [PMID: 38574756 DOI: 10.1055/a-2299-4758] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/06/2024]
Abstract
BACKGROUND Venous thromboembolism (VTE) is a chronic disorder with a significant health and economic burden. Several VTE-specific clinical prediction models (CPMs) have been used to assist physicians in decision-making but have several limitations. This systematic review explores if machine learning (ML) can enhance CPMs by analyzing extensive patient data derived from electronic health records. We aimed to explore ML-CPMs' applications in VTE for risk stratification, outcome prediction, diagnosis, and treatment. METHODS Three databases were searched: PubMed, Google Scholar, and IEEE electronic library. Inclusion criteria focused on studies using structured data, excluding non-English publications, studies on non-humans, and certain data types such as natural language processing and image processing. Studies involving pregnant women, cancer patients, and children were also excluded. After excluding irrelevant studies, a total of 77 studies were included. RESULTS Most studies report that ML-CPMs outperformed traditional CPMs in terms of receiver operating area under the curve in the four clinical domains that were explored. However, the majority of the studies were retrospective, monocentric, and lacked detailed model architecture description and external validation, which are essential for quality audit. This review identified research gaps and highlighted challenges related to standardized reporting, reproducibility, and model comparison. CONCLUSION ML-CPMs show promise in improving risk assessment and individualized treatment recommendations in VTE. Apparently, there is an urgent need for standardized reporting and methodology for ML models, external validation, prospective and real-world data studies, as well as interventional studies to evaluate the impact of artificial intelligence in VTE.
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Affiliation(s)
- Vasiliki Danilatou
- School of Medicine, European University of Cyprus, Nicosia, Cyprus
- Healthcare Division, Sphynx Technology Solutions, Nicosia, Cyprus
| | - Dimitrios Dimopoulos
- School of Engineering, Department of Information and Communication Systems Engineering, University of the Aegean, North Aegean, Greece
| | - Theodoros Kostoulas
- School of Engineering, Department of Information and Communication Systems Engineering, University of the Aegean, North Aegean, Greece
| | - James Douketis
- Department of Medicine, McMaster University, Hamilton, Canada
- Department of Medicine, St. Joseph's Healthcare Hamilton, Ontario, Canada
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Li Z, Zhao M, Li Z, Huang YH, Chen Z, Pu Y, Zhao M, Liu X, Wang M, Wang K, Yeung MHY, Geng L, Cai J, Zhang W, Yang R, Ren G. Quantitative texture analysis using machine learning for predicting interpretable pulmonary perfusion from non-contrast computed tomography in pulmonary embolism patients. Respir Res 2024; 25:389. [PMID: 39468714 PMCID: PMC11520386 DOI: 10.1186/s12931-024-03004-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2024] [Accepted: 10/04/2024] [Indexed: 10/30/2024] Open
Abstract
BACKGROUND Pulmonary embolism (PE) is life-threatening and requires timely and accurate diagnosis, yet current imaging methods, like computed tomography pulmonary angiography, present limitations, particularly for patients with contraindications to iodinated contrast agents. We aimed to develop a quantitative texture analysis pipeline using machine learning (ML) based on non-contrast thoracic computed tomography (CT) scans to discover intensity and textural features correlated with regional lung perfusion (Q) physiology and pathology and synthesize voxel-wise Q surrogates to assist in PE diagnosis. METHODS We retrospectively collected 99mTc-labeled macroaggregated albumin Q-SPECT/CT scans from patients suspected of PE, including an internal dataset of 76 patients (64 for training, 12 for testing) and an external testing dataset of 49 patients. Quantitative CT features were extracted from segmented lung subregions and underwent a two-stage feature selection pipeline. The prior-knowledge-driven preselection stage screened for robust and non-redundant perfusion-correlated features, while the data-driven selection stage further filtered features by fitting ML models for classification. The final classification model, trained with the highest-performing PE-associated feature combination, was evaluated in the testing cohorts based on the Area Under the Curve (AUC) for subregion-level predictability. The voxel-wise Q surrogate was then synthesized using the final selected feature maps (FMs) and model score maps (MSMs) to investigate spatial distributions. The Spearman correlation coefficient (SCC) and Dice similarity coefficient (DSC) were used to assess the spatial consistency between FMs or MSMs and Q-SPECT scans. RESULTS The optimal model performance achieved an AUC of 0.863 during internal testing and 0.828 on the external testing cohort. The model identified a combination containing 14 intensity and textural features that were non-redundant, robust, and capable of distinguishing between high- and low-functional lung regions. Spatial consistency assessment in the internal testing cohort showed moderate-to-high agreement between MSMs and reference Q-SPECT scans, with median SCC of 0.66, median DSCs of 0.86 and 0.64 for high- and low-functional regions, respectively. CONCLUSIONS This study validated the feasibility of using quantitative texture analysis and a data-driven ML pipeline to generate voxel-wise lung perfusion surrogates, providing a radiation-free, widely accessible alternative to functional lung imaging in managing pulmonary vascular diseases. CLINICAL TRIAL NUMBER Not applicable.
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Affiliation(s)
- Zihan Li
- Department of Health Technology and Informatics, The Hong Kong Polytechnic University, Kowloon, Hong Kong SAR
| | - Meixin Zhao
- Department of Nuclear Medicine, Peking University Third Hospital, Beijing, China
| | - Zhichun Li
- Department of Health Technology and Informatics, The Hong Kong Polytechnic University, Kowloon, Hong Kong SAR
| | - Yu-Hua Huang
- Department of Health Technology and Informatics, The Hong Kong Polytechnic University, Kowloon, Hong Kong SAR
| | - Zhi Chen
- Department of Health Technology and Informatics, The Hong Kong Polytechnic University, Kowloon, Hong Kong SAR
| | - Yao Pu
- Department of Health Technology and Informatics, The Hong Kong Polytechnic University, Kowloon, Hong Kong SAR
| | - Mayang Zhao
- Department of Health Technology and Informatics, The Hong Kong Polytechnic University, Kowloon, Hong Kong SAR
| | - Xi Liu
- Department of Radiation Oncology, Peking University Third Hospital, Beijing, China
- School of Physics, Beihang University, Beijing, China
| | - Meng Wang
- Department of Nuclear Medicine, Peking University Third Hospital, Beijing, China
| | - Kun Wang
- Department of Radiation Oncology, Peking University Third Hospital, Beijing, China
| | - Martin Ho Yin Yeung
- Department of Health Technology and Informatics, The Hong Kong Polytechnic University, Kowloon, Hong Kong SAR
| | - Lisheng Geng
- School of Physics, Beihang University, Beijing, China
| | - Jing Cai
- Department of Health Technology and Informatics, The Hong Kong Polytechnic University, Kowloon, Hong Kong SAR
- The Hong Kong Polytechnic University Shenzhen Research Institute, Shenzhen, China
| | - Weifang Zhang
- Department of Nuclear Medicine, Peking University Third Hospital, Beijing, China.
| | - Ruijie Yang
- Department of Radiation Oncology, Peking University Third Hospital, Beijing, China.
| | - Ge Ren
- Department of Health Technology and Informatics, The Hong Kong Polytechnic University, Kowloon, Hong Kong SAR.
- The Hong Kong Polytechnic University Shenzhen Research Institute, Shenzhen, China.
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Eikermann GM, Tam C, Eyth A, Ludeke CM, Grimme AM, Ramishvili T, Borngaesser F, Rudolph M, Aber N, Stoll SE, Kyriacou CM, Ganz-Lord FA, Karaye IM. Sex, Racial/Ethnic, and Regional Disparities in Pulmonary Embolism Mortality Trends in the USA, 1999-2020. J Racial Ethn Health Disparities 2024:10.1007/s40615-024-02197-5. [PMID: 39453605 DOI: 10.1007/s40615-024-02197-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2024] [Revised: 09/22/2024] [Accepted: 09/24/2024] [Indexed: 10/26/2024]
Abstract
BACKGROUND While the National Institutes of Health emphasize integrating sex as a biological variable into research, specific considerations of sex-related differences in pulmonary embolism (PE) mortality trends remain scarce. This study examines sex-based PE mortality trends across regional and demographic groups in the USA from 1999 to 2020. METHODS A retrospective analysis of National Center for Health Statistics mortality data from 1999 to 2020 was conducted. Using ICD-10 code I26, PE decedents were identified. Piecewise linear regression assessed sex-based temporal trends in PE mortality by age, race/ethnicity, and census region. Annual percentage changes and average annual percentage changes were derived using Weighted Bayesian Information Criteria. The 95% confidence intervals were estimated using the empirical quantile method. RESULTS From 1999 to 2020, a total of 179,273 individuals died in the USA due to PE, resulting in an age-adjusted mortality rate of 2.5 per 100,000 persons (95% CI, 2.5-2.5). While men and women exhibited comparable rates in recent time segments and across most subcategories, a higher mortality trend among males compared to females was observed among non-Hispanic White and Hispanic individuals and residents of the Western US census region. These results remained robust even after excluding data from 2020, accounting for the potential impact of the COVID-19 pandemic. CONCLUSIONS Our study highlights sex-based disparities in PE mortality trends in the USA from 1999 to 2020. Despite overall stable mortality rates, higher trends among males were evident in specific demographic groups and regions. These findings emphasize the importance of targeted interventions to mitigate PE-related mortality discrepancies across diverse populations.
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Affiliation(s)
| | - Christopher Tam
- Department of Anesthesiology, Montefiore Medical Center, Albert Einstein College of Medicine, 111 East 210Th Street, Bronx, NY, USA
| | - Annika Eyth
- Department of Anesthesiology, Montefiore Medical Center, Albert Einstein College of Medicine, 111 East 210Th Street, Bronx, NY, USA
| | - Can Martin Ludeke
- Department of Anesthesiology, Montefiore Medical Center, Albert Einstein College of Medicine, 111 East 210Th Street, Bronx, NY, USA
| | - Aline M Grimme
- Department of Anesthesiology, Montefiore Medical Center, Albert Einstein College of Medicine, 111 East 210Th Street, Bronx, NY, USA
| | - Tina Ramishvili
- Department of Anesthesiology, Montefiore Medical Center, Albert Einstein College of Medicine, 111 East 210Th Street, Bronx, NY, USA
| | - Felix Borngaesser
- Department of Anesthesiology, Montefiore Medical Center, Albert Einstein College of Medicine, 111 East 210Th Street, Bronx, NY, USA
- Intensive Care, Emergency Medicine, and Pain Therapy, Universitätsmedizin Oldenburg, University Clinic for Anesthesiology, Klinikum Oldenburg AöR, Oldenburg, Germany
| | - Maira Rudolph
- Department of Anesthesiology, Montefiore Medical Center, Albert Einstein College of Medicine, 111 East 210Th Street, Bronx, NY, USA
- Faculty of Medicine and University Hospital Cologne, Department for Anesthesiology and Intensive Care Medicine, University of Cologne, Cologne, Germany
| | - Nicole Aber
- Department of Anesthesiology, Montefiore Medical Center, Albert Einstein College of Medicine, 111 East 210Th Street, Bronx, NY, USA
| | - Sandra Emily Stoll
- Department of Anesthesiology, Montefiore Medical Center, Albert Einstein College of Medicine, 111 East 210Th Street, Bronx, NY, USA
| | | | - Fran A Ganz-Lord
- Department of Internal Medicine, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Ibraheem M Karaye
- Department of Anesthesiology, Montefiore Medical Center, Albert Einstein College of Medicine, 111 East 210Th Street, Bronx, NY, USA.
- Department of Population Health, Hofstra University, Hempstead, NY, USA.
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Wang Q, Jiang X, Lin C. Incidence, Risk Factors, and Correlation with Caprini Score of Deep Vein Thrombosis After Colpocleisis with/without Concomitant Hysterectomy for Pelvic Organ Prolapse in Elderly Women. Int Urogynecol J 2024; 35:2055-2063. [PMID: 39287691 DOI: 10.1007/s00192-024-05937-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2024] [Accepted: 08/25/2024] [Indexed: 09/19/2024]
Abstract
INTRODUCTION AND HYPOTHESIS The objective was to investigate the incidence and risk factors of lower extremity deep vein thrombosis (DVT) in elderly women undergoing colpocleisis for pelvic organ prolapse and to evaluate the predictive efficacy of the Caprini scores. METHODS Data from patients who underwent colpocleisis from August 2019 to April 2024 were retrospectively analyzed. The primary endpoint was DVT detected by ultrasonography within 7 days of surgery. Univariate and multivariate logistic regression analyses were applied to identify independent risk factors. Efficacy parameters of the Caprini scores were analyzed and optimal cut-off values were selected. RESULTS A total of 262 patients were enrolled in the study, of whom 8.4% (22 out of 262) developed DVT postoperatively. After statistical analysis, the duration of menopause, history of inflammatory bowel disease, as well as higher levels of preoperative cholesterol and preoperative D-dimer, were identified as independent risk factors. There was a significant difference in the Caprini scores between the DVT and non-DVT groups (7.27 ± 1.28 vs 6.15 ± 0.80, p < 0.001), and the risk of DVT tended to increase with higher Caprini scores. The best performance was achieved when the threshold for the Caprini score was set to 7, at which point the area under the receiver operating characteristic curve was 0.758, the sensitivity was 0.773, and the specificity was 0.662. CONCLUSION There was a strong correlation between the occurrence of DVT after colpocleisis and the Caprini score, with higher Caprini scores indicating a higher risk of postoperative DVT. A significantly increased risk was suggested when this score was ≥ 7.
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Affiliation(s)
- Qi Wang
- Department of Gynecology, Fujian Maternity and Child Health Hospital, 18 Dao-shan street, Gu-lou District, Fuzhou, PR China
- College of Clinical Medicine for Obstetrics & Gynecology and Pediatrics, Fujian Medical University, Fuzhou, 350000, PR China
- Fujian Provincial Key Laboratory of Women and Children's Critical Diseases Research, Fuzhou, PR China
| | - Xiaoxiang Jiang
- Department of Gynecology, Fujian Maternity and Child Health Hospital, 18 Dao-shan street, Gu-lou District, Fuzhou, PR China
- College of Clinical Medicine for Obstetrics & Gynecology and Pediatrics, Fujian Medical University, Fuzhou, 350000, PR China
- Fujian Provincial Key Laboratory of Women and Children's Critical Diseases Research, Fuzhou, PR China
| | - Chaoqin Lin
- Department of Gynecology, Fujian Maternity and Child Health Hospital, 18 Dao-shan street, Gu-lou District, Fuzhou, PR China.
- College of Clinical Medicine for Obstetrics & Gynecology and Pediatrics, Fujian Medical University, Fuzhou, 350000, PR China.
- Fujian Provincial Key Laboratory of Women and Children's Critical Diseases Research, Fuzhou, PR China.
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Owolabi A, Momoh R. Reviewing the Rare Association Between Progestogen-only Implant and Pulmonary Embolism in a Woman with Multiple Cardiovascular Risk Factors: A Case Report. Cureus 2024; 16:e71728. [PMID: 39553068 PMCID: PMC11568886 DOI: 10.7759/cureus.71728] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/17/2024] [Indexed: 11/19/2024] Open
Abstract
Pulmonary embolism (PE) is a recognized complication of hormonal contraceptive use, but the risk associated with progestogen-only implants in women with multiple cardiovascular (CV) risk factors remains uncertain. We present the case of a woman in her early forties with multiple CV risk factors, including obesity, obstructive sleep apnoea, and hypertension, who developed bilateral PE while using a progestogen-only implant. This case highlights the potential increased risk of PE in women with multiple CV risk factors using progestogen-only implants, warranting further investigation and cautious clinical decision-making.
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Affiliation(s)
| | - Rabiu Momoh
- Critical Care, Medway Maritime Hospital, Gillingham, GBR
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38
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Fish A, Knight E, Mutonga M, Moulton J, Gathagan R, Andreca M, Sare A, Cornman-Homonoff J. The Predictive Value of Qanadli and Miller Index Scores in Patients with Intermediate-High-Risk and High-Risk Pulmonary Emboli Undergoing Aspiration Thrombectomy. J Vasc Interv Radiol 2024; 35:1457-1463. [PMID: 38969337 DOI: 10.1016/j.jvir.2024.06.031] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2024] [Revised: 05/23/2024] [Accepted: 06/26/2024] [Indexed: 07/07/2024] Open
Abstract
PURPOSE To evaluate the correlation between clot burden and pulmonary artery pressures in patients undergoing suction thromboembolectomy for high-risk and intermediate-high-risk pulmonary embolism with secondary outcomes of 30-day mortality and intensive care unit (ICU) length of stay. MATERIALS AND METHODS Institutional review board (IRB) exemption was granted for this retrospective study. The charts of 120 consecutive patients who underwent mechanical thromboembolectomy using the Flowtriever system (Inari Medical, Irvine, California) between February 2020 and August 2022 were retrospectively reviewed, and the following data were collected: (a) preprocedural B-type natriuretic peptide and creatinine levels, (b) echocardiographic findings, (c) preprocedural and postprocedural pulmonary artery pressures, (d) ICU length of stay, and (e) 30-day mortality. Clot burden was scored using Qanadli and Miller indices and correlated with the clinical outcomes. RESULTS Of the 120 patients who underwent thromboembolectomy, pulmonary artery pressures and diagnostic-quality angiograms were available in 109 patients. In the 109 patients with adequate data, Qanadli, preprocedural Miller, and postprocedural Miller scores correlated with pulmonary artery pressures. Neither was independently associated with ICU length of stay. Freedom from 30-day mortality was 91%, and embolism-specific mortality was 92%. All-risk and high-risk patients who survived demonstrated a significantly lower preprocedural and postprocedural Miller score, respectively. CONCLUSIONS Thrombus burden as measured by the Qanadli and Miller scores appeared to be correlated with pulmonary artery pressures. Furthermore, catheter-directed thromboembolectomy led to a reduction in Miller scores, which appeared to be correlated with a reduction in pulmonary pressures. In high-risk patients, a reduced postprocedural Miller score and pulmonary pressure demonstrated improved 30-day survival. Further investigation into the association between Miller scores and patient mortality is warranted to stratify patients who would benefit from emergency intervention.
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Affiliation(s)
- Adam Fish
- Department of Interventional Radiology, Yale School of Medicine, New Haven, Connecticut.
| | - Elizabeth Knight
- Department of Interventional Radiology, Yale School of Medicine, New Haven, Connecticut
| | - Martin Mutonga
- Department of Interventional Radiology, Yale School of Medicine, New Haven, Connecticut
| | - Joseph Moulton
- Department of Interventional Radiology, Yale School of Medicine, New Haven, Connecticut
| | - Ronald Gathagan
- Department of Interventional Radiology, Yale School of Medicine, New Haven, Connecticut
| | - Mihai Andreca
- Department of Interventional Radiology, Yale School of Medicine, New Haven, Connecticut
| | - Antony Sare
- Department of Interventional Radiology, Yale School of Medicine, New Haven, Connecticut
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Farmakis IT, Christodoulou KC, Hobohm L, Konstantinides SV, Valerio L. Lipid lowering for prevention of venous thromboembolism: a network meta-analysis. Eur Heart J 2024; 45:3219-3227. [PMID: 38874212 DOI: 10.1093/eurheartj/ehae361] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/09/2024] [Revised: 04/25/2024] [Accepted: 05/22/2024] [Indexed: 06/15/2024] Open
Abstract
BACKGROUND AND AIMS Studies have suggested that statins may be associated with reduced risk of venous thromboembolism (VTE). The aim of the current study was to assess the evidence regarding the comparative effect of all lipid-lowering therapies (LLT) in primary VTE prevention. METHODS After a systematic search of PubMed, CENTRAL, and Web of Science up until 2 November 2022, randomized controlled trials (RCT) of statins (high- or low-/moderate-intensity), ezetimibe, or proprotein convertase subtilisin/kexin type 9 inhibitors (PCSK9i) were selected. An additive component network meta-analysis to compare VTE risk during long-term follow-up across different combinations of LLT was performed. RESULTS Forty-five RCTs (n = 254 933 patients) were identified, reporting a total of 2084 VTE events. Compared with placebo, the combination of PCSK9i with high-intensity statin was associated with the largest reduction in VTE risk (risk ratio [RR] 0.59; 95% confidence interval [CI] 0.43-0.80), while there was a trend towards reduction for high-intensity (0.84; 0.70-1.02) and low-/moderate-intensity (0.89; 0.79-1.00) statin monotherapy. Ezetimibe monotherapy did not affect the VTE risk (1.04; 0.83-1.30). There was a gradual increase in the summary effect of VTE reduction with increasing intensity of the LLT. When compared with low-/moderate-intensity statin monotherapy, the combination of PCSK9i and high-intensity statin was significantly more likely to reduce VTE risk (0.66; 0.49-0.89). CONCLUSIONS The present meta-analysis of RCTs suggests that LLT may have a potential for VTE prevention, particularly in high-intensity dosing and in combination therapy.
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Affiliation(s)
- Ioannis T Farmakis
- Center for Thrombosis and Hemostasis, University Medical Center of the Johannes Gutenberg University, Langenbeckstr. 1, 55131 Mainz, Germany
- Department of Cardiology, University Medical Center of the Johannes Gutenberg University, Langenbeckstr. 1, 55131 Mainz, Germany
| | - Konstantinos C Christodoulou
- Center for Thrombosis and Hemostasis, University Medical Center of the Johannes Gutenberg University, Langenbeckstr. 1, 55131 Mainz, Germany
| | - Lukas Hobohm
- Center for Thrombosis and Hemostasis, University Medical Center of the Johannes Gutenberg University, Langenbeckstr. 1, 55131 Mainz, Germany
- Department of Cardiology, University Medical Center of the Johannes Gutenberg University, Langenbeckstr. 1, 55131 Mainz, Germany
| | - Stavros V Konstantinides
- Center for Thrombosis and Hemostasis, University Medical Center of the Johannes Gutenberg University, Langenbeckstr. 1, 55131 Mainz, Germany
- Department of Cardiology, Democritus University of Thrace, Alexandroupolis, Greece
| | - Luca Valerio
- Center for Thrombosis and Hemostasis, University Medical Center of the Johannes Gutenberg University, Langenbeckstr. 1, 55131 Mainz, Germany
- Department of Cardiology, University Medical Center of the Johannes Gutenberg University, Langenbeckstr. 1, 55131 Mainz, Germany
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Cao J, An GS, Li RQ, Hou ZJ, Li J, Jin QQ, Du QX, Sun JH. Novel Strategy for Human Deep Vein Thrombosis Diagnosis Based on Metabolomics and Stacking Machine Learning. Anal Chem 2024; 96:14560-14570. [PMID: 39197159 DOI: 10.1021/acs.analchem.4c02973] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/30/2024]
Abstract
Deep vein thrombosis (DVT) is a serious health issue that often leads to considerable morbidity and mortality. Diagnosis of DVT in a clinical setting, however, presents considerable challenges. The fusion of metabolomics techniques and machine learning methods has led to high diagnostic and prognostic accuracy for various pathological conditions. This study explored the synergistic potential of dual-platform metabolomics (specifically, gas chromatography-mass spectrometry (GC-MS) and liquid chromatography-mass spectrometry (LC-MS)) to expand the detection of metabolites and improve the precision of DVT diagnosis. Sixty-one differential metabolites were identified in serum from DVT patients: 22 from GC-MS and 39 from LC-MS. Among these, five key metabolites were highlighted by SHapley Additive exPlanations (SHAP)-guided feature engineering and then used to develop a stacking diagnostic model. Additionally, a user-friendly interface application system was developed to streamline and automate the application of the diagnostic model, enhancing its practicality and accessibility for clinical use. This work showed that the integration of dual-platform metabolomics with a stacking machine learning model enables faster and more accurate diagnosis of DVT in clinical environments.
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Affiliation(s)
- Jie Cao
- School of Forensic Medicine, Shanxi Medical University, Yuci District, Jinzhong, Shanxi 030600, People's Republic of China
| | - Guo-Shuai An
- School of Forensic Medicine, Shanxi Medical University, Yuci District, Jinzhong, Shanxi 030600, People's Republic of China
| | - Rong-Qi Li
- School of Forensic Medicine, Shanxi Medical University, Yuci District, Jinzhong, Shanxi 030600, People's Republic of China
| | - Ze-Jin Hou
- School of Forensic Medicine, Shanxi Medical University, Yuci District, Jinzhong, Shanxi 030600, People's Republic of China
| | - Jian Li
- School of Forensic Medicine, Shanxi Medical University, Yuci District, Jinzhong, Shanxi 030600, People's Republic of China
| | - Qian-Qian Jin
- School of Forensic Medicine, Shanxi Medical University, Yuci District, Jinzhong, Shanxi 030600, People's Republic of China
| | - Qiu-Xiang Du
- School of Forensic Medicine, Shanxi Medical University, Yuci District, Jinzhong, Shanxi 030600, People's Republic of China
| | - Jun-Hong Sun
- School of Forensic Medicine, Shanxi Medical University, Yuci District, Jinzhong, Shanxi 030600, People's Republic of China
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Afifi AM, Leverich M, Tadrousse K, Ren G, Nazzal M. Racial, biological sex, and geographic disparities of venous thromboembolism in the United States, 2016 to 2019. J Vasc Surg Venous Lymphat Disord 2024; 12:101908. [PMID: 38759751 PMCID: PMC11523351 DOI: 10.1016/j.jvsv.2024.101908] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2023] [Revised: 04/16/2024] [Accepted: 05/04/2024] [Indexed: 05/19/2024]
Abstract
BACKGROUND Venous thromboembolism (VTE) stands as the leading cause of preventable death within hospitals in the United States. Although there have been some studies investigating the incidence rates of VTE, there has yet to be a large-scale study elucidating disparities in sex, race, income, region, and seasons in patients with VTE. The goal of this study was to report the disparities in race, sex, income, region, and seasons in patients with VTE, pulmonary embolism (PE), and deep vein thrombosis (DVT), in hospitalized patients from 2016 to 2019. METHODS We used the United States National Inpatients Sample database to identify inpatients diagnosed with PE, DVT, and PE and DVT from 2016 to 2019. The inpatient incidence per thousand was calculated for sex and race using the weighted sample model. The regional and monthly incidence of DVT and PE per thousand inpatients and risk of incidence were calculated. Patients' characteristics including hospital type, bed size, median length of stay, median total charges, and mortality were also collected. RESULTS We examined 455,111 cases of VTE, 177,410 cases of DVT, 189,271 cases of PE, and 88,430 cases of both DVT and PE combined. Over the study period, we observed a statistically significant trend among PE hospitalization incidences. There was a strong and positive correlation between DVT and PE inpatients. Black inpatients had the highest cumulative incidence of hospitalizations in all cohorts with 10.36 per 1000 in PE and 9.1 per 1000 in DVT. Asian and Pacific Islander inpatients had the lowest cumulative incidence with 4.42 per 1000 in PE and 4.28 per 1000 in DVT. Females showed the lowest cumulative incidence with 7.47 per 1000 in PE and 6.53 per 1000 in DVT. The Mountain region was the highest among PE hospitalizations with 9.62 per 1000. For DVT, the Middle Atlantic region was the highest at 8.65 per 1000. The in-hospital mortality rate was the highest among the PE hospitalizations at 7.3%. Also, the trend analysis showed significant increases among all groups. CONCLUSIONS Over the study period (2016-2019), we report the racial, biological sex, and geographical disparities from the National Inpatient Sample database, highlighting that Black inpatients had the highest incidence of PE and DVT, whereas Asian/Pacific Islander inpatients had the lowest incidences of PE and DVT. Moreover, women had a lower incidence compared with men. The observed regional variations indicated that the incidence of PE was highest in the Mountain region, whereas the incidence of DVT was lowest in the Middle Atlantic region. There was an increase in the mortality of inpatients diagnosed with VTE reflecting the growing burden of this condition in the US health care system.
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Affiliation(s)
- Ahmed M Afifi
- Department of Surgery, The University of Toledo College of Medicine, and Life Sciences, Toledo, OH
| | - Matthew Leverich
- Department of Surgery, The University of Toledo College of Medicine, and Life Sciences, Toledo, OH
| | - Kirollos Tadrousse
- Department of Surgery, The University of Toledo College of Medicine, and Life Sciences, Toledo, OH
| | - Gang Ren
- Department of Surgery, The University of Toledo College of Medicine, and Life Sciences, Toledo, OH
| | - Munier Nazzal
- Department of Surgery, The University of Toledo College of Medicine, and Life Sciences, Toledo, OH.
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Jandhyala A, Elahi J, Ganti L, Sherin KM. Post-operative Saddle Pulmonary Embolism: A Case Report. Cureus 2024; 16:e69175. [PMID: 39398753 PMCID: PMC11468588 DOI: 10.7759/cureus.69175] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2024] [Accepted: 09/10/2024] [Indexed: 10/15/2024] Open
Abstract
Pulmonary embolisms are serious complications that can arise from surgical procedures involving the extremities due to the risk of deep vein thrombosis (DVT) and subsequent embolism. This life-threatening condition occurs when an embolus lodges at the bifurcation of the main pulmonary arteries, compromising blood flow to the lungs. Treatment options for pulmonary embolism primarily include anticoagulation therapy, thrombolysis, thrombectomy, and inferior vena cava (IVC) filter placement. Given that cases of saddle pulmonary embolism are rare but potentially fatal, healthcare providers must maintain a high index of suspicion and implement rigorous preventive measures to mitigate the risk in surgical patients.
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Affiliation(s)
| | - Jasra Elahi
- Biotechnology, Rutgers University, New Jersey, USA
| | - Latha Ganti
- Emergency Medicine and Neurology, University of Central Florida, Orlando, USA
- Research, Orlando College of Osteopathic Medicine, Winter Garden, USA
- Medical Science, The Warren Alpert Medical School of Brown University, Providence, USA
| | - Kevin M Sherin
- Primary Care, Orlando College of Osteopathic Medicine, Orlando, USA
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Kaya AT, Akman B. Relationship of the Novel Scoring System for Lower Extremity Venous Thrombosis with Pulmonary Embolism. Acad Radiol 2024; 31:3811-3824. [PMID: 38627131 DOI: 10.1016/j.acra.2024.03.010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2024] [Revised: 02/29/2024] [Accepted: 03/04/2024] [Indexed: 10/01/2024]
Abstract
RATIONALE AND OBJECTIVE To develop a new scoring system, the "Lower extremity venous Doppler ultrasound scoring system" (LEVDUS), to predict the diagnosis of pulmonary embolism (PE) localization in patients with deep vein thrombosis (DVT). METHODS This single-center retrospective study included 182 patients aged ≥ 18 years. We used scoring according to thrombosis localization and stage in Doppler US. Patients with PE were divided into three categories based on the pulmonary artery (PA) location on CT pulmonary angiography. LEVDUS values were compared according to the PE classification. The threshold value was determined for the diagnosis of PE in the receiver operating characteristics analysis. Factors affecting the diagnosis of PE were evaluated by logistic regression analysis. RESULTS A total of 182 patients were included (female patients: 55.5% [101/182]). The median age of the patients was 68 (IQR, 56-77). The rates of DVT and PE were 35.2% (64/182) and 52.7% (96/182), respectively. Although the median LEVDUS and d-dimer values in the subsegmental PE group were higher, LEVDUS was statistically significant but d-dimer was not (p = 0.005 and p = 0.022, respectively). In addition, both LEVDUS and d-dimer median values in the other PE groups were statistically significantly higher than the non-PE group (p < 0.001). The cut-off value for the diagnosis of PE was LEVDUS≥ 2.5. LEVDUS was 1.2-fold higher for the presence of PE. CONCLUSION LEVDUS provides useful information in predicting the presence of PE in patients and provides a common diagnostic language between radiologists and emergency or clinic physicians.
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Affiliation(s)
- Ahmet Turan Kaya
- Department of Radiology, Amasya University, Faculty of Medicine, Amasya, Turkey.
| | - Burcu Akman
- Department of Radiology, Amasya University, Faculty of Medicine, Amasya, Turkey
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Peracaula M, Sebastian L, Francisco I, Vilaplana MB, Rodríguez-Chiaradía DA, Tura-Ceide O. Decoding Pulmonary Embolism: Pathophysiology, Diagnosis, and Treatment. Biomedicines 2024; 12:1936. [PMID: 39335450 PMCID: PMC11428250 DOI: 10.3390/biomedicines12091936] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2024] [Revised: 08/14/2024] [Accepted: 08/16/2024] [Indexed: 09/30/2024] Open
Abstract
Pulmonary Embolism (PE) is a life-threatening condition initiated by the presence of blood clots in the pulmonary arteries, leading to severe morbidity and mortality. Underlying mechanisms involve endothelial dysfunction, including impaired blood flow regulation, a pro-thrombotic state, inflammation, heightened oxidative stress, and altered vascular remodeling. These mechanisms contribute to vascular diseases stemming from PE, such as recurrent thromboembolism, chronic thromboembolic pulmonary hypertension, post-thrombotic syndrome, right heart failure, and cardiogenic shock. Detailing key risk factors and utilizing hemodynamic stability-based categorization, the review aims for precise risk stratification by applying established diagnostic tools and scoring systems. This article explores both conventional and emerging biomarkers as potential diagnostic tools. Additionally, by synthesizing existing knowledge, it provides a comprehensive outlook of the current enhanced PE management and preventive strategies. The conclusion underscores the need for future research to improve diagnostic accuracy and therapeutic effectiveness in PE.
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Affiliation(s)
- Miriam Peracaula
- Translational Research Group on Cardiovascular Respiratory Diseases (CAREs), Dr. Josep Trueta University Hospital de Girona, Santa Caterina Hospital de Salt and the Girona Biomedical Research Institute (IDIBGI-CERCA), 17190 Girona, Spain
| | - Laura Sebastian
- Department of Medical Sciences, Faculty of Medicine, University of Girona, 17003 Girona, Spain
- Department of Pulmonary Medicine, Dr. Josep Trueta University Hospital de Girona, Santa Caterina Hospital de Salt, and the Girona Biomedical Research Institute (IDIBGI-CERCA), 17190 Girona, Spain
| | - Iria Francisco
- Department of Internal Medicine, Dr. Josep Trueta University Hospital de Girona, 17190 Girona, Spain
| | - Marc Bonnin Vilaplana
- Department of Medical Sciences, Faculty of Medicine, University of Girona, 17003 Girona, Spain
- Department of Pulmonary Medicine, Dr. Josep Trueta University Hospital de Girona, Santa Caterina Hospital de Salt, and the Girona Biomedical Research Institute (IDIBGI-CERCA), 17190 Girona, Spain
| | - Diego A Rodríguez-Chiaradía
- Pulmonology Department-Muscle Wasting and Cachexia in Chronic Respiratory Diseases and Lung Cancer Research Group, IMIM-Hospital del Mar, Parc de Salut Mar, Department of Medicine and Life Sciences (MELIS), Universitat Pompeu Fabra (UPF), Barcelona Biomedical Research Park (PRBB), 08003 Barcelona, Spain
- Biomedical Research Networking Centre on Respiratory Diseases (CIBERES), 28029 Madrid, Spain
| | - Olga Tura-Ceide
- Translational Research Group on Cardiovascular Respiratory Diseases (CAREs), Dr. Josep Trueta University Hospital de Girona, Santa Caterina Hospital de Salt and the Girona Biomedical Research Institute (IDIBGI-CERCA), 17190 Girona, Spain
- Biomedical Research Networking Centre on Respiratory Diseases (CIBERES), 28029 Madrid, Spain
- Department of Biological Sciences, Faculty of Science, University of Girona, 17003 Girona, Spain
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da Silva LO, da Silva MCB, Ribeiro GAS, de Camargo TFO, dos Santos PV, Mendes GDS, de Paiva JPQ, Soares ADS, Reis MRDC, Loureiro RM, Calixto WP. Artificial intelligence-based pulmonary embolism classification: Development and validation using real-world data. PLoS One 2024; 19:e0305839. [PMID: 39167612 PMCID: PMC11338462 DOI: 10.1371/journal.pone.0305839] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2024] [Accepted: 06/05/2024] [Indexed: 08/23/2024] Open
Abstract
This paper presents an artificial intelligence-based classification model for the detection of pulmonary embolism in computed tomography angiography. The proposed model, developed from public data and validated on a large dataset from a tertiary hospital, uses a two-dimensional approach that integrates temporal series to classify each slice of the examination and make predictions at both slice and examination levels. The training process consists of two stages: first using a convolutional neural network InceptionResNet V2 and then a recurrent neural network long short-term memory model. This approach achieved an accuracy of 93% at the slice level and 77% at the examination level. External validation using a hospital dataset resulted in a precision of 86% for positive pulmonary embolism cases and 69% for negative pulmonary embolism cases. Notably, the model excels in excluding pulmonary embolism, achieving a precision of 73% and a recall of 82%, emphasizing its clinical value in reducing unnecessary interventions. In addition, the diverse demographic distribution in the validation dataset strengthens the model's generalizability. Overall, this model offers promising potential for accurate detection and exclusion of pulmonary embolism, potentially streamlining diagnosis and improving patient outcomes.
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Affiliation(s)
- Luan Oliveira da Silva
- Department of Radiology, Hospital Israelita Albert Einstein, Sao Paulo, Brazil
- Institute of Informatics (INF), Federal University of Goias, Goiania, Brazil
| | | | | | - Thiago Fellipe Ortiz de Camargo
- Department of Radiology, Hospital Israelita Albert Einstein, Sao Paulo, Brazil
- Electrical, Mechanical & Computer Engineering School, Federal University of Goias, Goiania, Brazil
| | - Paulo Victor dos Santos
- Department of Radiology, Hospital Israelita Albert Einstein, Sao Paulo, Brazil
- Electrical, Mechanical & Computer Engineering School, Federal University of Goias, Goiania, Brazil
| | | | | | | | - Márcio Rodrigues da Cunha Reis
- Department of Radiology, Hospital Israelita Albert Einstein, Sao Paulo, Brazil
- Technology Research and Development Center (GCITE), Federal Institute of Goias, Goias, Brazil
| | | | - Wesley Pacheco Calixto
- Electrical, Mechanical & Computer Engineering School, Federal University of Goias, Goiania, Brazil
- Technology Research and Development Center (GCITE), Federal Institute of Goias, Goias, Brazil
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Binabaji S, Rahimi M, Rajabi H, Keshavarz M, Rahimi R, Ahmadi A, Gahreman D. Effects of physical training on coagulation parameters, interleukin-6, and angiotensin-converting enzyme-2 in COVID-19 survivors. Sci Rep 2024; 14:18968. [PMID: 39152162 PMCID: PMC11329640 DOI: 10.1038/s41598-024-67522-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2024] [Accepted: 07/11/2024] [Indexed: 08/19/2024] Open
Abstract
COVID-19 is a highly contagious virus that uses Angiotensin-converting enzyme 2 (ACE2) as a receptor to enter human cells. The virus leads to an increase in inflammatory cytokines (i.e. IL-6) and an impaired coagulation system, which can cause serious complications during and after the disease. Physical exercise has been shown to improve COVID-19 complications through various mechanisms, such as modulation of the immune and coagulation systems. Therefore, this study investigated the effects of 8 weeks of training on inflammatory, coagulation, and physical factors in patients with COVID-19 during the recovery phase. Twenty-seven male and female volunteers (age 20-45 years) who recently recovered from COVID-19 were assigned to the control (n = 13) or the training group (n = 14). Blood samples, aerobic capacity and muscle endurance were collected 24 h before the start of the interventions and 24 h after the final training session in week 4 and 48 h after the final training session in week 8. IL-6, ACE2, fibrinogen, and D-dimer were measured using ELISA. The training group showed a significant increase in muscle endurance (p = 0.004) and aerobic capacity (p = 0.009) compared to the control group. Serum levels of IL-6 and fibrinogen decreased in the training group but this decrease was not statistically significant (p > 0.05). Despite a slight increase in the quality of life and sleep in the training group, no statistically significant difference was observed between the training and the control group. It appears that physical training has beneficial effects on the coagulation system, inflammatory factors, and sleep quality and can facilitate the recovery of COVID-19 patients.
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Affiliation(s)
- Soheila Binabaji
- Department of Exercise Physiology, Faculty of Physical Education and Sport Sciences, Kharazmi University, Tehran, Iran
| | - Mohammad Rahimi
- Department of Exercise Physiology, Faculty of Physical Education and Sport Sciences, Kharazmi University, Tehran, Iran
| | - Hamid Rajabi
- Department of Exercise Physiology, Faculty of Physical Education and Sport Sciences, Kharazmi University, Tehran, Iran.
| | - Mohsen Keshavarz
- The Persian Gulf Tropical Medicine Research Center, The Persian Gulf Biomedical Sciences Research Institute, Bushehr University of Medical Sciences, Bushehr, Iran
| | - Rahimeh Rahimi
- Department of Biochemistry, Faculty of Medicine, Bushehr University of Medical Sciences, Bushehr, Iran
| | - Azam Ahmadi
- Department of Exercise Physiology, Faculty of Physical Education and Sport Sciences, Kharazmi University, Tehran, Iran
| | - Daniel Gahreman
- Department of Sport, Exercise, Recreation, and Kinesiology, East Tennessee State University, Johnson City, TN, USA
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Sutedja JC, Tjandra DC, Oden GF, DE Liyis BG. Resveratrol as an adjuvant prebiotic therapy in the management of pulmonary thromboembolism. Minerva Cardiol Angiol 2024; 72:416-425. [PMID: 38305013 DOI: 10.23736/s2724-5683.23.06455-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2024]
Abstract
Pulmonary thromboembolism (PTE) presents a grave threat to patient lives, often marked by arterial occlusion in the pulmonary vasculature, frequently stemming from deep vein thrombosis (DVT). While current anticoagulant therapies offer temporary relief, they fall short of addressing the long-term management of PTE. Notably, PTE-associated mortality rates continue to rise annually, positioning it as a crucial concern within the cardiovascular landscape. An intriguing suspect underlying compromised prognoses is the intricate interplay between the gut microbiome and PTE outcomes. The gut-derived metabolite, trimethylamine N-oxide (TMAO), has emerged as a direct contributor to accelerated thrombogenesis, thereby heightening PTE susceptibility. In pursuit of remedies, research has delved into diverse prebiotic and probiotic interventions, with Resveratrol (RSV) emerging as a promising candidate. This paper explores the potential of RSV, a polyphenolic compound, as an adjuvant prebiotic therapy. The proposed therapeutic approach not only augments anticoagulant potency through strategic pharmacokinetic interactions but also introduces a novel avenue for attenuating future PTE incidents through deliberate gut microbiome modulation. RSV's multifaceted attributes extend beyond its role in PTE prevention. Recognized for its anti-inflammatory, antioxidant, and cardioprotective properties, RSV stands as a versatile therapeutic candidate. It exhibits the ability to curtail platelet aggregation, augment warfarin bioavailability, and mitigate pulmonary arterial wall thickening - an ensemble of effects that substantiate its potential as an adjunct prebiotic for PTE patients. This literature review weaves together the latest insights, culminating in a compelling proposition: RSV is an instrumental player in the trajectory of PTE management.
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Affiliation(s)
- Jane C Sutedja
- Faculty of Medicine, Udayana University, Denpasar, Indonesia -
| | - David C Tjandra
- Faculty of Medicine, Udayana University, Denpasar, Indonesia
| | - Gwyneth F Oden
- Faculty of Medicine, Udayana University, Denpasar, Indonesia
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Ben Yehuda O, Itelman E, Vaisman A, Segal G, Lerner B. Early Detection of Pulmonary Embolism in a General Patient Population Immediately Upon Hospital Admission Using Machine Learning to Identify New, Unidentified Risk Factors: Model Development Study. J Med Internet Res 2024; 26:e48595. [PMID: 39079116 PMCID: PMC11322683 DOI: 10.2196/48595] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2023] [Revised: 12/02/2023] [Accepted: 04/30/2024] [Indexed: 08/18/2024] Open
Abstract
BACKGROUND Under- or late identification of pulmonary embolism (PE)-a thrombosis of 1 or more pulmonary arteries that seriously threatens patients' lives-is a major challenge confronting modern medicine. OBJECTIVE We aimed to establish accurate and informative machine learning (ML) models to identify patients at high risk for PE as they are admitted to the hospital, before their initial clinical checkup, by using only the information in their medical records. METHODS We collected demographics, comorbidities, and medications data for 2568 patients with PE and 52,598 control patients. We focused on data available prior to emergency department admission, as these are the most universally accessible data. We trained an ML random forest algorithm to detect PE at the earliest possible time during a patient's hospitalization-at the time of his or her admission. We developed and applied 2 ML-based methods specifically to address the data imbalance between PE and non-PE patients, which causes misdiagnosis of PE. RESULTS The resulting models predicted PE based on age, sex, BMI, past clinical PE events, chronic lung disease, past thrombotic events, and usage of anticoagulants, obtaining an 80% geometric mean value for the PE and non-PE classification accuracies. Although on hospital admission only 4% (1942/46,639) of the patients had a diagnosis of PE, we identified 2 clustering schemes comprising subgroups with more than 61% (705/1120 in clustering scheme 1; 427/701 and 340/549 in clustering scheme 2) positive patients for PE. One subgroup in the first clustering scheme included 36% (705/1942) of all patients with PE who were characterized by a definite past PE diagnosis, a 6-fold higher prevalence of deep vein thrombosis, and a 3-fold higher prevalence of pneumonia, compared with patients of the other subgroups in this scheme. In the second clustering scheme, 2 subgroups (1 of only men and 1 of only women) included patients who all had a past PE diagnosis and a relatively high prevalence of pneumonia, and a third subgroup included only those patients with a past diagnosis of pneumonia. CONCLUSIONS This study established an ML tool for early diagnosis of PE almost immediately upon hospital admission. Despite the highly imbalanced scenario undermining accurate PE prediction and using information available only from the patient's medical history, our models were both accurate and informative, enabling the identification of patients already at high risk for PE upon hospital admission, even before the initial clinical checkup was performed. The fact that we did not restrict our patients to those at high risk for PE according to previously published scales (eg, Wells or revised Genova scores) enabled us to accurately assess the application of ML on raw medical data and identify new, previously unidentified risk factors for PE, such as previous pulmonary disease, in general populations.
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Affiliation(s)
- Ori Ben Yehuda
- Department of Industrial Engineering and Management, Ben-Gurion University of the Negev, Beer-Sheva, Israel
| | - Edward Itelman
- Education Authority, Chaim Sheba Medical Center, Faculty of Health Science and Medicine, Tel-Aviv University, Tel-Aviv, Israel
- Cardiology Division, Rabin Medical Center, Petach-Tikva, Israel
| | - Adva Vaisman
- Education Authority, Chaim Sheba Medical Center, Faculty of Health Science and Medicine, Tel-Aviv University, Tel-Aviv, Israel
| | - Gad Segal
- Education Authority, Chaim Sheba Medical Center, Faculty of Health Science and Medicine, Tel-Aviv University, Tel-Aviv, Israel
| | - Boaz Lerner
- Department of Industrial Engineering and Management, Ben-Gurion University of the Negev, Beer-Sheva, Israel
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Zheng Y, Wang P, Cong L, Shi Q, Zhao Y, Wang Y. Integrated proteomic and metabolomic profiling of lymph after trauma-induced hypercoagulopathy and antithrombotic therapy. Thromb J 2024; 22:59. [PMID: 38987792 PMCID: PMC11234664 DOI: 10.1186/s12959-024-00634-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2024] [Accepted: 07/03/2024] [Indexed: 07/12/2024] Open
Abstract
BACKGROUND Routine coagulation tests are not widely accepted diagnostic criteria of trauma-induced hypercoagulopathy (TIH) due to insensitivity. Lymphatic vessels drain approximately 10% of the interstitial fluid into the lymphatic system and form lymph. SUBJECTIVE The purpose of this study was to identify the potential lymph biomarkers for TIH. METHODS Eighteen male Sprague-Dawley rats were randomly assigned to the sham (non-fractured rats with sham surgery and vehicle treatment), the VEH (fractured rats with vehicle treatment) and the CLO (fractured rats with clopidogrel treatment) group. Thoracic duct lymph was obtained to perform proteomics and untargeted metabolomics. RESULTS A total of 1207 proteins and 16,695 metabolites were identified. The top 5 GO terms of lymph proteomics indicated that oxidative stress and innate immunity were closely associated with TIH and antithrombotic therapy. The top 5 GO terms of lymph metabolomics showed that homocystine and lysophosphatidylcholine were the differential expressed metabolites (DEMs) between the sham and VEH groups, while cholic acid, docosahexaenoic acid, N1-Methyl-2-pyridone-5-carboxamide, isoleucine and testosterone are the DEMs between the VEH and CLO group. CONCLUSIONS This study presents the first proteomic and metabolomic profiling of lymph after TIH and antithrombotic therapy, and predicts the possible lymph biomarkers for TIH.
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Affiliation(s)
- Yangkang Zheng
- Longhua Hospital, Shanghai University of Traditional Chinese Medicine, 725 Wan-Ping South Road, Shanghai, 200032, China
- Spine Institute, Shanghai University of Traditional Chinese Medicine, 725 Wan-Ping South Road, Shanghai, 200032, China
- Key Laboratory of Theory and Therapy of Muscles and Bones, Ministry of Education, Shanghai University of Traditional Chinese Medicine), 1200 Cailun Road, Shanghai, 201203, China
- Department of Biochemistry and Molecular Cell Biology, School of Medicine, Shanghai Jiao Tong University, Shanghai, 200025, China
| | - Pengyu Wang
- Longhua Hospital, Shanghai University of Traditional Chinese Medicine, 725 Wan-Ping South Road, Shanghai, 200032, China
- Spine Institute, Shanghai University of Traditional Chinese Medicine, 725 Wan-Ping South Road, Shanghai, 200032, China
- Key Laboratory of Theory and Therapy of Muscles and Bones, Ministry of Education, Shanghai University of Traditional Chinese Medicine), 1200 Cailun Road, Shanghai, 201203, China
| | - Lin Cong
- Longhua Hospital, Shanghai University of Traditional Chinese Medicine, 725 Wan-Ping South Road, Shanghai, 200032, China
- Spine Institute, Shanghai University of Traditional Chinese Medicine, 725 Wan-Ping South Road, Shanghai, 200032, China
- Key Laboratory of Theory and Therapy of Muscles and Bones, Ministry of Education, Shanghai University of Traditional Chinese Medicine), 1200 Cailun Road, Shanghai, 201203, China
| | - Qi Shi
- Longhua Hospital, Shanghai University of Traditional Chinese Medicine, 725 Wan-Ping South Road, Shanghai, 200032, China
- Spine Institute, Shanghai University of Traditional Chinese Medicine, 725 Wan-Ping South Road, Shanghai, 200032, China
- Key Laboratory of Theory and Therapy of Muscles and Bones, Ministry of Education, Shanghai University of Traditional Chinese Medicine), 1200 Cailun Road, Shanghai, 201203, China
| | - Yongjian Zhao
- Longhua Hospital, Shanghai University of Traditional Chinese Medicine, 725 Wan-Ping South Road, Shanghai, 200032, China.
- Spine Institute, Shanghai University of Traditional Chinese Medicine, 725 Wan-Ping South Road, Shanghai, 200032, China.
- Key Laboratory of Theory and Therapy of Muscles and Bones, Ministry of Education, Shanghai University of Traditional Chinese Medicine), 1200 Cailun Road, Shanghai, 201203, China.
| | - YongJun Wang
- Longhua Hospital, Shanghai University of Traditional Chinese Medicine, 725 Wan-Ping South Road, Shanghai, 200032, China.
- Spine Institute, Shanghai University of Traditional Chinese Medicine, 725 Wan-Ping South Road, Shanghai, 200032, China.
- Key Laboratory of Theory and Therapy of Muscles and Bones, Ministry of Education, Shanghai University of Traditional Chinese Medicine), 1200 Cailun Road, Shanghai, 201203, China.
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Zhang H, Li XY, Li JS, Xia SB, Song C, Lu QS, Zhao W, Zhang L. Which one is the best in treating deep venous thrombosis -- percutaneous mechanical thrombectomy, catheter-directed thrombolysis or combination of them? J Cardiothorac Surg 2024; 19:423. [PMID: 38970107 PMCID: PMC11225378 DOI: 10.1186/s13019-024-02908-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2024] [Accepted: 06/15/2024] [Indexed: 07/07/2024] Open
Abstract
OBJECTIVE To compare the treatment outcomes among percutaneous mechanical thrombectomy (PMT) with AngioJet, Catheter-directed thrombolysis (CDT), and a combination of both. METHODS One hundred forty nine patients with acute or sub-acute iliac-femoral vein thrombosis accepting CDT and/or PMT were divided into three groups respectively: PMT group, CDT group, PMT + CDT group (PMT followed by CDT). The severity of thrombosis was evaluated by venographic scoring system. Technical success was defined as restored patent deep venous blood flow after CDT and/or PMT. Clinical follow-up were assessed by ultrasound or venography imaging. The primary endpoints were recurrence of DVT, and severity level of post-thrombotic syndrome (PTS) during the follow-up. RESULTS Technical success and immediate clinical improvements were achieved on all patients. The proportion of sub-acute DVT and the venographic scoring in PMT + CDT group were significantly higher than that in CDT group and PMT group (proportion of sub-acute DVT: p = 0.032 and p = 0.005, respectively; venographic scoring: p < 0.001, respectively). The proportion of May-Thurner Syndrome was lower in PMT group than that in CDT and PMT + CDT group (p = 0.026 and p = 0.005, respectively). The proportion of DVT recurrence/stent thrombosis was significantly higher in CDT group than that in PMT + CDT group (p = 0.04). The severity of PTS was the highest in CDT group ( χ2 = 14.459, p = 0.006) compared to PMT group (p = 0.029) and PMT + CDT group (p = 0.006). CONCLUSION Patients with sub-acute DVT, high SVS scoring and combined May-Thurner Syndrome were recommended to take PMT + CDT treatment and might have lower rate of DVT recurrence/stent thrombosis and severe PTS. Our study provided evidence detailing of PMT + CDT therapy.
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Affiliation(s)
- Hao Zhang
- Department of Vascular Surgery, Changhai Hospital, Navy (Second) Military Medical University, Shanghai, 200433, China
| | - Xiao-Ye Li
- Department of Vascular Surgery, Changhai Hospital, Navy (Second) Military Medical University, Shanghai, 200433, China
| | - Jia-Si Li
- Department of Neurology, Changhai Hospital, Navy (Second) Military Medical University, Shanghai, China
| | - Shi-Bo Xia
- Department of Vascular Surgery, Changhai Hospital, Navy (Second) Military Medical University, Shanghai, 200433, China
| | - Chao Song
- Department of Vascular Surgery, Changhai Hospital, Navy (Second) Military Medical University, Shanghai, 200433, China
| | - Qing-Sheng Lu
- Department of Vascular Surgery, Changhai Hospital, Navy (Second) Military Medical University, Shanghai, 200433, China
| | - Wei Zhao
- Department of General Surgery, The Fifth People's Hospital of Chengdu, Chengdu, Sichuan Province, China
| | - Lei Zhang
- Department of Vascular Surgery, Changhai Hospital, Navy (Second) Military Medical University, Shanghai, 200433, China.
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