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DeMartino AG, Chatterjee D, De Ravin L, Babick O, Shiva A, Shah N, Nagarsheth K. Assessing the Predictive Value of the Neutrophil-to-Lymphocyte Ratio for Post-Thrombotic Syndrome following Iliofemoral Deep Venous Thrombosis. Ann Vasc Surg 2025; 111:393-401. [PMID: 39617298 DOI: 10.1016/j.avsg.2024.11.015] [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: 06/21/2024] [Revised: 10/29/2024] [Accepted: 11/10/2024] [Indexed: 12/26/2024]
Abstract
BACKGROUND Post-thrombotic syndrome (PTS) is a common complication of deep vein thrombosis (DVT) that occurs in 20-50% of patients and results in a decreased quality of life. Even with the progressive identification of PTS risk factors, clinically useful predictors of PTS continue to be limited, unobjective, and ill-defined. The neutrophil-to-lymphocyte ratio (NLR) is an emerging prognostic biomarker used in a variety of diseases that reflects acute systemic inflammation. This pilot study aimed to evaluate the utility of the NLR at the time of iliofemoral DVT diagnosis in predicting PTS incidence in patients. METHODS A retrospective chart review was performed on patients identified with iliofemoral DVT at the University of Maryland Medical Center between 2020 and 2022. Patients with at least one follow-up visit between 3 and 6 months after initial DVT diagnosis were included. Diagnosis of PTS was determined based on Villalta Score. The Youden index with receiver operating characteristic curve analysis was used to determine the NLR cut-off value that may be predictive of PTS. A multivariable logistic regression model was then performed to assess the utility of this NLR cut-off value and other common clinical markers in predicting the presence of PTS symptoms. RESULTS Four hundred and eighteen patients with positive iliofemoral DVT venous duplex ultrasounds were screened for eligibility. One hundred and eighteen patients were eligible with a mean age of 53.18 ± 15.45 years. A total of 43 patients (36.44%) were found to have PTS. An NLR cut-off of 7.71 was determined with an area under the receiver operating characteristic curve (area under the curve) of 0.63 (P = 0.046). When the NLR was assessed jointly with other clinical markers at the time of DVT diagnosis, NLR was a statistically significant positive predictor, measured using odds ratio (1.83; 95% confidence interval, 1.20-2.78; P = 0.005). CONCLUSIONS Our study found that when stratified by a determined cutoff value, the NLR at the time of DVT diagnosis was significantly associated with the development of PTS in patients with iliofemoral DVT. This result is consistent with one prior research finding yet is novel in its specificity for iliofemoral DVTs and its acute lab collection for NLR calculation. The NLR should be further investigated as a potential inexpensive prognostic tool to aid in the improvement of treatment and prophylactic strategies for PTS.
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Affiliation(s)
| | | | - Laura De Ravin
- University of Maryland School of Medicine, Baltimore, MD
| | - Olivia Babick
- University of Maryland School of Medicine, Baltimore, MD
| | - Anahita Shiva
- University of Maryland School of Medicine, Baltimore, MD
| | - Nisarg Shah
- University of Maryland School of Medicine, Baltimore, MD
| | - Khanjan Nagarsheth
- University of Maryland School of Medicine, Baltimore, MD; Division of Vascular Surgery, Department of Surgery, University of Maryland Medical Center, Baltimore, MD
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Liu X, Shu X, Zhou Y, Jiang Y. Construction of a risk prediction model for postoperative deep vein thrombosis in colorectal cancer patients based on machine learning algorithms. Front Oncol 2024; 14:1499794. [PMID: 39664197 PMCID: PMC11631706 DOI: 10.3389/fonc.2024.1499794] [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: 09/21/2024] [Accepted: 11/05/2024] [Indexed: 12/13/2024] Open
Abstract
Background Colorectal cancer is a prevalent malignancy of the digestive system, with an increasing incidence. Lower extremity deep vein thrombosis (DVT) is a frequent postoperative complication, occurring in up to 40% of cases. Objective This research aims to develop and validate a machine learning model (ML) to predict the risk of lower limb deep vein thrombosis in patients with colorectal cancer, facilitating preventive and therapeutic measures to enhance recovery and ensure safety. Methods In this retrospective cohort study, we collected data from 429 colorectal cancer patients from January 2021 to January 2024. The medical records included age, blood test results, body mass index, underlying diseases, clinical staging, histological typing, surgical methods, and postoperative complications. We employed the Synthetic Minority Oversampling Technique to address imbalanced data and split the dataset into training and validation sets in a 7:3 ratio. Feature selection was performed using Random Forest (RF), XGBoost, and Least Absolute Shrinkage and Selection Operator algorithms (LASSO). We then trained six machine learning models: Logistic Regression (LR), Naive Bayes (NB), Gaussian Process (GP), Random Forest, XGBoost, and Multilayer Perceptron (MLP). The model's performance was evaluated using metrics such as area under the Receiver Operating Characteristic curve, accuracy, sensitivity, specificity, F1 score, and confusion matrix. Additionally, SHAP and LIME were used to enhance the interpretability of the results. Results The study combined Random Forest, XGBoost algorithms, and LASSO regression with univariate regression analysis to identify significant predictive factors, including age, preoperative prealbumin, preoperative albumin, preoperative hemoglobin, operation time, PIKVA2, CEA, and preoperative neutrophil count. The XGBoost model outperformed other ML algorithms, achieving an AUC of 0.996, an accuracy of 0.9636, a specificity of 0.9778, and an F1 score of 0.9576. Moreover, the SHAP method identified age and preoperative prealbumin as the primary determinants influencing ML model predictions. Finally, the study employed LIME for more precise prediction and interpretation of individual predictions. Conclusion The machine learning algorithms effectively predicted postoperative lower limb deep vein thrombosis in colorectal cancer patients. The XGBoost model demonstrated strong potential for improving early detection and treatment in clinical settings.
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Affiliation(s)
- Xin Liu
- Department of Clinical Medicine, Southwest Medical University, Luzhou, China
| | - Xingming Shu
- Department of Clinical Medicine, Southwest Medical University, Luzhou, China
| | - Yejiang Zhou
- Department of Gastrointestinal Surgery, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan, China
| | - Yifan Jiang
- Department of Gastrointestinal Surgery, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan, China
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Khider L, Planquette B, Smadja DM, Sanchez O, Rial C, Goudot G, Messas E, Mirault T, Gendron N. Acute phase determinant of post-thrombotic syndrome: A review of the literature. Thromb Res 2024; 238:11-18. [PMID: 38643521 DOI: 10.1016/j.thromres.2024.04.004] [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: 11/17/2023] [Revised: 04/05/2024] [Accepted: 04/07/2024] [Indexed: 04/23/2024]
Abstract
BACKGROUND Post-thrombotic syndrome (PTS) is the main long-term complication of deep vein thrombosis (DVT). Several therapies are being evaluated to prevent or to treat PTS. Identifying the patients most likely to benefit from these therapies presents a significant challenge. OBJECTIVES The objective of this review was to identify risk factors for PTS during the acute phase of DVT. ELIGIBILITY CRITERIA We searched the PubMed and Cochrane databases for studies published between January 2000 and January 2021, including randomized clinical trials, meta-analyses, systematic reviews and observational studies. RESULTS Risk factors for PTS such as proximal location of DVT, obesity, chronic venous disease, history of DVT are associated with higher risk of PTS. On the initial ultrasound-Doppler, a high thrombotic burden appears to be a predictor of PTS. Among the evaluated biomarkers, some inflammatory markers such as ICAM-1, MMP-1 and MMP-8 appear to be associated with a higher risk of developing PTS. Coagulation disorders are not associated with risk of developing PTS. Role of endothelial biomarkers in predicting PTS has been poorly explored. Lastly, vitamin K antagonist was associated with a higher risk of developing PTS when compared to direct oral anticoagulants and low molecular weight heparin. CONCLUSIONS Several risk factors during the acute phase of VTE are associated with an increased risk of developing PTS. There is a high-unmet medical need to identify potential biomarkers for early detection of patients at risk of developing PTS after VTE. Inflammatory and endothelial biomarkers should be explored in larger prospective studies to identify populations that could benefit from new therapies.
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Affiliation(s)
- Lina Khider
- Université Paris Cité, Innovative Therapies in Haemostasis, INSERM, Vascular Medicine Department, Assistance Publique Hôpitaux de Paris, 75015 Paris, France.
| | - Benjamin Planquette
- Université Paris Cité, Innovative Therapies in Haemostasis, INSERM, 75006 Paris, France; F-CRIN INNOVTE, Saint-Étienne, France; Respiratory Medicine Department, Assistance Publique - Hôpitaux de Paris, 75015 Paris, France
| | - David M Smadja
- Université Paris Cité, Innovative Therapies in Haemostasis, INSERM, 75006 Paris, France; F-CRIN INNOVTE, Saint-Étienne, France; Hematology Department, Assistance Publique Hôpitaux de Paris, 75015 Paris, France
| | - Olivier Sanchez
- Université Paris Cité, Innovative Therapies in Haemostasis, INSERM, 75006 Paris, France; F-CRIN INNOVTE, Saint-Étienne, France; Respiratory Medicine Department, Assistance Publique - Hôpitaux de Paris, 75015 Paris, France
| | - Carla Rial
- Université Paris Cité, Innovative Therapies in Haemostasis, INSERM, Vascular Medicine Department, Assistance Publique Hôpitaux de Paris, 75015 Paris, France
| | - Guillaume Goudot
- Université Paris Cité, PARCC, INSERM U970, Vascular Medicine Department, Assistance Publique Hôpitaux de Paris, 75015 Paris, France
| | - Emmanuel Messas
- Université Paris Cité, PARCC, INSERM U970, Vascular Medicine Department, Assistance Publique Hôpitaux de Paris, 75015 Paris, France
| | - Tristan Mirault
- Université Paris Cité, PARCC, INSERM U970, Vascular Medicine Department, Assistance Publique Hôpitaux de Paris, 75015 Paris, France
| | - Nicolas Gendron
- Université Paris Cité, Innovative Therapies in Haemostasis, INSERM, 75006 Paris, France; F-CRIN INNOVTE, Saint-Étienne, France; Hematology Department, Assistance Publique Hôpitaux de Paris, 75015 Paris, France
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Stępień K, Ząbczyk M, Kopytek M, Natorska J, Zalewski J, Undas A. Reduced fibrin clot permeability on admission and elevated E-selectin at 3 months as novel risk factors of residual pulmonary vascular obstruction in patients with acute pulmonary embolism. J Thromb Thrombolysis 2024; 57:248-259. [PMID: 37932588 PMCID: PMC10869393 DOI: 10.1007/s11239-023-02901-y] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 09/24/2023] [Indexed: 11/08/2023]
Abstract
BACKGROUND Residual pulmonary vascular obstruction (RPVO) is common following pulmonary embolism (PE) but its association with fibrin clot properties is poorly understood. We investigated whether prothrombotic state and hypofibrinolysis markers can identify patients with RPVO. METHODS In 79 normotensive noncancer patients (aged 56 ± 13.3 years) with acute PE, we determined fibrin clot permeability (Ks), clot lysis time (CLT), endogenous thrombin potential (ETP), fibrinolysis proteins, oxidative stress markers, and E-selectin on admission before initiation of anticoagulant therapy, after 5-7 days, and 3 months of anticoagulation. RPVO was diagnosed using computed tomography angiography 3-6 months since PE. RESULTS Patients with RPVO (n = 23, 29.1%) had at baseline higher simplified Pulmonary Embolism Severity Index (sPESI) (P = 0.004), higher N-terminal brain natriuretic propeptide (P = 0.006) and higher D-dimer (P = 0.044). Patients with versus without RPVO had lower Ks (P < 0.001) and longer CLT (P < 0.05), both at baseline and 5-7 days since admission, but not at 3 months. Patients with RPVO showed 40.6% higher E-selectin (P < 0.001) solely at 3 months. By multivariable logistic regression, baseline Ks (odds ratio [OR] 0.010, 95% confidence interval [CI] 0.001-0.837, P = 0.042, per 10- 9 cm2), baseline D-dimer (OR 1.105, 95% CI 1.000-1.221, P = 0.049, per 100 ng/ml), and E-selectin levels after 3 months (OR 3.874, 95% CI 1.239-12.116, P = 0.020, per 1 ng/ml) were associated with RPVO. CONCLUSIONS RPVO patients despite anticoagulation characterize with the formation of denser fibrin clots on admission and higher E-selectin at 3 months. Those parameters could be the potential novel RPVO risk factors that warrant further evaluation in an independent cohort.
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Affiliation(s)
- Konrad Stępień
- Department of Thromboembolic Disorders, Institute of Cardiology, Jagiellonian University Medical College, Kraków, Poland
- Department of Coronary Artery Disease and Heart Failure, John Paul II Hospital, Kraków, Poland
| | - Michał Ząbczyk
- Department of Thromboembolic Disorders, Institute of Cardiology, Jagiellonian University Medical College, Kraków, Poland
- Krakow Centre for Medical Research and Technologies, John Paul II Hospital, Kraków, Poland
| | - Magdalena Kopytek
- Department of Thromboembolic Disorders, Institute of Cardiology, Jagiellonian University Medical College, Kraków, Poland
- Krakow Centre for Medical Research and Technologies, John Paul II Hospital, Kraków, Poland
| | - Joanna Natorska
- Department of Thromboembolic Disorders, Institute of Cardiology, Jagiellonian University Medical College, Kraków, Poland
- Krakow Centre for Medical Research and Technologies, John Paul II Hospital, Kraków, Poland
| | - Jarosław Zalewski
- Department of Coronary Artery Disease and Heart Failure, John Paul II Hospital, Kraków, Poland
- Department of Coronary Artery Disease and Heart Failure, Institute of Cardiology, Jagiellonian University Medical College, Kraków, Poland
| | - Anetta Undas
- Department of Thromboembolic Disorders, Institute of Cardiology, Jagiellonian University Medical College, Kraków, Poland.
- Krakow Centre for Medical Research and Technologies, John Paul II Hospital, Kraków, Poland.
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Imiela AM, Mikołajczyk TP, Pruszczyk P. Novel Insight into Inflammatory Pathways in Acute Pulmonary Embolism in Humans. Arch Immunol Ther Exp (Warsz) 2024; 72:aite-2024-0021. [PMID: 39466143 DOI: 10.2478/aite-2024-0021] [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: 06/28/2024] [Accepted: 09/04/2024] [Indexed: 10/29/2024]
Abstract
Accumulating data have shown a pathophysiological association between inflammatory pathways and thrombosis. Venous thromboembolism (VTE), which includes deep vein thrombosis (DVT) and acute pulmonary embolism (APE), is a significant health burden. It involves not only hemodynamic disturbances due to the emboli occluding the pulmonary arteries, but also platelet activation, endothelial dysfunction, and "firing up" of the inflammatory cascade. In humans, the systemic inflammatory state can also be evaluated using plasma levels of C-reactive protein (CRP) and interleukin (IL)-6, which correlate with venous obstruction, thrombus extension, and clinical VTE complications such as postthrombotic syndrome, recurrent thromboembolism, worse quality of life, and functional impairment. The exaggerated inflammatory state during postthrombotic syndrome aligns with severe alterations in endothelial function, such as activation of intercellular adhesion molecule (ICAM)-1 and E-selectin, as well as vascular proteolysis and fibrinolysis. Moreover, a hypercoagulable state, indicated by higher levels of von Willebrand factor (vWF) and factor VIII, is closely associated with the inflammatory response. We aimed to describe the role of basic inflammatory markers in daily clinical practice as well as the most important cytokines (IL-1β, IL-6, IL-8, tumor necrosis factor-a [TNF-α], growth differentiation factor-15 [GDF-15]). These markers could provide valuable insight into the interplay between thrombosis and inflammation, helping inform better management and treatment strategies.
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Affiliation(s)
- Anna M Imiela
- Department of Internal Medicine and Cardiology, Center for Venous Thromboembolism Disease, Medical University of Warsaw, Warsaw, Poland
| | - Tomasz P Mikołajczyk
- Department of Internal and Agricultural Medicine, Faculty of Medicine, Jagiellonian University Medical College, Krakow, Poland
- Center for Medical Genomics OMICRON, Jagiellonian University Medical College
| | - Piotr Pruszczyk
- Department of Internal Medicine and Cardiology, Center for Venous Thromboembolism Disease, Medical University of Warsaw, Warsaw, Poland
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Wang J, Smeath E, Lim HY, Nandurkar H, Kok HK, Ho P. Current challenges in the prevention and management of post-thrombotic syndrome-towards improved prevention. Int J Hematol 2023; 118:547-567. [PMID: 37651058 PMCID: PMC10615940 DOI: 10.1007/s12185-023-03651-6] [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: 05/24/2023] [Revised: 07/15/2023] [Accepted: 08/08/2023] [Indexed: 09/01/2023]
Abstract
Post-thrombotic syndrome (PTS) is a common and potentially debilitating complication of deep vein thrombosis (DVT), affecting up to 50% of DVT patients. The consequence of this chronic condition includes reduced quality of life, increased use of the healthcare system and decreased productivity. The societal impact of this condition is projected to increase, given our ageing population and increased burden of thrombotic diseases. Despite significant recent advances in our understanding of PTS, many unanswered questions remain. Currently, there are few effective and proven options for established PTS; hence, the emphasis should be on instituting effective prevention to reduce the progression to PTS. Effective anticoagulation lowers the risk of PTS, with direct oral anticoagulants appearing to outperform vitamin-K antagonists. However, the evidence for elastic compression stockings and endovascular thrombolysis or thrombectomy techniques remains unclear. Accurate identification of individuals at high risk of developing PTS may also improve the targeting of preventative interventions. This review will examine the current body of evidence regarding PTS, with a focus on preventative strategies as well as novel biomarkers.
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Affiliation(s)
- Julie Wang
- Northern Health, Epping, Melbourne, VIC, Australia.
- University of Melbourne, Melbourne, VIC, Australia.
- Department of Haematology, Northern Hospital, 185 Cooper St., Epping, Melbourne, 3076, VIC, Australia.
| | - Elise Smeath
- University of Melbourne, Melbourne, VIC, Australia
| | - Hui Yin Lim
- Northern Health, Epping, Melbourne, VIC, Australia
- University of Melbourne, Melbourne, VIC, Australia
| | | | - Hong Kuan Kok
- Northern Health, Epping, Melbourne, VIC, Australia
- University of Melbourne, Melbourne, VIC, Australia
| | - Prahlad Ho
- Northern Health, Epping, Melbourne, VIC, Australia
- Australian Centre for Blood Diseases, Melbourne, VIC, Australia
- University of Melbourne, Melbourne, VIC, Australia
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Henke PK, Nicklas JM, Obi A. Immune cell-mediated venous thrombus resolution. Res Pract Thromb Haemost 2023; 7:102268. [PMID: 38193054 PMCID: PMC10772895 DOI: 10.1016/j.rpth.2023.102268] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2022] [Revised: 10/23/2023] [Accepted: 11/07/2023] [Indexed: 01/10/2024] Open
Abstract
Herein, we review the current processes that govern experimental deep vein thrombus (DVT) resolution. How the human DVT resolves at the molecular and cellular level is not well known due to limited specimen availability. Experimentally, the thrombus resolution resembles wound healing, with early neutrophil-mediated actions followed by monocyte/macrophage-mediated events, including neovascularization, fibrinolysis, and eventually collagen replacement. Potential therapeutic targets are described, and coupling with site-directed approaches to mitigate off-target effects is the long-term goal. Similarly, timing of adjunctive agents to accelerate DVT resolution is an area that is only starting to be considered. There is much critical research that is needed in this area.
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Affiliation(s)
- Peter K. Henke
- Department of Surgery, University of Michigan Health System, Frankel Cardiovascular Center, Ann Arbor, Michigan, USA
| | - John M. Nicklas
- Department of Medicine, Brown University Medical School, Providence, Rhode Island, USA
| | - Andrea Obi
- Department of Surgery, University of Michigan Health System, Frankel Cardiovascular Center, Ann Arbor, Michigan, USA
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Harbsmeier AN, Altintas I, Iversen K, Andersen O, Nehlin JO. Biomarkers and the post-thrombotic syndrome: A systematic review of biomarkers associated with the occurrence of the post-thrombotic syndrome after lower extremity deep venous thrombosis. Phlebology 2023; 38:577-598. [PMID: 37620994 DOI: 10.1177/02683555231186681] [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: 08/26/2023]
Abstract
INTRODUCTION Post-thrombotic syndrome (PTS) is a frequent chronic complication of deep venous thrombosis (DVT). Biomarkers are potentially valuable clinical tools for handling PTS. The purpose of this review was to examine which biomarkers are associated with the development of PTS in adults with lower extremity DVT. METHODS We performed a systematic review of all English language prospective studies of biomarkers and PTS published in PubMed and EMBASE. Studies were included if diagnosing DVT by diagnostic imaging and assessing PTS by clinical scales, for example, the Villalta scale. Biomarkers of thrombophilia and pathological clot properties were not assessed. Data was reported qualitatively. RESULTS 15 prospective studies were included. Studies varied widely in study design and methods of data analysis. Forty-six different biomarkers were examined, with seven being measured in two or more studies. The most frequently studied biomarkers were D-dimer, CRP, and IL-6. Associations between PTS and D-dimer were predominantly significant, while results on CRP and IL-6 were inconsistent. ICAM-1 was consistently associated with PTS in all studies and at all timepoints. IL-10 was significantly related to PTS development in the largest study and at all time points. Adiponectin, tPA, HRG and TAFI, MMP-1 and -8, and TIMP-1 and -2 were significantly associated with PTS in single studies. CONCLUSION (1) Further research on biomarkers and PTS is clearly warranted. (2) Significant differences in study designs made it difficult to draw reliable conclusions regarding individual biomarkers. We suggest the implementation of a standardized framework for the study of biomarkers and PTS, to make comparison of future studies more feasible. (3) D-dimer, ICAM-1, IL-10, MMP-1 and 8, TIMP-1, TIMP-2, and adiponectin are clinical biomarkers of particular interest to include in future studies of PTS. Large scale systemic quantitative proteomic analyses of DVT patients could help identify novel biomarkers of interest in PTS-patients.
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Affiliation(s)
- Aksel Nathan Harbsmeier
- Department of Clinical Research, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
| | - Izzet Altintas
- Department of Clinical Research, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
- Emergency Department, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
- Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Kasper Iversen
- Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
- Emergency Department, Herlev and Gentofte Hospital, Copenhagen University Hospital, Herlev, Denmark
| | - Ove Andersen
- Department of Clinical Research, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
- Emergency Department, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
- Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Jan O Nehlin
- Department of Clinical Research, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
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Potere N, Abbate A, Kanthi Y, Carrier M, Toldo S, Porreca E, Di Nisio M. Inflammasome Signaling, Thromboinflammation, and Venous Thromboembolism. JACC Basic Transl Sci 2023; 8:1245-1261. [PMID: 37791298 PMCID: PMC10544095 DOI: 10.1016/j.jacbts.2023.03.017] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/18/2022] [Revised: 03/06/2023] [Accepted: 03/07/2023] [Indexed: 10/05/2023]
Abstract
Venous thromboembolism (VTE) remains a major health burden despite anticoagulation advances, suggesting incomplete management of pathogenic mechanisms. The NLRP3 (NACHT-, LRR- and pyrin domain-containing protein 3) inflammasome, interleukin (IL)-1, and pyroptosis are emerging contributors to the inflammatory pathogenesis of VTE. Inflammasome pathway activation occurs in patients with VTE. In preclinical models, inflammasome signaling blockade reduces venous thrombogenesis and vascular injury, suggesting that this therapeutic approach may potentially maximize anticoagulation benefits, protecting from VTE occurrence, recurrence, and ensuing post-thrombotic syndrome. The nonselective NLRP3 inhibitor colchicine and the anti-IL-1β agent canakinumab reduce atherothrombosis without increasing bleeding. Rosuvastatin reduces primary venous thrombotic events at least in part through lipid-lowering independent mechanisms, paving the way to targeted anti-inflammatory strategies in VTE. This review outlines recent preclinical and clinical evidence supporting a role for inflammasome pathway activation in venous thrombosis, and discusses the, yet unexplored, therapeutic potential of modulating inflammasome signaling to prevent and manage VTE.
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Affiliation(s)
- Nicola Potere
- Department of Medicine and Ageing Sciences, “G. d'Annunzio” University, Chieti, Italy
| | - Antonio Abbate
- Robert M. Berne Cardiovascular Research Center, Department of Medicine, Division of Cardiovascular Medicine, University of Virginia, Charlottesville, Virginia, USA
| | - Yogendra Kanthi
- Vascular Thrombosis & Inflammation Section, Division of Intramural Research, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Marc Carrier
- Department of Medicine, Ottawa Hospital Research Institute, University of Ottawa, Ottawa, Ontario, Canada
| | - Stefano Toldo
- Robert M. Berne Cardiovascular Research Center, Department of Medicine, Division of Cardiovascular Medicine, University of Virginia, Charlottesville, Virginia, USA
| | - Ettore Porreca
- Department of Innovative Technologies in Medicine and Dentistry, School of Medicine and Health Sciences, “G. d'Annunzio” University, Chieti, Italy
| | - Marcello Di Nisio
- Department of Medicine and Ageing Sciences, “G. d'Annunzio” University, Chieti, Italy
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Overall Hemostatic Potential Assay Detects Risk of Progression to Post-Thrombotic Syndrome in Anticoagulated Patients following Deep Vein Thrombosis. Diagnostics (Basel) 2022; 12:diagnostics12123165. [PMID: 36553172 PMCID: PMC9777627 DOI: 10.3390/diagnostics12123165] [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: 10/18/2022] [Revised: 12/12/2022] [Accepted: 12/12/2022] [Indexed: 12/23/2022] Open
Abstract
Deep vein thrombosis (DVT) frequently leads to post-thrombotic syndrome (PTS) which is challenging to predict and prevent. Identifying those at high risk of developing PTS may help to focus preventative strategies. Adults were recruited within 3 months of DVT diagnosis. Blood was sampled during the therapeutic anticoagulation phase. Overall hemostatic potential (OHP) assay, a spectrophotometric assay, was performed on platelet-poor plasma (PPP). In this assay, fibrin formation is triggered by small amounts of thrombin and termed the overall coagulation potential (OCP). Simultaneously, thrombin and tissue plasminogen activator are added to PPP and the resulting fibrin aggregation curve is the overall hemostatic potential (OHP). Fibrinolysis is expressed by the parameter overall fibrinolytic potential (OFP%). Patients were followed up at regular intervals. PTS was diagnosed if the Villalta score was ≥5 at least 3 months after the DVT diagnosis. Results were obtained from 190 patients (53.7% male, mean age 56.9 years). PTS developed in 62 (32.6%) patients. Patients with PTS displayed significantly higher median OCP (45.8 vs. 38.8 units, p = 0.010), OHP (12.8 vs. 9.2 units, p = 0.005) and significantly lower OFP (74.1 vs. 75.6%, p = 0.050). PTS patients had higher neutrophil/lymphocyte ratios (NLR) (2.3 vs. 1.9, p = 0.007). After multivariate analysis, proximal DVT location, history of varicose veins, NLR ≥ 2.6, OHP > 13.0 units and weight >108 kg were independent predictors for PTS. The c-statistic of the multivariate model was 0.77. This pilot study suggests that OHP testing while patients are still anticoagulated may assist in the prediction of PTS development and could assist in prognostication and targeting of preventative measures. However, larger prospective studies are needed to confirm these findings.
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Lin MS, Chung CM, Chen MY, Chu PH, Chang ST, Yang TY, Wu VCC, Lin WY, Lin YS. Venous Thromboembolism and Critical Limb Events in Patients with Atrial Fibrillation: A Nationwide Population-Based Cohort Study. Angiology 2022; 73:413-421. [PMID: 34284641 DOI: 10.1177/00033197211033747] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Little is known about whether venous thromboembolism (VTE) causes worse critical limb events in populations with atrial fibrillation (AF). A retrospective cohort study using claims data from Taiwan's National Health Insurance program between 2001 and 2013 compared AF patients with or without VTE. Outcomes were percutaneous transluminal angioplasty (PTA), amputation, systemic thromboembolism, all-cause mortality, cardiovascular death, ischemic stroke, and acute myocardial infarction. Patients (n = 316,817) with newly diagnosed AF were analyzed; of those, 2514 (0.79%) had VTE history. After inverse probability of treatment weighting, a history of VTE was significantly associated with higher risks of PTA (3.3 vs 2.2%; subdistribution hazard ratio [SHR] 1.47; 95% confidence interval [CI] 1.17-1.84); above knee amputation (0.7 vs 0.3%; HR 2.15; 95% CI 1.10-4.21); systemic thromboembolism (5.8 vs 3.9%; SHR 1.48; 95% CI 1.21-1.80); all-cause mortality (53 vs 46.4%; HR 1.20, 95% CI 1.12-1.29); and cardiovascular death (34.8 vs 29.4%; HR 1.25, 95% CI 1.14-1.36). In conclusion, VTE might increase the risk of critical lower limb events (PTA and above-knee amputation), systemic thromboembolism, and mortality in the AF population. However, current data cannot confirm a causal relationship between VTE and clinical outcomes in this population.
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Affiliation(s)
- Ming-Shyan Lin
- Department of Cardiology, 38014Chang Gung Memorial Hospital, Chiayi, Taiwan
- Graduate Institute of Clinical Medical Sciences, College of Medicine, Chang Gung University, Taoyuan, Taiwan
- Department of Nursing, Chang Gung University of Science and Technology, Chiayi, Taiwan
| | - Chang-Min Chung
- Department of Cardiology, 38014Chang Gung Memorial Hospital, Chiayi, Taiwan
| | - Mei-Yen Chen
- Department of Nursing, Chang Gung University of Science and Technology, Chiayi, Taiwan
- Department of Nursing, Chang Gung University, Taoyuan, Taiwan
| | - Pao-Hsien Chu
- Department of Cardiology, 38014Chang Gung Memorial Hospital, Linkou Medical Center, Taoyuan City, Taiwan
- Department of Neurology, Landseed Hospital, Taoyuan, Taiwan
| | - Shih-Tai Chang
- Department of Cardiology, 38014Chang Gung Memorial Hospital, Chiayi, Taiwan
| | - Teng-Yao Yang
- Department of Cardiology, 38014Chang Gung Memorial Hospital, Chiayi, Taiwan
| | - Victor C-C Wu
- Department of Cardiology, 38014Chang Gung Memorial Hospital, Linkou Medical Center, Taoyuan City, Taiwan
| | - Wey-Yil Lin
- Department of Neurology, Landseed Hospital, Taoyuan, Taiwan
| | - Yu-Sheng Lin
- Department of Cardiology, 38014Chang Gung Memorial Hospital, Chiayi, Taiwan
- School of Medicine, Chang Gung University, Taoyuan, Taiwan
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Purdy M, Obi A, Myers D, Wakefield T. P- and E- selectin in venous thrombosis and non-venous pathologies. J Thromb Haemost 2022; 20:1056-1066. [PMID: 35243742 PMCID: PMC9314977 DOI: 10.1111/jth.15689] [Citation(s) in RCA: 35] [Impact Index Per Article: 11.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2021] [Accepted: 02/22/2022] [Indexed: 12/12/2022]
Abstract
Venous thromboembolism is a very common and costly health problem worldwide. Anticoagulant treatment for VTE is imperfect: all have the potential for significant bleeding, and none prevent the development of post thrombotic syndrome after deep vein thrombosis or chronic thromboembolic pulmonary hypertension after pulmonary embolism. For these reasons, alternate forms of therapy with improved efficacy and decreased bleeding are needed. Selectins are a family (P-selectin, E-selectin, L-selectin) of glycoproteins that facilitate and augment thrombosis, modulating neutrophil, monocyte, and platelet activity. P- and E-selectin have been investigated as potential biomarkers for thrombosis. Inhibition of P-selectin and E-selectin decrease thrombosis and vein wall fibrosis, with no increase in bleeding. Selectin inhibition is a promising avenue of future study as either a stand-alone treatment for VTE or as an adjunct to standard anticoagulation therapies.
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Affiliation(s)
- Megan Purdy
- University of Michigan Medical SchoolAnn ArborMichiganUSA
| | - Andrea Obi
- Section of Vascular SurgeryDepartment of SurgeryUniversity of MichiganAnn ArborMichiganUSA
| | - Daniel Myers
- Section of Vascular SurgeryDepartment of SurgeryUniversity of MichiganAnn ArborMichiganUSA
- Unit for Laboratory Animal Medicine and Section of Vascular SurgeryDepartment of SurgeryUniversity of MichiganAnn ArborMichiganUSA
| | - Thomas Wakefield
- Section of Vascular SurgeryDepartment of SurgeryUniversity of MichiganAnn ArborMichiganUSA
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E-selectin inhibitor is superior to low-molecular-weight heparin for the treatment of experimental venous thrombosis. J Vasc Surg Venous Lymphat Disord 2021; 10:211-220. [PMID: 33872819 DOI: 10.1016/j.jvsv.2020.12.086] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2020] [Accepted: 12/30/2020] [Indexed: 01/29/2023]
Abstract
BACKGROUND This study evaluated E-selectin inhibition with GMI-1271 (Uproleselan [GMI]) alone and in combination with the standard of care low-molecular-weight heparin (LMWH) to improve vein recanalization, decrease vein wall inflammation and protect against adverse bleeding in a primate model. We sought to examine this novel treatment of venous thrombosis. METHODS Using a well-documented primate animal model, iliac vein thrombosis was induced by balloon occlusion of the iliac vein for 6 hours. Starting on day 2 after thrombosis, animals began treatment in two phases. In phase one, nontreated controls received no treatment (n = 5) vs animals treated with the E-selectin inhibitor GMI, 25 mg/kg, subcutaneous (SC), once daily (n = 4) for 21 days (previously published data). In phase two, animals were treated with GMI plus a combination of LMWH 1.5 mg/kg or 40 mg (GMI + LMWHc) SC once daily (n = 8) for 19 days; and animals treated with LMWH 1.5 mg/kg or 40 mg (LMWHc) SC once daily (n = 6) for 19 days. Animals were evaluated by magnetic resonance venography for vein recanalization and inflammation by gadolinium extravasation, duplex ultrasound, coagulation tests (thromboelastography, bleeding time, prothrombin time, activated partial thromboplastin time, fibrinogen) and complete blood count at baseline, days 2, 7, 14, and 21 at euthanasia. Statistical analysis included using unpaired t test with Welch's correction for direct comparisons and one-way analysis of variance for comparison between the groups. RESULTS Percent vein recanalization by magnetic resonance venography was highest in the GMI alone group followed by GMI + LMWHc, both significantly different from control. On ultrasound examination, animals treated with GMI alone had no decrease in open vein lumen by day 21, whereas decreases were observed in groups GMI + LMWHc (-26%), LMWHc (-27%), and controls (-80%). Vein wall inflammation decreased significantly in all treated groups. Intimal fibrosis and intimal thickness was best preserved in the GMI alone group. An analysis of total vein wall collagen revealed a trend in all treatment groups of decreasing vein wall collagen. No clinically significant bleeding events were noted in any group. The LMWH groups trended to have prolonged coagulation test values, whereas E-selectin inhibition with GMI did not cause clinically significant changes in coagulation measures. CONCLUSIONS Treatment with E-selectin inhibition results in improved vein recanalization, a decrease in vein wall inflammation and vein wall intimal thickness and fibrosis, with no changes in markers of coagulation. E-selectin inhibition with GMI alone is superior to E-selectin inhibition combined with LMWH, LMWH alone, and no treatment in this deep vein thrombosis model of iliac vein thrombosis.
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Nicklas JM, Gordon AE, Henke PK. Resolution of Deep Venous Thrombosis: Proposed Immune Paradigms. Int J Mol Sci 2020; 21:E2080. [PMID: 32197363 PMCID: PMC7139924 DOI: 10.3390/ijms21062080] [Citation(s) in RCA: 45] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2020] [Revised: 03/14/2020] [Accepted: 03/15/2020] [Indexed: 12/12/2022] Open
Abstract
Venous thromboembolism (VTE) is a pathology encompassing deep vein thrombosis (DVT) and pulmonary embolism (PE) associated with high morbidity and mortality. Because patients often present after a thrombus has already formed, the mechanisms that drive DVT resolution are being investigated in search of treatment. Herein, we review the current literature, including the molecular mechanisms of fibrinolysis and collagenolysis, as well as the critical cellular roles of macrophages, neutrophils, and endothelial cells. We propose two general models for the operation of the immune system in the context of venous thrombosis. In early thrombus resolution, neutrophil influx stabilizes the tissue through NETosis. Meanwhile, macrophages and intact neutrophils recognize the extracellular DNA by the TLR9 receptor and induce fibrosis, a complimentary stabilization method. At later stages of resolution, pro-inflammatory macrophages police the thrombus for pathogens, a role supported by both T-cells and mast cells. Once they verify sterility, these macrophages transform into their pro-resolving phenotype. Endothelial cells both coat the stabilized thrombus, a necessary early step, and can undergo an endothelial-mesenchymal transition, which impedes DVT resolution. Several of these interactions hold promise for future therapy.
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Affiliation(s)
| | | | - Peter K. Henke
- School of Medicine, University of Michigan, 1500 East Medical Center Drive, Ann Arbor, MI 48109, USA; (J.M.N.); (A.E.G.)
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