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Tang Y, Zhang Y, Li J. A time series driven model for early sepsis prediction based on transformer module. BMC Med Res Methodol 2024; 24:23. [PMID: 38273257 PMCID: PMC10809699 DOI: 10.1186/s12874-023-02138-6] [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: 09/10/2023] [Accepted: 12/27/2023] [Indexed: 01/27/2024] Open
Abstract
Sepsis remains a critical concern in intensive care units due to its high mortality rate. Early identification and intervention are paramount to improving patient outcomes. In this study, we have proposed predictive models for early sepsis prediction based on time-series data, utilizing both CNN-Transformer and LSTM-Transformer architectures. By collecting time-series data from patients at 4, 8, and 12 h prior to sepsis diagnosis and subjecting it to various network models for analysis and comparison. In contrast to traditional recurrent neural networks, our model exhibited a substantial improvement of approximately 20%. On average, our model demonstrated an accuracy of 0.964 (± 0.018), a precision of 0.956 (± 0.012), a recall of 0.967 (± 0.012), and an F1 score of 0.959 (± 0.014). Furthermore, by adjusting the time window, it was observed that the Transformer-based model demonstrated exceptional predictive capabilities, particularly within the earlier time window (i.e., 12 h before onset), thus holding significant promise for early clinical diagnosis and intervention. Besides, we employed the SHAP algorithm to visualize the weight distribution of different features, enhancing the interpretability of our model and facilitating early clinical diagnosis and intervention.
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Affiliation(s)
- Yan Tang
- Department of Clinical Laboratory Medicine, Jinniu Maternity and Child Health Hospital of Chengdu, Chengdu, China
| | - Yu Zhang
- Information Center, West China Hospital, Sichuan University, Chengdu, China
| | - Jiaxi Li
- Department of Clinical Laboratory Medicine, Jinniu Maternity and Child Health Hospital of Chengdu, Chengdu, China.
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Akinosoglou K, Kolosaka M, Schinas G, Delastic AL, Antonopoulou S, Perperis A, Marangos M, Mouzaki A, Gogos C. Association of Antiretroviral Therapy with Platelet Function and Systemic Inflammatory Response in People Living with HIV: A Cross-Sectional Study. Microorganisms 2023; 11:microorganisms11040958. [PMID: 37110381 PMCID: PMC10144397 DOI: 10.3390/microorganisms11040958] [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: 12/28/2022] [Revised: 04/03/2023] [Accepted: 04/04/2023] [Indexed: 04/29/2023] Open
Abstract
People living with HIV (PLWHIV) present an increased risk of adverse cardiovascular events. We aimed to assess whether antiretroviral therapy (ART) pharmacologically enhances platelet reactivity and platelet activation intensity, and explore the potential association with underlying inflammatory status. This was a cross-sectional cohort study carried out among PLWHIV on diverse ART regimens. Platelet reactivity and activation intensity were assessed using the bedside point-of-care VerifyNow assay, in P2Y12 reaction units (PRU), measurements of monocyte-platelet complexes, and P-selectin and GPIIb/IIIa expression increase, following activation with ADP, respectively. Levels of major inflammatory markers and whole blood parameters were also evaluated. In total, 71 PLWHIV, 59 on ART and 22 healthy controls, were included in this study. PRU values were significantly elevated in PLWHIV compared to controls [Mean; 257.85 vs. 196.67, p < 0.0001], but no significant differences were noted between ART-naïve or ART-experienced PLWHIV, or between TAF/TDF and ABC based regimens, similar to systemic inflammatory response. However, within-group analysis showed that PRUs were significantly higher in ABC/PI vs ABC/INSTI or TAF/TDF + PI patients, in line with levels of IL-2. PRU values did not correlate strongly with CD4 counts, viral load, or cytokine values. P-selectin and GPIIb/IIIa expression increased following ADP activation and were significantly more prominent in PLWHIV (p < 0.005). Platelet reactivity and platelet activation intensity were shown to be increased in PLWHIV, but they did not appear to be related to ART initiation, similar to the underlying systemic inflammatory response.
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Affiliation(s)
- Karolina Akinosoglou
- Department of Internal Medicine, University General Hospital of Patras, 26504 Patras, Greece
- Medical School, University of Patras, 26504 Patras, Greece
- Division of Infectious Diseases, Department of Internal Medicine, University of Patras, 26504, Patras, Greece
| | - Martha Kolosaka
- Department of Internal Medicine, University General Hospital of Patras, 26504 Patras, Greece
| | - George Schinas
- Medical School, University of Patras, 26504 Patras, Greece
| | - Anne-Lise Delastic
- Laboratory of Immuno-Hematology, Medical School, University of Patras, 26504 Patras, Greece
| | - Stefania Antonopoulou
- Laboratory of Immuno-Hematology, Medical School, University of Patras, 26504 Patras, Greece
| | - Angelos Perperis
- Department of Cardiology, University General Hospital of Patras, 26504 Patras, Greece
| | - Markos Marangos
- Department of Internal Medicine, University General Hospital of Patras, 26504 Patras, Greece
- Medical School, University of Patras, 26504 Patras, Greece
- Division of Infectious Diseases, Department of Internal Medicine, University of Patras, 26504, Patras, Greece
| | - Athanasia Mouzaki
- Medical School, University of Patras, 26504 Patras, Greece
- Laboratory of Immuno-Hematology, Medical School, University of Patras, 26504 Patras, Greece
| | - Charalambos Gogos
- Department of Internal Medicine, University General Hospital of Patras, 26504 Patras, Greece
- Medical School, University of Patras, 26504 Patras, Greece
- Division of Infectious Diseases, Department of Internal Medicine, University of Patras, 26504, Patras, Greece
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Tian C, Wang K, Zhao M, Cong S, Di X, Li R. Extracellular vesicles participate in the pathogenesis of sepsis. Front Cell Infect Microbiol 2022; 12:1018692. [PMID: 36579343 PMCID: PMC9791067 DOI: 10.3389/fcimb.2022.1018692] [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: 08/13/2022] [Accepted: 11/23/2022] [Indexed: 12/14/2022] Open
Abstract
Sepsis is one of the leading causes of mortality worldwide and is defined as life-threatening organ dysfunction caused by a dysregulated host response to infection. The early diagnosis and effective treatment of sepsis still face challenges due to its rapid progression, dynamic changes, and strong heterogeneity among different individuals. To develop novel strategies to control sepsis, a better understanding of the complex mechanisms of sepsis is vital. Extracellular vesicles (EVs) are membrane vesicles released from cells through different mechanisms. In the disease state, the number of EVs produced by activated or apoptotic cells and the cargoes they carry were altered. They regulated the function of local or distant host cells in autocrine or paracrine ways. Current studies have found that EVs are involved in the occurrence and development of sepsis through multiple pathways. In this review, we focus on changes in the cargoes of EVs in sepsis, the regulatory roles of EVs derived from host cells and bacteria, and how EVs are involved in multiple pathological processes and organ dysfunction in sepsis. Overall, EVs have great application prospects in sepsis, such as early diagnosis of sepsis, dynamic monitoring of disease, precise therapeutic targets, and prevention of sepsis as a vaccine platform.
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Affiliation(s)
- Chang Tian
- Department of Respiratory and Critical Care Medicine, The Second Hospital of Jilin University, Changchun, Jilin, China
| | - Ke Wang
- Department of Respiratory and Critical Care Medicine, The Second Hospital of Jilin University, Changchun, Jilin, China
| | - Min Zhao
- Department of Respiratory and Critical Care Medicine, The Second Hospital of Jilin University, Changchun, Jilin, China
| | - Shan Cong
- Department of Respiratory and Critical Care Medicine, The Second Hospital of Jilin University, Changchun, Jilin, China
| | - Xin Di
- Department of Respiratory and Critical Care Medicine, The Second Hospital of Jilin University, Changchun, Jilin, China
| | - Ranwei Li
- Department of Urinary Surgery, The Second Hospital of Jilin University, Changchun, Jilin, China,*Correspondence: Ranwei Li,
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Cao Y, Ma W, Liu Z, Pei Y, Zhu Y, Chen F, Zou L, Jiang Y, Liu X, Huang J, Xiao W, Han X. Early predictive value of platelet function for clinical outcome in sepsis. J Infect 2022; 84:628-636. [PMID: 35150766 DOI: 10.1016/j.jinf.2022.02.004] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2021] [Revised: 01/31/2022] [Accepted: 02/07/2022] [Indexed: 12/30/2022]
Abstract
OBJECTIVE Sepsis is the leading course of morbidity and mortality in critically ill patients. This study aimed to evaluate the predictive value of the platelet aggregation for mortality in patients with sepsis. In addition, the relationship between impaired mitochondria and the platelet aggregation was explored. METHOD This was a prospective, observational cohort study. The platelet aggregation rate in response to adenosine diphosphate (ADP) was assessed. The primary outcome was 28-day mortality. Platelet mitochondrial parameters, including adenosine triphosphate(ATP), mitochondrial membrane potential (MMP) and mitochondrial permeability transition pore (mPTP) opening, were measured. Platelet mitochondrial ultrastructure was observed using transmission electron microscopy. RESULTS 86 patients with 65 survivors and 21 non-survivors were enrolled. Platelets of non-survivors with sepsis were hyporesponsive to ADP, in terms of maximal aggregation rate (P < 0.001). Receiver operating characteristic curves analysis demonstrated that the AUC estimated 28-day mortality for platelet aggregation rate was 0.814. At the optimal cut-off value of 35.8% for platelet aggregation rate, the sensitivity was 86.2% and the specificity was 66.7%. Kaplan-Meier analysis showed that a platelet aggregation rate of less than 35.8% was associated closely with poor survival. After adjusting for lactate by Cox regression analysis, platelet aggregation rate was identified as an independent predictor for the probability of 28-day mortality. Compared with survivors, non-survivors showed a significant reduction in platelet ATP and MMP-index (both P < 0.001), and a remarkable increase in mPTP opening (P < 0.001). ATP and MMP-index were positively correlated with platelet aggregation rate (R square=0.75, R square=0.44, respectively). CONCLUSION Platelet aggregation rate could be an early predictive biomarker for mortality in sepsis. Impaired platelet mitochondrial activity affects platelet aggregation and correlates with the severity of sepsis.
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Affiliation(s)
- Yan Cao
- Department of Emergency, Hunan Provincial People's Hospital, The First Affiliated Hospital of Hunan Normal University, No.61 Western Jiefang Road, Changsha, Hunan 410005, China
| | - Wenfeng Ma
- Department of Emergency, The First Affiliated Hospital of Hunan Normal University, Hunan Provincial People's Hospital, Changsha, China
| | - Zhengyu Liu
- Department of Cardiology, Hunan Provincial People's Hospital, The First Affiliated Hospital of Hunan Normal University, Changsha, China; Clinical Research Center for Heart Failure of Hunan Province, Hunan Provincial People's Hospital, The First Affiliated Hospital of Hunan Normal University, Changsha, China
| | - Yanfang Pei
- Department of Emergency, Hunan Provincial People's Hospital, The First Affiliated Hospital of Hunan Normal University, No.61 Western Jiefang Road, Changsha, Hunan 410005, China
| | - Yimin Zhu
- Institute of Emergency Medicine, Hunan Provincial Key Laboratory of Emergency and Critical Care Metabonomics, Hunan Provincial People's Hospital, The First Affiliated Hospital of Hunan Normal University, Changsha, China
| | - Fang Chen
- Institute of Emergency Medicine, Hunan Provincial Key Laboratory of Emergency and Critical Care Metabonomics, Hunan Provincial People's Hospital, The First Affiliated Hospital of Hunan Normal University, Changsha, China
| | - Lianhong Zou
- Institute of Emergency Medicine, Hunan Provincial Key Laboratory of Emergency and Critical Care Metabonomics, Hunan Provincial People's Hospital, The First Affiliated Hospital of Hunan Normal University, Changsha, China
| | - Yu Jiang
- Institute of Emergency Medicine, Hunan Provincial Key Laboratory of Emergency and Critical Care Metabonomics, Hunan Provincial People's Hospital, The First Affiliated Hospital of Hunan Normal University, Changsha, China
| | - Xiehong Liu
- Institute of Emergency Medicine, Hunan Provincial Key Laboratory of Emergency and Critical Care Metabonomics, Hunan Provincial People's Hospital, The First Affiliated Hospital of Hunan Normal University, Changsha, China
| | - Jie Huang
- Department of Emergency, Hunan Provincial People's Hospital, The First Affiliated Hospital of Hunan Normal University, No.61 Western Jiefang Road, Changsha, Hunan 410005, China
| | - Weiwei Xiao
- Department of Emergency, Hunan Provincial People's Hospital, The First Affiliated Hospital of Hunan Normal University, No.61 Western Jiefang Road, Changsha, Hunan 410005, China.
| | - Xiaotong Han
- Department of Emergency, Hunan Provincial People's Hospital, The First Affiliated Hospital of Hunan Normal University, No.61 Western Jiefang Road, Changsha, Hunan 410005, China.
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Nührenberg TG, Stöckle J, Marini F, Zurek M, Grüning BA, Benes V, Hein L, Neumann FJ, Stratz C, Cederqvist M, Hochholzer W. Impact of high platelet turnover on the platelet transcriptome: Results from platelet RNA-sequencing in patients with sepsis. PLoS One 2022; 17:e0260222. [PMID: 35085240 PMCID: PMC8794123 DOI: 10.1371/journal.pone.0260222] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2021] [Accepted: 11/04/2021] [Indexed: 12/13/2022] Open
Abstract
Background
Sepsis is associated with high platelet turnover and elevated levels of immature platelets. Changes in the platelet transcriptome and the specific impact of immature platelets on the platelet transcriptome remain unclear. Thus, this study sought to address whether and how elevated levels of immature platelets affect the platelet transcriptome in patients with sepsis.
Methods
Blood samples were obtained from patients with sepsis requiring vasopressor therapy (n = 8) and from a control group of patients with stable coronary artery disease and otherwise similar demographic characteristics (n = 8). Immature platelet fraction (IPF) was determined on a Sysmex XE 2100 analyser and platelet function was tested by impedance aggregometry. RNA from leukocyte-depleted platelets was used for transcriptome analysis by Next Generation Sequencing integrating the use of unique molecular identifiers.
Results
IPF (median [interquartile range]) was significantly elevated in sepsis patients (6.4 [5.3–8.7] % vs. 3.6 [2.6–4.6] %, p = 0.005). Platelet function testing revealed no differences in adenosine diphosphate- or thrombin receptor activating peptide-induced platelet aggregation between control and sepsis patients. Putative circular RNA transcripts were decreased in platelets from septic patients. Leukocyte contamination defined by CD45 abundance levels in RNA-sequencing was absent in both groups. Principal component analysis of transcripts showed only partial overlap of clustering with IPF levels. RNA sequencing showed up-regulation of 524 and down-regulation of 118 genes in platelets from sepsis patients compared to controls. Upregulated genes were mostly related to catabolic processes and protein translation. Comparison to published platelet transcriptomes showed a large overlap of changes observed in sepsis and COVID-19 but not with reticulated platelets from healthy donors.
Conclusions
Patients with sepsis appear to have a less degraded platelet transcriptome as indicated by increased levels of immature platelets and decreased levels of putative circular RNA transcripts. The present data suggests that increased protein translation is a characteristic mechanism of systemic inflammation.
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Affiliation(s)
- Thomas G. Nührenberg
- Klinik für Kardiologie und Angiologie II, Universitätsklinik Freiburg, Universitäts-Herzzentrum Campus Bad Krozingen, Bad Krozingen, Germany
- Institut für experimentelle und klinische Pharmakologie und Toxikologie, Medizinische Fakultät, Albert-Ludwigs-Universität Freiburg, Freiburg, Germany
- * E-mail:
| | - Jasmin Stöckle
- Klinik für Kardiologie und Angiologie II, Universitätsklinik Freiburg, Universitäts-Herzzentrum Campus Bad Krozingen, Bad Krozingen, Germany
| | - Federico Marini
- Institut für Medizinische Biometrie, Epidemiologie und Informatik, Universitätsmedizin der Johannes-Gutenberg-Universität Mainz, Mainz, Germany
| | - Mark Zurek
- Klinik für Kardiologie und Angiologie II, Universitätsklinik Freiburg, Universitäts-Herzzentrum Campus Bad Krozingen, Bad Krozingen, Germany
| | - Björn A. Grüning
- Institut für Informatik, Albert-Ludwigs-Universität Freiburg, Freiburg, Germany
| | - Vladimir Benes
- Genomics Core Facility, European Molecular Biology Laboratory, Heidelberg, Germany
| | - Lutz Hein
- Institut für experimentelle und klinische Pharmakologie und Toxikologie, Medizinische Fakultät, Albert-Ludwigs-Universität Freiburg, Freiburg, Germany
- BIOSS Centre for Biological Signalling Studies, University of Freiburg, Freiburg, Germany
| | - Franz-Josef Neumann
- Klinik für Kardiologie und Angiologie II, Universitätsklinik Freiburg, Universitäts-Herzzentrum Campus Bad Krozingen, Bad Krozingen, Germany
| | - Christian Stratz
- Klinik für Kardiologie und Angiologie II, Universitätsklinik Freiburg, Universitäts-Herzzentrum Campus Bad Krozingen, Bad Krozingen, Germany
| | - Marco Cederqvist
- Klinik für Kardiologie und Angiologie II, Universitätsklinik Freiburg, Universitäts-Herzzentrum Campus Bad Krozingen, Bad Krozingen, Germany
| | - Willibald Hochholzer
- Klinik für Kardiologie und Angiologie II, Universitätsklinik Freiburg, Universitäts-Herzzentrum Campus Bad Krozingen, Bad Krozingen, Germany
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Giustozzi M, Ehrlinder H, Bongiovanni D, Borovac JA, Guerreiro RA, Gąsecka A, Papakonstantinou PE, Parker WAE. Coagulopathy and sepsis: Pathophysiology, clinical manifestations and treatment. Blood Rev 2021; 50:100864. [PMID: 34217531 DOI: 10.1016/j.blre.2021.100864] [Citation(s) in RCA: 55] [Impact Index Per Article: 18.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2021] [Revised: 05/31/2021] [Accepted: 06/22/2021] [Indexed: 12/13/2022]
Abstract
Sepsis is a complex syndrome with a high incidence, increasing by 8.7% annually over the last 20 years. Coagulopathy is a leading factor associated with mortality in patients with sepsis and range from slight thrombocytopenia to fatal disorders, such as disseminated intravascular coagulation (DIC). Platelet reactivity increases during sepsis but prospective trials of antiplatelet therapy during sepsis have been disappointing. Thrombocytopenia is a known predictor of worse prognosis during sepsis. The mechanisms underlying thrombocytopenia in sepsis have yet to be fully understood but likely involves decreased platelet production, platelet sequestration and increased consumption. DIC is an acquired thrombohemorrhagic syndrome, resulting in intravascular fibrin formation, microangiopathic thrombosis, and subsequent depletion of coagulation factors and platelets. DIC can be resolved with treatment of the underlying disorder, which is considered the cornerstone in the management of this syndrome. This review presents the current knowledge on the pathophysiology, diagnosis, and treatment of sepsis-associated coagulopathies.
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Affiliation(s)
- Michela Giustozzi
- Internal Vascular and Emergency Medicine and Stroke Unit, University of Perugia, Perugia, Italy.
| | - Hanne Ehrlinder
- Department of Clinical Sciences, Division of Cardiovascular Medicine, Danderyd Hospital, Karolinska Institutet, Stockholm, Sweden
| | - Dario Bongiovanni
- Technical University of Munich, School of Medicine, University hospital rechts der Isar, Department of Internal Medicine I, Munich, Germany; German Center for Cardiovascular Research (DZHK), Partner Site Munich Heart Alliance, Germany; Department of Cardiovascular Medicine, Humanitas Clinical and Research Center IRCCS and Humanitas University, Rozzano, Milan, Italy
| | - Josip A Borovac
- Department of Pathophysiology, University of Split School of Medicine, Split, Croatia; Clinic for Cardiovascular Diseases, University Hospital of Split (KBC Split), Split, Croatia
| | | | - Aleksandra Gąsecka
- 1st Chair and Department of Cardiology, Medical University of Warsaw, Warsaw, Poland
| | - Panteleimon E Papakonstantinou
- Second Cardiology Department, Evangelismos Hospital, Athens, Greece; Hypertension Unit "ESH Excellence Centre", First Cardiology Clinic, Medical School, National and Kapodistrian University of Athens, Hippokration Hospital, Athens, Greece
| | - William A E Parker
- Cardiovascular Research Unit, Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, United Kingdom
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Acquired platelet GPVI receptor dysfunction in critically ill patients with sepsis. Blood 2021; 137:3105-3115. [PMID: 33827131 DOI: 10.1182/blood.2020009774] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2020] [Accepted: 03/23/2021] [Indexed: 11/20/2022] Open
Abstract
Glycoprotein VI (GPVI), the platelet immunoreceptor tyrosine activating motif (ITAM) receptor for collagen, plays a striking role on vascular integrity in animal models of inflammation and sepsis. Understanding ITAM-receptor signaling defects in humans suffering from sepsis may improve our understanding of the pathophysiology, especially during disease onset. In a pilot study, platelets from 15 patients with sepsis were assessed consecutively at day of admission, day 5 to 7, and the day of intensive care unit (ICU) discharge and subjected to comprehensive analyses by flow cytometry, aggregometry, and immunoblotting. Platelet function was markedly reduced in all patients. The defect was most prominent after GPVI stimulation with collagen-related peptide. In 14 of 15 patients, GPVI dysfunction was already present at time of ICU admission, considerably before the critical drop in platelet counts. Sepsis platelets failed to transduce the GPVI-mediated signal to trigger tyrosine phosphorylation of Syk kinase or LAT. GPVI deficiency was partially inducible in platelets of healthy donors through coincubation in whole blood, but not in plasma from patients with sepsis. Platelet aggregation upon GPVI stimulation increased only in those patients whose condition ameliorated. As blunted GPVI signaling occurred early at sepsis onset, this defect could be exploited as an indicator for early sepsis diagnosis, which needs to be confirmed in prospective studies.
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Gąsecka A, Borovac JA, Guerreiro RA, Giustozzi M, Parker W, Caldeira D, Chiva-Blanch G. Thrombotic Complications in Patients with COVID-19: Pathophysiological Mechanisms, Diagnosis, and Treatment. Cardiovasc Drugs Ther 2021; 35:215-229. [PMID: 33074525 PMCID: PMC7569200 DOI: 10.1007/s10557-020-07084-9] [Citation(s) in RCA: 82] [Impact Index Per Article: 27.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 09/16/2020] [Indexed: 02/06/2023]
Abstract
INTRODUCTION Emerging evidence points to an association between severe clinical presentation of COVID-19 and increased risk of thromboembolism. One-third of patients hospitalized due to severe COVID-19 develops macrovascular thrombotic complications, including venous thromboembolism, myocardial injury/infarction and stroke. Concurrently, the autopsy series indicate multiorgan damage pattern consistent with microvascular injury. PROPHYLAXIS, DIAGNOSIS AND TREATMENT COVID-19 associated coagulopathy has distinct features, including markedly elevated D-dimers concentration with nearly normal activated partial thromboplastin time, prothrombin time and platelet count. The diagnosis may be challenging due to overlapping features between pulmonary embolism and severe COVID-19 disease, such as dyspnoea, high concentration of D-dimers, right ventricle with dysfunction or enlargement, and acute respiratory distress syndrome. Both macro- and microvascular complications are associated with an increased risk of in-hospital mortality. Therefore, early recognition of coagulation abnormalities among hospitalized COVID-19 patients are critical measures to identify patients with poor prognosis, guide antithrombotic prophylaxis or treatment, and improve patients' clinical outcomes. RECOMMENDATIONS FOR CLINICIANS Most of the guidelines and consensus documents published on behalf of professional societies focused on thrombosis and hemostasis advocate the use of anticoagulants in all patients hospitalized with COVID-19, as well as 2-6 weeks post hospital discharge in the absence of contraindications. However, since there is no guidance for deciding the intensity and duration of anticoagulation, the decision-making process should be made in individual-case basis. CONCLUSIONS Here, we review the mechanistic relationships between inflammation and thrombosis, discuss the macrovascular and microvascular complications and summarize the prophylaxis, diagnosis and treatment of thromboembolism in patients affected by COVID-19.
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Affiliation(s)
- Aleksandra Gąsecka
- 1st Chair and Department of Cardiology, Medical University of Warsaw, Warsaw, Poland.
| | - Josip A Borovac
- Department of Pathophysiology, University of Split School of Medicine, Split, Croatia
| | | | - Michela Giustozzi
- Internal Vascular and Emergency Medicine and Stroke Unit, University of Perugia, Perugia, Italy
| | - William Parker
- Cardiovascular Research Unit, University of Sheffield, Sheffield, UK
| | - Daniel Caldeira
- Centro Cardiovascular da Universidade de Lisboa (CCUL), Faculdade de Medicina, Univerisdade de Lisboa, Lisbon, Portugal
- Cardiology Department, Hospital Universitário de Santa Maria (CHULN), Avenida Professor Egas Moniz, 1649-028, Lisbon, Portugal
| | - Gemma Chiva-Blanch
- Department of Endocrinology and Nutrition, August Pi i Sunyer Biomedical Research Institute (IDIBAPS), Hospital Clínic of Barcelona, Barcelona, Spain
- Spanish Biomedical Research Network in Physiopathology of Obesity and Nutrition (CIBEROBN), ISCIII, Madrid, Spain
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de Jong W, Asmarawati TP, Verbeek I, Rusli M, Hadi U, van Gorp E, Goeijenbier M. Point-of-care thrombocyte function testing using multiple-electrode aggregometry in dengue patients: an explorative study. BMC Infect Dis 2020; 20:580. [PMID: 32762658 PMCID: PMC7409667 DOI: 10.1186/s12879-020-05248-4] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2019] [Accepted: 07/14/2020] [Indexed: 12/13/2022] Open
Abstract
Background Dengue virus (DENV) causes the hospitalisation of an estimated 500,000 people every year. Outbreaks can severely stress healthcare systems, especially in rural settings. It is difficult to discriminate patients who need to be hospitalized from those that do not. Earlier work identified thrombocyte count and subsequent function as a promising prognostic marker of DENV severity. Herein, we investigated the potential of quantitative thrombocyte function tests in those admitted in the very early phase of acute DENV infections, using Multiplate™ multiple-electrode aggregometry to explore its potential in triage. Methods In this prospective cohort study all patients aged ≥13 admitted to Universitas Airlangga Hospital in Surabaya, Indonesia with a fever (≥38 °C) between 25 January and 1 August 2018 and with a clinical suspicion of DENV, were eligible for inclusion. Exclusion criteria were a thrombocyte count below 100 × 109/L and the use of any medication with a known anticoagulant effect, nonsteroidal anti-inflammatory drugs and acetyl salicylic acid. Clinical data was collected and blood was taken on admission, day 1 and day 7. Samples were tested for acute DENV, using Panbio NS1 ELISA. Platelet aggregation using ADP-, TRAP- and COL-test were presented as Area Under the aggregation Curve (AUC). Significance was tested between DENV+, probably DENV, fever of another origin, and healthy controls (HC). Results A total of 59 patients (DENV+ n = 10, DENV probable n = 25, fever other origin n = 24) and 20 HC were included. We found a significantly lower thrombocyte aggregation in the DENV+ group, compared with both HCs and the fever of another origin group (p < .001). Low ADP AUC values on baseline correlated to a longer hospital stay in DENV+ and probable DENV cases. Conclusion Thrombocyte aggregation induced by Adenosine diphosphate, Collagen and Thrombin receptor activating peptide-6 is impaired in human DENV cases, compared with healthy controls and other causes of fever. This explorative study provides insights to thrombocyte function in DENV patients and could potentially serve as a future marker in DENV disease.
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Affiliation(s)
- Wesley de Jong
- Department of Viroscience, Erasmus MC, Rotterdam, the Netherlands.
| | - Tri Pudy Asmarawati
- Department of Internal Medicine, Universitas Airlangga Hospital, Airlangga University, Surabaya, Indonesia
| | - Inge Verbeek
- Department of Viroscience, Erasmus MC, Rotterdam, the Netherlands
| | - Musofa Rusli
- Department of infectious diseases, Rumah Sakit Umum Daerah Dr Soetomo, Airlangga University, Surabaya, Indonesia
| | - Usman Hadi
- Department of infectious diseases, Rumah Sakit Umum Daerah Dr Soetomo, Airlangga University, Surabaya, Indonesia
| | - Eric van Gorp
- Department of Viroscience, Erasmus MC, Rotterdam, the Netherlands.,Department of internal medicine, Erasmus MC, Rotterdam, the Netherlands
| | - Marco Goeijenbier
- Department of Viroscience, Erasmus MC, Rotterdam, the Netherlands. .,Department of internal medicine, Erasmus MC, Rotterdam, the Netherlands.
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Akinosoglou K, deLastic AL, Niarou V, Ziazias D, Davoulos C, Kolosaka M, Kosmopoulou F, Theodoraki S, Koutsouri CP, Gogos C. Could the Quick Sequential Organ Failure Assessment Predictive Accuracy Be Affected by Site of Infection? Am J Respir Crit Care Med 2020; 202:153-154. [PMID: 32250647 PMCID: PMC7328318 DOI: 10.1164/rccm.202003-0552le] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
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Reduced miR-26b Expression in Megakaryocytes and Platelets Contributes to Elevated Level of Platelet Activation Status in Sepsis. Int J Mol Sci 2020; 21:ijms21030866. [PMID: 32013235 PMCID: PMC7036890 DOI: 10.3390/ijms21030866] [Citation(s) in RCA: 28] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2019] [Revised: 01/22/2020] [Accepted: 01/26/2020] [Indexed: 12/16/2022] Open
Abstract
In sepsis, platelets may become activated via toll-like receptors (TLRs), causing microvascular thrombosis. Megakaryocytes (MKs) also express these receptors; thus, severe infection may modulate thrombopoiesis. To explore the relevance of altered miRNAs in platelet activation upon sepsis, we first investigated sepsis-induced miRNA expression in platelets of septic patients. The effect of abnormal Dicer level on miRNA expression was also evaluated. miRNAs were profiled in septic vs. normal platelets using TaqMan Open Array. We validated platelet miR-26b with its target SELP (P-selectin) mRNA levels and correlated them with clinical outcomes. The impact of sepsis on MK transcriptome was analyzed in MEG-01 cells after lipopolysaccharide (LPS) treatment by RNA-seq. Sepsis-reduced miR-26b was further studied using Dicer1 siRNA and calpain inhibition in MEG-01 cells. Out of 390 platelet miRNAs detected, there were 121 significantly decreased, and 61 upregulated in sepsis vs. controls. Septic platelets showed attenuated miR-26b, which were associated with disease severity and mortality. SELP mRNA level was elevated in sepsis, especially in platelets with increased mean platelet volume, causing higher P-selectin expression. Downregulation of Dicer1 generated lower miR-26b with higher SELP mRNA, while calpeptin restored miR-26b in MEG-01 cells. In conclusion, decreased miR-26b in MKs and platelets contributes to an increased level of platelet activation status in sepsis.
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Vardon Bounes F, Mémier V, Marcaud M, Jacquemin A, Hamzeh-Cognasse H, Garcia C, Series J, Sié P, Minville V, Gratacap MP, Payrastre B. Platelet activation and prothrombotic properties in a mouse model of peritoneal sepsis. Sci Rep 2018; 8:13536. [PMID: 30201980 PMCID: PMC6131186 DOI: 10.1038/s41598-018-31910-8] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2018] [Accepted: 08/24/2018] [Indexed: 02/07/2023] Open
Abstract
Sepsis is associated with thrombocytopenia and microvascular thrombosis. Studies have described platelets implication in this pathology but their kinetics of activation and behavior remain poorly known. We show in a mouse model of peritonitis, the appearance of platelet-rich thrombi in organ microvessels and organ damage. Complementary methods are necessary to characterize platelet activation during sepsis as circulating soluble markers and platelet-monocyte aggregates revealed early platelet activation, while surface activation markers were detected at later stage. A microfluidic based ex-vivo thrombosis assay demonstrated that platelets from septic mice have a prothrombotic behavior at shear rate encountered in microvessels. Interestingly, we found that even though phosphoinositide-3-kinase β-deficient platelet mice formed less thrombi in liver microcirculation, peritoneal sepsis activates a platelet alternative pathway to compensate the otherwise mandatory role of this lipid-kinase to form stable thrombi at high shear rate. Platelets are rapidly activated during sepsis. Thrombocytopenia can be attributed in part to platelet-rich thrombi formation in capillaries and platelet-leukocytes interactions. Platelets from septic mice have a prothrombotic phenotype at a shear rate encountered in arterioles. Further studies are necessary to unravel molecular mechanisms leading to this prothrombotic state of platelets in order to guide the development of future treatments of polymicrobial sepsis.
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Affiliation(s)
- Fanny Vardon Bounes
- INSERM, U1048 et Université Toulouse III, Institut des Maladies Métaboliques et Cardiovasculaires (I2MC), Toulouse, 31400, France.
- Anesthesiology and Critical Care Unit, Centre hospitalier universitaire de Toulouse, Toulouse, 31400, France.
| | - Vincent Mémier
- INSERM, U1048 et Université Toulouse III, Institut des Maladies Métaboliques et Cardiovasculaires (I2MC), Toulouse, 31400, France
- Haematology laboratory, Centre hospitalier universitaire de Toulouse, Toulouse, 31400, France
| | - Marina Marcaud
- INSERM, U1048 et Université Toulouse III, Institut des Maladies Métaboliques et Cardiovasculaires (I2MC), Toulouse, 31400, France
| | - Aemilia Jacquemin
- INSERM, U1048 et Université Toulouse III, Institut des Maladies Métaboliques et Cardiovasculaires (I2MC), Toulouse, 31400, France
- Anesthesiology and Critical Care Unit, Centre hospitalier universitaire de Toulouse, Toulouse, 31400, France
| | | | - Cédric Garcia
- Haematology laboratory, Centre hospitalier universitaire de Toulouse, Toulouse, 31400, France
| | - Jennifer Series
- Haematology laboratory, Centre hospitalier universitaire de Toulouse, Toulouse, 31400, France
| | - Pierre Sié
- INSERM, U1048 et Université Toulouse III, Institut des Maladies Métaboliques et Cardiovasculaires (I2MC), Toulouse, 31400, France
- Haematology laboratory, Centre hospitalier universitaire de Toulouse, Toulouse, 31400, France
| | - Vincent Minville
- INSERM, U1048 et Université Toulouse III, Institut des Maladies Métaboliques et Cardiovasculaires (I2MC), Toulouse, 31400, France
- Anesthesiology and Critical Care Unit, Centre hospitalier universitaire de Toulouse, Toulouse, 31400, France
| | - Marie-Pierre Gratacap
- INSERM, U1048 et Université Toulouse III, Institut des Maladies Métaboliques et Cardiovasculaires (I2MC), Toulouse, 31400, France
| | - Bernard Payrastre
- INSERM, U1048 et Université Toulouse III, Institut des Maladies Métaboliques et Cardiovasculaires (I2MC), Toulouse, 31400, France
- Haematology laboratory, Centre hospitalier universitaire de Toulouse, Toulouse, 31400, France
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Wang Y, Ouyang Y, Liu B, Ma X, Ding R. Platelet activation and antiplatelet therapy in sepsis: A narrative review. Thromb Res 2018; 166:28-36. [DOI: 10.1016/j.thromres.2018.04.007] [Citation(s) in RCA: 38] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2018] [Revised: 04/03/2018] [Accepted: 04/06/2018] [Indexed: 12/31/2022]
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