1
|
Klimczak-Tomaniak D, de Bakker M, Bouwens E, Akkerhuis KM, Baart S, Rizopoulos D, Mouthaan H, van Ramshorst J, Germans T, Constantinescu A, Manintveld O, Umans V, Boersma E, Kardys I. Dynamic personalized risk prediction in chronic heart failure patients: a longitudinal, clinical investigation of 92 biomarkers (Bio-SHiFT study). Sci Rep 2022; 12:2795. [PMID: 35181700 PMCID: PMC8857321 DOI: 10.1038/s41598-022-06698-3] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2021] [Accepted: 02/02/2022] [Indexed: 11/28/2022] Open
Abstract
The aim of our observational study was to derive a small set out of 92 repeatedly measured biomarkers with optimal predictive capacity for adverse clinical events in heart failure, which could be used for dynamic, individual risk assessment in clinical practice. In 250 chronic HFrEF (CHF) patients, we collected trimonthly blood samples during a median of 2.2 years. We selected 537 samples for repeated measurement of 92 biomarkers with the Cardiovascular Panel III (Olink Proteomics AB). We applied Least Absolute Shrinkage and Selection Operator (LASSO) penalization to select the optimal set of predictors of the primary endpoint (PE). The association between repeatedly measured levels of selected biomarkers and the PE was evaluated by multivariable joint models (mvJM) with stratified fivefold cross validation of the area under the curve (cvAUC). The PE occurred in 66(27%) patients. The optimal set of biomarkers selected by LASSO included 9 proteins: NT-proBNP, ST2, vWF, FABP4, IGFBP-1, PAI-1, PON-3, transferrin receptor protein-1, and chitotriosidase-1, that yielded a cvAUC of 0.88, outperforming the discriminative ability of models consisting of standard biomarkers (NT-proBNP, hs-TnT, eGFR clinically adjusted) − 0.82 and performing equally well as an extended literature-based set of acknowledged biomarkers (NT-proBNP, hs-TnT, hs-CRP, GDF-15, ST2, PAI-1, Galectin 3) − 0.88. Nine out of 92 serially measured circulating proteins provided a multivariable model for adverse clinical events in CHF patients with high discriminative ability. These proteins reflect wall stress, remodelling, endothelial dysfunction, iron deficiency, haemostasis/fibrinolysis and innate immunity activation. A panel containing these proteins could contribute to dynamic, personalized risk assessment. Clinical Trial Registration: 10/05/2013 https://clinicaltrials.gov/ct2/show/NCT01851538?term=nCT01851538&draw=2&rank=1.
Collapse
Affiliation(s)
- Dominika Klimczak-Tomaniak
- Department of Cardiology, Erasmus MC, University Medical Center Rotterdam, Room NA-316, P.O. Box 2040, 3000 CA, Rotterdam, The Netherlands.,Department of Cardiology, Hypertension and Internal Medicine, Medical University of Warsaw, Warsaw, Poland
| | - Marie de Bakker
- Department of Cardiology, Erasmus MC, University Medical Center Rotterdam, Room NA-316, P.O. Box 2040, 3000 CA, Rotterdam, The Netherlands
| | - Elke Bouwens
- Department of Cardiology, Erasmus MC, University Medical Center Rotterdam, Room NA-316, P.O. Box 2040, 3000 CA, Rotterdam, The Netherlands
| | - K Martijn Akkerhuis
- Department of Cardiology, Erasmus MC, University Medical Center Rotterdam, Room NA-316, P.O. Box 2040, 3000 CA, Rotterdam, The Netherlands
| | - Sara Baart
- Department of Biostatistics, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Dimitris Rizopoulos
- Department of Biostatistics, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | | | - Jan van Ramshorst
- Department of Cardiology, Northwest Clinics, Alkmaar, The Netherlands
| | - Tjeerd Germans
- Department of Cardiology, Northwest Clinics, Alkmaar, The Netherlands
| | - Alina Constantinescu
- Department of Cardiology, Erasmus MC, University Medical Center Rotterdam, Room NA-316, P.O. Box 2040, 3000 CA, Rotterdam, The Netherlands
| | - Olivier Manintveld
- Department of Cardiology, Erasmus MC, University Medical Center Rotterdam, Room NA-316, P.O. Box 2040, 3000 CA, Rotterdam, The Netherlands
| | - Victor Umans
- Department of Cardiology, Northwest Clinics, Alkmaar, The Netherlands
| | - Eric Boersma
- Department of Cardiology, Erasmus MC, University Medical Center Rotterdam, Room NA-316, P.O. Box 2040, 3000 CA, Rotterdam, The Netherlands
| | - Isabella Kardys
- Department of Cardiology, Erasmus MC, University Medical Center Rotterdam, Room NA-316, P.O. Box 2040, 3000 CA, Rotterdam, The Netherlands.
| |
Collapse
|
2
|
Koller L, Sulzgruber P, Scharnagl H, Delgado G, Goliasch G, März W, Winter MP, Kleber ME, Niessner A. Prognostic significance of tPA/PAI-1 complex in patients with heart failure and preserved ejection fraction. Thromb Haemost 2017; 117:471-478. [DOI: 10.1160/th16-08-0600] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2016] [Accepted: 11/16/2016] [Indexed: 01/08/2023]
Abstract
SummaryHeart failure with preserved ejection fraction (HFpEF) represents a major epidemic, clinical and public health problem with rising patient numbers every year. Traditional markers for heart failure have been shown to be of limited sensitivity in patients with HFpEF, as those do not reflect pathophysiology of the disease properly. Dysregulation of haemostasis is thought to be central for the initiation and progression of HFpEF. For this reason, we aimed to assess markers of fibrinolytic activity as potential biomarkers for risk assessment in patients with HFpEF. We evaluated blood coagulation parameters in 370 patients with HFpEF included in the LUdwigshafen Risk and Cardiovascular Health (LURIC) study. Within an observation period of 9.7 years, 40 percent of these patients died from any cause. tPA/PAI-1 complex significantly predicted all-cause mortality with a hazard ratio (HR) of 1.24 (95 % confidence interval [CI] 1.04–1.47) per increase of 1 SD and cardiovascular mortality with a HR 1.26 (95 % CI 1.02–1.56) per increase of 1 SD. Both associations remained significant after adjustment for cardiovascular risk factors, N-terminal pro–B-type natriuretic peptide (NT-proBNP) and frequent HFpEF- related comorbidities. Importantly, tPA/PAI-1 complex had additional prognostic value above and beyond NT-proBNP as indicated by integrated discrimination improvement (0.0157, p=0.017). In conclusion, the concentration of tPA/ PAI-1 complex is an independent predictor of mortality from all causes and from cardiovascular causes in patients with HFpEF. The concomitant measurement of tPA/PAI-1 complex might be useful in clinical practice to add prognostic value to traditional markers of heart failure.
Collapse
|
3
|
Berger R, Hammer A, Hutuleac R, Koppensteiner R, Kopp C, Steiner S, Moertl D. Dose-dependent decrease of platelet activation and tissue factor by omega-3 polyunsaturated fatty acids in patients with advanced chronic heart failure. Thromb Haemost 2017; 106:457-65. [DOI: 10.1160/th11-03-0169] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2011] [Accepted: 05/26/2011] [Indexed: 11/05/2022]
Abstract
SummaryChronic heart failure (CHF) is characterised by activation of neuroendocrine and inflammatory pathways, and both are linked to a prothrombotic state. Treatment with omega-3 polyunsaturated fatty acids (n3-PUFA) showed significant benefits including mortality reduction in CHF, but exact mechanisms of action are still unclear. We investigated the effects of n3-PUFA on markers of platelet activation and thrombogenesis in patients with severe CHF. Thirty-six patients with non-ischaemic CHF (LVEF<35%, NYHA class>2) under optimised therapy were randomised to supplementation with 1g/day or 4g/day n3-PUFA, or placebo for 12 weeks. Using whole-blood flow cytometry, monocyteplatelet aggregates characterised by CD14+/CD42b+ co-expression and monocytic tissue factor (TF) were determined. Plasma levels of P-selectin, sCD40L, fibrinogen, prothrombin fragment F1.2, TF and proinflammatory markers (high sensitive[hs] interleukin-6, hsCRP, hsTNFalpha, monocyte chemotactic protein-1) were measured by immunoassay. Supplementation with 1g/day and 4g/day n3-PUFA but not placebo significantly reduced monocyte-platelet aggregates in a dose-dependent manner (p for trend=0.02 across the groups). A dose of 4g/day but not 1g/day n3-PUFA significantly decreased P-selectin (p=0.03). Plasma TF decreased dose-dependently upon n3-PUFA supplementation (p for trend=0.02), paralleled by a significant decrease of TF+-monocytes (p for trend=0.01). The amount of 4g/day n3-PUFA exhibited modest anti-inflammatory effects with a significant reduction of hs interleukin-6 (p<0.01) and a trend-wise reduction of hsTNF-alpha (p=0.09). No changes were seen for sCD40L, fibrinogen, hsCRP and monocyte chemotactic protein-1, while F1.2 was decreased by 4g/day n3-PUFA (P=0.03). In patients with severe non-ischaemic CHF, treatment with n3-PUFA leads to a dose-dependent decrease of platelet activation and TF. Higher dosage exhibits also anti-inflammatory effects.* ClinicalTrials.gov registration number: NCT00149409
Collapse
|
4
|
Okada A, Sugano Y, Nagai T, Takashio S, Honda S, Asaumi Y, Aiba T, Noguchi T, Kusano KF, Ogawa H, Yasuda S, Anzai T. Prognostic Value of Prothrombin Time International Normalized Ratio in Acute Decompensated Heart Failure – A Combined Marker of Hepatic Insufficiency and Hemostatic Abnormality –. Circ J 2016; 80:913-23. [DOI: 10.1253/circj.cj-15-1326] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
- Atsushi Okada
- Department of Cardiovascular Medicine, National Cerebral and Cardiovascular Center
| | - Yasuo Sugano
- Department of Cardiovascular Medicine, National Cerebral and Cardiovascular Center
| | - Toshiyuki Nagai
- Department of Cardiovascular Medicine, National Cerebral and Cardiovascular Center
| | - Seiji Takashio
- Department of Cardiovascular Medicine, National Cerebral and Cardiovascular Center
| | - Satoshi Honda
- Department of Cardiovascular Medicine, National Cerebral and Cardiovascular Center
| | - Yasuhide Asaumi
- Department of Cardiovascular Medicine, National Cerebral and Cardiovascular Center
| | - Takeshi Aiba
- Department of Cardiovascular Medicine, National Cerebral and Cardiovascular Center
| | - Teruo Noguchi
- Department of Cardiovascular Medicine, National Cerebral and Cardiovascular Center
| | - Kengo F. Kusano
- Department of Cardiovascular Medicine, National Cerebral and Cardiovascular Center
| | - Hisao Ogawa
- Department of Cardiovascular Medicine, National Cerebral and Cardiovascular Center
| | - Satoshi Yasuda
- Department of Cardiovascular Medicine, National Cerebral and Cardiovascular Center
| | - Toshihisa Anzai
- Department of Cardiovascular Medicine, National Cerebral and Cardiovascular Center
| | | |
Collapse
|
5
|
Hansen CH, Ritschel V, Halvorsen S, Andersen GØ, Bjørnerheim R, Eritsland J, Arnesen H, Seljeflot I. Markers of thrombin generation are associated with myocardial necrosis and left ventricular impairment in patients with ST-elevation myocardial infarction. Thromb J 2015; 13:31. [PMID: 26396552 PMCID: PMC4578351 DOI: 10.1186/s12959-015-0061-1] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2015] [Accepted: 06/12/2015] [Indexed: 12/18/2022] Open
Abstract
Introduction Platelet activation, thrombin generation and fibrin formation play important roles in intracoronary thrombus formation, which may lead to acute myocardial infarction. We investigated whether the prothrombotic markers D-dimer, pro-thrombin fragment 1 + 2 (F1 + 2) and endogenous thrombin potential (ETP) are associated with myocardial necrosis assessed by Troponin T (TnT), and left ventricular impairment assessed by left ventricular ejection fraction (LVEF) and N-terminal pro b-type natriuretic peptide (NT-proBNP). Materials/Methods Patients (n = 987) with ST-elevation mycardial infarction (STEMI) were included. Blood samples were drawn at a median time of 24 h after onset of symptoms. Results Statistically significant correlations were found between both peak TnT and D-dimer (p < 0.001) and F1 + 2 (p < 0.001), and between NT-proBNP and D-dimer (p = 0.001) and F1 + 2 (p < 0.001). When dividing TnT and NT-proBNP levels into quartiles there were significant trends for increased levels of both markers across quartiles (all p < 0.001) D-dimer remained significantly associated with NT-proBNP after adjustments for covariates (p = 0.001) whereas the association between NTproBNP and F1 + 2 was no longer statistically significant (p = 0.324). A significant inverse correlation was found between LVEF and D-dimer (p < 0.001) and F1 + 2 (p = 0.013). When dichotomizing LVEF levels at 40 %, we observed significantly higher levels of both D-dimer (p < 0.001) and F1 + 2 (p = 0.016) in the group with low EF (n = 147). Summary/conclusion In our cohort of STEMI patients we demonstrated that levels of D-dimer and F1 + 2 were significantly associated with myocardial necrosis as assessed by peak TnT. High levels of these coagulation markers in patients with low LVEF and high NTproBNP may indicate a hypercoagulable state in patients with impaired myocardial function.
Collapse
Affiliation(s)
- C H Hansen
- Center for Clinical Heart Research, Oslo University Hospital Ullevål, PB 4956 Nydalen, N-4956 Oslo, Norway ; Departement of Cardiology, Oslo University Hospital Ullevål, Oslo, Norway
| | - V Ritschel
- Center for Clinical Heart Research, Oslo University Hospital Ullevål, PB 4956 Nydalen, N-4956 Oslo, Norway ; Departement of Cardiology, Oslo University Hospital Ullevål, Oslo, Norway ; Faculty of Medicine, University of Oslo, Oslo, Norway
| | - S Halvorsen
- Departement of Cardiology, Oslo University Hospital Ullevål, Oslo, Norway ; Faculty of Medicine, University of Oslo, Oslo, Norway
| | - G Ø Andersen
- Center for Clinical Heart Research, Oslo University Hospital Ullevål, PB 4956 Nydalen, N-4956 Oslo, Norway ; Departement of Cardiology, Oslo University Hospital Ullevål, Oslo, Norway
| | - R Bjørnerheim
- Departement of Cardiology, Oslo University Hospital Ullevål, Oslo, Norway
| | - J Eritsland
- Departement of Cardiology, Oslo University Hospital Ullevål, Oslo, Norway
| | - H Arnesen
- Center for Clinical Heart Research, Oslo University Hospital Ullevål, PB 4956 Nydalen, N-4956 Oslo, Norway ; Faculty of Medicine, University of Oslo, Oslo, Norway
| | - I Seljeflot
- Center for Clinical Heart Research, Oslo University Hospital Ullevål, PB 4956 Nydalen, N-4956 Oslo, Norway ; Departement of Cardiology, Oslo University Hospital Ullevål, Oslo, Norway ; Faculty of Medicine, University of Oslo, Oslo, Norway
| |
Collapse
|
6
|
Affiliation(s)
- Isabelle C. Van Gelder
- Department of Cardiology; University of Groningen, University Medical Center Groningen; Groningen The Netherlands
| | - Dirk J. Van Veldhuisen
- Department of Cardiology; University of Groningen, University Medical Center Groningen; Groningen The Netherlands
| | - Gregory Y.H. Lip
- University of Birmingham Centre for Cardiovascular Sciences; City Hospital Birmingham UK
| |
Collapse
|
7
|
Aispuru GR, Clavier MM, Cardone AJ, Gilberto DO, Barousse AP. Thrombotic biomarkers and left ventricle characteristics as short-term predictors of thrombotic events in patients hospitalized for acute decompensated heart failure. Eur J Intern Med 2012; 23:545-51. [PMID: 22863433 DOI: 10.1016/j.ejim.2012.04.002] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/09/2012] [Revised: 03/26/2012] [Accepted: 04/04/2012] [Indexed: 10/28/2022]
Abstract
BACKGROUND Hospitalized acute decompensated heart failure (ADHF) patients have high risk of thromboembolic events (TE). The aim of this study is to determine the short-term prognostic value of TE for different thrombotic biomarkers (fibrinogen; D-dimer; tissue plasminogen activator antigen, t-PA; and plasminogen-activator inhibitor type 1 antigen, PAI-1) and left ventricle echocardiographic characteristics (diastolic diameter, LVDD; ejection fraction, LVEF) in admitted ADHF patients. METHODS AND RESULTS We included 140 patients with ADHF in NYHA classes III-IV (October 2009 to November 2011). Subjects with anticoagulant drugs, arrhythmias, or thrombosis were excluded. Biochemical and echocardiographic data were obtained within 12h after admission and all patients were given enoxaparin 40 mg/day. Throughout hospitalization (median, 11 days), 14 subjects (10.0%) with ADHF received a TE diagnosis. Pulmonary embolism (PE, 5.0%), deep-vein thrombosis (DVT, 7.1%), or a combination of these were confirmed in 3, 6 and 4 patients respectively. Cardioembolic stroke was diagnosed in 1 subject (0.7%) associated with left ventricular intracavitary thrombus developed after admission. The following determinations most strongly predicted the short-term risk of TE: fibrinogen>500 mg/dL (Odds Ratio [OR] 6.19; p=.0019), D-dimer>600 ng/dL (OR 7.84; p=.0009), t-PA>10 ng/dL (OR 7.22; p=.0007), PAI-1>30 ng/dL (OR 8.70; p<.0006), LVDD>50mm (OR 5.67; p=.0039), and LVEF<30% (OR 5.48; p=.0163). CONCLUSIONS Elevated levels of fibrinogen, D-dimer, t-PA and PAI-1 antigens as well as a dilated left ventricle with poor systolic function determined at admission are associated with a significantly high short-term risk of TE.
Collapse
|
8
|
|
9
|
Shantsila E, Lip GYH. The risk of thromboembolism in heart failure: does it merit anticoagulation therapy? Am J Cardiol 2011; 107:558-60. [PMID: 21295173 DOI: 10.1016/j.amjcard.2010.10.029] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/18/2010] [Revised: 10/19/2010] [Accepted: 10/19/2010] [Indexed: 11/19/2022]
|