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Dutsch A, Uhlig C, Bock M, Graesser C, Schuchardt S, Uhlig S, Schunkert H, Joner M, Holdenrieder S, Lechner K. Multi-Omic Candidate Screening for Markers of Severe Clinical Courses of COVID-19. J Clin Med 2023; 12:6225. [PMID: 37834869 PMCID: PMC10573369 DOI: 10.3390/jcm12196225] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2023] [Revised: 09/17/2023] [Accepted: 09/22/2023] [Indexed: 10/15/2023] Open
Abstract
BACKGROUND Severe coronavirus disease 2019 (COVID-19) disease courses are characterized by immuno-inflammatory, thrombotic, and parenchymal alterations. Prediction of individual COVID-19 disease courses to guide targeted prevention remains challenging. We hypothesized that a distinct serologic signature precedes surges of IL-6/D-dimers in severely affected COVID-19 patients. METHODS We performed longitudinal plasma profiling, including proteome, metabolome, and routine biochemistry, on seven seropositive, well-phenotyped patients with severe COVID-19 referred to the Intensive Care Unit at the German Heart Center. Patient characteristics were: 65 ± 8 years, 29% female, median CRP 285 ± 127 mg/dL, IL-6 367 ± 231 ng/L, D-dimers 7 ± 10 mg/L, and NT-proBNP 2616 ± 3465 ng/L. RESULTS Based on time-series analyses of patient sera, a prediction model employing feature selection and dimensionality reduction through least absolute shrinkage and selection operator (LASSO) revealed a number of candidate proteins preceding hyperinflammatory immune response (denoted ΔIL-6) and COVID-19 coagulopathy (denoted ΔD-dimers) by 24-48 h. These candidates are involved in biological pathways such as oxidative stress/inflammation (e.g., IL-1alpha, IL-13, MMP9, C-C motif chemokine 23), coagulation/thrombosis/immunoadhesion (e.g., P- and E-selectin), tissue repair (e.g., hepatocyte growth factor), and growth factor response/regulatory pathways (e.g., tyrosine-protein kinase receptor UFO and low-density lipoprotein receptor (LDLR)). The latter are host- or co-receptors that promote SARS-CoV-2 entry into cells in the absence of ACE2. CONCLUSIONS Our novel prediction model identified biological and regulatory candidate networks preceding hyperinflammation and coagulopathy, with the most promising group being the proteins that explain changes in D-dimers. These biomarkers need validation. If causal, our work may help predict disease courses and guide personalized treatment for COVID-19.
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Affiliation(s)
- Alexander Dutsch
- Department of Cardiology, German Heart Centre Munich, Technical University of Munich, Lazarettstraße 36, 80636 Munich, Germany
- DZHK (German Centre for Cardiovascular Research), Partner Site Munich, Munich Heart Alliance, 80336 Munich, Germany
| | - Carsten Uhlig
- Institute for Laboratory Medicine, German Heart Centre Munich, Technical University of Munich, Lazarettstraße 36, 80636 Munich, Germany
| | - Matthias Bock
- Department of Cardiology, German Heart Centre Munich, Technical University of Munich, Lazarettstraße 36, 80636 Munich, Germany
- DZHK (German Centre for Cardiovascular Research), Partner Site Munich, Munich Heart Alliance, 80336 Munich, Germany
| | - Christian Graesser
- Department of Cardiology, German Heart Centre Munich, Technical University of Munich, Lazarettstraße 36, 80636 Munich, Germany
- DZHK (German Centre for Cardiovascular Research), Partner Site Munich, Munich Heart Alliance, 80336 Munich, Germany
| | - Sven Schuchardt
- Fraunhofer Institute for Toxicology and Experimental Medicine ITEM, 30625 Hannover, Germany
| | - Steffen Uhlig
- QuoData Gesellschaft für Qualitätsmanagement und Statistik, Fabeckstr. 43, 14195 Berlin, Germany
| | - Heribert Schunkert
- Department of Cardiology, German Heart Centre Munich, Technical University of Munich, Lazarettstraße 36, 80636 Munich, Germany
- DZHK (German Centre for Cardiovascular Research), Partner Site Munich, Munich Heart Alliance, 80336 Munich, Germany
| | - Michael Joner
- Department of Cardiology, German Heart Centre Munich, Technical University of Munich, Lazarettstraße 36, 80636 Munich, Germany
- DZHK (German Centre for Cardiovascular Research), Partner Site Munich, Munich Heart Alliance, 80336 Munich, Germany
| | - Stefan Holdenrieder
- Institute for Laboratory Medicine, German Heart Centre Munich, Technical University of Munich, Lazarettstraße 36, 80636 Munich, Germany
| | - Katharina Lechner
- Department of Cardiology, German Heart Centre Munich, Technical University of Munich, Lazarettstraße 36, 80636 Munich, Germany
- DZHK (German Centre for Cardiovascular Research), Partner Site Munich, Munich Heart Alliance, 80336 Munich, Germany
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Dutsch A, Graesser C, Voll F, Novacek S, Eggerstedt R, Armbruster NL, Laugwitz KL, Cassese S, Schunkert H, Ndrepepa G, Kastrati A, Kessler T, Sager HB. Association of In-Hospital Hemoglobin Drop With Decreased Myocardial Salvage and Increased Long-Term Mortality in Patients With Acute ST-Segment-Elevation Myocardial Infarction. J Am Heart Assoc 2022; 11:e024857. [PMID: 36000430 PMCID: PMC9496425 DOI: 10.1161/jaha.121.024857] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Background Anemia and blood loss occur often in patients with ST‐segment–elevation myocardial infarction (STEMI). In‐hospital hemoglobin drop is associated with 1‐year mortality in patients with acute coronary syndrome. However, data on the effect of hemoglobin reduction on myocardial salvage and long‐term outcomes are scarce. We investigated the impact of in‐hospital hemoglobin drop on myocardial salvage and 5‐year mortality in patients with STEMI treated with primary percutaneous coronary intervention. Methods and Results In‐hospital hemoglobin drop was defined as a decrease in hemoglobin levels from admission and nadir hemoglobin values. Patients were categorized as having the following: no drop, minimal drop (<3 g/dL), minor drop (≥3 to <5 g/dL), and major drop (≥5 g/dL). Myocardial area at risk and infarct size were measured using serial single‐photon emission computerized tomography imaging. The co‐primary outcomes were myocardial salvage and 5‐year all‐cause mortality. Of 1204 patients, 1169 (97.1%) showed a hemoglobin drop during hospitalization: minimal, minor, and major drop occurred in 894 (74.3%), 214 (17.8%), and 61 (5.1%) patients, respectively. Myocardial salvage was reduced in patients with minimal (median, 0.53 [interquartile range, 0.27–0.83]), minor (median, 0.40 [interquartile range, 0.18–0.62]), and major (median, 0.40 [interquartile range, 0.14–0.77]) drop compared with patients without drop (median, 0.70 [interquartile range, 0.44–1.0], P<0.001). After adjusting for covariates, hemoglobin drop remained an independent correlate of poor myocardial salvage. A drop of ≥3 g/dL was associated with reduced left ventricular function at 6 months and with increased mortality at 5‐year follow‐up after STEMI. Conclusions In patients with STEMI undergoing primary percutaneous coronary intervention, in‐hospital hemoglobin drop was associated with reduced myocardial salvage, left ventricular function, and increased long‐term mortality.
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Affiliation(s)
- Alexander Dutsch
- German Heart Centre Munich, Department of Cardiology Technical University of Munich Munich Germany.,German Centre for Cardiovascular Research (DZHK e.V.), Partner Site Munich Heart Alliance Munich Germany
| | - Christian Graesser
- German Heart Centre Munich, Department of Cardiology Technical University of Munich Munich Germany.,German Centre for Cardiovascular Research (DZHK e.V.), Partner Site Munich Heart Alliance Munich Germany
| | - Felix Voll
- German Heart Centre Munich, Department of Cardiology Technical University of Munich Munich Germany
| | - Sophie Novacek
- German Heart Centre Munich, Department of Cardiology Technical University of Munich Munich Germany
| | - Robert Eggerstedt
- German Heart Centre Munich, Department of Cardiology Technical University of Munich Munich Germany
| | - Nicolás López Armbruster
- German Heart Centre Munich, Department of Cardiology Technical University of Munich Munich Germany
| | - Karl-Ludwig Laugwitz
- German Centre for Cardiovascular Research (DZHK e.V.), Partner Site Munich Heart Alliance Munich Germany.,I. Medical Department, Klinikum rechts der Isar Technical University of Munich Munich Germany
| | - Salvatore Cassese
- German Heart Centre Munich, Department of Cardiology Technical University of Munich Munich Germany
| | - Heribert Schunkert
- German Heart Centre Munich, Department of Cardiology Technical University of Munich Munich Germany.,German Centre for Cardiovascular Research (DZHK e.V.), Partner Site Munich Heart Alliance Munich Germany
| | - Gjin Ndrepepa
- German Heart Centre Munich, Department of Cardiology Technical University of Munich Munich Germany
| | - Adnan Kastrati
- German Heart Centre Munich, Department of Cardiology Technical University of Munich Munich Germany.,German Centre for Cardiovascular Research (DZHK e.V.), Partner Site Munich Heart Alliance Munich Germany
| | - Thorsten Kessler
- German Heart Centre Munich, Department of Cardiology Technical University of Munich Munich Germany.,German Centre for Cardiovascular Research (DZHK e.V.), Partner Site Munich Heart Alliance Munich Germany
| | - Hendrik B Sager
- German Heart Centre Munich, Department of Cardiology Technical University of Munich Munich Germany.,German Centre for Cardiovascular Research (DZHK e.V.), Partner Site Munich Heart Alliance Munich Germany
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