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COVID-19 and cholesterol biosynthesis [Elektronski vir] : towards innovative decision support systemsKočar, Eva, 1992- ...With COVID-19 becoming endemic, there is a continuing need to find biomarkers characterizing the disease and aiding in patient stratification. We studied the relation between COVID-19 and cholesterol ... biosynthesis by comparing 10 intermediates of cholesterol biosynthesis during the hospitalization of 164 patients (admission, disease deterioration, discharge) admitted to the University Medical Center of Ljubljana. The concentrations of zymosterol, 24-dehydrolathosterol, desmosterol, and zymostenol were significantly altered in COVID-19 patients. We further developed a predictive model for disease severity based on clinical parameters alone and their combination with a subset of sterols. Our machine learning models applying 8 clinical parameters predicted disease severity with excellent accuracy (AUC = 0.96), showing substantial improvement over current clinical risk scores. After including sterols, model performance remained better than COVID-GRAM. This is the first study to examine cholesterol biosynthesis during COVID-19 and shows that a subset of cholesterol-related sterols is associated with the severity of COVID-19.Source: iScience [Elektronski vir]. - ISSN 2589-0042 (Vol. 26, iss. 10, [article no.] 107799, 2023, str. 1-16)Type of material - e-articlePublish date - 2023Language - englishCOBISS.SI-ID - 165467907
Author
Kočar, Eva, 1992- |
Katz, Sonja |
Pušnik, Žiga, računalničar |
Bogovič, Petra |
Turel, Gabriele |
Skubic, Cene |
Režen, Tadeja |
Strle, Franc, zdravnik, 1949- |
Martins dos Santos, Vitor A. P. |
Mraz, Miha |
Moškon, Miha, računalništvo |
Rozman, Damjana, 1960-
Topics
COVID-19 |
holesterol |
biosinteza |
steroli |
lipidi |
bioinformatika |
ocenjevanje v zdravstveni tehnologiji
| Author | Kočar, Eva, 1992- ... |
| Title | COVID-19 and cholesterol biosynthesis [Elektronski vir] : towards innovative decision support systems |
| Publication date | |
| COBISS.SI-ID | 165467907 |
| Publication version in repository | Publisher's version |
| Publication licence | Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International |
| Embargo | Unidentified |
Project(s) from which the publication was funded
| Title | Acronym | Project ID | Funder |
|---|---|---|---|
| Funkcijska genomika in biotehnologija za zdravje | P1-0390-2022 |
Javna agencija za znanstvenoraziskovalno in inovacijsko dejavnost Republike Slovenije Javna agencija za znanstvenoraziskovalno in inovacijsko dejavnost Republike Slovenije |
|
| Vseprisotno računalništvo | P2-0359-2018 |
Javna agencija za znanstvenoraziskovalno in inovacijsko dejavnost Republike Slovenije |
|
| Bolezni in povzročitelji, ki jih v Sloveniji prenašajo členonožci | P3-0296-2022 |
Javna agencija za znanstvenoraziskovalno in inovacijsko dejavnost Republike Slovenije |
|
| Young Researcher program | Young Researcher program |
Javna agencija za znanstvenoraziskovalno in inovacijsko dejavnost Republike Slovenije |
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DRS, in which the journal is indexed
| Database name | Field | Year |
|---|
| Links to authors' personal bibliographies | Links to information on researchers in the SICRIS system |
|---|---|
| Kočar, Eva, 1992- | 52386 |
| Katz, Sonja | ![]() |
| Pušnik, Žiga, računalničar | 52244 |
| Bogovič, Petra | 27886 |
| Turel, Gabriele | 50050 |
| Skubic, Cene | 50455 |
| Režen, Tadeja | 22459 |
| Strle, Franc, zdravnik, 1949- | 13301 |
| Martins dos Santos, Vitor A. P. | ![]() |
| Mraz, Miha | 13442 |
| Moškon, Miha, računalništvo | 29198 |
| Rozman, Damjana, 1960- | 06013 |
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