Evidence map›Paper›PMID 40283188›Full record

ArticleLife (Basel, Switzerland)2025

Prognostic Value of Biomarkers in COVID-19: Associations with Disease Severity, Viral Variants, and Comorbidities-A Retrospective Observational Single-Center Cohort Study.

Zoran Barušić, Kristian Bodulić, Sanja Zember, Renata Laškaj, Rok Čivljak, Ivan Puljiz, Ivan-Christian Kurolt, Željka Mačak Šafranko, Lidija Cvetko Krajinović, Petra Svoboda Karić and 1 more

Abstract read
In one paragraph

Article in Life (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

11 authors.

Zoran BarušićUniversity Hospital for Infectious Diseases "Dr. Fran Mihaljević", 10 000 Zagreb, Croatia.
Kristian BodulićUniversity Hospital for Infectious Diseases "Dr. Fran Mihaljević", 10 000 Zagreb, Croatia.ORCID 0000-0002-1212-3302
Sanja ZemberUniversity Hospital for Infectious Diseases "Dr. Fran Mihaljević", 10 000 Zagreb, Croatia.
Renata LaškajUniversity Hospital for Infectious Diseases "Dr. Fran Mihaljević", 10 000 Zagreb, Croatia.
Rok ČivljakUniversity Hospital for Infectious Diseases "Dr. Fran Mihaljević", 10 000 Zagreb, Croatia.
Ivan PuljizUniversity Hospital for Infectious Diseases "Dr. Fran Mihaljević", 10 000 Zagreb, Croatia.
Ivan-Christian KuroltUniversity Hospital for Infectious Diseases "Dr. Fran Mihaljević", 10 000 Zagreb, Croatia.ORCID 0000-0001-9536-1009
Željka Mačak ŠafrankoUniversity Hospital for Infectious Diseases "Dr. Fran Mihaljević", 10 000 Zagreb, Croatia.ORCID 0000-0003-0390-2387
Lidija Cvetko KrajinovićUniversity Hospital for Infectious Diseases "Dr. Fran Mihaljević", 10 000 Zagreb, Croatia.
Petra Svoboda KarićUniversity Hospital for Infectious Diseases "Dr. Fran Mihaljević", 10 000 Zagreb, Croatia.ORCID 0009-0003-2305-6656
Alemka MarkotićUniversity Hospital for Infectious Diseases "Dr. Fran Mihaljević", 10 000 Zagreb, Croatia.

Funding

European Structural and Investment Funds grant for the Croatian National Centre of Competence in Molecular Diagnostics KK.01.2.2.03.0006grant "Strengthening the capacity of CerVirVac for research in virus immunology and vaccinology" awarded to the Scientific Centre of Excellence for Virus Immunology and Vaccines and co-financed by the European Regional Development Fund KK.01.1.1.01.0006
6 · The paper itself

Abstract

Coronavirus disease (COVID-19) exhibits a wide spectrum of clinical severity and has been associated with specific biomarkers linked to disease progression and outcomes. This retrospective study analyzed sera from 1222 adult COVID-19 patients hospitalized at the University Hospital for Infectious Diseases in Croatia. We examined the association between several laboratory biomarker levels measured at patient admission and disease severity, fatal outcomes, viral variants and clinical parameters. Deceased patients and surviving patients with severe COVID-19 exhibited significantly elevated levels of several biomarkers on admission, including hs-troponin T, N-terminal pro-brain natriuretic peptide, creatine kinase, C-reactive protein, procalcitonin, interleukin-6, lactate dehydrogenase, lactate, urea and creatinine. Random forest models identified lymphocyte percentage, D-dimers, and hs-troponin T as the most important biomarkers for fatal outcome prediction, achieving 84.1% accuracy. Patients infected with the Delta SARS-CoV-2 variant exhibited significantly higher levels of proinflammatory, cardiac and renal biomarkers. Vaccination correlated with reduced proinflammatory parameters and higher lymphocyte proportions. Hypertension, chronic renal disease and diabetes were associated with increased cardiac, renal and metabolic biomarker levels, respectively. These findings highlight the association of several laboratory biomarkers with COVID-19 severity, viral variants, vaccination status and comorbidities, potentially offering prognostic insights into COVID-19 outcomes.

Indexed as

biomarkerscomorbiditiesCOVID-19SARS-CoV-2 variantsvaccination

Identifiers

PMID40283188
PMCPMC12028838

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.