Evidence map›Paper›PMID 42549912›Full record

ArticlemSphere2026

Label-free quantification of early virus-induced cellular responses by digital holographic tomography.

Agata Kublicka, Igor Buzalewicz, Dominika Skrzela, Leszek Moniakowski, Devon K S Fuller, Aleksandra Chwirot, Maja Marynowska, Grzegorz Chodaczek, Barbara Bażanów, Anna Karolina Matczuk

Abstract read
In one paragraph

Article in mSphere, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

10 authors.

Agata KublickaDepartment of Pathology, Division of Microbiology, Faculty of Veterinary Medicine, Wroclaw University of Environmental and Life Sciences, Wroclaw, Poland.
Igor BuzalewiczBio-Quanty Group, Department of Biomedical Engineering, Wroclaw University of Science and Technology, Wroclaw, Poland.ORCID 0000-0002-9774-4625
Dominika SkrzelaBio-Quanty Group, Department of Biomedical Engineering, Wroclaw University of Science and Technology, Wroclaw, Poland.
Leszek MoniakowskiDepartment of Biochemistry and Molecular Biology, Faculty of Veterinary Medicine, Wroclaw University of Environmental and Life Sciences, Wroclaw, Poland.
Devon K S FullerDepartment of Pathology, Division of Microbiology, Faculty of Veterinary Medicine, Wroclaw University of Environmental and Life Sciences, Wroclaw, Poland.
Aleksandra ChwirotDepartment of Pathology, Division of Microbiology, Faculty of Veterinary Medicine, Wroclaw University of Environmental and Life Sciences, Wroclaw, Poland.
Maja MarynowskaDepartment of Pathology, Division of Microbiology, Faculty of Veterinary Medicine, Wroclaw University of Environmental and Life Sciences, Wroclaw, Poland.
Grzegorz ChodaczekImmunotherapy Research Group, Łukasiewicz Research Network - PORT Polish Center For Technology Development, Wroclaw, Poland.
Barbara BażanówDepartment of Pathology, Division of Microbiology, Faculty of Veterinary Medicine, Wroclaw University of Environmental and Life Sciences, Wroclaw, Poland.ORCID 0000-0002-6694-2872
Anna Karolina MatczukDepartment of Pathology, Division of Microbiology, Faculty of Veterinary Medicine, Wroclaw University of Environmental and Life Sciences, Wroclaw, Poland.ORCID 0000-0002-7282-6560

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Early virus-induced cellular responses are a fundamental diagnostic feature of viral infections; however, early virus-host interactions, particularly during viral entry, remain difficult to study in living cells because many commonly used markers and antibodies require fixation or can interfere with cell viability. Although virus-induced cellular responses constitute a fundamental diagnostic feature of viral infections, their detection by microscopy typically relies on later-stage effects. Microscopic observation, therefore, serves as a complementary approach to molecular techniques, but the time required for visible changes to develop limits its utility for rapid assessment. Here, we propose a label-free digital holotomography (DHT) approach for the detection of early virus-induced cellular responses during the first hours of infection, including equine arteritis virus (EAV), equine herpesvirus 1 (EHV-1), and equine rhinitis B virus (ERBV). Using this method, we show that as early as 1-2 h post-infection, holotomography is capable of capturing virus-induced alterations in cellular density based only on changes in the refractive index (RI), which reflects local variations in cellular mass density and biochemical composition. In addition to global RI changes, we focused on subcellular alterations occurring at the early stages of infection, including modifications in lipid droplet-like structures and nucleoli. Our results reveal that these changes become detectable rapidly and can be captured with high sensitivity, displaying both cell type- and virus-dependent patterns. Our findings suggest that DHT may provide a rapid, label-free, and quantitative platform for detecting virus-induced subcellular changes as early as 1-2 h post-infection. IMPORTANCE: Digital holotomography (DHT) facilitates the early, label-free detection of infection and serves as a complementary diagnostic tool, allowing the rapid initiation of treatment. This method is universal and can be broadly applied to the investigation of primary host interactions, including general cellular and biomolecular optical density changes. These applications provide a strong foundation for viral entry inhibitor testing. Moreover, this approach highlights the critical importance of studying viral infections in natural host systems rather than relying solely on well-established experimental models. In this context, we employed equine lung cells (ELCs) as a biologically relevant and appropriate model to better reflect natural host-virus interactions. These findings should be interpreted in the context of an exploratory imaging data set and will require confirmation in replicate-based and longitudinal single-cell studies.

Indexed as

HolographyTomographyAnimalsAphthovirusCell LineEquartevirusHerpesvirus 1, EquidHorsesdigital holotomography (DHT)early virus-induced cellular responsesEAVEHV-1equine virusesERBVrefractive index (RI)viral entryvirus imaging

Identifiers

PMID42549912
PMCPMC13508796

What OpenQuestion holds

Textmetadata
Read underepoch 390

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.