Evidence map›Paper›PMID 42666050›Full record

ArticleAdvanced science (Weinheim, Baden-Wurttemberg, Germany)2026

An Optimized Freeze-Dry Multimodal Workflow for Sequential Micro-CT Imaging, Histology, and Molecular Profiling: A Use Case in Human Liver Fibrosis.

Kristijan Skok, Laura Činč Ćurić, Jernej Vajda, Silvia Schauer, Martin Wagner, Rudolf Stauber, Carolin Lackner, Karl Kashofer, Markus Plass, Giovanny Rodriguez Blanco and 4 more

Abstract read
In one paragraph

Article in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 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

14 authors.

Kristijan SkokDiagnostic and Research Institute of Pathology, Medical University of Graz, Graz, Austria.ORCID https://orcid.org/0000-0002-3027-8164
Laura Činč ĆurićInstitute of Biomedical Sciences, Faculty of Medicine, University of Maribor, Maribor, Slovenia.
Jernej VajdaInstitute of Biomedical Sciences, Faculty of Medicine, University of Maribor, Maribor, Slovenia.ORCID https://orcid.org/0000-0002-8966-6321
Silvia SchauerDiagnostic and Research Institute of Pathology, Medical University of Graz, Graz, Austria.
Martin WagnerDivision of Gastroenterology and Hepatology, Department of Internal Medicine, Medical University of Graz, Graz, Austria.
Rudolf StauberDivision of Gastroenterology and Hepatology, Department of Internal Medicine, Medical University of Graz, Graz, Austria.ORCID https://orcid.org/0000-0002-3687-9331
Carolin LacknerDiagnostic and Research Institute of Pathology, Medical University of Graz, Graz, Austria.
Karl KashoferDiagnostic and Research Institute of Pathology, Medical University of Graz, Graz, Austria.ORCID https://orcid.org/0000-0002-5803-4014
Markus PlassDiagnostic and Research Institute of Pathology, Medical University of Graz, Graz, Austria.ORCID https://orcid.org/0000-0003-2718-7648
Giovanny Rodriguez BlancoClinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University of Graz, Graz, Austria.ORCID https://orcid.org/0000-0002-7154-7244
Ian R WanlessDepartment of Pathology, Queen Elizabeth II Health Sciences Centre, Dalhousie University, Halifax, Nova Scotia, Canada.
Uroš MaverInstitute of Biomedical Sciences, Faculty of Medicine, University of Maribor, Maribor, Slovenia.ORCID https://orcid.org/0000-0002-2237-3786
Katrin PanzittDiagnostic and Research Institute of Pathology, Medical University of Graz, Graz, Austria.ORCID https://orcid.org/0000-0002-9105-106X
Boštjan ViharInstitute of Biomedical Sciences, Faculty of Medicine, University of Maribor, Maribor, Slovenia.ORCID https://orcid.org/0000-0001-7663-936X

Funding

Slovenian Research and Innovation Agency P3-0036,N1-0305,J3-60069,J7-60120,J3-4524
6 · The paper itself

Abstract

Classical histology remains the gold standard for liver fibrosis assessment but is limited by destructive sectioning, 2D information, and sampling bias. Micro-CT offers non-destructive 3D imaging, yet conventional contrast agents can compromise tissue integrity and downstream analyses. This study establishes a resource-efficient multimodal workflow that enables high-quality imaging and subsequent histological and molecular testing from the same specimen. FFPE normal and cirrhotic liver tissues (n = 3 each) undergo an optimized micro-CT protocol: DPBS wash, 30% eosin incubation, dehydration, snap-freezing, and lyophilization. After imaging, tissues are rehydrated, re-embedded in paraffin, and processed for routine histology, immunohistochemistry, RNA extraction with qPCR, and targeted NGS (800-gene panel). The protocol yields high-contrast, artifact-free micro-CT images with clear visualization of nuclei, sinusoidal networks, portal structures, and fibrotic septa (∼20x-40x optical equivalent). Volumetrics show minimal fibrosis in normal liver (2.8%) versus extensive remodeling in cirrhosis (43.5%). Morphology and antigenicity are preserved (H&E, PSR, IHC). RNA quality supports qPCR, revealing upregulation of inflammatory and cirrhosis-related genes in cirrhosis. Targeted NGS libraries are successfully generated, with protocol-dependent performance differences. This minimally destructive workflow maximizes information yield from limited tissue, enabling integrated imaging and molecular profiling with broad utility in pathology, biobanking, and translational research.

Indexed as

cirrhosiscomputed tomographyhistologyliver fibrosismultimodal imaging

Identifiers

PMID42666050
PMCPMC13525348

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

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.