Evidence map›Paper›PMID 41741535›Full record

ArticleScientific reports2026

Fractal analysis of hepatocellular carcinoma vasculature shows regional differences independent of vascular invasion.

Jake Penney, Victor Nardon, Aurélie Beaufrere, Miguel Albuquerque, Valérie Paradis, Ralph Sinkus

Abstract read
In one paragraph

Article in Scientific reports, 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

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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

6 authors.

Jake PenneyUniversité Paris Cité, Centre de Recherche sur l'Inflammation (CRI), INSERM, U1149, CNRS, ERL 8252, 75018, Paris, France. jake.penney@siemens-healthineers.com.
Victor NardonUniversité Paris Cité, Centre de Recherche sur l'Inflammation (CRI), INSERM, U1149, CNRS, ERL 8252, 75018, Paris, France.
Aurélie BeaufrereUniversité Paris Cité, Centre de Recherche sur l'Inflammation (CRI), INSERM, U1149, CNRS, ERL 8252, 75018, Paris, France.
Miguel AlbuquerqueUniversité Paris Cité, Centre de Recherche sur l'Inflammation (CRI), INSERM, U1149, CNRS, ERL 8252, 75018, Paris, France.
Valérie Paradis *Université Paris Cité, Centre de Recherche sur l'Inflammation (CRI), INSERM, U1149, CNRS, ERL 8252, 75018, Paris, France.
Ralph Sinkus *Université Paris Cité, Centre de Recherche sur l'Inflammation (CRI), INSERM, U1149, CNRS, ERL 8252, 75018, Paris, France.

Funding

ITMO Cancer Aviesan/Inserm/Cancer 2020 DESP/PB n° 241RHU Operandi ANR-21-RHUS-0012SiRIC InsiTu: Insights into cancer: From inflammation to tumor INCa-DGOS-INSERM-ITMO Cancer_18008
6 · The paper itself

Abstract

Tumor vasculature architecture influences treatment response, particularly in hepatocellular carcinoma (HCC) where anti-angiogenic therapies are standard. Although CD31 is a positive endothelial stain, classical CD31-derived metrics –such as vessel density or area fraction–primarily quantify vascular abundance and provide limited insight into organization. These metrics cannot reliably separate vascular phenotypes across tissue regions when organization, rather than quantity, is the discriminating feature. To address this gap, we investigated whether mathematical, scale-dependent descriptors could distinguish vascular organization beyond what classical metrics capture. Here, fractal dimension and Hurst index were derived on vessels segmented from 29 CD31-stained HCC samples across tumoral, peri-tumoral, and distant non-tumoral regions, with/without vascular invasion–a key prognostic indicator. Statistically significant differences [Formula: see text] in fractal dimension were observed between the three regions between [Formula: see text] box size, whereas extremal scales showed no differences. The Hurst index exhibited similar differences emerging within the [Formula: see text] range. This fractal disparity reflects underlying differences in vessel-shape distributions, with tumoral regions containing fewer small, round vessels than non-tumorous tissue. Conversely, vascular invasion did not yield significant differences [Formula: see text]. These findings demonstrate robust regional differences in vascular organization in HCCs, supporting future studies investigating vascular fractality through non-invasive imaging approaches.

Indexed as

Carcinoma, HepatocellularFractalsLiver NeoplasmsNeovascularization, PathologicHumansNeoplasm InvasivenessPlatelet Endothelial Cell Adhesion Molecule-1Platelet Endothelial Cell Adhesion Molecule-1

Identifiers

PMID41741535
PMCPMC13043768

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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.