Evidence map›Paper›PMID 42358775›Full record

ArticleChemical & biomedical imaging2026

Multimodal Phasor Analysis for Digital Pathology: Quantitative Characterization of Liver Iron Overload.

Davide Panzeri, Reha Akpinar, Laura D'Alfonso, Margaux Bouzin, Luca Presotto, Maddalena Collini, Giuseppe Chirico, Luca Di Tommaso, Donato Inverso, Laura Sironi

Abstract read
In one paragraph

Article in Chemical & biomedical imaging, 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.

Davide PanzeriLeibniz-Institut für Analytische WissenschaftenISASe.V., Dortmund 44139, Germany.ORCID https://orcid.org/0009-0000-8773-5883
Reha AkpinarDepartment of Biomedical Sciences, Humanitas University, Pieve Emanuele 20072, Italy.ORCID https://orcid.org/0000-0002-6444-0932
Laura D'AlfonsoDepartment of Physics "G. Occhialini", University of Milano-Bicocca, Milan 20126, Italy.
Margaux BouzinDepartment of Physics "G. Occhialini", University of Milano-Bicocca, Milan 20126, Italy.ORCID https://orcid.org/0000-0002-1953-8017
Luca PresottoDepartment of Physics "G. Occhialini", University of Milano-Bicocca, Milan 20126, Italy.
Maddalena ColliniDepartment of Physics "G. Occhialini", University of Milano-Bicocca, Milan 20126, Italy.
Giuseppe ChiricoDepartment of Physics "G. Occhialini", University of Milano-Bicocca, Milan 20126, Italy.
Luca Di TommasoDepartment of Biomedical Sciences, Humanitas University, Pieve Emanuele 20072, Italy.
Donato InversoDivision of Immunology, Transplantation, and Infectious Diseases, IRCCS San Raffaele Scientific Institute, Milan 20132, Italy.
Laura SironiDepartment of Physics "G. Occhialini", University of Milano-Bicocca, Milan 20126, Italy.ORCID https://orcid.org/0000-0002-6638-7709

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Hemochromatosis is a pathological condition characterized by the excessive absorption and storage of iron, primarily in the liver, which can lead to life-threatening complications. Histological tissue sections stained with Perls' Prussian Blue (PB) are used to visualize iron accumulation under transmitted light. In clinical practice, pathologists evaluate the density and intensity of these Prussian Blue deposits through direct visual inspection, a semiquantitative process that can be influenced by individual interpretation and experience. Whole-slide scanners now digitize entire tissue sections into high-resolution RGB whole-slide images (WSIs), allowing image analysis algorithms to support pathologists with quantitative diagnostics. In this context, we developed a WSI processing method based on a multimodal phasor approach to quantify the extent, size and distribution of iron deposits, providing quantitative data that closely correlate with pathologists' diagnoses based on the Scheuer scoring system. The Discrete Fourier Transform was used to map the RGB spectral data into the phasor plane, where the contribution of the PB stain was isolated using an unsupervised clustering method. Additionally, the size of Prussian Blue aggregates was determined through phasor analysis of the spatial autocorrelation function. Our results highlight the benefits of phasor-based analysis in segmentation, comprehensive analysis, and the efficient management of large image data sets. This method has potential applications in analyzing immunohistochemistry and immunofluorescence spectral images, as well as in simultaneously studying nanoparticle size and diffusion properties within tissues.

Indexed as

digital pathologyhemochromatosishistologyliver iron overloadphasor analysissegmentationspatial autocorrelation function

Identifiers

PMID42358775
PMCPMC13291953

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.