PIDgeon: An Explainable AI Model for Improved Flow Cytometry-Based Screening of Lymphoid Primary Immunodeficiencies

In summary, PIDgeon is an accessible and explainable AI-pipeline aligned with current clinical needs, aiding laboratory immunologists in early PID diagnostics and increasing data analysis efficiency.

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Publication Details

Journal
Clinical Chemistry
Published
2025-12-17
DOI
https://doi.org/10.1093/clinchem/hvaf190
Primary Topic
Immunodeficiency and Autoimmune Disorders
Type
article
Field-Weighted Citation Impact
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article

PIDgeon: An Explainable AI Model for Improved Flow Cytometry-Based Screening of Lymphoid Primary Immunodeficiencies

Jacques J. M. van Dongen, Annelies Emmaneel, Mattias Hofmans, Jana Neirinck et al.
Clinical Chemistry
Immunodeficiency and Autoimmune Disorders
article

PIDgeon: An Explainable AI Model for Improved Flow Cytometry-Based Screening of Lymphoid Primary Immunodeficiencies

Jacques J. M. van Dongen, Annelies Emmaneel, Mattias Hofmans, Jana Neirinck, Ciel De Vriendt, Sarah Bonte, Tessa Kerre, Mirjam van der Burg, Tomáš Kalina, Yvan Saeys, Carolien Bonroy, Martín Pérez-Andrés, Malicorne Buysse, Alba Torres-Valle, Alberto Orfao, Sofie Van Gassen, Bart N Lambrecht
article en

Abstract

In summary, PIDgeon is an accessible and explainable AI-pipeline aligned with current clinical needs, aiding laboratory immunologists in early PID diagnostics and increasing data analysis efficiency.

Clinical Chemistry
HOGENT University of Applied Sciences and Arts (BE), Universidad de Salamanca (ES), Charles University (CZ), Leiden University Medical Center (NL), Ghent University Hospital (BE), Instituto de Salud Carlos III (ES), Ghent University (BE), Instituto de Investigación Biomédica de Salamanca (ES), Centro de Investigación del Cáncer (ES), VIB-UGent Center for Inflammation Research (BE), Medical Research Network (US)
Openalex Percentile: Top 34%
Immunodeficiency and Autoimmune Disorders
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PIDgeon: An Explainable AI Model for Improved Flow Cytometry-Based Screening of Lymphoid Primary Immunodeficiencies — Jacques J. M. van Dongen, Annelies Emmaneel, et al. · Clinical Chemistry (2025) | TGRS Research Map | TGRS