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volume 17 issue 1 publication number 12

Imaging flow cytometry-based cellular screening elucidates pathophysiology in individuals with Variants of Uncertain Significance

Irena J J Muffels 1
Hans R. WATERHAM 2, 3
GIUSEPPINA D’ALESSANDRO 4
Guido Zagnoli-Vieira 5
Michael Sacher 6, 7
Dirk J Lefeber 8
Celine Van der Vinne 1
Chaim M Roifman 9
Koen L I Gassen 10
Holger Rehmann 11
Desiree Y. Van Haaften-Visser 12
Edward S. S. Nieuwenhuis 1, 13
Stephen P. Jackson 4
Sabine A. Fuchs 1
Femke Wijk 14
Peter Van Hasselt 1
2
 
United For Metabolic Diseases (UMD), Amsterdam, the Netherlands
Publication typeJournal Article
Publication date2025-02-07
scimago Q1
wos Q1
SJR5.078
CiteScore19.0
Impact factor11.2
ISSN1756994X
Abstract
Deciphering variants of uncertain significance (VUS) represents a major diagnostic challenge, partially due to the lack of easy-to-use and versatile cellular readouts that aid the interpretation of pathogenicity and pathophysiology. To address this challenge, we propose a high-throughput screening of cellular functionality through an imaging flow cytometry (IFC)-based platform. Six assays to evaluate autophagic-, lysosomal-, Golgi- health, mitochondrial function, ER stress, and NF-κβ activity were developed in fibroblasts. Assay sensitivity was verified with compounds (N = 5) and positive control patients (N = 6). Eight healthy controls and 20 individuals with VUS were screened. All molecular compounds and positive controls showed significant changes on their cognate assays, confirming assay sensitivity. Simultaneous screening of positive control patients on all six assays revealed distinct phenotypic profiles. In addition, individuals with VUS(es) in well-known disease genes showed distinct – but similar—phenotypic profiles compared to patients with pathogenic variants in the same gene.. For all individuals with VUSes in Genes of Uncertain Significance (GUS), we found one or more of six assays were significantly altered. Broadening the screening to an untargeted approach led to the identification of two clusters that allowed for the recognition of altered cell cycle dynamics and DNA damage repair defects. Experimental follow-up of the ‘DNA damage repair defect cluster’ led to the discovery of highly specific defects in top2cc release from double-strand DNA breaks in one of these individuals, harboring a VUS in the RAD54L2 gene. Our high-throughput IFC-based platform simplifies the process of identifying VUS pathogenicity through six assays and allows for the recognition of useful pathophysiological markers that structure follow-up experiments, thereby representing a novel valuable tool for precise functional diagnostics in genomics.
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Muffels I. J. J. et al. Imaging flow cytometry-based cellular screening elucidates pathophysiology in individuals with Variants of Uncertain Significance // Genome Medicine. 2025. Vol. 17. No. 1. 12
GOST all authors (up to 50) Copy
Muffels I. J. J., WATERHAM H. R., D’ALESSANDRO G., Zagnoli-Vieira G., Sacher M., Lefeber D. J., Van der Vinne C., Roifman C. M., Gassen K. L. I., Rehmann H., Van Haaften-Visser D. Y., Nieuwenhuis E. S. S., Jackson S. P., Fuchs S. A., Wijk F., Van Hasselt P. Imaging flow cytometry-based cellular screening elucidates pathophysiology in individuals with Variants of Uncertain Significance // Genome Medicine. 2025. Vol. 17. No. 1. 12
RIS |
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RIS Copy
TY - JOUR
DO - 10.1186/s13073-025-01433-9
UR - https://genomemedicine.biomedcentral.com/articles/10.1186/s13073-025-01433-9
TI - Imaging flow cytometry-based cellular screening elucidates pathophysiology in individuals with Variants of Uncertain Significance
T2 - Genome Medicine
AU - Muffels, Irena J J
AU - WATERHAM, Hans R.
AU - D’ALESSANDRO, GIUSEPPINA
AU - Zagnoli-Vieira, Guido
AU - Sacher, Michael
AU - Lefeber, Dirk J
AU - Van der Vinne, Celine
AU - Roifman, Chaim M
AU - Gassen, Koen L I
AU - Rehmann, Holger
AU - Van Haaften-Visser, Desiree Y.
AU - Nieuwenhuis, Edward S. S.
AU - Jackson, Stephen P.
AU - Fuchs, Sabine A.
AU - Wijk, Femke
AU - Van Hasselt, Peter
PY - 2025
DA - 2025/02/07
PB - Springer Nature
IS - 1
VL - 17
SN - 1756-994X
ER -
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BibTex (up to 50 authors) Copy
@article{2025_Muffels,
author = {Irena J J Muffels and Hans R. WATERHAM and GIUSEPPINA D’ALESSANDRO and Guido Zagnoli-Vieira and Michael Sacher and Dirk J Lefeber and Celine Van der Vinne and Chaim M Roifman and Koen L I Gassen and Holger Rehmann and Desiree Y. Van Haaften-Visser and Edward S. S. Nieuwenhuis and Stephen P. Jackson and Sabine A. Fuchs and Femke Wijk and Peter Van Hasselt},
title = {Imaging flow cytometry-based cellular screening elucidates pathophysiology in individuals with Variants of Uncertain Significance},
journal = {Genome Medicine},
year = {2025},
volume = {17},
publisher = {Springer Nature},
month = {feb},
url = {https://genomemedicine.biomedcentral.com/articles/10.1186/s13073-025-01433-9},
number = {1},
pages = {12},
doi = {10.1186/s13073-025-01433-9}
}