Stain-free intracellular specificity via nesting-based strategy in immersive holo-tomographic flow cytometry
Abstract Although fluorescence microscopy has greatly advanced intracellular studies, it is limited by phototoxicity and photobleaching. Instead, quantitative phase imaging (QPI) enables stain-free live cell studies by generating quantitative contrast from refractive index (RI) variations. QPI has also been demonstrated in flow cytometry (FC) microscopy modality by allowing 3D RI tomographic reconstruction of single cells. Recently, we have partially overcome the inherent lack of specificity in such 3D label-free microscopy by introducing a computational method for nucleus retrieval. However, identification of smaller intracellular structures remains a significant challenge. Here we propose nesting specificity (NS) as a novel strategy for retrieving multiple intracellular compartments in FC modality. We demonstrate an unprecedented cascade approach using a priori knowledge about the nucleus to facilitate the segmentation of smaller intracellular structures. To show NS robustness, we test it on different cell types with dissimilar complexity, thus demonstrating its efficacy in segmenting cells’ compartments such as lipid droplets, lysosomes, nucleoli, vacuoles, and substructures compatible with mitotic spindles. To explore these complex 3D arrangements, we develop a virtual reality environment that allows immersive, interactive visualization. This tool offers a novel platform for examining intracellular architecture in detail, enhancing understanding of intracellular structures and functions.
Authors
- M. Di Summa (ORCID: https://orcid.org/0000-0001-5167-867X)
- Daniele Pirone (ORCID: https://orcid.org/0000-0003-1317-7545)
- Giusy Giugliano
- Nicola Mosca (ORCID: https://orcid.org/0000-0003-0451-7288)
- Lisa Miccio (ORCID: https://orcid.org/0000-0001-9427-881X)
- M. D’Agostino (ORCID: https://orcid.org/0000-0002-6024-0626)
- Pietro Ferraro (ORCID: https://orcid.org/0000-0002-0158-3856)
- Pasquale Memmolo (ORCID: https://orcid.org/0000-0002-9607-7728)
- Diego L. Medina (ORCID: https://orcid.org/0000-0002-7347-2645)
- Vittorio Bianco (ORCID: https://orcid.org/0000-0003-1956-4976)
- Michela Schiavo
Institutions
- Institute of Applied Science and Intelligent Systems (IT)
- Federico II University Hospital (IT)
- Institute of Sciences of Food Production (IT)
- Telethon Institute Of Genetics And Medicine (IT)
- University of Bari Aldo Moro (IT)
- University of Naples Federico II (IT)
Publication Details
- Journal
- Journal of Physics Photonics
- Published
- 2025-12-19
- DOI
- https://doi.org/10.1088/2515-7647/ae2f86
- Citations
- 1
- Primary Topic
- Digital Holography and Microscopy
- Type
- article
- Field-Weighted Citation Impact
- 1.25