Cup-like nuclear morphological alterations in acute myeloid leukemia (AML) blasts have been widely correlated with Nucleophosmin 1 (NPM1) mutations. NPM1-mutated AML has earned recognition as a distinct entity among myeloid tumors, but the absence of a thoroughly established tool for its morphological analysis remains a notable gap. Holographic tomography (HT) can offer a label-free solution for quantitatively assessing the 3D shape of the nucleus based on the volumetric variations of its refractive indices (RIs). However, traditional HT methods analyze adherent cells in a 2D layer, leading to non-isotropic reconstructions due to missing cone artifacts. Here we show for the first time that holo-tomographic flow cytometry (HTFC) achieves quantitative specificity and precise capture of the nucleus volumetric shape in AML cells in suspension. To retrieve nucleus specificity in label-free RI tomograms of flowing AML cells, we conceive and demonstrate in a real-world clinical case a novel strategy for segmenting 3D concave nuclei. This method implies that the correlation between the “phenotype” and “genotype” of nuclei is demonstrated through HTFC by creating a challenging link not yet explored between the aberrant morphological features of AML nuclei and NPM1 mutations. We conduct an ensemble-level statistical characterization of NPM1-wild type and NPM1-mutated blasts to discern their complex morphological and biophysical variances. Our findings suggest that characterizing cup-like nuclei in NPM1-related AML cells by HTFC may enhance the diagnostic approach for these tumors. Furthermore, we integrate virtual reality to provide an immersive fruition of morphological changes in AML cells within a true 3D environment.

From genotype to phenotype: decoding mutations in blasts by holo-tomographic flow cytometry / Pirone, Daniele; Di Natale, Concetta; Di Summa, Maria; Mosca, Nicola; Giugliano, Giusy; Schiavo, Michela; Florio, Daniele; Marasco, Daniela; Maffettone, Pier Luca; Miccio, Lisa; Memmolo, Pasquale; Ferraro, Pietro. - In: LIGHT, SCIENCE & APPLICATIONS. - ISSN 2047-7538. - 14:1(2025). [10.1038/s41377-025-01913-y]

From genotype to phenotype: decoding mutations in blasts by holo-tomographic flow cytometry

Di Natale, Concetta;Schiavo, Michela;Florio, Daniele;Marasco, Daniela;Maffettone, Pier Luca;
2025

Abstract

Cup-like nuclear morphological alterations in acute myeloid leukemia (AML) blasts have been widely correlated with Nucleophosmin 1 (NPM1) mutations. NPM1-mutated AML has earned recognition as a distinct entity among myeloid tumors, but the absence of a thoroughly established tool for its morphological analysis remains a notable gap. Holographic tomography (HT) can offer a label-free solution for quantitatively assessing the 3D shape of the nucleus based on the volumetric variations of its refractive indices (RIs). However, traditional HT methods analyze adherent cells in a 2D layer, leading to non-isotropic reconstructions due to missing cone artifacts. Here we show for the first time that holo-tomographic flow cytometry (HTFC) achieves quantitative specificity and precise capture of the nucleus volumetric shape in AML cells in suspension. To retrieve nucleus specificity in label-free RI tomograms of flowing AML cells, we conceive and demonstrate in a real-world clinical case a novel strategy for segmenting 3D concave nuclei. This method implies that the correlation between the “phenotype” and “genotype” of nuclei is demonstrated through HTFC by creating a challenging link not yet explored between the aberrant morphological features of AML nuclei and NPM1 mutations. We conduct an ensemble-level statistical characterization of NPM1-wild type and NPM1-mutated blasts to discern their complex morphological and biophysical variances. Our findings suggest that characterizing cup-like nuclei in NPM1-related AML cells by HTFC may enhance the diagnostic approach for these tumors. Furthermore, we integrate virtual reality to provide an immersive fruition of morphological changes in AML cells within a true 3D environment.
2025
From genotype to phenotype: decoding mutations in blasts by holo-tomographic flow cytometry / Pirone, Daniele; Di Natale, Concetta; Di Summa, Maria; Mosca, Nicola; Giugliano, Giusy; Schiavo, Michela; Florio, Daniele; Marasco, Daniela; Maffettone, Pier Luca; Miccio, Lisa; Memmolo, Pasquale; Ferraro, Pietro. - In: LIGHT, SCIENCE & APPLICATIONS. - ISSN 2047-7538. - 14:1(2025). [10.1038/s41377-025-01913-y]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11588/1033237
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