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New Trends in Precision Medicine: A Pilot Study of Pure Light Scattering Analysis as a Useful Tool for Non-Small Cell Lung Cancer (NSCLC) Diagnosis

Articolo
Data di Pubblicazione:
2021
Abstract:
Background: To date, in personalized medicine approaches, single-cell analyses such as circulating tumour cells (CTC) are able to reveal small structural cell modifications, and therefore can retrieve several biophysical cell properties, such as the cell dimension, the dimensional relationship between the nucleus and the cytoplasm and the optical density of cellular sub-compartments. On this basis, we present in this study a new morphological measurement approach for the detection of vital CTC from pleural washing in individual non-small cell lung cancer (NSCLC) patients. Materials and methods: After a diagnosis of pulmonary malignancy, pleural washing was collected from nine NSCLC patients. The collected samples were processed with a density gradient separation process. Light scattering analysis was performed on a single cell. The results of this analysis were used to obtain the cell’s biophysical pattern and, later on, as basis for Machine Learning (ML) on unknown samples. Results: Morphological single-cell analysis followed by ML show a predictive picture for an NSCLC patient, screening that it is possible to distinguish CTC from other cells. Moreover, we find that the proposed measurement approach was fast, reliable, label-free, identifying and count CTC in a biological fluid. Conclusions: Our findings demonstrate that CTC Biophysical Profile by Pure Light Scattering in NSCLC could be used as a promising diagnostic candidate in NSCLC patients.
Tipologia CRIS:
1.1 Articolo in rivista
Keywords:
biophysical profile; circulating tumour cells (CTC); clinical biochemistry; machine learning; medical biotechnologies; non-small cell lung cancer (NSCLC); personalized medicine; pure light scattering; translational research
Elenco autori:
Rossi, Domenico; Dannhauser, David; Nastri, Bianca Maria; Ballini, Andrea; Fiorelli, Alfonso; Santini, Mario; Netti, Paolo Antonio; Scacco, Salvatore; Marino, Maria Michela; Causa, Filippo; Boccellino, Mariarosaria; Di Domenico, Marina
Autori di Ateneo:
BALLINI ANDREA
BOCCELLINO MARIAROSARIA
Link alla scheda completa:
https://iris.unilink.it/handle/20.500.14085/41138
Pubblicato in:
JOURNAL OF PERSONALIZED MEDICINE
Journal
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