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A Mechatronic Platform for Computer Aided Detection of Nodules in Anatomopathological Analyses via Stiffness and Ultrasound Measurements

This study presents a platform for ex-vivo detection of cancer nodules, addressing automation of medical diagnoses in surgery and associated histological analyses. The proposed approach takes advantage of the property of cancer to alter the mechanical and acoustical properties of tissues, because of...

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Autores principales: Massari, Luca, Bulletti, Andrea, Prasanna, Sahana, Mazzoni, Marina, Frosini, Francesco, Vicari, Elena, Pantano, Marcello, Staderini, Fabio, Ciuti, Gastone, Cianchi, Fabio, Messerini, Luca, Capineri, Lorenzo, Menciassi, Arianna, Oddo, Calogero Maria
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6603638/
https://www.ncbi.nlm.nih.gov/pubmed/31159334
http://dx.doi.org/10.3390/s19112512
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author Massari, Luca
Bulletti, Andrea
Prasanna, Sahana
Mazzoni, Marina
Frosini, Francesco
Vicari, Elena
Pantano, Marcello
Staderini, Fabio
Ciuti, Gastone
Cianchi, Fabio
Messerini, Luca
Capineri, Lorenzo
Menciassi, Arianna
Oddo, Calogero Maria
author_facet Massari, Luca
Bulletti, Andrea
Prasanna, Sahana
Mazzoni, Marina
Frosini, Francesco
Vicari, Elena
Pantano, Marcello
Staderini, Fabio
Ciuti, Gastone
Cianchi, Fabio
Messerini, Luca
Capineri, Lorenzo
Menciassi, Arianna
Oddo, Calogero Maria
author_sort Massari, Luca
collection PubMed
description This study presents a platform for ex-vivo detection of cancer nodules, addressing automation of medical diagnoses in surgery and associated histological analyses. The proposed approach takes advantage of the property of cancer to alter the mechanical and acoustical properties of tissues, because of changes in stiffness and density. A force sensor and an ultrasound probe were combined to detect such alterations during force-regulated indentations. To explore the specimens, regardless of their orientation and shape, a scanned area of the test sample was defined using shape recognition applying optical background subtraction to the images captured by a camera. The motorized platform was validated using seven phantom tissues, simulating the mechanical and acoustical properties of ex-vivo diseased tissues, including stiffer nodules that can be encountered in pathological conditions during histological analyses. Results demonstrated the platform’s ability to automatically explore and identify the inclusions in the phantom. Overall, the system was able to correctly identify up to 90.3% of the inclusions by means of stiffness in combination with ultrasound measurements, paving pathways towards robotic palpation during intraoperative examinations.
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spelling pubmed-66036382019-07-17 A Mechatronic Platform for Computer Aided Detection of Nodules in Anatomopathological Analyses via Stiffness and Ultrasound Measurements Massari, Luca Bulletti, Andrea Prasanna, Sahana Mazzoni, Marina Frosini, Francesco Vicari, Elena Pantano, Marcello Staderini, Fabio Ciuti, Gastone Cianchi, Fabio Messerini, Luca Capineri, Lorenzo Menciassi, Arianna Oddo, Calogero Maria Sensors (Basel) Article This study presents a platform for ex-vivo detection of cancer nodules, addressing automation of medical diagnoses in surgery and associated histological analyses. The proposed approach takes advantage of the property of cancer to alter the mechanical and acoustical properties of tissues, because of changes in stiffness and density. A force sensor and an ultrasound probe were combined to detect such alterations during force-regulated indentations. To explore the specimens, regardless of their orientation and shape, a scanned area of the test sample was defined using shape recognition applying optical background subtraction to the images captured by a camera. The motorized platform was validated using seven phantom tissues, simulating the mechanical and acoustical properties of ex-vivo diseased tissues, including stiffer nodules that can be encountered in pathological conditions during histological analyses. Results demonstrated the platform’s ability to automatically explore and identify the inclusions in the phantom. Overall, the system was able to correctly identify up to 90.3% of the inclusions by means of stiffness in combination with ultrasound measurements, paving pathways towards robotic palpation during intraoperative examinations. MDPI 2019-05-31 /pmc/articles/PMC6603638/ /pubmed/31159334 http://dx.doi.org/10.3390/s19112512 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Massari, Luca
Bulletti, Andrea
Prasanna, Sahana
Mazzoni, Marina
Frosini, Francesco
Vicari, Elena
Pantano, Marcello
Staderini, Fabio
Ciuti, Gastone
Cianchi, Fabio
Messerini, Luca
Capineri, Lorenzo
Menciassi, Arianna
Oddo, Calogero Maria
A Mechatronic Platform for Computer Aided Detection of Nodules in Anatomopathological Analyses via Stiffness and Ultrasound Measurements
title A Mechatronic Platform for Computer Aided Detection of Nodules in Anatomopathological Analyses via Stiffness and Ultrasound Measurements
title_full A Mechatronic Platform for Computer Aided Detection of Nodules in Anatomopathological Analyses via Stiffness and Ultrasound Measurements
title_fullStr A Mechatronic Platform for Computer Aided Detection of Nodules in Anatomopathological Analyses via Stiffness and Ultrasound Measurements
title_full_unstemmed A Mechatronic Platform for Computer Aided Detection of Nodules in Anatomopathological Analyses via Stiffness and Ultrasound Measurements
title_short A Mechatronic Platform for Computer Aided Detection of Nodules in Anatomopathological Analyses via Stiffness and Ultrasound Measurements
title_sort mechatronic platform for computer aided detection of nodules in anatomopathological analyses via stiffness and ultrasound measurements
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6603638/
https://www.ncbi.nlm.nih.gov/pubmed/31159334
http://dx.doi.org/10.3390/s19112512
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