Morphological Analysis of US Treated PANC-1 Spheroids

This study investigates the impact of low-intensity continuous ultrasound (LICU) on pancreatic adenocarcinoma (PANC-1) spheroids, emphasizing morphological and volumetric transformations. PANC-1 spheroids were cultured and treated with LICU across frequencies from 1 to 5 MHz. Cell viability and mort...

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Main Authors: Martina Ricci, Mattia Dimitri, Martina Serio, Andrea Corvi
Format: Article
Language:English
Published: MDPI AG 2025-02-01
Series:Applied Sciences
Subjects:
Online Access:https://www.mdpi.com/2076-3417/15/4/1707
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author Martina Ricci
Mattia Dimitri
Martina Serio
Andrea Corvi
author_facet Martina Ricci
Mattia Dimitri
Martina Serio
Andrea Corvi
author_sort Martina Ricci
collection DOAJ
description This study investigates the impact of low-intensity continuous ultrasound (LICU) on pancreatic adenocarcinoma (PANC-1) spheroids, emphasizing morphological and volumetric transformations. PANC-1 spheroids were cultured and treated with LICU across frequencies from 1 to 5 MHz. Cell viability and mortality were analyzed through Calcein AM/PI staining, while volumetric and morphological changes were quantified across frequencies from 2 to 4 MHz using advanced imaging techniques and computational tools, including a custom Python OpenCv Library, AnaSP 3.0, a MATLAB based open source tool. Notably, a frequency of 3.5 MHz yielded optimal outcomes, also achieving a reduction in spheroid volume and mortality while minimizing disgregation, a factor linked to metastasis risk. These findings underscore LICU’s potential as an effective therapeutic strategy, balancing tumor reduction with the preservation of structural cohesion. The study establishes a methodological framework for optimizing LICU parameters, presenting a less invasive avenue for improving therapeutic outcomes in pancreatic cancer treatment.
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spelling doaj-art-66f7ccfd02584c6e884eab1f49a12e8b2025-08-20T02:44:36ZengMDPI AGApplied Sciences2076-34172025-02-01154170710.3390/app15041707Morphological Analysis of US Treated PANC-1 SpheroidsMartina Ricci0Mattia Dimitri1Martina Serio2Andrea Corvi3Department of Industrial Engineering (DIEF), University of Florence, Via di Santa Marta 3, 50139 Florence, ItalyDepartment of Industrial Engineering (DIEF), University of Florence, Via di Santa Marta 3, 50139 Florence, ItalyDepartment of Industrial Engineering (DIEF), University of Florence, Via di Santa Marta 3, 50139 Florence, ItalyDepartment of Industrial Engineering (DIEF), University of Florence, Via di Santa Marta 3, 50139 Florence, ItalyThis study investigates the impact of low-intensity continuous ultrasound (LICU) on pancreatic adenocarcinoma (PANC-1) spheroids, emphasizing morphological and volumetric transformations. PANC-1 spheroids were cultured and treated with LICU across frequencies from 1 to 5 MHz. Cell viability and mortality were analyzed through Calcein AM/PI staining, while volumetric and morphological changes were quantified across frequencies from 2 to 4 MHz using advanced imaging techniques and computational tools, including a custom Python OpenCv Library, AnaSP 3.0, a MATLAB based open source tool. Notably, a frequency of 3.5 MHz yielded optimal outcomes, also achieving a reduction in spheroid volume and mortality while minimizing disgregation, a factor linked to metastasis risk. These findings underscore LICU’s potential as an effective therapeutic strategy, balancing tumor reduction with the preservation of structural cohesion. The study establishes a methodological framework for optimizing LICU parameters, presenting a less invasive avenue for improving therapeutic outcomes in pancreatic cancer treatment.https://www.mdpi.com/2076-3417/15/4/1707LICUvolume evaluationUS cancer therapycomputer visionspheroids disgregationfrequency induced mortality
spellingShingle Martina Ricci
Mattia Dimitri
Martina Serio
Andrea Corvi
Morphological Analysis of US Treated PANC-1 Spheroids
Applied Sciences
LICU
volume evaluation
US cancer therapy
computer vision
spheroids disgregation
frequency induced mortality
title Morphological Analysis of US Treated PANC-1 Spheroids
title_full Morphological Analysis of US Treated PANC-1 Spheroids
title_fullStr Morphological Analysis of US Treated PANC-1 Spheroids
title_full_unstemmed Morphological Analysis of US Treated PANC-1 Spheroids
title_short Morphological Analysis of US Treated PANC-1 Spheroids
title_sort morphological analysis of us treated panc 1 spheroids
topic LICU
volume evaluation
US cancer therapy
computer vision
spheroids disgregation
frequency induced mortality
url https://www.mdpi.com/2076-3417/15/4/1707
work_keys_str_mv AT martinaricci morphologicalanalysisofustreatedpanc1spheroids
AT mattiadimitri morphologicalanalysisofustreatedpanc1spheroids
AT martinaserio morphologicalanalysisofustreatedpanc1spheroids
AT andreacorvi morphologicalanalysisofustreatedpanc1spheroids