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Ghita M, Billiet C, Copot D, Verellen D, Ionescu CM. Model Calibration of Pharmacokinetic-Pharmacodynamic Lung Tumour Dynamics for Anticancer Therapies. J Clin Med 2022; 11:jcm11041006. [PMID: 35207279 PMCID: PMC8879872 DOI: 10.3390/jcm11041006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2021] [Revised: 02/02/2022] [Accepted: 02/09/2022] [Indexed: 11/17/2022] Open
Abstract
Individual curves for tumor growth can be expressed as mathematical models. Herein we exploited a pharmacokinetic-pharmacodynamic (PKPD) model to accurately predict the lung growth curves when using data from a clinical study. Our analysis included 19 patients with non-small cell lung cancer treated with specific hypofractionated regimens, defined as stereotactic body radiation therapy (SBRT). The results exhibited the utility of the PKPD model for testing growth hypotheses of the lung tumor against clinical data. The model fitted the observed progression behavior of the lung tumors expressed by measuring the tumor volume of the patients before and after treatment from CT screening. The changes in dynamics were best captured by the parameter identified as the patients’ response to treatment. Median follow-up times for the tumor volume after SBRT were 126 days. These results have proven the use of mathematical modeling in preclinical anticancer investigations as a potential prognostic tool.
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Affiliation(s)
- Maria Ghita
- Research Group of Dynamical Systems and Control, Ghent University, 9052 Ghent, Belgium; (M.G.); (D.C.)
- Faculty of Medicine and Health Sciences, Antwerp University, 2610 Wilrijk, Belgium
- EEDT—Core Lab on Decision and Control, Flanders Make Consortium, 9052 Ghent, Belgium
- Cancer Research Institute Ghent, 9052 Ghent, Belgium
| | - Charlotte Billiet
- Department of Radiation Oncology, Iridium Cancer Network—GZA Hospitals Sint Augustinus, 2610 Wilrijk, Belgium; (C.B.); (D.V.)
- Department of Radiotherapy, Faculty of Medicine and Health Sciences, Antwerp University, 2610 Wilrijk, Belgium
| | - Dana Copot
- Research Group of Dynamical Systems and Control, Ghent University, 9052 Ghent, Belgium; (M.G.); (D.C.)
- Faculty of Medicine and Health Sciences, Antwerp University, 2610 Wilrijk, Belgium
| | - Dirk Verellen
- Department of Radiation Oncology, Iridium Cancer Network—GZA Hospitals Sint Augustinus, 2610 Wilrijk, Belgium; (C.B.); (D.V.)
- Department of Radiotherapy, Faculty of Medicine and Health Sciences, Antwerp University, 2610 Wilrijk, Belgium
| | - Clara Mihaela Ionescu
- Research Group of Dynamical Systems and Control, Ghent University, 9052 Ghent, Belgium; (M.G.); (D.C.)
- Faculty of Medicine and Health Sciences, Antwerp University, 2610 Wilrijk, Belgium
- Department of Automatic Control, Technical University of Cluj Napoca, 400114 Cluj, Romania
- Correspondence: ; Tel.: +32-9-264-5608
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Bizzotto D, Paganini S, Stucchi L, Palmisano Avallone M, Ramirez EM, Pompilio PP, Ferrucci F, Lavoie JP, Dellaca RL. A portable fan-based device for evaluating lung function in horses by the forced oscillation technique. Physiol Meas 2022; 43. [PMID: 35120344 DOI: 10.1088/1361-6579/ac522e] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2021] [Accepted: 02/04/2022] [Indexed: 11/12/2022]
Abstract
OBJECTIVE The assessment of lung mechanics in horses is nowadays based on invasive methods that may require sedation. The forced oscillation technique (FOT) allows the non-invasive assessment of respiratory mechanics during spontaneous breathing, but current devices are complex, cumbersome, expensive, and difficult to be applied in horses. APPROACH We developed a portable FOT device based on a novel approach in which the pressure waveforms are generated by a servo-controlled ducted fan. This new approach allows the design of devices that are more sturdy, compact, and portable compared to already existing approaches. The prototype includes 1) a small microcontroller-based electronic board for controlling the fan and measuring flow and pressure and 2) an optimized data processing algorithm. MAIN RESULTS This device provides a maximum error of 0.06 cmH2O∙s/L and 0.15 cmH2O∙s/L in measuring respiratory resistance and reactance during in-vitro validation. A pilot study was also performed on three healthy horses and three horses with severe equine asthma (SEA) and it demonstrated good tolerability and feasibility of the new device. Total respiratory system resistance (Rrs) and reactance (Xrs) significantly differed (p<0.05) between groups. At 5Hz, Rrs was 0.66±0.02 cmH2O∙s/L and 0.94±0.07 cmH2O∙s/L in healthy and in SEA, respectively. Xrs 0.38±0.02 cmH2O∙s/L and -0.27±0.05 cmH2O∙s/L. SIGNIFICANCE This novel approach for applying FOT allowed the development of a small, affordable and portable device for the non-invasive evaluation of respiratory mechanics in spontaneously breathing horses, providing a useful new tool for improving veterinary respiratory medicine. Moreover, our results provide supporting evidence of the value of this novel approach for developing portable FOT devices also for applications in humans.
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Affiliation(s)
- Davide Bizzotto
- DEIB, Politecnico di Milano Dipartimento di Elettronica Informazione e Bioingegneria, Via Giuseppe Colombo, 40, Milano, 20133, ITALY
| | - Stefano Paganini
- DEIB, Politecnico di Milano Dipartimento di Elettronica Informazione e Bioingegneria, Via Giuseppe Colombo, 40, Milano, Milano, 20133, ITALY
| | - Luca Stucchi
- Equine Sports Medicine Lab (ESM-Lab), Università degli Studi di Milano Dipartimento di Medicina Veterinaria, Via dell'Università, 6, 26900 Lodi LO, Lodi, Lombardia, 26900, ITALY
| | - Matteo Palmisano Avallone
- DEIB, Politecnico di Milano Dipartimento di Elettronica Informazione e Bioingegneria, Via Giuseppe Colombo, 40, Milano, Milano, 20133, ITALY
| | - Esther Millares Ramirez
- Equine Asthma Laboratory, Université de Montréal Faculté de médecine vétérinaire, 3200 Rue Sicotte, Saint-Hyacinthe, QC J2S 2M2, Canada, Saint Hyacinthe, Quebec, J2S 7C6, CANADA
| | - Pasquale P Pompilio
- Restech srl, Via Melchiorre Gioia, 61, 20124 Milano MI, Milano, 20124, ITALY
| | - Francesco Ferrucci
- Equine Sports Medicine Lab (ESM-Lab), Università degli Studi di Milano Dipartimento di Medicina Veterinaria, Via dell'Università, 6, 26900 Lodi LO, Lodi, Lombardia, 26900, ITALY
| | - Jean-Pierre Lavoie
- Equine Asthma Laboratory, Université de Montréal Faculté de médecine vétérinaire, 3200 Rue Sicotte, Saint-Hyacinthe, QC J2S 2M2, Canada, Saint Hyacinthe, Quebec, J2S 2M2, CANADA
| | - Raffaele L Dellaca
- DEIB, Politecnico di Milano Dipartimento di Elettronica e Informazione, Via Giuseppe Colombo, 40, Milano, Milano, Lombardia, 20133, ITALY
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Ghita M, Copot D, Ionescu CM. Lung cancer dynamics using fractional order impedance modeling on a mimicked lung tumor setup. J Adv Res 2021; 32:61-71. [PMID: 34484826 PMCID: PMC8408337 DOI: 10.1016/j.jare.2020.12.016] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2020] [Revised: 12/28/2020] [Accepted: 12/31/2020] [Indexed: 12/23/2022] Open
Abstract
Introduction As pulmonary dysfunctions are prospective factors for developing cancer, efforts are needed to solve the limitations regarding applications in lung cancer. Fractional order respiratory impedance models can be indicative of lung cancer dynamics and tissue heterogeneity. Objective The purpose of this study is to investigate how the existence of a tumorous tissue in the lung modifies the parameters of the proposed models. The first use of a prototype forced oscillations technique (FOT) device in a mimicked lung tumor setup is investigated by comparing and interpreting the experimental findings. Methods The fractional order model parameters are determined for the mechanical properties of the healthy and tumorous lung. Two protocols have been performed for a mimicked lung tumor setup in a laboratory environment. A low frequency evaluation of respiratory impedance model and nonlinearity index were assessed using the forced oscillations technique. Results The viscoelastic properties of the lung tissue change, results being mirrored in the respiratory impedance assessment via FOT. The results demonstrate significant differences among the mimicked healthy and tumor measurements, (p-values < 0.05) for impedance values and also for heterogeneity index. However, there was no significant difference in lung function before and after immersing the mimicked lung in water or saline solution, denoting no structural changes. Conclusion Simulation tests comparing the changes in impedance support the research hypothesis. The impedance frequency response is effective in non-invasive identification of respiratory tissue abnormalities in tumorous lung, analyzed with appropriate fractional models.
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Affiliation(s)
- Maria Ghita
- Corresponding author at: Ghent University, Research Group on Dynamical Systems and Control (DySC), Tech Lane Science Park 125, Ghent 9052, Belgium.
| | - Dana Copot
- Ghent University, Research Group on Dynamical Systems and Control (DySC), Tech Lane Science Park 125, Ghent 9052, Belgium
- EEDT Core Group on Decision and Control in Flanders Make Consortium, Tech Lane Science Park 131, Ghent 9052, Belgium
| | - Clara M. Ionescu
- Ghent University, Research Group on Dynamical Systems and Control (DySC), Tech Lane Science Park 125, Ghent 9052, Belgium
- EEDT Core Group on Decision and Control in Flanders Make Consortium, Tech Lane Science Park 131, Ghent 9052, Belgium
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Ghita M, Copot D, Ghita M, Derom E, Ionescu C. Low Frequency Forced Oscillation Lung Function Test Can Distinguish Dynamic Tissue Non-linearity in COPD Patients. Front Physiol 2019; 10:1390. [PMID: 31803060 PMCID: PMC6877497 DOI: 10.3389/fphys.2019.01390] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2019] [Accepted: 10/25/2019] [Indexed: 01/11/2023] Open
Abstract
This paper introduces the use of low frequencies forced oscillation technique (FOT) in the presence of breathing signal. The hypothesis tested is to evaluate the sensitivity of FOT to various degrees of obstruction in COPD patients. The measurements were performed in the frequency range 0–2 Hz. The use of FOT to evaluate respiratory impedance has been broadly recognized and its complementary use next to standardized method as spirometry and body plethysmography has been well-documented. Typical use of FOT uses frequencies between 4–32 Hz and above. However, interesting information at frequencies below 4 Hz is related to viscoelastic properties of parenchyma. Structural changes in COPD affect viscoelastic properties and we propose to investigate the use of FOT at low frequencies with a fourth generation fan-based FOT device. The generator non-linearity introduced by the device is separated from the linear approximation of the impedance before evaluating the results on patients. Three groups of COPD obstruction, GOLD II, III, and IV are evaluated. We found significant differences in mechanical parameters (tissue damping, tissue elasticity, hysteresivity) and increased degrees of non-linear dynamic contributions in the impedance data with increasing degree of obstruction (p < 0.01). The results obtained suggest that the non-linear index correlates better with degrees of heterogeneity linked to COPD GOLD stages, than the currently used hysteresivity index. The protocol and method may prove useful to improve current diagnosis percentages for various COPD phenotypes.
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Affiliation(s)
- Maria Ghita
- Dynamical Systems and Control Research Group, Ghent University, Ghent, Belgium.,EEDT Core Lab on Decision and Control, Flanders Make Consortium, Ghent, Belgium
| | - Dana Copot
- Dynamical Systems and Control Research Group, Ghent University, Ghent, Belgium.,EEDT Core Lab on Decision and Control, Flanders Make Consortium, Ghent, Belgium
| | - Mihaela Ghita
- Dynamical Systems and Control Research Group, Ghent University, Ghent, Belgium.,EEDT Core Lab on Decision and Control, Flanders Make Consortium, Ghent, Belgium
| | - Eric Derom
- Department of Respiratory Diseases, Ghent University Hospital, Ghent, Belgium
| | - Clara Ionescu
- Dynamical Systems and Control Research Group, Ghent University, Ghent, Belgium.,EEDT Core Lab on Decision and Control, Flanders Make Consortium, Ghent, Belgium.,Department of Automation, Technical University of Cluj-Napoca, Cluj-Napoca, Romania
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Ionescu CM, Copot D. Monitoring respiratory impedance by wearable sensor device: Protocol and methodology. Biomed Signal Process Control 2017. [DOI: 10.1016/j.bspc.2017.03.018] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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Copot D, De Keyser R, Derom E, Ionescu C. Structural changes in the COPD lung and related heterogeneity. PLoS One 2017; 12:e0177969. [PMID: 28542377 PMCID: PMC5444650 DOI: 10.1371/journal.pone.0177969] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2015] [Accepted: 02/06/2017] [Indexed: 11/25/2022] Open
Abstract
This paper proposes a mathematical framework for understanding how the structural changes in the COPD lung reflect in model parameters. The core of the analysis is a correlation between the heterogeneity in the lung as COPD degree changes (GOLD II, III and IV) and the nonlinearity index evaluated using the forced oscillation technique. A low frequency evaluation of respiratory impedance models and nonlinearity degree is performed since changes in tissue mechanics are related to viscoelastic properties. Simulation analysis of our model indicates a good correlation to expected changes in heterogeneity and nonlinear effects. A total of 43 COPD diagnosed patients are evaluated, distributed as GOLD II (18), GOLD III (15) and GOLD IV (10). Experimental data supports the claims and indicate that the proposed model and index for nonlinearity is well-suited to capture COPD structural changes.
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Affiliation(s)
- Dana Copot
- Department of Electrical energy, Systems and Automation, Ghent University, Technologiepark 914, 9052, Ghent, Belgium
- * E-mail:
| | - Robin De Keyser
- Department of Electrical energy, Systems and Automation, Ghent University, Technologiepark 914, 9052, Ghent, Belgium
| | - Eric Derom
- Ghent University Hospital, Department of Respiratory Diseases, De Pintelaan 185, 7K12, 9000, Ghent, Belgium
| | - Clara Ionescu
- Department of Electrical energy, Systems and Automation, Ghent University, Technologiepark 914, 9052, Ghent, Belgium
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