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Vélez Salazar FM, Patiño ID. In-silico tool based on Boolean networks and meshless simulations for prediction of reaction and transport mechanisms in the systemic administration of chemotherapeutic drugs. PLoS One 2025; 20:e0315194. [PMID: 39919263 PMCID: PMC11805580 DOI: 10.1371/journal.pone.0315194] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2024] [Accepted: 11/21/2024] [Indexed: 02/09/2025] Open
Abstract
Using in-house computational tools, this work focuses on investigating how the combination of the electric field magnitude (E), bloodstream velocity (λinl) and pharmaco-kinetic profile (PK) impacts the reaction and transport mechanisms of drug (RTMs) arising in electro-chemotherapeutic treatments. The first step implies retrieving the ratios between extracellular, free intracellular, and bound intracellular concentrations from numerical simulations, employing a meshless code developed, calibrated and validated in a previous work. Subsequently, a Boolean model is developed to determine the presence, interaction and rates of RTMs based on the comparison of the spatio-temporal evolution of the drug concentration ratios, being this the main contribution of the present work to the comprehension of the phenomena involved in the systemic administration of chemotherapeutic drugs in cancer tumors. Different combinations of E (0 kV/m, 46 kV/m, 70 kV/m), λinl (1x10-4m/s, 1x10-3m/s, 1x10-2m/s) and PK (One-short tri-exponential, mono-exponential) are examined. In general, results show that both the presence and relative importance of RTMs can differ between both PKs for a given combination of E and λinl. Additionally, for a given PK, radial uniformity of transmembrane transport rate is aversively affected by the increase of E and λinl, whereas radial homogeneity of association/dissociation rate is monotonously affected only by E. Regarding the axial uniformity of transmembrane transport rate, this is benefited by the increase of λinl and, in a lower extent, by the reduction of E.
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Affiliation(s)
| | - Iván David Patiño
- Grupo de Investigación e Innovación Ambiental (GIIAM), Institución Universitaria Pascual Bravo, Medellín, Colombia
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2
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Salazar FMV, Patiño Arcila ID, Marín SP. Influence of electroporation parameters on the reaction and transport mechanisms in electro-chemotherapeutic treatments using Boolean modeling and the Method of Fundamental Solutions. Comput Biol Med 2025; 185:109543. [PMID: 39662317 DOI: 10.1016/j.compbiomed.2024.109543] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2024] [Revised: 12/04/2024] [Accepted: 12/05/2024] [Indexed: 12/13/2024]
Abstract
The systemic administration of chemotherapeutic drugs involves some reaction and transport mechanisms (RTMs), including perfusion along the blood vessels, extravasation, lymphatic drainage, interstitial and transmembrane transport, and protein association and dissociation, among others. When tissue is subjected to the controlled application of electric pulses (electroporation), the vessel wall and cell membrane are permeabilized, capillaries are vasoconstricted and tissue porosity is modified, affecting the RTMs during electro-chemotherapeutic treatments. This study is a theoretical investigation about the influence of the electric field magnitude (E), number of electroporation treatments (Nep) and duration of each electroporation protocol (Tep) on the presence, interaction and rates of the RTMs using in-house computational tools. Firstly, the ratios between the extracellular, free intracellular and bound intracellular concentrations are calculated by solving the species conservation equations of a tumor cord domain by the Method of Fundamental Solutions (MFS), which was implemented, calibrated and validated in a previous work. Then, a Boolean model, which is founded on the comparison of the spatio-temporal evolution of concentration ratios, is proposed here to explore the interaction between RTMs. Different combinations of E=[0kV/m,46kV/m,70kV/m], Nep=[6,8,12] and Tep=[5min,10min,15min] are tested here. The MFS results indicate that Nep and Tep do not have a relevant influence on the types and relative importance of RTMs, but only on the rates of these mechanisms. In general, increasing E reduces the radial uniformity of transmembrane transport and association rates regarding the non-electroporated tissue, whereas the axial uniformity is affected in a lower extent.
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Affiliation(s)
- Fabián Mauricio Vélez Salazar
- Grupo de Investigación e Innovación Ambiental (GIIAM), Institución Universitaria Pascual Bravo, Cl. 73 No 73A-226 (Bloque 8), Medellín, Colombia.
| | - Iván David Patiño Arcila
- Grupo de Investigación e Innovación Ambiental (GIIAM), Institución Universitaria Pascual Bravo, Cl. 73 No 73A-226 (Bloque 8), Medellín, Colombia.
| | - Susana Pérez Marín
- Grupo de Investigación e Innovación Ambiental (GIIAM), Institución Universitaria Pascual Bravo, Cl. 73 No 73A-226 (Bloque 8), Medellín, Colombia.
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Salazar FMV, Arcila IDP. In silico study about the influence of electroporation parameters on the cellular internalization, spatial uniformity, and cytotoxic effects of chemotherapeutic drugs using the Method of Fundamental Solutions. Med Biol Eng Comput 2024; 62:713-749. [PMID: 37989990 DOI: 10.1007/s11517-023-02964-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2023] [Accepted: 10/30/2023] [Indexed: 11/23/2023]
Abstract
Reversible electroporation is a suitable technique to aid the internalization of medicaments in cancer tissues without inducing permanent cellular damage, allowing the enhancement of cytotoxic effects without incurring in electric-driven necrotic or apoptotic processes by the presence of non-reversible aqueous pores. An adequate selection of electroporation parameters acquires relevance to reach these goals and avoid opposite effects. This work applies the Method of Fundamental Solutions (MFS) for drug transport simulations in electroporated cancer tissues, using a continuum tumor cord approach and considering both electro-permeabilization and vasoconstriction effects. The MFS algorithm is validated with published results, obtaining satisfactory accuracy and convergence. Then, MFS simulations are executed to study the influence of electric field magnitude [Formula: see text], number of electroporation treatments [Formula: see text], and electroporation time [Formula: see text] on three assessment parameters of electrochemotherapy: the internationalization efficacy accounting for the ability of the therapy to introduce moles into viable cells, cell-kill capacity indicating the faculty to reduce the survival fraction of cancer cells, and distribution uniformity specifying the competence to supply drug homogeneously through the whole tissue domain. According to numerical results, when [Formula: see text] is the reversibility threshold, a positive influence on the first two parameters is only possible once specific values of [Formula: see text] and [Formula: see text] have been exceeded; when [Formula: see text] is just the irreversibility threshold, any combination of [Formula: see text] and [Formula: see text] is beneficial. On the other hand, the drug distribution uniformity is always adversely affected by the application of electric pulses, being this more noticeable as [Formula: see text], [Formula: see text], and [Formula: see text] increases.
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Affiliation(s)
- Fabián Mauricio Vélez Salazar
- Grupo de Investigación E Innovación Ambiental (GIIAM), Institución Universitaria Pascual Bravo, Cl. 73 No 73A-226 (Bloque 7), Medellín, Colombia
- Grupo de Investigación de Ciencias Administrativas, Instituto Tecnológico Metropolitano - ITM, Medellín, Colombia
| | - Iván David Patiño Arcila
- Grupo de Investigación E Innovación Ambiental (GIIAM), Institución Universitaria Pascual Bravo, Cl. 73 No 73A-226 (Bloque 7), Medellín, Colombia.
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4
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Vélez Salazar FM, Patiño Arcila ID. Influence of electric field, blood velocity, and pharmacokinetics on electrochemotherapy efficiency. Biophys J 2023; 122:3268-3298. [PMID: 37421133 PMCID: PMC10465711 DOI: 10.1016/j.bpj.2023.07.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2022] [Revised: 04/13/2023] [Accepted: 07/05/2023] [Indexed: 07/09/2023] Open
Abstract
The convective delivery of chemotherapeutic drugs in cancerous tissues is directly proportional to the blood perfusion rate, which in turns can be transiently reduced by the application of high-voltage and short-duration electric pulses due to vessel vasoconstriction. However, electric pulses can also increase vessel wall and cell membrane permeabilities, boosting the extravasation and cell internalization of drug. These opposite effects, as well as possible adverse impacts on the viability of tissues and endothelial cells, suggest the importance of conducting in silico studies about the influence of physical parameters involved in electric-mediated drug transport. In the present work, the global method of approximate particular solutions for axisymmetric domains, together with two solution schemes (Gauss-Seidel iterative and linearization+successive over-relaxation), is applied for the simulation of drug transport in electroporated cancer tissues, using a continuum tumor cord approach and considering both the electropermeabilization and vasoconstriction phenomena. The developed global method of approximate particular solutions algorithm is validated with numerical and experimental results previously published, obtaining a satisfactory accuracy and convergence. Then, a parametric study about the influence of electric field magnitude and inlet blood velocity on the internalization efficacy, drug distribution uniformity, and cell-kill capacity of the treatment, as expressed by the number of internalized moles into viable cells, homogeneity of exposure to bound intracellular drug, and cell survival fraction, respectively, is analyzed for three pharmacokinetic profiles, namely one-short tri-exponential, mono-exponential, and uniform. According to numerical results, the trade-off between vasoconstriction and electropermeabilization effects and, consequently, the influence of electric field magnitude and inlet blood velocity on the assessment parameters considered here (efficacy, uniformity, and cell-kill capacity) is different for each pharmacokinetic profile deemed.
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Affiliation(s)
| | - Iván David Patiño Arcila
- Grupo de Investigación e Innovación Ambiental (GIIAM), Institución Universitaria Pascual Bravo, Medellín, Colombia.
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Vélez Salazar FM, Patiño Arcila ID. Influence of electric pulse characteristics on the cellular internalization of chemotherapeutic drugs and cell survival fraction in electroporated and vasoconstricted cancer tissues using boundary element techniques. J Math Biol 2023; 87:31. [PMID: 37462802 DOI: 10.1007/s00285-023-01963-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2022] [Revised: 05/09/2023] [Accepted: 06/30/2023] [Indexed: 07/21/2023]
Abstract
Electroporation has emerged as a suitable technique to induce the pore formation in the cell membrane of cancer tissues, facilitating the cellular internalization of chemotherapeutic drugs. An adequate selection of the electric pulse characteristics is crucial to guarantee the efficiency of this technique, minimizing the adverse effects. In the present work, the dual reciprocity boundary element method (DR-BEM) is applied for the simulation of drug transport in the extracellular and intracellular space of cancer tissues subjected to the application of controlled electric pulses, using a continuum tumour cord approach, and considering both the electro-permeabilization and vasoconstriction phenomena. The developed DR-BEM algorithm is validated with numerical and experimental results previously published, obtaining a satisfactory accuracy and convergence. Using the DR-BEM code, a study about the influence of the magnitude of electric field (E) and pulse spacing (dpulses) on the time behavior and spatial distribution of the internalized drug, as well as on the cell survival fraction, is carried out. In general, the change of drug concentration, drug exposure and cell survival fraction with the parameters E and dpulses is ruled by two important factors: the balance between the electro-permeabilization and vasoconstriction phenomena, and the relative importance of the sources of cell death (electric pulses and drug cytotoxicity); these two factors, in turn, significantly depend on the reversible and irreversible thresholds considered for the electric field.
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Affiliation(s)
- Fabián Mauricio Vélez Salazar
- Grupo de Investigación e Innovación Ambiental (GIIAM), Institución Universitaria Pascual Bravo, Cl. 73 No 73A-226 (Bloque 7), Medellín, Colombia
- Grupo de Investigación de Ciencias Administrativas, Instituto Tecnológico Metropolitano - ITM, Medellín, Colombia
| | - Iván David Patiño Arcila
- Grupo de Investigación e Innovación Ambiental (GIIAM), Institución Universitaria Pascual Bravo, Cl. 73 No 73A-226 (Bloque 7), Medellín, Colombia.
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Hackbarth S, Gao S, Šubr V, Lin L, Pohl J, Etrych T, Fang J. Singlet Oxygen In Vivo: It Is All about Intensity-Part 2. J Pers Med 2023; 13:781. [PMID: 37240951 PMCID: PMC10222680 DOI: 10.3390/jpm13050781] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2023] [Revised: 04/25/2023] [Accepted: 04/26/2023] [Indexed: 05/28/2023] Open
Abstract
Recently, we reported induced anoxia as a limiting factor for photodynamic tumor therapy (PDT). This effect occurs in vivo if the amount of generated singlet oxygen that undergoes chemical reactions with cellular components exceeds the local oxygen supply. The amount of generated singlet oxygen depends mainly on photosensitizer (PS) accumulation, efficiency, and illumination intensity. With illumination intensities above a certain threshold, singlet oxygen is limited to the blood vessel and the nearest vicinity; lower intensities allow singlet oxygen generation also in tissue which is a few cell layers away from the vessels. While all experiments so far were limited to light intensities above this threshold, we report experimental results for intensities at both sides of the threshold for the first time, giving proof for the described model. Using time-resolved optical detection in NIR, we demonstrate characteristic, illumination intensity-dependent changes in signal kinetics of singlet oxygen and photosensitizer phosphorescence in vivo. The described analysis allows for better optimization and coordination of PDT drugs and treatment, as well as new diagnostic methods based on gated PS phosphorescence, for which we report a first in vivo feasibility test.
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Affiliation(s)
- Steffen Hackbarth
- Institute of Physics, Photobiophysics, Humboldt University of Berlin, Newtonstr. 15, 12489 Berlin, Germany; (L.L.); (J.P.)
| | - Shanghui Gao
- Laboratory of Microbiology and Oncology, Faculty of Pharmaceutical Sciences, Sojo University, Kumamoto 860-0082, Japan; (S.G.)
| | - Vladimír Šubr
- Institute of Macromolecular Chemistry, Czech Academy of Sciences, Heyrovského nám. 2, 16200 Prague, Czech Republic; (V.Š.)
| | - Lisheng Lin
- Institute of Physics, Photobiophysics, Humboldt University of Berlin, Newtonstr. 15, 12489 Berlin, Germany; (L.L.); (J.P.)
- Fujian Provincial Key Laboratory of Photonics Technology, Fujian Normal University, Fuzhou 350007, China
| | - Jakob Pohl
- Institute of Physics, Photobiophysics, Humboldt University of Berlin, Newtonstr. 15, 12489 Berlin, Germany; (L.L.); (J.P.)
| | - Tomáš Etrych
- Institute of Macromolecular Chemistry, Czech Academy of Sciences, Heyrovského nám. 2, 16200 Prague, Czech Republic; (V.Š.)
| | - Jun Fang
- Laboratory of Microbiology and Oncology, Faculty of Pharmaceutical Sciences, Sojo University, Kumamoto 860-0082, Japan; (S.G.)
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Zhang M, Chen Y, Xie W, Wu S, Liao J, Cheng Q. Photoacoustic power azimuth spectrum for microvascular evaluation. PHOTOACOUSTICS 2021; 22:100260. [PMID: 33777693 PMCID: PMC7985563 DOI: 10.1016/j.pacs.2021.100260] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/13/2020] [Revised: 02/17/2021] [Accepted: 03/09/2021] [Indexed: 05/08/2023]
Abstract
The tubular structures and dendritic distributions of blood vessels emit anisotropic photoacoustic (PA) signals with different intensities and frequency components at different angles. Therefore, spectral analysis of PA signals from a single angle cannot accurately determine the physical characteristics of microvessels. This study investigated the feasibility of using the PA power azimuth spectrum (PA-PAS) method to evaluate microvessel structures. We mapped the acoustic power spectrum of the PA signals along the azimuth direction. Based on a frequency-domain analysis of the broadband PA signal, we calculated the spectral parameter power-weighted mean frequency (PWMF). The results demonstrate that the PA signal information of the microvessel is mainly concentrated in the direction of its width. In addition, the PWMF decreases linearly with the microvascular size. The experimental findings exhibit good agreement with the simulation results, thus demonstrating that this approach can effectively differentiate the sizes of microvessels.
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Affiliation(s)
- Mengjiao Zhang
- Institute of Acoustics, School of Physics Science and Engineering, Tongji University, Shanghai, PR China
- The Key Laboratory of Spine and Spinal Cord Injury Repair and Regeneration, Ministry of Education, Department of Orthopaedics, Tongji Hospital, Tongji University School of Medicine, Shanghai, PR China
| | - Yingna Chen
- Institute of Acoustics, School of Physics Science and Engineering, Tongji University, Shanghai, PR China
| | - Weiya Xie
- Institute of Acoustics, School of Physics Science and Engineering, Tongji University, Shanghai, PR China
| | - Shiying Wu
- Institute of Acoustics, School of Physics Science and Engineering, Tongji University, Shanghai, PR China
| | - Jiangnan Liao
- Institute of Acoustics, School of Physics Science and Engineering, Tongji University, Shanghai, PR China
| | - Qian Cheng
- Institute of Acoustics, School of Physics Science and Engineering, Tongji University, Shanghai, PR China
- The Key Laboratory of Spine and Spinal Cord Injury Repair and Regeneration, Ministry of Education, Department of Orthopaedics, Tongji Hospital, Tongji University School of Medicine, Shanghai, PR China
- Corresponding author at: Institute of Acoustics, School of Physics Science and Engineering, Tongji University, Shanghai, PR China; The Key Laboratory of Spine and Spinal Cord Injury Repair and Regeneration, Ministry of Education, Department of Orthopaedics, Tongji Hospital, Tongji University School of Medicine, Shanghai, PR China.
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8
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Chen W, Zhang H, Zeng X, Chen L, Fang G, Cai H, Zhong X. Phase‐shifted pentafluorobutane nanoparticles for ultrasound imaging and ultrasound‐mediated hypoxia modulation. J Cell Biochem 2019; 120:16543-16552. [PMID: 31099025 DOI: 10.1002/jcb.28914] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2018] [Revised: 03/18/2019] [Accepted: 04/05/2019] [Indexed: 12/18/2022]
Affiliation(s)
- Wei‐Jian Chen
- Department of Ultrasonography The First Affiliated Hospital of Jinan University Guangzhou China
| | - Hua Zhang
- The First Affiliated Hospital, Biomedical Translation Research Institute and School of Pharmacy Jinan University Guangzhou China
| | - Xue‐Yi Zeng
- Department of Chemistry, College of Chemistry and Materials Science Jinan University Guangzhou China
| | - Long Chen
- Department of Ultrasonography, Xiangyang Central Hospital Affiliated Hospital of Hubei University of Arts and Science Xiangyang China
| | - Gui‐Ting Fang
- Department of Ultrasonography The First Affiliated Hospital of Jinan University Guangzhou China
| | - Huai‐Hong Cai
- Department of Chemistry, College of Chemistry and Materials Science Jinan University Guangzhou China
| | - Xing Zhong
- Department of Ultrasonography The First Affiliated Hospital of Jinan University Guangzhou China
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Demené C, Payen T, Dizeux A, Barrois G, Gennisson JL, Bridal L, Tanter M. 3-D Longitudinal Imaging of Tumor Angiogenesis in Mice in Vivo Using Ultrafast Doppler Tomography. ULTRASOUND IN MEDICINE & BIOLOGY 2019; 45:1284-1296. [PMID: 30799125 DOI: 10.1016/j.ultrasmedbio.2018.12.010] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/25/2018] [Revised: 11/09/2018] [Accepted: 12/17/2018] [Indexed: 06/09/2023]
Abstract
Angiogenesis, the formation of new vessels, is one of the key mechanisms in tumor development and an appealing target for therapy. Non-invasive, high-resolution, high-sensitivity, quantitative 3-D imaging techniques are required to correctly depict tumor heterogeneous vasculature over time. Ultrafast Doppler was recently introduced and provides an unprecedented combination of resolution, penetration depth and sensitivity without requiring any contrast agents. The technique was further extended to three dimensions with ultrafast Doppler tomography (UFD-T). In this work, UFD-T was applied to the monitoring of tumor angiogenesis in vivo, providing structural and functional information at different stages of development. UFD-T volume renderings revealed that our murine model's vasculature stems from pre-existing vessels and sprouts to perfuse the whole volume as the tumor grows until a critical size is reached. Then, as the network becomes insufficient, the tumor core is no longer irrigated because the vasculature is concentrated mainly in the periphery. In addition to spatial distribution and growth patterns, UFD-T allowed a quantitative analysis of vessel size and length, revealing that the diameter distribution of vessels remained relatively constant throughout tumor growth. The network is dominated by small vessels at all stages of tumor development, with more than 74% of the vessels less than 200 µm in diameter. This study also found that cumulative vessel length is more closely related to tumor radius than volume, indicating that the vascularization becomes insufficient when a critical mass is reached. UFD-T was also compared with dynamic contrast-enhanced ultrasound and found to provide complementary information regarding the link between structure and perfusion. In conclusion, UFD-T is capable of in vivo quantitative assessment of the development of tumor vasculature (vessels with blood speed >1 mm/s [sensitivity limit] assessed with a resolution limit of 80 µm) in 3 dimensions. The technique has very interesting potential as a tool for treatment monitoring, response assessment and treatment planning for optimal drug efficiency.
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Affiliation(s)
- Charlie Demené
- Physics for Medicine Paris, Inserm, ESPCI Paris, CNRS, PSL Research University, Paris, France; Inserm Accélérateur de Recherche Technologique en Ultrasons biomédicaux, Paris, France.
| | - Thomas Payen
- Sorbonnne Université, CNRS, INSERM, Laboratoire d'Imagerie Biomédicale, Paris, France
| | - Alexandre Dizeux
- Sorbonnne Université, CNRS, INSERM, Laboratoire d'Imagerie Biomédicale, Paris, France
| | - Guillaume Barrois
- Sorbonnne Université, CNRS, INSERM, Laboratoire d'Imagerie Biomédicale, Paris, France
| | - Jean-Luc Gennisson
- Physics for Medicine Paris, Inserm, ESPCI Paris, CNRS, PSL Research University, Paris, France
| | - Lori Bridal
- Sorbonnne Université, CNRS, INSERM, Laboratoire d'Imagerie Biomédicale, Paris, France
| | - Mickael Tanter
- Inserm Accélérateur de Recherche Technologique en Ultrasons biomédicaux, Paris, France
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Hackbarth S, Islam W, Fang J, Šubr V, Röder B, Etrych T, Maeda H. Singlet oxygen phosphorescence detection in vivo identifies PDT-induced anoxia in solid tumors. Photochem Photobiol Sci 2019; 18:1304-1314. [DOI: 10.1039/c8pp00570b] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
Extracorporeal measurements through the skin achieve sufficient SNR to analyze 1O2 kinetics and evaluate PDT efficiency.
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Affiliation(s)
- Steffen Hackbarth
- Photobiophysics
- Institute of Physics
- Humboldt University of Berlin
- 12489 Berlin
- Germany
| | - Waliul Islam
- Department of Microbiology
- Graduate School of Medical Sciences
- Kumamoto University
- Kumamoto 860-8556
- Japan
| | - Jun Fang
- Laboratory of Microbiology and Oncology
- Faculty of Pharmaceutical Sciences
- Sojo University
- Kumamoto 860-0082
- Japan
| | - Vladimír Šubr
- Institute of Macromolecular Chemistry
- Czech Academy of Sciences
- 16206 Prague
- Czech Republic
| | - Beate Röder
- Photobiophysics
- Institute of Physics
- Humboldt University of Berlin
- 12489 Berlin
- Germany
| | - Tomáš Etrych
- Institute of Macromolecular Chemistry
- Czech Academy of Sciences
- 16206 Prague
- Czech Republic
| | - Hiroshi Maeda
- BioDynamics Research Foundation
- Kumamoto 862-0954
- Japan
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Hubbard ME, Jove M, Loadman PM, Phillips RM, Twelves CJ, Smye SW. Drug delivery in a tumour cord model: a computational simulation. ROYAL SOCIETY OPEN SCIENCE 2017; 4:170014. [PMID: 28573005 PMCID: PMC5451806 DOI: 10.1098/rsos.170014] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/09/2017] [Accepted: 04/25/2017] [Indexed: 05/17/2023]
Abstract
The tumour vasculature and microenvironment is complex and heterogeneous, contributing to reduced delivery of cancer drugs to the tumour. We have developed an in silico model of drug transport in a tumour cord to explore the effect of different drug regimes over a 72 h period and how changes in pharmacokinetic parameters affect tumour exposure to the cytotoxic drug doxorubicin. We used the model to describe the radial and axial distribution of drug in the tumour cord as a function of changes in the transport rate across the cell membrane, blood vessel and intercellular permeability, flow rate, and the binding and unbinding ratio of drug within the cancer cells. We explored how changes in these parameters may affect cellular exposure to drug. The model demonstrates the extent to which distance from the supplying vessel influences drug levels and the effect of dosing schedule in relation to saturation of drug-binding sites. It also shows the likely impact on drug distribution of the aberrant vasculature seen within tumours. The model can be adapted for other drugs and extended to include other parameters. The analysis confirms that computational models can play a role in understanding novel cancer therapies to optimize drug administration and delivery.
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Affiliation(s)
- M. E. Hubbard
- School of Mathematical Sciences, The University of Nottingham, University Park, Nottingham NG7 2RD, UK
- Author for correspondence: M. E. Hubbard e-mail:
| | - M. Jove
- Department of Medical Oncology, Leeds Teaching Hospitals NHS Trust, University of Leeds, St James’s University Hospital, Leeds LS9 7TF, UK
| | - P. M. Loadman
- Institute of Cancer Therapeutics, University of Bradford, Bradford BD7 1DP, UK
| | - R. M. Phillips
- School of Applied Sciences, University of Hudderfield, Queensgate, Huddersfield HD1 3DH, UK
| | - C. J. Twelves
- Leeds Institute of Cancer and Pathology, University of Leeds, St James’s University Hospital, Leeds LS9 7TF, UK
| | - S. W. Smye
- Academic Division of Medical Physics, University of Leeds, Leeds LS2 9JT, UK
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12
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A novel method to visually determine the intracellular pH of xenografted tumor in vivo by utilizing fluorescent protein as an indicator. Biochem Biophys Res Commun 2015. [DOI: 10.1016/j.bbrc.2015.07.095] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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13
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Morrison R, Thompson J, Bird L, Hill MA, Townley H. Synthesis and characterization of polystyrene embolization particles doped with tantalum oxide nanoparticles for X-ray contrast. JOURNAL OF MATERIALS SCIENCE. MATERIALS IN MEDICINE 2015; 26:218. [PMID: 26223792 DOI: 10.1007/s10856-015-5549-5] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/20/2015] [Accepted: 07/03/2015] [Indexed: 11/08/2023]
Abstract
Radiopaque and fluorescent embolic particles have been synthesized and characterised to match the size of vasculature found in tumours to ensure effective occlusion of the vessels. A literature search showed that the majority of vessels surrounding a tumour were less than 50 µm and therefore polydispersed polystyrene particles with a peak size of 50 µm have been synthesised. The embolic particles contain 5-8 nm amorphous tantalum oxide nanoparticles which provide X-ray contrast. Embolic particles containing up to 9.4 wt% tantalum oxide were prepared and showed significant contrast compared to the undoped polystyrene particles. The X-ray contrast of the embolic particles was shown to be linear (R(2) = 0.9) with respect to the concentration of incorporated tantalum nanoparticles. A model was developed which showed that seventy-five 50 µm embolic particles containing 10% tantalum oxide could provide the same contrast as 5 cm of bone. Therefore, the synthesized particles would provide sufficient X-ray contrast to enable visualisation within a tumour.
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Affiliation(s)
- Rachel Morrison
- Department of Engineering Science, Oxford University, Parks Road, Oxford, OX1 3PJ, UK
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14
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Groh CM, Hubbard ME, Jones PF, Loadman PM, Periasamy N, Sleeman BD, Smye SW, Twelves CJ, Phillips RM. Mathematical and computational models of drug transport in tumours. J R Soc Interface 2014; 11:20131173. [PMID: 24621814 DOI: 10.1098/rsif.2013.1173] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023] Open
Abstract
The ability to predict how far a drug will penetrate into the tumour microenvironment within its pharmacokinetic (PK) lifespan would provide valuable information about therapeutic response. As the PK profile is directly related to the route and schedule of drug administration, an in silico tool that can predict the drug administration schedule that results in optimal drug delivery to tumours would streamline clinical trial design. This paper investigates the application of mathematical and computational modelling techniques to help improve our understanding of the fundamental mechanisms underlying drug delivery, and compares the performance of a simple model with more complex approaches. Three models of drug transport are developed, all based on the same drug binding model and parametrized by bespoke in vitro experiments. Their predictions, compared for a 'tumour cord' geometry, are qualitatively and quantitatively similar. We assess the effect of varying the PK profile of the supplied drug, and the binding affinity of the drug to tumour cells, on the concentration of drug reaching cells and the accumulated exposure of cells to drug at arbitrary distances from a supplying blood vessel. This is a contribution towards developing a useful drug transport modelling tool for informing strategies for the treatment of tumour cells which are 'pharmacokinetically resistant' to chemotherapeutic strategies.
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Affiliation(s)
- C M Groh
- Klinik und Poliklinik für Strahlentherapie (Medizinische Physik), Universitätsklinikum Würzburg, , Josef-Schneider-Strasse 11, 97080 Würzburg, Germany
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Yang Z, Chen J, Yao J, Lin R, Meng J, Liu C, Yang J, Li X, Wang L, Song L. Multi-parametric quantitative microvascular imaging with optical-resolution photoacoustic microscopy in vivo. OPTICS EXPRESS 2014; 22:1500-11. [PMID: 24515157 DOI: 10.1364/oe.22.001500] [Citation(s) in RCA: 46] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/21/2023]
Abstract
Many diseases involve either the formation of new blood vessels (e.g., tumor angiogenesis) or the damage of existing ones (e.g., diabetic retinopathy) at the microcirculation level. Optical-resolution photoacoustic microscopy (OR-PAM), capable of imaging microvessels in 3D in vivo down to individual capillaries using endogenous contrast, has the potential to reveal microvascular information critical to the diagnosis and staging of microcirculation-related diseases. In this study, we have developed a dedicated microvascular quantification (MQ) algorithm for OR-PAM to automatically quantify multiple microvascular morphological parameters in parallel, including the vessel diameter distribution, the microvessel density, the vascular tortuosity, and the fractal dimension. The algorithm has been tested on in vivo OR-PAM images of a healthy mouse, demonstrating high accuracy for microvascular segmentation and quantification. The developed MQ algorithm for OR-PAM may greatly facilitate quantitative imaging of tumor angiogenesis and many other microcirculation related diseases in vivo.
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Yeom CJ, Zeng L, Zhu Y, Hiraoka M, Harada H. Strategies To Assess Hypoxic/HIF-1-Active Cancer Cells for the Development of Innovative Radiation Therapy. Cancers (Basel) 2011; 3:3610-31. [PMID: 24212970 PMCID: PMC3759213 DOI: 10.3390/cancers3033610] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2011] [Revised: 08/12/2011] [Accepted: 09/09/2011] [Indexed: 11/19/2022] Open
Abstract
Local tumor recurrence and distant tumor metastasis frequently occur after radiation therapy and result in the death of cancer patients. These problems are caused, at least in part, by a tumor-specific oxygen-poor microenvironment, hypoxia. Oxygen-deprivation is known to inhibit the chemical ionization of both intracellular macro-molecules and water, etc., and thus reduce the cytotoxic effects of radiation. Moreover, DNA damage produced by free radicals is known to be more repairable under hypoxia than normoxia. Hypoxia is also known to induce biological tumor radioresistance through the activation of a transcription factor, hypoxia-inducible factor 1 (HIF-1). Several potential strategies have been devised in radiation therapy to overcome these problems; however, they have not yet achieved a complete remission. It is essential to reveal the intratumoral localization and dynamics of hypoxic/HIF-1-active tumor cells during tumor growth and after radiation therapy, then exploit the information to develop innovative therapeutic strategies, and finally damage radioresistant cells. In this review, we overview problems caused by hypoxia/HIF-1-active cells in radiation therapy for cancer and introduce strategies to assess intratumoral hypoxia/HIF-1 activity.
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Affiliation(s)
- Chan Joo Yeom
- Group of Radiation and Tumor Biology, Career-Path Promotion Unit for Young Life Scientists, Kyoto University, Yoshida Konoe-cho, Sakyo-ku, Kyoto 606-8501, Japan; E-Mails: (C.J.Y.); (L.Z.); (Y.Z.)
| | - Lihua Zeng
- Group of Radiation and Tumor Biology, Career-Path Promotion Unit for Young Life Scientists, Kyoto University, Yoshida Konoe-cho, Sakyo-ku, Kyoto 606-8501, Japan; E-Mails: (C.J.Y.); (L.Z.); (Y.Z.)
- Department of Radiation Oncology and Image-applied Therapy, Kyoto University Graduate School of Medicine, 54 Shogoin Kawahara-cho, Sakyo-ku, Kyoto 606-8507, Japan; E-Mail:
| | - Yuxi Zhu
- Group of Radiation and Tumor Biology, Career-Path Promotion Unit for Young Life Scientists, Kyoto University, Yoshida Konoe-cho, Sakyo-ku, Kyoto 606-8501, Japan; E-Mails: (C.J.Y.); (L.Z.); (Y.Z.)
- Department of Radiation Oncology and Image-applied Therapy, Kyoto University Graduate School of Medicine, 54 Shogoin Kawahara-cho, Sakyo-ku, Kyoto 606-8507, Japan; E-Mail:
| | - Masahiro Hiraoka
- Department of Radiation Oncology and Image-applied Therapy, Kyoto University Graduate School of Medicine, 54 Shogoin Kawahara-cho, Sakyo-ku, Kyoto 606-8507, Japan; E-Mail:
| | - Hiroshi Harada
- Group of Radiation and Tumor Biology, Career-Path Promotion Unit for Young Life Scientists, Kyoto University, Yoshida Konoe-cho, Sakyo-ku, Kyoto 606-8501, Japan; E-Mails: (C.J.Y.); (L.Z.); (Y.Z.)
- Author to whom correspondence should be addressed; E-Mail: ; Tel.: +81-75-753-9301; Fax: +81-75-753-9281
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Harada H. How can we overcome tumor hypoxia in radiation therapy? JOURNAL OF RADIATION RESEARCH 2011; 52:545-56. [PMID: 21952313 DOI: 10.1269/jrr.11056] [Citation(s) in RCA: 131] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
Local recurrence and distant metastasis frequently occur after radiation therapy for cancer and can be fatal. Evidence obtained from radiochemical and radiobiological studies has revealed these problems to be caused, at least in part, by a tumor-specific microenvironment, hypoxia. Moreover, a transcription factor, hypoxia-inducible factor 1 (HIF-1), was identified as pivotal to hypoxia-mediated radioresistance. To overcome the problems, radiation oncologists have recently obtained powerful tools, such as "simultaneous integrated boost intensity-modulated radiation therapy (SIB-IMRT), which enables a booster dose of radiation to be delivered to small target fractions in a malignant tumor", "hypoxia-selective cytotoxins/drugs", and "HIF-1 inhibitors" etc. In order to fully exploit these innovative and interdisciplinary strategies in cancer therapy, it is critical to unveil the characteristics, intratumoral localization, and dynamics of hypoxia/HIF-1-active tumor cells during tumor growth and after radiation therapy. We have performed optical imaging experiments using tumor-bearing mice and revealed that the locations of HIF-1-active tumor cells changes dramatically as tumors grow. Moreover, HIF-1 activity changes markedly after radiation therapy. This review overviews 1) fundamental problems surrounding tumor hypoxia in current radiation therapy, 2) the function of HIF-1 in tumor radioresistance, 3) the dynamics of hypoxic tumor cells during tumor growth and after radiation therapy, and 4) how we should overcome the difficulties with radiation therapy using innovative interdisciplinary technologies.
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Affiliation(s)
- Hiroshi Harada
- Group of Radiation and Tumor Biology, Career-Path Promotion Unit for Young Life Scientists, Kyoto University, Japan.
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Zhao T, Harada H, Teramura Y, Tanaka S, Itasaka S, Morinibu A, Shinomiya K, Zhu Y, Hanaoka H, Iwata H. A novel strategy to tag matrix metalloproteinases-positive cells for in vivo imaging of invasive and metastatic activity of tumor cells. J Control Release 2010; 144:109-14. [DOI: 10.1016/j.jconrel.2010.01.023] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2009] [Revised: 12/28/2009] [Accepted: 01/14/2010] [Indexed: 11/26/2022]
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Ueda M, Kudo T, Kuge Y, Mukai T, Tanaka S, Konishi H, Miyano A, Ono M, Kizaka-Kondoh S, Hiraoka M, Saji H. Rapid detection of hypoxia-inducible factor-1-active tumours: pretargeted imaging with a protein degrading in a mechanism similar to hypoxia-inducible factor-1alpha. Eur J Nucl Med Mol Imaging 2010; 37:1566-74. [PMID: 20428865 DOI: 10.1007/s00259-010-1467-4] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2009] [Accepted: 03/29/2010] [Indexed: 12/01/2022]
Abstract
PURPOSE Hypoxia-inducible factor-1 (HIF-1) plays an important role in malignant tumour progression. For the imaging of HIF-1-active tumours, we previously developed a protein, POS, which is effectively delivered to and selectively stabilized in HIF-1-active cells, and a radioiodinated biotin derivative, (3-(123)I-iodobenzoyl)norbiotinamide ((123)I-IBB), which can bind to the streptavidin moiety of POS. In this study, we aimed to investigate the feasibility of the pretargeting method using POS and (123)I-IBB for rapid imaging of HIF-1-active tumours. METHODS Tumour-implanted mice were pretargeted with POS. After 24 h, (125)I-IBB was administered and subsequently, the biodistribution of radioactivity was investigated at several time points. In vivo planar imaging, comparison between (125)I-IBB accumulation and HIF-1 transcriptional activity, and autoradiography were performed at 6 h after the administration of (125)I-IBB. The same sections that were used in autoradiographic analysis were subjected to HIF-1alpha immunohistochemistry. RESULTS (125)I-IBB accumulation was observed in tumours of mice pretargeted with POS (1.6%ID/g at 6 h). This result is comparable to the data derived from (125)I-IBB-conjugated POS-treated mice (1.4%ID/g at 24 h). In vivo planar imaging provided clear tumour images. The tumoral accumulation of (125)I-IBB significantly correlated with HIF-1-dependent luciferase bioluminescence (R=0.84, p<0.01). The intratumoral distribution of (125)I-IBB was heterogeneous and was significantly correlated with HIF-1alpha-positive regions (R=0.58, p<0.0001). CONCLUSION POS pretargeting with (123)I-IBB is a useful technique in the rapid imaging and detection of HIF-1-active regions in tumours.
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Affiliation(s)
- Masashi Ueda
- Radioisotopes Research Laboratory, Kyoto University Hospital, Faculty of Medicine, Kyoto University, 54 Shogoin Kawahara-cho, Sakyo-ku, Kyoto 606-8507, Japan
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