Abstract
Pulsed electric field (PEF) is frequently used for intertumoral drug delivery resulting in a well-known anticancer treatment—electrochemotherapy. However, electrochemotherapy is associated with microsecond range of electrical pulses, while nanosecond range electrochemotherapy is almost non-existent. In this work, we analyzed the feasibility of nanosecond range pulse bursts for successful doxorubicin-based electrochemotherapy in vivo. The conventional microsecond (1.4 kV/cm × 100 µs × 8) procedure was compared to the nanosecond (3.5 kV/cm × 800 ns × 250) non-thermal PEF-based treatment. As a model, Sp2/0 tumors were developed. Additionally, basic current and voltage measurements were performed to detect the characteristic conductivity-dependent patterns and to serve as an indicator of successful tumor permeabilization both in the nano and microsecond pulse range. It was shown that nano-electrochemotherapy can be the logical evolution of the currently established European Standard Operating Procedures for Electrochemotherapy (ESOPE) protocols, offering better energy control and equivalent treatment efficacy.
Keywords: electrochemotherapy, electroporation, drugs, tumors
1. Introduction
Electroporation is a phenomenon of reversible [1,2] or irreversible [3] permeabilization of biological cells, which is triggered by cell polarization in pulsed electric fields (PEF). Among the most established applications of electroporation is the treatment of cancer [4]. This allows the minimization of the dosage of chemotherapeutic drugs [5,6] and/or adverse effects during the ablation of the tumor [7]. Consequently, the combination of chemotherapeutic drugs and electroporation was coined electrochemotherapy and is widely used in clinics [8]. Nevertheless, electrochemotherapy is associated with microsecond range of electrical pulses [9,10,11,12,13], while nanosecond range electrochemotherapy is almost non-existent [14,15,16]. At the current state, nanosecond pulses are typically used for tissue ablation, or in other words, drug-free anticancer therapy [17,18].
However, in recent years, the interest in shorter pulse electroporation has increased dramatically. It was determined that shorter pulses potentially enable a more uniform electric field distribution in non-homogeneous tissue [19], better energy control due to shorter pulses and non-thermal treatment [20], less muscle contractions [21] and also trigger a variety of bioelectric phenomena including the generation of reactive oxygen species [22,23,24] or even the manipulation of cell death type [25]. Lastly, less electrochemical reactions are induced at the electrode interface, which may have less adverse effects on drug pharmokinetics [26]. Almost all of these improvements are desired in the field of electrochemotherapy as well, which is currently dominated by European Standard Operating Procedures for Electrochemotherapy (ESOPE) microsecond range protocols. At the same time, the pulse parameters represent only half of the electrochemotherapy treatment components, while the other half depends on the chemotherapeutic drug. Currently, bleomycin and cisplatin are dominating the field [9,27,28,29], while other approaches using doxorubicin [29,30], vinorelbine [13] or even paclitaxel [16] are emerging.
Finally, electroporation is a flexible tool, however, depending on the cell type or line, the susceptibility of cells to the treatment varies [31], which establishes the greater challenge of the accurate definition of the treatment protocol. For this purpose, the permeabilization curve (permeability increase versus PEF intensity) for the cell type of interest is detected [32]. The detection of cell membrane permeability increase in vitro is usually performed using fluorescent markers [33], however, in vivo the method is hardly applicable. Thus, as an alternative various treatment, prediction models are employed [34] during the treatment planning step [35]. Another option is to use advanced techniques such as magnetic resonance electrical impedance tomography (MREIT) [36]. According to Ampere’s law, the corresponding current distribution map is formed, which is then used to calculate the conductivity maps of the tumor using the MREIT algorithm. Indeed, conductivity changes of the tumor are occurrent during electroporation [37], however, frequently they are hard to distinguish from the conductivity changes associated with the thermal effects [38]. As a result, during the clinical procedures, usually there is no feedback on the efficacy of the treatment and the success rate of the PEF application is unknown. The efficacy of the treatment is analyzed after several days post-treatment, while the evaluation of conductivity changes during the clinical operation might open capabilities to ensure better treatment efficacy and reduce the deviation in terms of successful outcomes. Conductivity change measurement potentially introduces a possibility for real-time feedback in terms of treatment efficiency.
Therefore, in this work, we performed the pilot experiments on doxorubicin-based nano-electrochemotherapy in vivo and compared the results with ESOPE-like treatment. In addition, we performed basic current and voltage measurements to serve as an indicator of successful tumor permeabilization both in the nano and microsecond pulse range. The scheme of the experimental setup is shown in Figure 1.
As a tumor model Sp2/0 cell line was used, while the pulses were delivered via invasive needle electrodes to neglect the influence of skin bioimpedance on the treatment outcome.
2. Results
2.1. Electroporation of Sp2/0 Cells In Vitro
In order to establish pulsing protocols in terms of the number of pulses and ensure saturated permeabilization, firstly, electroporation was investigated in vitro using propidium iodide (PI) and flow cytometry. The permeabilization curves are presented in Figure 2.
Permeabilized cells featured high fluorescence, while the cells without treatment were impermeable to PI. As it can be in Figure 2C, in the microsecond range, the permeabilization rate of the cells is saturated (>95%) after fourth pulse, however, for nanosecond range pulses (Figure 2D) more than 30 pulses are required. A typical ESOPE protocol involves eight pulses, while for both the nanosecond and microsecond range the electrotransfer efficacy (evaluated as the mean fluorescence intensity, Figure 2C,D) can still be manipulated by the number of pulses. In the case of microsecond pulses, it is 2–3-fold significantly higher both due to the higher energy of the burst and higher electrophoretic component. Therefore, in order to compensate, for the in vivo experiments the number of pulses in the nanosecond protocol was increased to 250 to be comparable to microsecond procedure energy-wise.
2.2. Electric Field Distribution and Invasive Electrode Positioning Strategy
The application of needle electrodes is frequently associated with non-homogeneous electric field distribution, while they are usually applied with bigger tumors compared to parallel plate electrodes. In order to analyze the expected spatial electric field distribution, a primitive finite element method (FEM) model was introduced. The tumor was approximated as a conductive sphere (0.2 S/m) [39] while the needle electrodes pair was injected in the center and on the edge of the tumor, respectively. The results are presented in Figure 3.
It can be seen that the distribution is non-homogeneous, therefore, to compensate and ensure a more homogeneous treatment, the edge electrode was repositioned four times every 90 degrees. As a result of such a strategy, the central part of the tumor receives the higher dose of PEF treatment, which is advantageous. It is important to have less damage of healthy tissue at the tumor interface (edge electrode), while additional necrosis in the central part of the tumor ensures better expected overall treatment outcome and effect localization, which is further confirmed by experiments. The application of the needle electrodes in a conventional way (all electrodes at the edges of the tumor) increases the current demand from the generator, while there are no advantages in terms of field homogeneity or invasiveness of the procedure. It should also be noted that a more complex model should have been introduced if parallel plate electrodes were involved because of the losses of pulse energy in the skin interface. However, it is not the case during invasive procedure and this is a typical approach [40,41], while the main limitation is the approximation of the tumor as a uniform structure, which cannot be controlled experimentally in any way.
The feasibility of the proposed electrode repositioning strategy was confirmed in vivo. The photographs of treated mice are shown in Figure 4. After pulse application, the change in skin color was detected (Figure 4B) indicating excellent effect localization, while a necrotic tissue was formed 2 days post electrochemotherapy.
It was confirmed that such an electrode repositioning strategy is feasible for electrochemotherapy and ensures a well localized treatment.
2.3. Efficacy of Microsecond and Nanosecond Range Electrochemotherapy
During electrochemotherapy, the nanosecond range protocol (3.5 kV/cm × 800 ns × 250) was compared efficacy-wise with a microsecond range procedure (1.4 kV/cm × 100 µs × 8). The growth dynamics of Sp2/0 tumors were evaluated throughout the experiment. The results are summarized in Figure 5.
As can be seen in Figure 5, electrochemotherapy resulted in a significant delay (p < 0.05) of tumor growth, while both PEF protocols triggered comparable anticancer efficiency. A tendency of 3.5 kV/cm × 800 ns × 250 pulses being on average more effective than the microsecond range procedure was not statistically significant (p > 0.05).
2.4. Current and Voltage Waveforms
Current and voltage waveforms were measured during the treatment. The results for microsecond range pulses are shown in Figure 6.
It can be seen (Figure 6A) that a typical voltage droop is occurring, however, it did not exceed 10%, which is within the typical standards for electroporation. As expected, the current was increasing after each pulse (conductivity change), however, the difference also did not exceed 10%, indicating that the thermal influence was negligible. The increase in the current could also be attributed to the increased permeabilization, however, considering the influence of transients on the pulse shape and the small change in the signal (Figure 6B) it was not possible to form conclusions.
A similar tendency was apparent for the nanosecond range pulses (Figure 7). The difference in current amplitude between the first and the last pulse was ~10%. However, the droop of the voltage was smaller due to shorter pulse duration.
The influence of transients was even higher, therefore, in analogy to the microsecond range procedure, it was confirmed that the influence of Joule heating was negligible, while it was not possible to form conclusions regarding the permeabilization state.
Nevertheless, in both cases (microsecond and nanosecond) pulse measurement gives additional information about the treatment and is particularly important if the load impedance is unknown or a high droop of voltage is expected.
Electrical conductivities of biological tissues show frequency-dependent behaviors [42,43,44], therefore, a bioimpedance measurement should be performed using separate RCL measurement devices, while current measurement is useful for the control of delivered energy and gives little to no information about the actual treatment outcome.
3. Discussion
Electrochemotherapy is an area, which is currently dominated by microsecond range pulses in combination with bleomycin and cisplatin [10]. However, a nanosecond range electric field can be effectively used to manipulate the permeability of cell membrane and thus improve the drug delivery on the cellular level too.
In this work, we performed a pilot in vivo study to show that doxorubicin can be used in combination with PEF and the nanosecond range pulses can be as effective as the conventional ESOPE protocols. Both protocols, which were used in the study, triggered a statistically significant tumor response, however, parametrically these protocols were hardly comparable. The microsecond range protocol used a 1.4 kV/cm PEF amplitude, which resulted in a ~3 A current in the tumor volume. Also, the duration of pulses exceeded the polarization constant of typical mammalian cells implying that a saturated transmembrane voltage was induced during the pulse. In case of 800 ns pulses, supra-electroporation is triggered, which means that the short duration of the pulse (below polarization constant) requires compensation via the increase in the pulse amplitude [25,45]. Therefore, the 3.5 kV/cm PEF amplitude was selected resulting in a ~5.4 A current in the tumors. Considering that a 250 pulses burst was applied, the total energy of the treatment was ~15% lower compared to the ESOPE protocol.
The current and voltage waveforms were also analyzed throughout the treatment to define the feasibility of pulse measurement for the prediction of the outcome of electrochemotherapy. Indeed, the conductivity-dependent patterns of current increase were apparent with increase in the number of pulses, however, the changes were hardly distinguishable from the characteristic changes in the current due to Joule heating or increased electrolysis [46]. The result is in agreement with established knowledge in the electroporation area [38,47].
Finally, it was confirmed that the proposed invasive electrode positioning strategy is effective for electrochemotherapy and a well controlled localization of the effect can be ensured. Nevertheless, PEF-based techniques can be associated with muscle contractions and pain [48]. However, the application of shorter sub-microsecond range pulses enables better energy control and thus, the better management of side effects. Lastly, shorter pulses are reported to induce a more uniform exposure [49] and could potentially minimize the influence of tissue non-homogeneity [50].
To conclude, nano-electrochemotherapy can be the logical evolution of the currently established ESOPE protocols, offering better energy control and equivalent treatment efficacy. Doxorubicin-based electrochemotherapy, independently on the pulse parameter range, can be an effective alternative to the well-established cisplatin- and bleomycin-based treatments. However, multiparametric analysis is required in the future, including the evaluation of the possible associated side effects [51], which was not covered in this pilot study.
4. Materials and Methods
4.1. The Pulsed Power Setup
Up to 3 kV, 100 ns—1 ms square wave high voltage and high frequency (up to 1 MHz) pulse generator was used for electroporation [52]. Commercially available electroporation cuvette with 1 mm gap aluminum electrodes (Biorad, Hercules, CA, USA) was used as a load for in vitro experiments. For the in vivo, two stainless steel needle electrodes with a gap of 5 mm were used.
For the current measurement, a shunting resistance of RM = 2.2 Ohm was introduced in series with the electrodes (Figure 1). The voltage drop was measured in parallel with the electrodes and the shunting resistance. Taken that in such a configuration, the voltage will be distributed across RM and the tumor, the exact voltage on the tumor can be recalculated according to the Kirchoff’s law. Measurement directly on the tumor would have required galvanical decoupling of the two signals, which is unnecessary in terms of circuit complexity.
4.2. Finite Element Method Simulation
A finite element method (FEM) model of the tumor and needle electrodes was introduced in the study, to assess the spatial distribution of electric field. A 3D triangular mesh model was developed in COMSOL Multiphysics environment (COMSOL, Stockholm, Sweden). The tumor was approximated as a conductive sphere (5 mm radius, 0.2 S/m) and two stainless-steel (0.8 mm diameter, 5 mm gap) needle electrodes were introduced.
4.3. Mice and Tumor Induction
BALB/c mice were bred and housed in a mouse facility of State Research Institute Centre for Innovative Medicine, Vilnius, Lithuania. A total of n = 12 animals were used. In phosphate-buffered saline (PBS), 1 × 106 of SP2/0 myeloma cells were inoculated under the skin on the back of the 6–8 week old mice. The tumors were allowed to establish and grow until they reached ~150–500 mm3 and were ready to treat.
The, 12 mg/kg of doxorubicin (Ebewe pharma, Austria) was injected intraperitoneal 15–20 min prior to the treatment. Two electroporation protocols were employed: (1) 1.4 kV/cm × 100 µs × 8 pulses and (2) 3.5 kV/cm × 800 ns × 250 pulses. After the treatment, the volumes of the tumors were measured by digital caliper every 2–3 days. Tumor volume (mm3) was calculated according the formula: V = πlw2/6, where l—length and w—width of the tumor.
All experimental protocols were approved by the Lithuanian State Food and Veterinary Service (approval G2-145) and the study was carried out in strict accordance with the recommendations in the Guide for the Care and Use of Laboratory Animals.
4.4. Cell Permeabilization Assay
The permeabilization curve was acquired in vitro. Sp2/0 mouse myeloma cells were cultured in RPMI 1640 medium supplemented with 10 % fetal calf serum, 2 mM glutamine, 100 U/mL penicillin, and 100 μg/mL streptomycin (Gibco, Thermo Fisher Scientific, Waltham, MA, USA) at 37 °C, 5% CO2. For the electroporation, the cells were re-suspended at a concentration of 2 × 106 cells/mL in RPMI medium. Seventy microliters (70 μL) of the cell suspension was mixed with propidium iodide (PI, 45 μM) (Sigma-Aldrich, Darmstadt, Germany) fluorescence dye and transferred to the electroporation cuvette. After the pulsing procedure, the cells were stored at room temperature (10 min) for staining. Later, the cells (after pulsing) were transferred to 1.5 mL tubes (Eppendorf, Hamburg, Germany) for analysis by the FlowSight (Amnis, Seattle, WA, USA) flow cytometer. Gate definition and processing were performed in accordance with a previous study [53].
4.5. Statistical Analysis
One-way analysis of variance (ANOVA; p < 0.05) was used to the compare results. If the ANOVA indicated a statistically significant result (p < 0.05), the Tukey HSD multiple comparison test for the evaluation of the difference was used.
Author Contributions
Conceptualization, V.N. and I.G.; methodology, V.N; I.G.; validation, V.M., A.Ž., A.B. and A.Z.; investigation, V.M., A.Ž., V.N., J.N. and A.Z.; resources, I.G; V.N.; writing—original draft preparation, V.N., J.N., I.G; supervision, V.N and I.G; All authors have read and agreed to the published version of the manuscript.
Funding
This research was funded Research Council of Lithuania, grant number S-MIP-19-22.
Conflicts of Interest
The authors declare no conflict of interest. The funders had no role in the design of the study, in the collection, analyses or interpretation of data; in the writing of the manuscript, or in the decision to publish the results.
Footnotes
Sample Availability: Samples of the compounds are not available.
References
- 1.Teissie J., Golzio M., Rols M.P. Mechanisms of cell membrane electropermeabilization: A minireview of our present (lack of?) knowledge. Biochim. Biophys. Acta Gen. Subj. 2005;1724:270–280. doi: 10.1016/j.bbagen.2005.05.006. [DOI] [PubMed] [Google Scholar]
- 2.Rems L., Miklavčič D. Tutorial: Electroporation of cells in complex materials and tissue. J. Appl. Phys. 2016;119:201101. doi: 10.1063/1.4949264. [DOI] [Google Scholar]
- 3.Wagstaff P.G.K., Buijs M., de Bruin D.M., Zondervan P.J., Jmch J., Rosette D., Pes M.P.L. Irreversible electroporation: State of the art. Dovepress. 2016;9:2437–2446. doi: 10.2147/OTT.S88086. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Castellví Q., Ginestà M.M., Capellà G., Ivorra A. Tumor growth delay by adjuvant alternating electric fields which appears non-thermally mediated. Bioelectrochemistry. 2015;105:16–24. doi: 10.1016/j.bioelechem.2015.04.006. [DOI] [PubMed] [Google Scholar]
- 5.Venslauskas M.S., Šatkauskas S. Mechanisms of transfer of bioactive molecules through the cell membrane by electroporation. Eur. Biophys. J. 2015;44:277–289. doi: 10.1007/s00249-015-1025-x. [DOI] [PubMed] [Google Scholar]
- 6.Saczko J., Pilat J., Choromanska A., Rembialkowska N., Bar J., Kaminska I., Zalewski J., Kulbacka J. The effectiveness of chemotherapy and electrochemotherapy on ovarian cell lines in vitro. Neoplasma. 2016;63:450–455. doi: 10.4149/315_150930N510. [DOI] [PubMed] [Google Scholar]
- 7.Ivey J.W., Latouche E.L., Richards M.L., Lesser G.J., Debinski W., Davalos R.V., Verbridge S.S. Enhancing Irreversible Electroporation by Manipulating Cellular Biophysics with a Molecular Adjuvant. Biophys. J. 2017;113:472–480. doi: 10.1016/j.bpj.2017.06.014. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Probst U., Fuhrmann I., Beyer L., Wiggermann P. Electrochemotherapy as a new modality in interventional oncology: A review. Technol. Cancer Res. Treat. 2018;17:1533033818785329. doi: 10.1177/1533033818785329. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Tremble L.F., O’Brien M.A., Soden D.M., Forde P.F. Electrochemotherapy with cisplatin increases survival and induces immunogenic responses in murine models of lung cancer and colorectal cancer. Cancer Lett. 2019;442:475–482. doi: 10.1016/j.canlet.2018.11.015. [DOI] [PubMed] [Google Scholar]
- 10.Marty M., Sersa G., Garbay J.R., Gehl J., Collins C.G., Snoj M., Billard V., Geertsen P.F., Larkin J.O., Miklavcic D., et al. Electrochemotherapy—An easy, highly effective and safe treatment of cutaneous and subcutaneous metastases: Results of ESOPE (European Standard Operating Procedures of Electrochemotherapy) study. Eur. J. CancerSuppl. 2006;4:3–13. doi: 10.1016/j.ejcsup.2006.08.002. [DOI] [Google Scholar]
- 11.Campana L.G., Mocellin S., Basso M., Puccetti O., De Salvo G.L., Chiarion-Sileni V., Vecchiato A., Corti L., Rossi C.R., Nitti D. Bleomycin-based electrochemotherapy: Clinical outcome from a single institution’s experience with 52 patients. Ann. Surg. Oncol. 2009;16:191–199. doi: 10.1245/s10434-008-0204-8. [DOI] [PubMed] [Google Scholar]
- 12.García-Sánchez T., Leray I., Ronchetti M., Cadossi R., Mir L.M. Impact of the number of electric pulses on cell electrochemotherapy in vitro: Limits of linearity and saturation. Bioelectrochemistry. 2019;129:218–227. doi: 10.1016/j.bioelechem.2019.05.021. [DOI] [PubMed] [Google Scholar]
- 13.Drąg-Zalesińska M., Saczko J., Choromańska A., Szewczyk A., Rembiałkowska N., Kulbacka J., Rzechonek A. Cisplatin and vinorelbine-mediated electrochemotherapeutic approach against multidrug resistant small cell lung cancer (H69Ar) in vitro. Anticancer Res. 2019;39:3711–3718. doi: 10.21873/anticanres.13519. [DOI] [PubMed] [Google Scholar]
- 14.Tunikowska J., Antończyk A., Rembiałkowska N., Jóźwiak Ł., Novickij V., Kulbacka J. The first application of nanoelectrochemotherapy in feline oral malignant melanoma treatment— case study. Animals. 2020;10:556. doi: 10.3390/ani10040556. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Mittal L., Raman V., Camarillo I.G., Garner A.L., Fairbanks A.J., Dunn G.A., Sundararajan R. Synergy of micro and nanosecond electrical pulses with chemotherapeutics on human cancer cell viability; Proceedings of the Annual Report-Conference on Electrical Insulation and Dielectric Phenomena, CEIDP; Fort Worth, TX, USA. 22–25 October 2017. [Google Scholar]
- 16.Zhang Y., Mao Z., Wang B., Zhang J., Lu N., Hong R., Dong S., Yao C., Liu Q.H. Enhanced Antitumor Efficacy Achieved through Combination of nsPEFs and Low-Dosage Paclitaxel. IEEE Trans. Biomed. Eng. 2019;66:3129–3135. doi: 10.1109/TBME.2019.2900720. [DOI] [PubMed] [Google Scholar]
- 17.Nuccitelli R., Chen X., Pakhomov A.G., Baldwin W.H., Sheikh S., Pomicter J.L., Ren W., Osgood C., Swanson R.J., Kolb J.F., et al. A new pulsed electric field therapy for melanoma disrupts the tumor’s blood supply and causes complete remission without recurrence. Int. J. Cancer. 2009;125:438–445. doi: 10.1002/ijc.24345. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Nuccitelli R. Application of Pulsed Electric Fields to Cancer Therapy. Bioelectricity. 2019;1:30–34. doi: 10.1089/bioe.2018.0001. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Mi Y., Xu J., Tang X., Yao C., Li C. Electroporation simulation of a multicellular system exposed to high-frequency 500 ns pulsed electric fields. IEEE Trans. Dielectr. Electr. Insul. 2017;24:3985–3994. doi: 10.1109/TDEI.2017.006365. [DOI] [Google Scholar]
- 20.Zhang B., Kuang D., Tang X., Mi Y., Luo Q., Song G. Effect of low-field high-frequency nsPEFs on the biological behaviors of human A375 melanoma cells. IEEE Trans. Biomed. Eng. 2018;65:2093–2100. doi: 10.1109/TBME.2017.2784546. [DOI] [PubMed] [Google Scholar]
- 21.Mi Y., Xu J., Tang X., Bian C., Liu H., Yang Q., Tang J. Scaling Relationship of In Vivo Muscle Contraction Strength of Rabbits Exposed to High-Frequency Nanosecond Pulse Bursts. Technol. Cancer Res. Treat. 2018;17:1533033818788078. doi: 10.1177/1533033818788078. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Yadav D.K., Kumar S., Choi E.H., Kim M.H. Electric-field-induced electroporation and permeation of reactive oxygen species across a skin membrane. J. Biomol. Struct. Dyn. 2020;2:1–11. doi: 10.1080/07391102.2020.1730972. [DOI] [PubMed] [Google Scholar]
- 23.Yusupov M., Van der Paal J., Neyts E.C., Bogaerts A. Synergistic effect of electric field and lipid oxidation on the permeability of cell membranes. Biochim. Biophys. Acta Gen. Subj. 2017;1861:839–847. doi: 10.1016/j.bbagen.2017.01.030. [DOI] [PubMed] [Google Scholar]
- 24.Pakhomova O.N., Khorokhorina V.A., Bowman A.M., Rodaite-Riševičiene R., Saulis G., Xiao S., Pakhomov A.G. Oxidative effects of nanosecond pulsed electric field exposure in cells and cell-free media. Arch. Biochem. Biophys. 2012;527:55–64. doi: 10.1016/j.abb.2012.08.004. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.Beebe S.J., Sain N.M., Ren W. Induction of Cell Death Mechanisms and Apoptosis by Nanosecond Pulsed Electric Fields (nsPEFs) Cells. 2013;2:136–162. doi: 10.3390/cells2010136. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 26.Ruzgys P., Novickij V., Novickij J., Šatkauskas S. Influence of the electrode material on ROS generation and electroporation efficiency in low and high frequency nanosecond pulse range. Bioelectrochemistry. 2019;127:87–93. doi: 10.1016/j.bioelechem.2019.02.002. [DOI] [PubMed] [Google Scholar]
- 27.Fiorentzis M., Kalirai H., Katopodis P., Seitz B., Viestenz A., Coupland S.E. Electrochemotherapy with bleomycin and cisplatin enhances cytotoxicity in primary and metastatic uveal melanoma cell lines in vitro. Neoplasma. 2018;65:210–215. doi: 10.4149/neo_2018_170329N227. [DOI] [PubMed] [Google Scholar]
- 28.Campana L.G., Galuppo S., Marconato R., Matthiessen L.W. Handbook of Electroporation. Springer; Berlin/Heidelberg, Germany: 2017. Electrochemotherapy for Breast Cancer. [Google Scholar]
- 29.Sauer H., Pütz V., Fischer K., Hescheler J., Wartenberg M. Increased doxorubicin uptake and toxicity in multicellular tumour spheroids treated with DC electrical fields. Br. J. Cancer. 1999;80:1204–1213. doi: 10.1038/sj.bjc.6690487. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 30.Rembiałkowska N., Dubińska-Magiera M., Sikora A., Szlasa W., Szewczyk A., Czapor-Irzabek H., Daczewska M., Saczko J., Kulbacka J. Doxorubicin assisted by microsecond electroporation promotes irreparable morphological alternations in sensitive and resistant human breast adenocarcinoma cells. Appl. Sci. 2020;10:2765. doi: 10.3390/app10082765. [DOI] [Google Scholar]
- 31.Gianulis E.C., Labib C., Saulis G., Novickij V., Pakhomova O.N., Pakhomov A.G. Selective susceptibility to nanosecond pulsed electric field (nsPEF) across different human cell types. Cell. Mol. Life Sci. 2016;4:1741–1754. doi: 10.1007/s00018-016-2434-4. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 32.Dermol-Černe J., Miklavčič D., Reberšek M., Mekuč P., Bardet S.M., Burke R., Arnaud-Cormos D., Leveque P., O’Connor R. Plasma membrane depolarization and permeabilization due to electric pulses in cell lines of different excitability. Bioelectrochemistry. 2018;122:103–114. doi: 10.1016/j.bioelechem.2018.03.011. [DOI] [PubMed] [Google Scholar]
- 33.Batista Napotnik T., Miklavčič D. In vitro electroporation detection methods—An overview. Bioelectrochemistry. 2018;120:166–182. doi: 10.1016/j.bioelechem.2017.12.005. [DOI] [PubMed] [Google Scholar]
- 34.Langus J., Kranjc M., Kos B., Šuštar T., Miklavčič D. Dynamic finite-element model for efficient modelling of electric currents in electroporated tissue. Sci. Rep. 2016;6:1–11. doi: 10.1038/srep26409. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 35.Golberg A., Rubinsky B. Towards Electroporation Based Treatment Planning considering Electric Field Induced Muscle Contractions. Technol. Cancer Res. Treat. 2013;11:189–201. doi: 10.7785/tcrt.2012.500249. [DOI] [PubMed] [Google Scholar]
- 36.Kranjc M., Kranjc S., Bajd F., Serša G., Serša I., Miklavčič D. Predicting irreversible electroporation-induced tissue damage by means of magnetic resonance electrical impedance tomography. Sci. Rep. 2017;7:1–10. doi: 10.1038/s41598-017-10846-5. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 37.Zhao Y., Bhonsle S., Dong S., Lv Y., Liu H., Safaai-Jazi A., Davalos R.V., Yao C. Characterization of Conductivity Changes during High-Frequency Irreversible Electroporation for Treatment Planning. IEEE Trans. Biomed. Eng. 2017;65:1810–1819. doi: 10.1109/TBME.2017.2778101. [DOI] [PubMed] [Google Scholar]
- 38.Ruarus A.H., Vroomen L.G.P.H., Puijk R.S., Scheffer H.J., Faes T.J.C., Meijerink M.R. Conductivity Rise During Irreversible Electroporation: True Permeabilization or Heat? Cardiovasc. Interv. Radiol. 2018;41:1257–1266. doi: 10.1007/s00270-018-1971-7. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 39.Haemmerich D., Schutt D.J., Wright A.W., Webster J.G., Mahvi D.M. Electrical conductivity measurement of excised human metastatic liver tumours before and after thermal ablation. Physiol. Meas. 2009;30:459. doi: 10.1088/0967-3334/30/5/003. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 40.Corovic S., Bester J., Miklavcic D. An e-learning application on electrochemotherapy. Biomed. Eng. Online. 2009;8:26. doi: 10.1186/1475-925X-8-26. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 41.Garcia P.A., Davalos R.V., Miklavcic D. A numerical investigation of the electric and thermal cell kill distributions in electroporation-based therapies in tissue. PLoS ONE. 2014;9:e103083. doi: 10.1371/journal.pone.0103083. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 42.Haemmerich D., Staelin S.T., Tsai J.Z., Tungjitkusolmun S., Mahvi D.M., Webster J.G. In vivo electrical conductivity of hepatic tumours. Proc. Physiol. Meas. 2003;24:251. doi: 10.1088/0967-3334/24/2/302. [DOI] [PubMed] [Google Scholar]
- 43.Gabriel S., Lau R.W., Gabriel C. The dielectric properties of biological tissues: III. Parametric models for the dielectric spectrum of tissues. Phys. Med. Biol. 1996;41:2271. doi: 10.1088/0031-9155/41/11/003. [DOI] [PubMed] [Google Scholar]
- 44.Neal R.E., Garcia P.A., Robertson J.L., Davalos R.V. Experimental characterization and numerical modeling of tissue electrical conductivity during pulsed electric fields for irreversible electroporation treatment planning. IEEE Trans. Biomed. Eng. 2012;59:1076–1085. doi: 10.1109/TBME.2012.2182994. [DOI] [PubMed] [Google Scholar]
- 45.Schoenbach K., Joshi R., Beebe S., Baum C. A scaling law for membrane permeabilization with nanopulses. IEEE Trans. Dielectr. Electr. Insul. 2009;16:1224–1235. doi: 10.1109/TDEI.2009.5293932. [DOI] [Google Scholar]
- 46.Rubinsky L., Guenther E., Mikus P., Stehling M., Rubinsky B. Electrolytic Effects During Tissue Ablation by Electroporation. Technol. Cancer Res. Treat. 2016;15:95–103. doi: 10.1177/1533034615601549. [DOI] [PubMed] [Google Scholar]
- 47.Garcia P.A., Rossmeisl J.H., Neal R.E., Ellis T.L., Davalos R.V. A parametric study delineating irreversible electroporation from thermal damage based on a minimally invasive intracranial procedure. Biomed. Eng. Online. 2011;10:34. doi: 10.1186/1475-925X-10-34. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 48.Kjeken R., Tjelle T.E., Kvale D., Mathiesen I. 157. Clinical Evaluation of Pain and Muscle Damage Induced by Electroporation of Skeletal Muscle in Humans. Mol. Ther. 2004;9:S60. [Google Scholar]
- 49.Frey W., White J.A., Price R.O., Blackmore P.F., Joshi R.P., Nuccitelli R., Beebe S.J., Schoenbach K.H., Kolb J.F. Plasma membrane voltage changes during nanosecond pulsed electric field exposure. Biophys. J. 2006;90:3608–3615. doi: 10.1529/biophysj.105.072777. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 50.Golberg A., Bruinsma B.G., Uygun B.E., Yarmush M.L. Tissue heterogeneity in structure and conductivity contribute to cell survival during irreversible electroporation ablation by “electric field sinks”. Sci. Rep. 2014;5:8485. doi: 10.1038/srep08485. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 51.Alhowail A.H., Bloemer J., Majrashi M., Pinky P.D., Bhattacharya S., Yongli Z., Bhattacharya D., Eggert M., Woodie L., Buabeid M.A., et al. Doxorubicin-induced neurotoxicity is associated with acute alterations in synaptic plasticity, apoptosis, and lipid peroxidation. Toxicol. Mech. Methods. 2019;29:457–466. doi: 10.1080/15376516.2019.1600086. [DOI] [PubMed] [Google Scholar]
- 52.Novickij V., Grainys A., Butkus P., Tolvaišienė S., Švedienė J., Paškevičius A., Novickij J. High-frequency submicrosecond electroporator. Biotechnol. Biotechnol. Equip. 2016;30:607–613. doi: 10.1080/13102818.2016.1150792. [DOI] [Google Scholar]
- 53.Novickij V., Girkontaite I., Grainys A., Zinkevičiene A., Lastauskiene E., Švediene J., Paškevičius A., Markovskaja S., Novickij J. Measurement of Transient Permeability of Sp2/0 Myeloma Cells: Flow Cytometric Study. Meas. Sci. Rev. 2016;16:300–304. doi: 10.1515/msr-2016-0038. [DOI] [Google Scholar]