{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,25]],"date-time":"2026-03-25T09:25:24Z","timestamp":1774430724657,"version":"3.50.1"},"reference-count":102,"publisher":"Frontiers Media SA","license":[{"start":{"date-parts":[[2026,3,25]],"date-time":"2026-03-25T00:00:00Z","timestamp":1774396800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["frontiersin.org"],"crossmark-restriction":true},"short-container-title":["Front. Bioinform."],"abstract":"<jats:p>\n                    Drug administration via the bloodstream involves some transport and reaction mechanisms (\n                    <jats:inline-formula>\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"m1\">\n                        <mml:mrow>\n                          <mml:mi>R<\/mml:mi>\n                          <mml:mi>T<\/mml:mi>\n                          <mml:mi>M<\/mml:mi>\n                          <mml:mi>s<\/mml:mi>\n                        <\/mml:mrow>\n                      <\/mml:math>\n                    <\/jats:inline-formula>\n                    ), such as extravasation, perfusion along blood vessels, transmembrane and interstitial transport, protein dissociation and association, and lymphatic drainage. These\n                    <jats:inline-formula>\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"m2\">\n                        <mml:mrow>\n                          <mml:mi>R<\/mml:mi>\n                          <mml:mi>T<\/mml:mi>\n                          <mml:mi>M<\/mml:mi>\n                          <mml:mi>s<\/mml:mi>\n                        <\/mml:mrow>\n                      <\/mml:math>\n                    <\/jats:inline-formula>\n                    can be influenced by the type of pharmacokinetic (\n                    <jats:inline-formula>\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"m3\">\n                        <mml:mrow>\n                          <mml:mi>P<\/mml:mi>\n                          <mml:mi>K<\/mml:mi>\n                        <\/mml:mrow>\n                      <\/mml:math>\n                    <\/jats:inline-formula>\n                    ) profile used for drug delivery in the circulatory system, as well as by the bloodstream velocity\n                    <jats:inline-formula>\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"m4\">\n                        <mml:mrow>\n                          <mml:mfenced open=\"(\" close=\")\" separators=\"|\">\n                            <mml:mrow>\n                              <mml:msub>\n                                <mml:mi>\u03bb<\/mml:mi>\n                                <mml:mrow>\n                                  <mml:mi>i<\/mml:mi>\n                                  <mml:mi>n<\/mml:mi>\n                                  <mml:mi>l<\/mml:mi>\n                                <\/mml:mrow>\n                              <\/mml:msub>\n                            <\/mml:mrow>\n                          <\/mml:mfenced>\n                        <\/mml:mrow>\n                      <\/mml:math>\n                    <\/jats:inline-formula>\n                    . In electroporated tissues, the electric field magnitude (\n                    <jats:inline-formula>\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"m5\">\n                        <mml:mrow>\n                          <mml:mi>E<\/mml:mi>\n                        <\/mml:mrow>\n                      <\/mml:math>\n                    <\/jats:inline-formula>\n                    ) can also affect the\n                    <jats:inline-formula>\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"m6\">\n                        <mml:mrow>\n                          <mml:mi>R<\/mml:mi>\n                          <mml:mi>T<\/mml:mi>\n                          <mml:mi>M<\/mml:mi>\n                          <mml:mi>s<\/mml:mi>\n                        <\/mml:mrow>\n                      <\/mml:math>\n                    <\/jats:inline-formula>\n                    because it brings about vessel vasoconstriction, cell membrane and vessel wall electro-permeabilization, and changes in tissue porosity. In the present work, in-house computational tools are employed to examine how the combination of\n                    <jats:inline-formula>\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"m7\">\n                        <mml:mrow>\n                          <mml:mi>E<\/mml:mi>\n                        <\/mml:mrow>\n                      <\/mml:math>\n                    <\/jats:inline-formula>\n                    and\n                    <jats:inline-formula>\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"m8\">\n                        <mml:mrow>\n                          <mml:msub>\n                            <mml:mi>\u03bb<\/mml:mi>\n                            <mml:mrow>\n                              <mml:mi>i<\/mml:mi>\n                              <mml:mi>n<\/mml:mi>\n                              <mml:mi>l<\/mml:mi>\n                            <\/mml:mrow>\n                          <\/mml:msub>\n                        <\/mml:mrow>\n                      <\/mml:math>\n                    <\/jats:inline-formula>\n                    influences the\n                    <jats:inline-formula>\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"m9\">\n                        <mml:mrow>\n                          <mml:mi>R<\/mml:mi>\n                          <mml:mi>T<\/mml:mi>\n                          <mml:msup>\n                            <mml:mi>M<\/mml:mi>\n                            <mml:mo>\u2032<\/mml:mo>\n                          <\/mml:msup>\n                          <mml:mi>s<\/mml:mi>\n                        <\/mml:mrow>\n                      <\/mml:math>\n                    <\/jats:inline-formula>\n                    existence, interaction, and rates arising in electrochemotherapy for two different\n                    <jats:inline-formula>\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"m10\">\n                        <mml:mrow>\n                          <mml:mi>P<\/mml:mi>\n                          <mml:mi>K<\/mml:mi>\n                          <mml:mi>s<\/mml:mi>\n                        <\/mml:mrow>\n                      <\/mml:math>\n                    <\/jats:inline-formula>\n                    : One-short tri-exponential (\n                    <jats:inline-formula>\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"m11\">\n                        <mml:mrow>\n                          <mml:mi>T<\/mml:mi>\n                          <mml:mi>P<\/mml:mi>\n                          <mml:mi>K<\/mml:mi>\n                        <\/mml:mrow>\n                      <\/mml:math>\n                    <\/jats:inline-formula>\n                    ), where the drug concentration decreases exponentially after a one-short infusion, and one uniform (\n                    <jats:inline-formula>\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"m12\">\n                        <mml:mrow>\n                          <mml:mi>U<\/mml:mi>\n                          <mml:mi>P<\/mml:mi>\n                          <mml:mi>K<\/mml:mi>\n                        <\/mml:mrow>\n                      <\/mml:math>\n                    <\/jats:inline-formula>\n                    ), where the drug concentration is kept constant during the whole treatment. First, the ratios between extracellular, free intracellular, and bound intracellular concentrations are obtained from numerical simulations with a meshless code previously developed, calibrated, and validated. Subsequently, the interaction between the\n                    <jats:inline-formula>\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"m13\">\n                        <mml:mrow>\n                          <mml:mi>R<\/mml:mi>\n                          <mml:mi>T<\/mml:mi>\n                          <mml:mi>M<\/mml:mi>\n                          <mml:mi>s<\/mml:mi>\n                        <\/mml:mrow>\n                      <\/mml:math>\n                    <\/jats:inline-formula>\n                    is investigated by means of a Boolean model presented here that is based on the comparison of the spatio-temporal evolution of the concentration ratios. Several combinations of\n                    <jats:inline-formula>\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"m14\">\n                        <mml:mrow>\n                          <mml:mi>E<\/mml:mi>\n                        <\/mml:mrow>\n                      <\/mml:math>\n                    <\/jats:inline-formula>\n                    (\n                    <jats:inline-formula>\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"m15\">\n                        <mml:mrow>\n                          <mml:mn>0<\/mml:mn>\n                          <mml:mtext>\u2009<\/mml:mtext>\n                          <mml:mi>k<\/mml:mi>\n                          <mml:mi>V<\/mml:mi>\n                          <mml:mo>\/<\/mml:mo>\n                          <mml:mi>m<\/mml:mi>\n                        <\/mml:mrow>\n                      <\/mml:math>\n                    <\/jats:inline-formula>\n                    ;\n                    <jats:inline-formula>\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"m16\">\n                        <mml:mrow>\n                          <mml:mn>46<\/mml:mn>\n                          <mml:mtext>\u2009<\/mml:mtext>\n                          <mml:mi>k<\/mml:mi>\n                          <mml:mi>V<\/mml:mi>\n                          <mml:mo>\/<\/mml:mo>\n                          <mml:mi>m<\/mml:mi>\n                        <\/mml:mrow>\n                      <\/mml:math>\n                    <\/jats:inline-formula>\n                    ;\n                    <jats:inline-formula>\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"m17\">\n                        <mml:mrow>\n                          <mml:mn>70<\/mml:mn>\n                          <mml:mtext>\u2009<\/mml:mtext>\n                          <mml:mi>k<\/mml:mi>\n                          <mml:mi>V<\/mml:mi>\n                          <mml:mo>\/<\/mml:mo>\n                          <mml:mi>m<\/mml:mi>\n                        <\/mml:mrow>\n                      <\/mml:math>\n                    <\/jats:inline-formula>\n                    ),\n                    <jats:inline-formula>\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"m18\">\n                        <mml:mrow>\n                          <mml:msub>\n                            <mml:mi>\u03bb<\/mml:mi>\n                            <mml:mrow>\n                              <mml:mi>i<\/mml:mi>\n                              <mml:mi>n<\/mml:mi>\n                              <mml:mi>l<\/mml:mi>\n                            <\/mml:mrow>\n                          <\/mml:msub>\n                        <\/mml:mrow>\n                      <\/mml:math>\n                    <\/jats:inline-formula>\n                    (\n                    <jats:inline-formula>\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"m19\">\n                        <mml:mrow>\n                          <mml:mn>1<\/mml:mn>\n                          <mml:mo>\u00d7<\/mml:mo>\n                          <mml:msup>\n                            <mml:mn>10<\/mml:mn>\n                            <mml:mrow>\n                              <mml:mo>\u2212<\/mml:mo>\n                              <mml:mn>4<\/mml:mn>\n                            <\/mml:mrow>\n                          <\/mml:msup>\n                          <mml:mi>m<\/mml:mi>\n                          <mml:mo>\/<\/mml:mo>\n                          <mml:mi>s<\/mml:mi>\n                        <\/mml:mrow>\n                      <\/mml:math>\n                    <\/jats:inline-formula>\n                    ;\n                    <jats:inline-formula>\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"m20\">\n                        <mml:mrow>\n                          <mml:mn>1<\/mml:mn>\n                          <mml:mo>\u00d7<\/mml:mo>\n                          <mml:msup>\n                            <mml:mn>10<\/mml:mn>\n                            <mml:mrow>\n                              <mml:mo>\u2212<\/mml:mo>\n                              <mml:mn>3<\/mml:mn>\n                            <\/mml:mrow>\n                          <\/mml:msup>\n                          <mml:mi>m<\/mml:mi>\n                          <mml:mo>\/<\/mml:mo>\n                          <mml:mi>s<\/mml:mi>\n                        <\/mml:mrow>\n                      <\/mml:math>\n                    <\/jats:inline-formula>\n                    ;\n                    <jats:inline-formula>\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"m21\">\n                        <mml:mrow>\n                          <mml:mn>1<\/mml:mn>\n                          <mml:mo>\u00d7<\/mml:mo>\n                          <mml:msup>\n                            <mml:mn>10<\/mml:mn>\n                            <mml:mrow>\n                              <mml:mo>\u2212<\/mml:mo>\n                              <mml:mn>2<\/mml:mn>\n                            <\/mml:mrow>\n                          <\/mml:msup>\n                          <mml:mi>m<\/mml:mi>\n                          <mml:mo>\/<\/mml:mo>\n                          <mml:mi>s<\/mml:mi>\n                        <\/mml:mrow>\n                      <\/mml:math>\n                    <\/jats:inline-formula>\n                    ), and\n                    <jats:inline-formula>\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"m22\">\n                        <mml:mrow>\n                          <mml:mi>P<\/mml:mi>\n                          <mml:mi>K<\/mml:mi>\n                        <\/mml:mrow>\n                      <\/mml:math>\n                    <\/jats:inline-formula>\n                    (\n                    <jats:inline-formula>\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"m23\">\n                        <mml:mrow>\n                          <mml:mi>T<\/mml:mi>\n                          <mml:mi>P<\/mml:mi>\n                          <mml:mi>K<\/mml:mi>\n                          <mml:mtext>and<\/mml:mtext>\n                          <mml:mi>U<\/mml:mi>\n                          <mml:mi>P<\/mml:mi>\n                          <mml:mi>K<\/mml:mi>\n                        <\/mml:mrow>\n                      <\/mml:math>\n                    <\/jats:inline-formula>\n                    ) are tested. The\n                    <jats:italic>in silico<\/jats:italic>\n                    findings indicate that\n                    <jats:inline-formula>\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"m24\">\n                        <mml:mrow>\n                          <mml:mi>R<\/mml:mi>\n                          <mml:mi>T<\/mml:mi>\n                          <mml:msup>\n                            <mml:mi>M<\/mml:mi>\n                            <mml:mo>\u2032<\/mml:mo>\n                          <\/mml:msup>\n                          <mml:mi>s<\/mml:mi>\n                        <\/mml:mrow>\n                      <\/mml:math>\n                    <\/jats:inline-formula>\n                    existence, interaction, and rates can vary between the two\n                    <jats:inline-formula>\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"m25\">\n                        <mml:mrow>\n                          <mml:mi>P<\/mml:mi>\n                          <mml:mi>K<\/mml:mi>\n                          <mml:mi>s<\/mml:mi>\n                        <\/mml:mrow>\n                      <\/mml:math>\n                    <\/jats:inline-formula>\n                    (\n                    <jats:inline-formula>\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"m26\">\n                        <mml:mrow>\n                          <mml:mi>T<\/mml:mi>\n                          <mml:mi>P<\/mml:mi>\n                          <mml:mi>K<\/mml:mi>\n                        <\/mml:mrow>\n                      <\/mml:math>\n                    <\/jats:inline-formula>\n                    and\n                    <jats:inline-formula>\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"m27\">\n                        <mml:mrow>\n                          <mml:mi>U<\/mml:mi>\n                          <mml:mi>P<\/mml:mi>\n                          <mml:mi>K<\/mml:mi>\n                        <\/mml:mrow>\n                      <\/mml:math>\n                    <\/jats:inline-formula>\n                    ) for a specific permutation of\n                    <jats:inline-formula>\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"m28\">\n                        <mml:mrow>\n                          <mml:mi>E<\/mml:mi>\n                        <\/mml:mrow>\n                      <\/mml:math>\n                    <\/jats:inline-formula>\n                    and\n                    <jats:inline-formula>\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"m29\">\n                        <mml:mrow>\n                          <mml:msub>\n                            <mml:mi>\u03bb<\/mml:mi>\n                            <mml:mrow>\n                              <mml:mi>i<\/mml:mi>\n                              <mml:mi>n<\/mml:mi>\n                              <mml:mi>l<\/mml:mi>\n                            <\/mml:mrow>\n                          <\/mml:msub>\n                        <\/mml:mrow>\n                      <\/mml:math>\n                    <\/jats:inline-formula>\n                    . Nevertheless, common features are identified between these pharmacokinetic profiles. In general, the lower\n                    <jats:inline-formula>\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"m30\">\n                        <mml:mrow>\n                          <mml:mi>E<\/mml:mi>\n                        <\/mml:mrow>\n                      <\/mml:math>\n                    <\/jats:inline-formula>\n                    , the more uniform the transmembrane transport in the radial and axial direction; the decrease of\n                    <jats:inline-formula>\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"m31\">\n                        <mml:mrow>\n                          <mml:msub>\n                            <mml:mi>\u03bb<\/mml:mi>\n                            <mml:mrow>\n                              <mml:mi>i<\/mml:mi>\n                              <mml:mi>n<\/mml:mi>\n                              <mml:mi>l<\/mml:mi>\n                            <\/mml:mrow>\n                          <\/mml:msub>\n                        <\/mml:mrow>\n                      <\/mml:math>\n                    <\/jats:inline-formula>\n                    also improves the radial homogeneity of this transport mechanism but negatively influences the axial uniformity. The uniformity of the mechanisms of association and dissociation is only altered monotonously by\n                    <jats:inline-formula>\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"m32\">\n                        <mml:mrow>\n                          <mml:mi>E<\/mml:mi>\n                        <\/mml:mrow>\n                      <\/mml:math>\n                    <\/jats:inline-formula>\n                    (V\u00e9lez Salazar and Pati\u00f1o Arcila, 2025).\n                  <\/jats:p>","DOI":"10.3389\/fbinf.2026.1719700","type":"journal-article","created":{"date-parts":[[2026,3,25]],"date-time":"2026-03-25T06:53:21Z","timestamp":1774421601000},"update-policy":"https:\/\/doi.org\/10.3389\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Boolean network and meshless simulations for the comparison of transport and reaction mechanisms arising in one-short tri-exponential and uniform infusion electrochemotherapeutic treatments"],"prefix":"10.3389","volume":"6","author":[{"given":"Fabi\u00e1n Mauricio","family":"V\u00e9lez Salazar","sequence":"first","affiliation":[{"name":"Grupo de Investigaci\u00f3n e Innovaci\u00f3n Ambiental (GIIAM), Instituci\u00f3n Universitaria Pascual Bravo","place":["Medell\u00edn, Colombia"]}]},{"given":"Iv\u00e1n David","family":"Pati\u00f1o Arcila","sequence":"additional","affiliation":[{"name":"Grupo de Investigaci\u00f3n e Innovaci\u00f3n Ambiental (GIIAM), Instituci\u00f3n Universitaria Pascual Bravo","place":["Medell\u00edn, Colombia"]}]},{"given":"Ismael E.","family":"Rivera Madrid","sequence":"additional","affiliation":[{"name":"Instituci\u00f3n Universitaria Pascual Bravo","place":["Medell\u00edn, Colombia"]}]},{"given":"Marlon","family":"Rinc\u00f3n Fulla","sequence":"additional","affiliation":[{"name":"Grupo en Modelaci\u00f3n Computacional de Sistemas Mec\u00e1nico-Cu\u00e1nticos, Universidad Nacional de Colombia","place":["Medell\u00edn, Colombia"]}]}],"member":"1965","published-online":{"date-parts":[[2026,3,25]]},"reference":[{"key":"B1","doi-asserted-by":"publisher","first-page":"2827","DOI":"10.1016\/J.AEJ.2020.06.029","article-title":"Numerical simulation of simulate an anomalous solute transport model via local meshless method","volume":"59","author":"Ahmad","year":"2020","journal-title":"Alexandria Eng. J."},{"key":"B2","doi-asserted-by":"publisher","first-page":"e0294348","DOI":"10.1371\/JOURNAL.PONE.0294348","article-title":"Solutions of a three-dimensional multi-term fractional anomalous solute transport model for contamination in groundwater","volume":"18","author":"Ahmad","year":"2023","journal-title":"PLoS One"},{"key":"B3","doi-asserted-by":"publisher","first-page":"226","DOI":"10.1016\/j.compbiomed.2017.04.001","article-title":"Electroporation of tissue and cells: a three-equation model of drug delivery","volume":"84","author":"Argus","year":"2017","journal-title":"Comput. Biol. Med."},{"key":"B4","doi-asserted-by":"publisher","first-page":"203","DOI":"10.1016\/j.jconrel.2009.04.013","article-title":"Chemotherapeutic drug transport to brain tumor","volume":"137","author":"Arifin","year":"2009","journal-title":"J. Control. 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Eng."},{"key":"B10","doi-asserted-by":"publisher","first-page":"e00747","DOI":"10.7554\/eLife.00747","article-title":"Evolutionary dynamics of cancer in response to targeted combination therapy","volume":"2013","author":"Bozic","year":"2013","journal-title":"Elife"},{"key":"B11","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/s12984-018-0390-y","article-title":"Mechanisms of electrical vasoconstriction","volume":"15","author":"Brinton","year":"2018","journal-title":"J. Neuroeng Rehabil."},{"key":"B12","doi-asserted-by":"publisher","first-page":"353","DOI":"10.1016\/S0304-4165(00)00028-3","article-title":"Importance of association between permeabilization and electrophoretic forces for intramuscular DNA electrotransfer","volume":"1474","author":"Bureau","year":"2000","journal-title":"Biochim. Biophys. Acta Gen. 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