{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,24]],"date-time":"2026-09-24T18:58:56Z","timestamp":1790276336980,"version":"4.1.0"},"update-to":[{"DOI":"10.1371\/journal.pcbi.1014804","type":"new_version","label":"New version","source":"publisher","updated":{"date-parts":[[2026,9,24]],"date-time":"2026-09-24T00:00:00Z","timestamp":1790208000000}}],"reference-count":42,"publisher":"Public Library of Science (PLoS)","issue":"9","license":[{"start":{"date-parts":[[2026,9,18]],"date-time":"2026-09-18T00:00:00Z","timestamp":1789689600000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["www.ploscompbiol.org"],"crossmark-restriction":false},"short-container-title":["PLoS Comput Biol"],"abstract":"<jats:p>\n                    Microtubules are dynamic cytoskeletal polymers assembled from\n                    <jats:inline-formula id=\"pcbi.1014804.e004\">\n                      <jats:alternatives>\n                        <jats:graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"pcbi.1014804.e004g\" mimetype=\"image\" position=\"anchor\" xlink:href=\"info:doi\/10.1371\/journal.pcbi.1014804.e004\" xlink:type=\"simple\"\/>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"inline\" id=\"M4\">\n                          <mml:mrow>\n                            <mml:mi>\u03b1<\/mml:mi>\n                          <\/mml:mrow>\n                        <\/mml:math>\n                      <\/jats:alternatives>\n                    <\/jats:inline-formula>\n                    \/\n                    <jats:inline-formula id=\"pcbi.1014804.e005\">\n                      <jats:alternatives>\n                        <jats:graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"pcbi.1014804.e005g\" mimetype=\"image\" position=\"anchor\" xlink:href=\"info:doi\/10.1371\/journal.pcbi.1014804.e005\" xlink:type=\"simple\"\/>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"inline\" id=\"M5\">\n                          <mml:mrow>\n                            <mml:mi>\u03b2<\/mml:mi>\n                          <\/mml:mrow>\n                        <\/mml:math>\n                      <\/jats:alternatives>\n                    <\/jats:inline-formula>\n                    -tubulin heterodimers. Microtubules are validated targets for novel therapeutic drugs, yet therapeutic efficacy targeting them is often compromised by multidrug resistance (MDR). 5-(3-chlorophenyl)-N-(3-pyridinyl)-2-furamide (CPPF) is a novel microtubule-targeting anticancer agent which was found to disrupt microtubule growth in cells and inhibit tubulin polymerization in vitro. CPPF could suppress the growth of multidrug-resistant cell lines and demonstrate anti-tumor efficacy in animal models. However, the fundamental mechanism of how CPPF disrupts microtubule assembly remains unclear. To investigate this, we performed structure prediction using Protenix, RoseTTAFold All-Atom (RFAA) and Umol, as well as molecular dynamics (MD) simulations, using the human\n                    <jats:inline-formula id=\"pcbi.1014804.e006\">\n                      <jats:alternatives>\n                        <jats:graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"pcbi.1014804.e006g\" mimetype=\"image\" position=\"anchor\" xlink:href=\"info:doi\/10.1371\/journal.pcbi.1014804.e006\" xlink:type=\"simple\"\/>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"inline\" id=\"M6\">\n                          <mml:mrow>\n                            <mml:mi>\u03b1<\/mml:mi>\n                          <\/mml:mrow>\n                        <\/mml:math>\n                      <\/jats:alternatives>\n                    <\/jats:inline-formula>\n                    \/\n                    <jats:inline-formula id=\"pcbi.1014804.e007\">\n                      <jats:alternatives>\n                        <jats:graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"pcbi.1014804.e007g\" mimetype=\"image\" position=\"anchor\" xlink:href=\"info:doi\/10.1371\/journal.pcbi.1014804.e007\" xlink:type=\"simple\"\/>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"inline\" id=\"M7\">\n                          <mml:mrow>\n                            <mml:mi>\u03b2<\/mml:mi>\n                          <\/mml:mrow>\n                        <\/mml:math>\n                      <\/jats:alternatives>\n                    <\/jats:inline-formula>\n                    -tubulin heterodimer (PDB ID: 5IJ0) for analyzing the interaction between CPPF and tubulin. Our results showed that CPPF binds at the\n                    <jats:inline-formula id=\"pcbi.1014804.e008\">\n                      <jats:alternatives>\n                        <jats:graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"pcbi.1014804.e008g\" mimetype=\"image\" position=\"anchor\" xlink:href=\"info:doi\/10.1371\/journal.pcbi.1014804.e008\" xlink:type=\"simple\"\/>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"inline\" id=\"M8\">\n                          <mml:mrow>\n                            <mml:mi>\u03b1<\/mml:mi>\n                          <\/mml:mrow>\n                        <\/mml:math>\n                      <\/jats:alternatives>\n                    <\/jats:inline-formula>\n                    \/\n                    <jats:inline-formula id=\"pcbi.1014804.e009\">\n                      <jats:alternatives>\n                        <jats:graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"pcbi.1014804.e009g\" mimetype=\"image\" position=\"anchor\" xlink:href=\"info:doi\/10.1371\/journal.pcbi.1014804.e009\" xlink:type=\"simple\"\/>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"inline\" id=\"M9\">\n                          <mml:mrow>\n                            <mml:mi>\u03b2<\/mml:mi>\n                          <\/mml:mrow>\n                        <\/mml:math>\n                      <\/jats:alternatives>\n                    <\/jats:inline-formula>\n                    interface with dominant contributions from\n                    <jats:inline-formula id=\"pcbi.1014804.e010\">\n                      <jats:alternatives>\n                        <jats:graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"pcbi.1014804.e010g\" mimetype=\"image\" position=\"anchor\" xlink:href=\"info:doi\/10.1371\/journal.pcbi.1014804.e010\" xlink:type=\"simple\"\/>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"inline\" id=\"M10\">\n                          <mml:mrow>\n                            <mml:mi>\u03b2<\/mml:mi>\n                          <\/mml:mrow>\n                        <\/mml:math>\n                      <\/jats:alternatives>\n                    <\/jats:inline-formula>\n                    -tubulin residues, particularly VAL236 and LEU253. In isolated-monomer comparisons,\n                    <jats:inline-formula id=\"pcbi.1014804.e011\">\n                      <jats:alternatives>\n                        <jats:graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"pcbi.1014804.e011g\" mimetype=\"image\" position=\"anchor\" xlink:href=\"info:doi\/10.1371\/journal.pcbi.1014804.e011\" xlink:type=\"simple\"\/>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"inline\" id=\"M11\">\n                          <mml:mrow>\n                            <mml:mi>\u03b2<\/mml:mi>\n                          <\/mml:mrow>\n                        <\/mml:math>\n                      <\/jats:alternatives>\n                    <\/jats:inline-formula>\n                    -tubulin exhibited more favorable binding energetics and deeper, broader free-energy minima than\n                    <jats:inline-formula id=\"pcbi.1014804.e012\">\n                      <jats:alternatives>\n                        <jats:graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"pcbi.1014804.e012g\" mimetype=\"image\" position=\"anchor\" xlink:href=\"info:doi\/10.1371\/journal.pcbi.1014804.e012\" xlink:type=\"simple\"\/>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"inline\" id=\"M12\">\n                          <mml:mrow>\n                            <mml:mi>\u03b1<\/mml:mi>\n                          <\/mml:mrow>\n                        <\/mml:math>\n                      <\/jats:alternatives>\n                    <\/jats:inline-formula>\n                    -tubulin. Supplementary simulations on the alternative\n                    <jats:inline-formula id=\"pcbi.1014804.e013\">\n                      <jats:alternatives>\n                        <jats:graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"pcbi.1014804.e013g\" mimetype=\"image\" position=\"anchor\" xlink:href=\"info:doi\/10.1371\/journal.pcbi.1014804.e013\" xlink:type=\"simple\"\/>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"inline\" id=\"M13\">\n                          <mml:mrow>\n                            <mml:mi>\u03b2<\/mml:mi>\n                          <\/mml:mrow>\n                        <\/mml:math>\n                      <\/jats:alternatives>\n                    <\/jats:inline-formula>\n                    -tubulin conformational state (PDB: 6E7B; straight microtubule-lattice) indicated that CPPF binding is preserved across the two major\n                    <jats:inline-formula id=\"pcbi.1014804.e014\">\n                      <jats:alternatives>\n                        <jats:graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"pcbi.1014804.e014g\" mimetype=\"image\" position=\"anchor\" xlink:href=\"info:doi\/10.1371\/journal.pcbi.1014804.e014\" xlink:type=\"simple\"\/>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"inline\" id=\"M14\">\n                          <mml:mrow>\n                            <mml:mi>\u03b2<\/mml:mi>\n                          <\/mml:mrow>\n                        <\/mml:math>\n                      <\/jats:alternatives>\n                    <\/jats:inline-formula>\n                    -tubulin conformations, with comparable MM-PBSA binding free energies. Taken together, these findings establish a plausible binding mode for CPPF at the\n                    <jats:inline-formula id=\"pcbi.1014804.e015\">\n                      <jats:alternatives>\n                        <jats:graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"pcbi.1014804.e015g\" mimetype=\"image\" position=\"anchor\" xlink:href=\"info:doi\/10.1371\/journal.pcbi.1014804.e015\" xlink:type=\"simple\"\/>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"inline\" id=\"M15\">\n                          <mml:mrow>\n                            <mml:mi>\u03b1<\/mml:mi>\n                          <\/mml:mrow>\n                        <\/mml:math>\n                      <\/jats:alternatives>\n                    <\/jats:inline-formula>\n                    \/\n                    <jats:inline-formula id=\"pcbi.1014804.e016\">\n                      <jats:alternatives>\n                        <jats:graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"pcbi.1014804.e016g\" mimetype=\"image\" position=\"anchor\" xlink:href=\"info:doi\/10.1371\/journal.pcbi.1014804.e016\" xlink:type=\"simple\"\/>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"inline\" id=\"M16\">\n                          <mml:mrow>\n                            <mml:mi>\u03b2<\/mml:mi>\n                          <\/mml:mrow>\n                        <\/mml:math>\n                      <\/jats:alternatives>\n                    <\/jats:inline-formula>\n                    -tubulin interface, providing a structural hypothesis for understanding its anticancer potential against multidrug-resistant cancers. Experimental validation through binding assays or crystallography is warranted to further substantiate these computational insights.\n                  <\/jats:p>","DOI":"10.1371\/journal.pcbi.1014804","type":"journal-article","created":{"date-parts":[[2026,9,18]],"date-time":"2026-09-18T17:59:54Z","timestamp":1789754394000},"page":"e1014804","update-policy":"https:\/\/doi.org\/10.1371\/journal.pcbi.corrections_policy","source":"Crossref","is-referenced-by-count":0,"title":["Integrative AI-assisted modeling suggests CPPF binding at a composite \u03b1\/\u03b2-tubulin interface pocket dominated by \u03b2-tubulin contacts"],"prefix":"10.1371","volume":"22","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5489-0593","authenticated-orcid":true,"given":"Jixin","family":"Yang","sequence":"first","affiliation":[{"name":"The Hong Kong University of Science and Technology (Guangzhou)","place":["Guangzhou, China"],"department":["Data Science and Analytics Thrust, Information Hub"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Lisha","family":"Liang","sequence":"additional","affiliation":[{"name":"The Hong Kong University of Science and Technology (Guangzhou)","place":["Guangzhou, China"],"department":["Bioscience and Biomedical Engineering Thrust, Systems Hub"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Dengchao","family":"Zhu","sequence":"additional","affiliation":[{"name":"The Hong Kong University of Science and Technology (Guangzhou)","place":["Guangzhou, China"],"department":["Bioscience and Biomedical Engineering Thrust, Systems Hub"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xuzhe","family":"Yin","sequence":"additional","affiliation":[{"name":"The Hong Kong University of Science and Technology (Guangzhou)","place":["Guangzhou, China"],"department":["Bioscience and Biomedical Engineering Thrust, Systems Hub"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yizhuo","family":"Feng","sequence":"additional","affiliation":[{"name":"The Hong Kong University of Science and Technology (Guangzhou)","place":["Guangzhou, China"],"department":["Bioscience and Biomedical Engineering Thrust, Systems Hub"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5141-0515","authenticated-orcid":true,"given":"Shaojun","family":"Tang","sequence":"additional","affiliation":[{"name":"Virginia Commonwealth University","place":["Richmond, Virginia, United States of America"],"department":["Department of Biostatistics"]},{"name":"Virginia Commonwealth University","place":["Richmond, Virginia, United States of America"],"department":["Massey Comprehensive Cancer Center"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0006-9780-6941","authenticated-orcid":true,"given":"Muzi","family":"Li","sequence":"additional","affiliation":[{"name":"Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences","place":["Shenzhen, China"],"department":["Shenzhen Key Laboratory of Synthetic Genomics, Guangdong Provincial Key Laboratory of Synthetic Genomics, State Key Laboratory of Quantitative Synthetic Biology, Shenzhen Institute of Synthetic Biology"]},{"name":"Shenzhen University of Advanced Technology","place":["Shenzhen, China"],"department":["Faculty of Synthetic Biology and Institute of Emerging Agricultural Technology"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"340","published-online":{"date-parts":[[2026,9,18]]},"reference":[{"key":"pcbi.1014804.ref001","doi-asserted-by":"crossref","first-page":"83","DOI":"10.1146\/annurev.cellbio.13.1.83","article-title":"Microtubule 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