{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,29]],"date-time":"2026-01-29T20:06:13Z","timestamp":1769717173773,"version":"3.49.0"},"reference-count":46,"publisher":"IOP Publishing","issue":"2","license":[{"start":{"date-parts":[[2026,1,29]],"date-time":"2026-01-29T00:00:00Z","timestamp":1769644800000},"content-version":"vor","delay-in-days":1,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"},{"start":{"date-parts":[[2026,1,29]],"date-time":"2026-01-29T00:00:00Z","timestamp":1769644800000},"content-version":"tdm","delay-in-days":1,"URL":"https:\/\/iopscience.iop.org\/info\/page\/text-and-data-mining"},{"start":{"date-parts":[[2026,1,29]],"date-time":"2026-01-29T00:00:00Z","timestamp":1769644800000},"content-version":"vor","delay-in-days":1,"URL":"https:\/\/publishingsupport.iopscience.iop.org\/questions\/alternative-author-rights-policies\/"},{"start":{"date-parts":[[2026,1,29]],"date-time":"2026-01-29T00:00:00Z","timestamp":1769644800000},"content-version":"vor","delay-in-days":1,"URL":"https:\/\/publishingsupport.iopscience.iop.org\/questions\/alternative-author-rights-policies\/"}],"funder":[{"DOI":"10.13039\/501100004622","name":"KWF Kankerbestrijding","doi-asserted-by":"crossref","award":["RADIATHE"],"award-info":[{"award-number":["RADIATHE"]}],"id":[{"id":"10.13039\/501100004622","id-type":"DOI","asserted-by":"crossref"}]},{"DOI":"10.13039\/100013297","name":"Eurostars","doi-asserted-by":"crossref","award":["SENS-THERM"],"award-info":[{"award-number":["SENS-THERM"]}],"id":[{"id":"10.13039\/100013297","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":["iopscience.iop.org"],"crossmark-restriction":false},"short-container-title":["Phys. Med. Biol."],"published-print":{"date-parts":[[2026,1,28]]},"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:p>\n                    Objective: Hyperthermia, the elevation of tumor temperature to 39\n                    <jats:sup>\u2218<\/jats:sup>\n                    C\u201344\u2009\n                    <jats:sup>\u2218<\/jats:sup>\n                    C, is an effective adjuvant treatment for head and neck (H&amp;N) cancer, enhancing the effects of radiotherapy and chemotherapy. This study investigates the robustness of hyperthermia treatment planning (HTP) for H&amp;N cancer using the HyperCollar3D applicator, focusing on uncertainties in patient positioning, tissue properties, and water bolus cooling efficacy. Approach: A retrospective analysis was conducted of 16 patients treated at the Erasmus medical center, utilizing polynomial chaos expansion to model the impact of uncertainties on temperature distributions and treatment quality metrics. Main results: Our findings indicate significant variability in target temperatures due to uncertainties in these tissue properties (2.1\u2009\n                    <jats:sup>\u2218<\/jats:sup>\n                    C\n                    <jats:inline-formula>\n                      <jats:tex-math>\n                        \n                      <\/jats:tex-math>\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" overflow=\"scroll\">\n                        <mml:mrow>\n                          <mml:msub>\n                            <mml:mrow>\n                              <mml:mi mathvariant=\"normal\">T<\/mml:mi>\n                            <\/mml:mrow>\n                            <mml:mrow>\n                              <mml:mn>90<\/mml:mn>\n                            <\/mml:mrow>\n                          <\/mml:msub>\n                        <\/mml:mrow>\n                      <\/mml:math>\n                    <\/jats:inline-formula>\n                    95% confidence interval), further exacerbated by patient positioning errors (2.3\u2009\n                    <jats:sup>\u2218<\/jats:sup>\n                    C\n                    <jats:inline-formula>\n                      <jats:tex-math>\n                        \n                      <\/jats:tex-math>\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" overflow=\"scroll\">\n                        <mml:mrow>\n                          <mml:msub>\n                            <mml:mrow>\n                              <mml:mi mathvariant=\"normal\">T<\/mml:mi>\n                            <\/mml:mrow>\n                            <mml:mrow>\n                              <mml:mn>90<\/mml:mn>\n                            <\/mml:mrow>\n                          <\/mml:msub>\n                        <\/mml:mrow>\n                      <\/mml:math>\n                    <\/jats:inline-formula>\n                    95% confidence interval for 5\u2009mm positioning errors). Uncertainty in dielectric tissue properties causes the largest chunk of the variance (47%) in\n                    <jats:inline-formula>\n                      <jats:tex-math>\n                        \n                      <\/jats:tex-math>\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" overflow=\"scroll\">\n                        <mml:mrow>\n                          <mml:msub>\n                            <mml:mrow>\n                              <mml:mi mathvariant=\"normal\">T<\/mml:mi>\n                            <\/mml:mrow>\n                            <mml:mrow>\n                              <mml:mn>90<\/mml:mn>\n                            <\/mml:mrow>\n                          <\/mml:msub>\n                        <\/mml:mrow>\n                      <\/mml:math>\n                    <\/jats:inline-formula>\n                    followed by positioning errors (22%). Significance: This study highlights the critical importance of accurate measurement of tissue properties and precise patient positioning to achieve effective hyperthermia treatment outcomes. Our findings strongly advocate the development of more robust and quantitative treatment planning and delivery approaches, aiming to enhance the precision and clinical efficacy of HTP protocols for H&amp;N cancer treatments.\n                  <\/jats:p>","DOI":"10.1088\/1361-6560\/ae399e","type":"journal-article","created":{"date-parts":[[2026,1,19]],"date-time":"2026-01-19T10:04:15Z","timestamp":1768817055000},"page":"025018","update-policy":"https:\/\/doi.org\/10.1088\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Uncertainty analysis in hyperthermia treatment planning for head &amp; neck cancer using polynomial Chaos expansion"],"prefix":"10.1088","volume":"71","author":[{"ORCID":"https:\/\/orcid.org\/0009-0008-7509-1847","authenticated-orcid":true,"given":"Roel C","family":"Kwakernaak","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3149-6905","authenticated-orcid":true,"given":"Massimiliano","family":"Zanoli","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0975-4226","authenticated-orcid":true,"given":"Zoltan","family":"Perk\u00f3","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5891-2139","authenticated-orcid":true,"given":"Margarethus M","family":"Paulides","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3073-1117","authenticated-orcid":true,"given":"Sergio","family":"Curto","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"266","published-online":{"date-parts":[[2026,1,29]]},"reference":[{"key":"pmbae399ebib1","doi-asserted-by":"crossref","DOI":"10.3390\/cancers14030625","type":"other","article-title":"Clinical evidence for thermometric parameters to guide hyperthermia treatment","author":"Ademaj","year":"2022"},{"key":"pmbae399ebib2","doi-asserted-by":"publisher","first-page":"4929","DOI":"10.1088\/1361-6560\/aa6b99","type":"journal-article","article-title":"Influence of patient mispositioning on sar distribution and simulated temperature in regional deep hyperthermia","volume":"62","author":"Aklan","year":"2017","journal-title":"Phys. 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Biol."},{"key":"pmbae399ebib5","doi-asserted-by":"publisher","first-page":"74","DOI":"10.1007\/s00066-012-0241-x","type":"journal-article","article-title":"Benefit of replacing the sigma-60 by the sigma-eye applicator. a monte carlo-based uncertainty analysis","volume":"189","author":"Canters","year":"2013","journal-title":"Strahlenther. Onkol."},{"key":"pmbae399ebib6","doi-asserted-by":"publisher","first-page":"439","DOI":"10.1088\/0031-9155\/56\/2\/010","type":"journal-article","article-title":"Optimizing deep hyperthermia treatments: are locations of patient pain complaints correlated with modelled sar peak locations?","volume":"56","author":"Canters","year":"2011","journal-title":"Phys. Med. 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Hyperth."},{"key":"pmbae399ebib18","doi-asserted-by":"publisher","DOI":"10.1016\/j.cmpb.2023.107675","type":"journal-article","article-title":"Quantification of tissue property and perfusion uncertainties in hyperthermia treatment planning: multianalysis using polynomial chaos expansion","volume":"240","author":"Groen","year":"2023","journal-title":"Comput. Methods Programs Biomed."},{"key":"pmbae399ebib19","article-title":"IT\u2019IS database for thermal and electromagnetic parameters of biological tissues","author":"Hasgall","year":"2022","type":"other"},{"key":"pmbae399ebib20","doi-asserted-by":"publisher","first-page":"935","DOI":"10.3390\/ejihpe10040066","type":"journal-article","article-title":"Toxicities caused by head and neck cancer treatments and their influence on the development of malnutrition: review of the literature","volume":"10","author":"Hunter","year":"2020","journal-title":"Eur. J. Investig. Health Psychol. 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Published on behalf of Institute of Physics and Engineering in Medicine by IOP Publishing Ltd","name":"copyright_information","label":"Copyright Information"},{"value":"2025-07-16","name":"date_received","label":"Date Received","group":{"name":"publication_dates","label":"Publication dates"}},{"value":"2026-01-16","name":"date_accepted","label":"Date Accepted","group":{"name":"publication_dates","label":"Publication dates"}},{"value":"2026-01-29","name":"date_epub","label":"Online publication date","group":{"name":"publication_dates","label":"Publication dates"}}]}}