Alexander Rühle, Maria Weymann, Max Behrens, Johannes Olbrich, Carmen Kut, Sebastian N Marschner, Marlen Haderlein, Alexander Fabian, Carolin Senger, Benjamin P Bakst, Johannes Kraft, Jens von der Grün, Esmée Lauren Looman, Eric Chen, Justus Domschikowski, Alev Altay-Langguth, Goda Kalinauskaite, Victor Lewitzki, Marcelo Bonomi, Dukagjin Blakaj, Sachin R Jhawar, Sujith Baliga, Ahmed N Elguindy, Konstantinos Ferentinos, Constantinos Zamboglou, Jörg Andreas Müller, Chris Leucht, Daniel R Dickstein, Sören Schnellhardt, Erik Haehl, Peter Hambsch, Thomas Kuhnt, Clemens Seidel, Claus Belka, Arnulf Mayer, Heinz Schmidberger, Anca-Ligia Grosu, Panagiotis Balermpas, Carmen Stromberger, Harald Binder, Harry Quon, Nils H Nicolay
{"title":"Predicting cisplatin tolerability in older adults with head and neck cancer - Insights for improved chemoradiation outcomes.","authors":"Alexander Rühle, Maria Weymann, Max Behrens, Johannes Olbrich, Carmen Kut, Sebastian N Marschner, Marlen Haderlein, Alexander Fabian, Carolin Senger, Benjamin P Bakst, Johannes Kraft, Jens von der Grün, Esmée Lauren Looman, Eric Chen, Justus Domschikowski, Alev Altay-Langguth, Goda Kalinauskaite, Victor Lewitzki, Marcelo Bonomi, Dukagjin Blakaj, Sachin R Jhawar, Sujith Baliga, Ahmed N Elguindy, Konstantinos Ferentinos, Constantinos Zamboglou, Jörg Andreas Müller, Chris Leucht, Daniel R Dickstein, Sören Schnellhardt, Erik Haehl, Peter Hambsch, Thomas Kuhnt, Clemens Seidel, Claus Belka, Arnulf Mayer, Heinz Schmidberger, Anca-Ligia Grosu, Panagiotis Balermpas, Carmen Stromberger, Harald Binder, Harry Quon, Nils H Nicolay","doi":"10.1016/j.radonc.2024.110697","DOIUrl":null,"url":null,"abstract":"<p><strong>Purpose: </strong>Cumulative cisplatin doses of ≥ 200 mg/m<sup>2</sup> improve survival in adults with head-and-neck squamous cell carcinoma (HNSCC) undergoing chemoradiation, but many older adults with HNSCC cannot receive this prognostically relevant dose due to toxicities. This study aims to develop predictive models to assess the likelihood of older adults with HNSCC receiving ≥ 200 mg/m<sup>2</sup> cisplatin during chemoradiation.</p><p><strong>Methods: </strong>366 patients from the SENIOR database, an international cohort of adults ≥ 65 years with HNSCC, received definitive chemoradiation with single-agent cisplatin and were analyzed. A Generalized Linear Model (GLM), Support Vector Machine (SVM), and Random Forest Model (RFM) were trained and compared for their performance in predicting a cumulative cisplatin dose of ≥ 200 mg/m<sup>2</sup>.</p><p><strong>Results: </strong>195 (53 %) patients achieved a cumulative cisplatin dose of ≥ 200 mg/m<sup>2</sup>. In the GLM, laryngeal carcinoma (β = 1.37, p = 0.01), tumoral p16 positivity (β = 0.69, p = 0.04), higher hemoglobin levels (β = 0.26, p = 0.002), elevated C-reactive protein (CRP) concentration (β = 0.02, p = 0.003), and increased estimated glomerular filtration rate (eGFR) (β = 0.02, p = 0.008) were associated with a higher probability of reaching ≥ 200 mg/m<sup>2</sup> cisplatin. Hemoglobin, CRP, eGFR, and p16 status constituted the most important features in the SVM and RFM. AUC values for the GLM, SVM, and RFM were 0.70 (95 % CI, 0.67-0.73), 0.71 (95 % CI, 0.68-0.73), and 0.73 (95 % CI, 0.71-0.75), respectively.</p><p><strong>Conclusions: </strong>We developed predictive models to support clinicians in identifying older adults with HNSCC capable of tolerating ≥ 200 mg/m<sup>2</sup> cumulative cisplatin during chemoradiation. Once validated, these models could improve personalized treatments and enhance shared decision-making in older adults with HNSCC.</p>","PeriodicalId":21041,"journal":{"name":"Radiotherapy and Oncology","volume":" ","pages":"110697"},"PeriodicalIF":4.9000,"publicationDate":"2024-12-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Radiotherapy and Oncology","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1016/j.radonc.2024.110697","RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ONCOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
Purpose: Cumulative cisplatin doses of ≥ 200 mg/m2 improve survival in adults with head-and-neck squamous cell carcinoma (HNSCC) undergoing chemoradiation, but many older adults with HNSCC cannot receive this prognostically relevant dose due to toxicities. This study aims to develop predictive models to assess the likelihood of older adults with HNSCC receiving ≥ 200 mg/m2 cisplatin during chemoradiation.
Methods: 366 patients from the SENIOR database, an international cohort of adults ≥ 65 years with HNSCC, received definitive chemoradiation with single-agent cisplatin and were analyzed. A Generalized Linear Model (GLM), Support Vector Machine (SVM), and Random Forest Model (RFM) were trained and compared for their performance in predicting a cumulative cisplatin dose of ≥ 200 mg/m2.
Results: 195 (53 %) patients achieved a cumulative cisplatin dose of ≥ 200 mg/m2. In the GLM, laryngeal carcinoma (β = 1.37, p = 0.01), tumoral p16 positivity (β = 0.69, p = 0.04), higher hemoglobin levels (β = 0.26, p = 0.002), elevated C-reactive protein (CRP) concentration (β = 0.02, p = 0.003), and increased estimated glomerular filtration rate (eGFR) (β = 0.02, p = 0.008) were associated with a higher probability of reaching ≥ 200 mg/m2 cisplatin. Hemoglobin, CRP, eGFR, and p16 status constituted the most important features in the SVM and RFM. AUC values for the GLM, SVM, and RFM were 0.70 (95 % CI, 0.67-0.73), 0.71 (95 % CI, 0.68-0.73), and 0.73 (95 % CI, 0.71-0.75), respectively.
Conclusions: We developed predictive models to support clinicians in identifying older adults with HNSCC capable of tolerating ≥ 200 mg/m2 cumulative cisplatin during chemoradiation. Once validated, these models could improve personalized treatments and enhance shared decision-making in older adults with HNSCC.
期刊介绍:
Radiotherapy and Oncology publishes papers describing original research as well as review articles. It covers areas of interest relating to radiation oncology. This includes: clinical radiotherapy, combined modality treatment, translational studies, epidemiological outcomes, imaging, dosimetry, and radiation therapy planning, experimental work in radiobiology, chemobiology, hyperthermia and tumour biology, as well as data science in radiation oncology and physics aspects relevant to oncology.Papers on more general aspects of interest to the radiation oncologist including chemotherapy, surgery and immunology are also published.