TY - JOUR
T1 - Predicting cisplatin tolerability in older adults with head and neck cancer – Insights for improved chemoradiation outcomes
AU - Rühle, Alexander
AU - Weymann, Maria
AU - Behrens, Max
AU - Olbrich, Johannes
AU - Kut, Carmen
AU - Marschner, Sebastian N.
AU - Haderlein, Marlen
AU - Fabian, Alexander
AU - Senger, Carolin
AU - Bakst, Benjamin P.
AU - Kraft, Johannes
AU - von der Grün, Jens
AU - Looman, Esmée Lauren
AU - Chen, Eric
AU - Domschikowski, Justus
AU - Altay-Langguth, Alev
AU - Kalinauskaite, Goda
AU - Lewitzki, Victor
AU - Bonomi, Marcelo
AU - Blakaj, Dukagjin
AU - Jhawar, Sachin R.
AU - Baliga, Sujith
AU - Elguindy, Ahmed N.
AU - Ferentinos, Konstantinos
AU - Zamboglou, Constantinos
AU - Müller, Jörg Andreas
AU - Leucht, Chris
AU - Dickstein, Daniel R.
AU - Schnellhardt, Sören
AU - Haehl, Erik
AU - Hambsch, Peter
AU - Kuhnt, Thomas
AU - Seidel, Clemens
AU - Belka, Claus
AU - Mayer, Arnulf
AU - Schmidberger, Heinz
AU - Grosu, Anca Ligia
AU - Balermpas, Panagiotis
AU - Stromberger, Carmen
AU - Binder, Harald
AU - Quon, Harry
AU - Nicolay, Nils H.
N1 - Publisher Copyright:
© 2024 The Author(s)
PY - 2025/3
Y1 - 2025/3
N2 - 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.
AB - 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.
KW - Chemotherapy
KW - Cisplatin
KW - Elderly
KW - Geriatric
KW - Head-and-neck cancer
KW - Radiotherapy
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U2 - 10.1016/j.radonc.2024.110697
DO - 10.1016/j.radonc.2024.110697
M3 - Article
C2 - 39725066
AN - SCOPUS:85213554869
SN - 0167-8140
VL - 204
JO - Radiotherapy and Oncology
JF - Radiotherapy and Oncology
M1 - 110697
ER -