Pharyngeal Constrictor Dose-Volume Histogram Metrics and Patient- Reported Dysphagia in Head and Neck Radiotherapy

被引:5
作者
Paetkau, O. [1 ]
Weppler, S. [2 ]
Kwok, J. [3 ]
Quon, H. C. [1 ,2 ]
da Rocha, C. Gomes [1 ,4 ,5 ]
Smith, W. [6 ]
Tchistiakova, E. [1 ]
Kirkby, C. [1 ]
机构
[1] Univ Calgary, Dept Phys & Astron, 2500 Univ Dr NW, Calgary, AB T2N 1N4, Canada
[2] Tom Baker Canc Clin, Calgary, AB, Canada
[3] Univ Calgary, Dept Oncol, Div Radiat Oncol, Calgary, AB, Canada
[4] Univ Calgary, Hotchkiss Brain Inst, Calgary, AB, Canada
[5] Univ Calgary, Inst Quantum Sci & Technol, Calgary, AB, Canada
[6] Varian Med Syst, Siemens Healthineers Co, Palo Alto, CA USA
关键词
Dose constraints; head and neck radiotherapy; patient-reported dysphagia; pharyngeal constrictors; QUALITY-OF-LIFE; RADIATION-THERAPY; CANCER; ORGANS; RISK; DELINEATION; VALIDATION; CARCINOMA; TOXICITY; OUTCOMES;
D O I
10.1016/j.clon.2024.01.002
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Aims: Head and neck radiotherapy long-term survival continues to improve and the management of long-term side-effects is moving to the forefront of patient care. Dysphagia is associated with dose to the pharyngeal constrictors and can be measured using patient-reported outcomes to evaluate its effect on quality of life. The aim of the present study was to relate pharyngeal constrictor dose-volume parameters with patient-reported outcomes to identify prognostic dose constraints. Materials and methods:<bold> </bold>A 64-patient training cohort and a 24-patient testing cohort of oropharynx and nasopharynx cancer patients treated with curative-intent chemoradiotherapy were retrospectively examined. These patients completed the MD Anderson Dysphagia Inventory outcome survey at 12 months post-radiotherapy to evaluate late dysphagia: a composite score lower than 60 indicated dysphagia. The pharyngeal constrictor muscles were subdivided into four substructures: superior, middle, inferior and cricopharyngeal. Dose-volume histogram (DVH) metrics for each of the structure combinations were extracted. A decision tree classifier was run for each DVH metric to identify dose constraints optimising the accuracy and sensitivity of the cohort. A 60% accuracy threshold and feature selection method were used to ensure statistically significant DVH metrics were identified. These dose constraints were then validated on the 24-patient testing cohort. Results: Existing literature dose constraints only had two dose constraints performing above 60% accuracy and sensitivity when evaluated on our training cohort. We identified two well-performing dose constraints: the pharyngeal constrictor muscle D63% < 55 Gy and the superior-middle pharyngeal constrictor combination structure V31Gy < 100%. Both dose constraints resulted in >= 73% mean accuracy and >= 80% mean sensitivity on the training and testing patient cohorts. In addition, a pharyngeal constrictor muscle mean dose <57 Gy resulted in a mean accuracy >= 74% and mean sensitivity >= 60%. Conclusion:<bold> </bold>Mid-dose pharyngeal constrictor muscle and substructure combination dose constraints should be used in the treatment planning process to reduce late patient-reported dysphagia.
引用
收藏
页码:173 / 182
页数:10
相关论文
共 39 条
  • [1] Radiation-induced acute dysphagia
    Alterio, D.
    Gerardi, M. A.
    Cella, L.
    Spoto, R.
    Zurlo, V.
    Sabbatini, A.
    Fodor, C.
    D'Avino, V.
    Conson, M.
    Valoriani, F.
    Ciardo, D.
    Pacelli, R.
    Ferrari, A.
    Maisonneuve, P.
    Preda, L.
    Bruschini, R.
    Rocca, M. Cossu
    Rondi, E.
    Colangione, S.
    Palma, G.
    Dicuonzo, S.
    Orecchia, R.
    Sanguineti, G.
    Jereczek-Fossa, B. A.
    [J]. STRAHLENTHERAPIE UND ONKOLOGIE, 2017, 193 (11) : 971 - 981
  • [2] Gaussian noise up-sampling is better suited than SMOTE and ADASYN for clinical decision making
    Beinecke, Jacqueline
    Heider, Dominik
    [J]. BIODATA MINING, 2021, 14 (01)
  • [3] QUANTITATIVE ANALYSES OF NORMAL TISSUE EFFECTS IN THE CLINIC (QUANTEC): AN INTRODUCTION TO THE SCIENTIFIC ISSUES
    Bentzen, Soren M.
    Constine, Louis S.
    Deasy, Joseph O.
    Eisbruch, Avi
    Jackson, Andrew
    Marks, Lawrence B.
    Ten Haken, Randall K.
    Yorke, Ellen D.
    [J]. INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2010, 76 (03): : S3 - S9
  • [4] Breiman L., 1984, Classification and Regression Trees, DOI 10.1201/9781315139470
  • [5] CT-based delineation of organs at risk in the head and neck region: DAHANCA, EORTC, GORTEC, HKNPCSG, NCIC CTG, NCRI, NRG Oncology and TROG consensus guidelines
    Brouwer, Charlotte L.
    Steenbakkers, Roel J. H. M.
    Bourhis, Jean
    Budach, Wilfried
    Grau, Cai
    Gregoire, Vincent
    van Herk, Marcel
    Lee, Anne
    Maingon, Philippe
    Nutting, Chris
    O'Sullivan, Brian
    Porceddu, Sandro V.
    Rosenthal, David I.
    Sijtsema, Nanna M.
    Langendijk, Johannes A.
    [J]. RADIOTHERAPY AND ONCOLOGY, 2015, 117 (01) : 83 - 90
  • [6] Chen AY, 2001, ARCH OTOLARYNGOL, V127, P870
  • [7] Predictive modelling for swallowing dysfunction after primary (chemo)radiation: Results of a prospective observational study
    Christianen, Miranda E. M. C.
    Schilstra, Cornelis
    Beetz, Ivo
    Muijs, Christina T.
    Chouvalova, Olga
    Burlage, Fred R.
    Doornaert, Patricia
    Koken, Phil W.
    Leemans, C. Rene
    Rinkel, Rico N. P. M.
    de Bruijn, Marieke J.
    de Bock, G. H.
    Roodenburg, Jan L. N.
    van der Laan, Bernard F. A. M.
    Slotman, Ben J.
    Verdonck-de Leeuw, Irma M.
    Bijl, Hendrik P.
    Langendijk, Johannes A.
    [J]. RADIOTHERAPY AND ONCOLOGY, 2012, 105 (01) : 107 - 114
  • [8] Delineation of organs at risk involved in swallowing for radiotherapy treatment planning
    Christianen, Miranda E. M. C.
    Langendijk, Johannes A.
    Westerlaan, Henriette E.
    van de Water, Tara A.
    Bijl, Hendrik P.
    [J]. RADIOTHERAPY AND ONCOLOGY, 2011, 101 (03) : 394 - 402
  • [9] Beyond mean pharyngeal constrictor dose for beam path toxicity in non-target swallowing muscles: Dose-volume correlates of chronic radiation-associated dysphagia (RAD) after oropharyngeal intensity modulated radiotherapy
    Dale, Timothy
    Hutcheson, Katherine
    Mohamed, Abdallah S. R.
    Lewin, Jan S.
    Gunn, G. Brandon
    Rao, Arvind U. K.
    Kalpathy-Cramer, Jayashree
    Frank, Steven J.
    Garden, Adam S.
    Messer, Jay A.
    Warren, Benjamin
    Lai, Stephen Y.
    Beadle, Beth M.
    Morrison, William H.
    Phan, Jack
    Skinner, Heath
    Gross, Neil
    Ferrarotto, Renata
    Weber, Randal S.
    Rosenthal, David I.
    Fuller, Clifton D.
    [J]. RADIOTHERAPY AND ONCOLOGY, 2016, 118 (02) : 304 - 314
  • [10] Dysphagia after definitive radiotherapy for head and neck cancer Correlation of dose-volume parameters of the pharyngeal constrictor muscles
    Deantonio, L.
    Masini, L.
    Brambilla, M.
    Pia, F.
    Krengli, M.
    [J]. STRAHLENTHERAPIE UND ONKOLOGIE, 2013, 189 (03) : 230 - 236