Cavallo Anna, Iacovelli Nicola Alessandro, Facchinetti Nadia, Rancati Tiziana, Alfieri Salvatore, Giandini Tommaso, Cicchetti Alessandro, Fallai Carlo, Ingargiola Rossana, Licitra Lisa, Locati Laura, Cavalieri Stefano, Pignoli Emanuele, Romanello Domenico Attilio, Valdagni Riccardo, Orlandi Ester
Department of Medical Physics, Fondazione IRCCS Istituto Nazionale dei Tumori, 20133 Milan, Italy.
Department of Radiation Oncology 2, Fondazione IRCCS Istituto Nazionale dei Tumori, 20133 Milan, Italy.
Cancers (Basel). 2021 Aug 6;13(16):3983. doi: 10.3390/cancers13163983.
Radiation-induced xerostomia is one of the most prevalent adverse effects of head and neck cancer treatment, and it could seriously affect patients' qualities of life. It results primarily from damage to the salivary glands, but its onset and severity may also be influenced by other patient-, tumour-, and treatment-related factors. We aimed to build and validate a predictive model for acute salivary dysfunction (aSD) for locally advanced nasopharyngeal carcinoma (NPC) patients by combining clinical and dosimetric factors.
A cohort of consecutive NPC patients treated curatively with IMRT and chemotherapy at 70 Gy (2-2.12 Gy/fraction) were utilised. Parotid glands (cPG, considered as a single organ) and the oral cavity (OC) were selected as organs-at-risk. The aSD was assessed at baseline and weekly during RT, grade ≥ 2 aSD chosen as the endpoint. Dose-volume histograms were reduced to the Equivalent Uniform Dose (EUD). Dosimetric and clinical/treatment features selected via LASSO were inserted into a multivariable logistic model. Model validation was performed on two cohorts of patients with prospective aSD, and scored using the same schedule/scale: a cohort (NPC_V) of NPC patients (as in model training), and a cohort of mixed non-NPC head and neck cancer patients (HNC_V).
The model training cohort included 132 patients. Grade ≥ 2 aSD was reported in 90 patients (68.2%). Analyses resulted in a 4-variables model, including doses of up to 98% of cPG (cPG_D98%, OR = 1.04), EUD to OC with = 0.05 (OR = 1.11), age (OR = 1.08, 5-year interval) and smoking history (OR = 1.37, yes vs. no). Calibration was good. The NPC_V cohort included 38 patients, with aSD scored in 34 patients (89.5%); the HNC_V cohort included 93 patients, 77 with aSD (92.8%). As a general observation, the incidence of aSD was significantly different in the training and validation populations ( = 0.01), thus impairing calibration-in-the-large. At the same time, the effect size for the two dosimetric factors was confirmed. Discrimination was also satisfactory in both cohorts: AUC was 0.73, and 0.68 in NPC_V and HNC_V cohorts, respectively.
cPG D98% and the high doses received by small OC volumes were found to have the most impact on grade ≥ 2 acute xerostomia, with age and smoking history acting as a dose-modifying factor. Findings on the development population were confirmed in two prospectively collected validation populations.
放射性口干是头颈癌治疗中最常见的不良反应之一,会严重影响患者的生活质量。其主要源于唾液腺受损,但其发生和严重程度也可能受其他患者、肿瘤和治疗相关因素的影响。我们旨在通过结合临床和剂量学因素,构建并验证局部晚期鼻咽癌(NPC)患者急性唾液功能障碍(aSD)的预测模型。
采用一组接受70 Gy(2 - 2.12 Gy/分次)调强放疗(IMRT)和化疗的连续NPC患者。将腮腺(cPG,视为单个器官)和口腔(OC)选为危及器官。在放疗基线及放疗期间每周评估aSD,将≥2级aSD选为终点。剂量体积直方图简化为等效均匀剂量(EUD)。通过套索回归(LASSO)选择的剂量学和临床/治疗特征被纳入多变量逻辑模型。在两个前瞻性aSD患者队列中进行模型验证,并使用相同的方案/量表评分:一组NPC患者队列(NPC_V,与模型训练中的患者相同),以及一组混合的非NPC头颈癌患者队列(HNC_V)。
模型训练队列包括132例患者。90例患者(68.2%)报告有≥2级aSD。分析得出一个包含4个变量的模型,包括高达98%腮腺体积的剂量(cPG_D98%,OR = 1.04)、等效均匀剂量(EUD)为0.05时口腔的剂量(OR = 1.11)、年龄(OR = 1.08,5年间隔)和吸烟史(OR = 1.37,是与否)。校准良好。NPC_V队列包括38例患者,34例患者有aSD评分(89.5%);HNC_V队列包括93例患者,77例有aSD(92.8%)。总体观察发现,训练和验证人群中aSD的发生率有显著差异(P = 0.01),从而影响了整体校准。同时,两个剂量学因素的效应大小得到证实。两个队列中的辨别力也令人满意:NPC_V和HNC_V队列的曲线下面积(AUC)分别为0.73和0.68。
发现腮腺98%体积剂量(cPG D98%)和小体积口腔接受的高剂量对≥2级急性口干影响最大,年龄和吸烟史起剂量修正因子的作用。在两个前瞻性收集的验证人群中证实了在开发人群中的研究结果。