Literature DB >> 35884484

Definition of an Normal Tissue Complication Probability Model for the Inner Ear in Definitive Radiochemotherapy of Nasopharynx Carcinoma.

Leonie Peuker1, Daniel Rolf1, Michael Oertel1, Alexander Peuker2, Sergiu Scobioala1, Dominik Hering1, Claudia Rudack3, Uwe Haverkamp1, Hans Theodor Eich1.   

Abstract

BACKGROUND: Definitive radiochemotherapy is the treatment of choice for locally advanced nasopharyngeal carcinoma. Due to the vicinity of the nasopharynx to the inner ear and the use of ototoxic platinum-based chemotherapy, there is a risk for irreversible damage to the auditory system. To avoid or minimize these critical side effects, radiation exposure to each inner ear must be balanced between target volume coverage and toxicity. However, normal tissue complication probability (NTCP) models of the inner ear validated by clinical data are rare. PATIENTS AND METHODS: This retrospective study investigates the inner ear toxicity of 46 patients who received radio(chemo-)therapy for nasopharyngeal carcinoma at our institution from 2004 to 2021 according to CTCAE 5.0 criteria. For each inner ear, the mean (Dmean) and maximum (Dmax) dose in Gray (Gy) was evaluated and correlated with clinical toxicity data. Based on the data, an NTCP model and a cutoff dose logistic regression model (CDLR) were created.
RESULTS: In 11 patients (23.9%) hearing impairment and/or tinnitus was observed as a possible therapy-associated toxicity. Dmean was between 15-60 Gy, whereas Dmax was between 30-75 Gy. There was a dose-dependent, sigmoidal relation between inner ear dose and toxicity. A Dmean of 44 Gy and 65 Gy was associated with inner ear damage in 25% and 50% of patients, respectively. The maximum curve slope (m) was found at 50% and is m=0.013. The Dmax values showed a 25% and 50% complication probability at 58 Gy and 69 Gy, respectively, and a maximum slope of the sigmoid curve at 50% with m=0.025.
CONCLUSION: There is a sigmoidal relation between radiation dose and incidence of inner ear toxicities. Dose constraints for the inner ear of <44 Gy (Dmean) or <58 Gy (Dmax) are suggested to limit the probability of inner ear toxicity <25%.

Entities:  

Keywords:  NTCP; head and neck tumor; nasopharyngeal carcinoma; radiotherapy; survivorship; toxicity

Year:  2022        PMID: 35884484      PMCID: PMC9320660          DOI: 10.3390/cancers14143422

Source DB:  PubMed          Journal:  Cancers (Basel)        ISSN: 2072-6694            Impact factor:   6.575


1. Introduction

Nasopharyngeal carcinoma (NPC) is a head and neck tumor entity with geographic heterogeneity occurring frequently in certain regions, such as Alaska, North Afrika, South China and Southeast Asia. Beyond the endemic regions, this tumor entity is rare with an incidence of 1 per 100,000 inhabitants per year [1,2]. The current standard treatment for nasopharyngeal carcinoma is concomitant radiochemotherapy (RCT) with intensity-modulated radiotherapy (IMRT) [3]. Anamotically, the inner ears are located close to the nasopharynx and are therefore endangered to suffer from therapy-associated (long-term) side effects. Due to the described proximity, a surgical resection is not considered to be a feasible option in most cases [4]. Hearing disorders and tinnitus are frequent late effects due to exposure to radiation doses and ototoxic chemotherapy containing platinum agents [5,6]. This demands for a careful consideration between therapeutic efficacy and toxicity profile. Burman et al. were one of the first to investigate the relation between radiation dose and complication probability, but limited their report to the middle ear without providing information on the inner ear [7]. A suggested recent dose constraint for the inner ear according to Lee et al. is a mean dose causing a tinnitus risk [8]. However, normal tissue complication probability (NTCP) models enabling risk calculations and correlation with clinical data are still rare for the inner ear, although they could be established in other organs [8,9]. This paucity of evidence prompted our group to investigate dose-side effect relationships in a collective of patients with nasopharyngeal carcinoma treated at our institution in the last 17-years. The analysis describes the occurrence of inner ear toxicities and derives a fitting NTCP model. This model is a feasible instrument to evaluate individual patient’s risk profile, counsel patients accordingly and to consider RT plan modifications in high-risk patients.

2. Patients and Methods

2.1. Study Design and Data Collection

The study was designed as a retrospective monocentric analysis including 46 patients with histologically confirmed nasopharyngeal carcinoma treated with radiotherapy or radiochemotherapy at our department between 2004 and 2021. Clinical data was collected via the electronic patient file as provided by our hospital information system (Orbis, Agfa Healthcare, Mortsel, Belgium) including medical reports, laboratory values, imaging and follow-up notes. Additional data on radiotherapy details were provided by the information system of the department of radiation oncology (Aria, Varian Medical Systems, Pao Alto, CA, USA) and the planning system Eclipse. The study protocol was reviewed and approved by our local institutional review board and informed consent was given by all participants.

2.2. Patients

The study population consisted of 18 females and 28 males with a mean age of 57 years (range 19–87 years) at diagnosis (see Table 1 for patients characteristics). Squamous cell carcinoma was the most common histological type , followed by anaplastic carcinoma () and adenocarcinoma (). Most patients had an advanced stage disease, with 24 patients in stage 3 () and 13 patients in stage 4 (). In contrast, only eight patients had stage 1 or 2 ().
Table 1

Characteristics of the study population. * One patient had an angiocentric nasal T-cell lymphoma stage II-IIIb.

Age Range 19–87 Years / Mean Age 57 Years / (ntotal=46)
Characteristics Affected Patients Percentage %
Sex
    Female1839.1
    Male2860.9
Primary location
    Nasopharynx4189.1
    Naso-/Oropharynx510.9
Histology
    Squamous cell carcinoma1839.1
    Anaplastic carcinoma1021.7
    Adenocarcinoma48.7
    Adenoid cystic carcinoma36.5
    Neuroendocrine carcinoma24.3
    Transitional cell carcinoma24.3
    other24.3
    unknown510.9
Grading
    Grade 112.2
    Grade 2715.2
    Grade 31532.6
    Grade 41226.1
    unknown1123.9
TNM-Classification *
    T stage     1919.6
                  21123.9
                  31532.6
                  41021.7
    N stage    1919.6
               2919.6
               3510.9
    M stage   04393.5
               124.3
Staging *
    Stage 124.3
    Stage 2613.0
    Stage 32452.2
    Stage 4a1123.9
    Stage 4b24.3
Recurrence
    none2247.8
    locoregional715.2
    distant48.7
    unknown1328.3
Radiotherapy technique
    IMRT4597.8
    3D-CRT12.2
Chemotherapy
    prior12.2
    concurrent3678.3
    adjuvant1226.1

2.3. Pre-Treatment Assessment

All patients required a complete medical history, physical examination and laboratory evaluation. Each individual case was discussed in the interdisciplinary tumor board. Systemic staging was performed according to the classification and staging system for nasopharyngeal cancer (AJCC-7th and AJCC-8th) [10,11]. Diagnostic contrast-enhanced MRI in the treatment position was performed and fused with the planning CT. The findings of the fiberoptic nasopharyngoscopy were taken into account and for selected cases, additional information from PET/CT images were used. The volume of the inner ear included the bony labyrinth and was defined individually on axial CT images. A senior physician in radiation oncology approved all contours [12].

2.4. Treatment

Almost all patients were treated with IMRT techniques (sliding window technique or volumetric modulated arc therapy) (). Only one patient received three-dimensional conventional radiotherapy. The clinical target volumes were contoured according to the International guideline for the delineation of the clinical target volumes (CTV) for nasopharyngeal carcinoma since 2017 [13]. Previously, the DAHANCA, EORTC, HKNPCSG, NCIC CTG, NCRI, RTOG, TROG consensus guidelines were used [14]. In particular, 4 risk CTVs (2 for primarius, 2 for LNs) were contured: – CTVp 1 (= high-risk primary tumor − full therapeutic dose, 70–72 Gy) = GTV + 5 mm (+1 mm if tumor in close proximity to critical OARs). – CTVp2 (= intermediate risk − prophylactic dose, 54–60 Gy) = CTVp1 + 5 mm. – CTVn1 (= high-risk nodal volumes − full therapeutic dose, 70–72 Gy) = affected LN + 5 mm (possibly + 10 mm for ECE). – CTVn2 (= intermediate risk nodal volumes − prophylactic dose, 54–60 Gy) = CTVn1 + 5 mm, but always includes Level II, III and Va. Cisplatin, carboplatin, paclitaxel and 5-flourouracil were utilized as chemotherapeutic agents. In one case, immunomodulatory therapy was administered. In the case of impaired hearing before treatment, cisplatin was replaced by carboplatin/paclitaxel.

2.5. Follow-Up

All Patients were examined during regular radiotherapeutic and otorhinolaryngologist follow-up two months after RT and every 3–6 months afterwards using the NCI Common Terminology Criteria for Adverse Events (version 5). For hearing impairment and tinnitus the pre- and post-therapeutic audiograms of each ear were compared. If no audiogram was available, the clinical classification for adults was used [15].

2.6. NTCP Calculations

To perform an explaratory analysis concerning the relation between the administered radiation dose and the occurrence of inner ear toxicity, data from 38 patients were included. The maximum and mean radiation dose in measured in the inner ear were extrapolated from the planning system. Doses to each ear were registered separately due to the possibility of asymmetric radiation exposure. For each data point, it was indicated whether it led to side effects or not. For processing, the data points were grouped into bins, each consisting of a five gray interval. For each bin, the relative number of positive points to the total number of points in the bin was computed. Afterwards, the relative value was plotted over the corresponding radiation dose. As shown in the prospective study by Pan [9], an increase of side effects with increasing dose was expected. It was assumed that this increase is not linear, but increases sharply beyond a certain dose threshold, suggesting a sigmoid function. This sigmodial relationship enables application of an NTCP (Normal Tissue Complication Probability) model. To define this cut-off dose value as a dose constraint, the Cutoff Dose Logistic Regression Model (CDLR) was used, see Equation (1) [16]. As described by Burman et al. [7], there is a volume dependence of the complication probability for most organs. In small organs, no relevant differences can be found between distinctive partial volumes of the organ regarding the resulting probability of complications. This was shown by Burman et al. [7] for the middle/external ear, but may be also adapted to the inner ear, due to the comparable size. In this model D signifies the dose. To obtain the required regression parameters ( and ), the weighted least squares method was used to fit the sigmoid to the data points. The weighting was done according to the total number of data points of the bin. As in Burman et al. [7] the determined m value describes the slope of the sigmoid function at a complication probability of (). This was calculated numerically by the derivative at the point .

2.7. Statistical Analysis

Secondary endpoints of this study were overall survival (OS), progression free survival (PFS), locoregional control (LRC) and toxicity other than ototoxicity. OS was determined as the time from treatment initiation until death or loss to follow-up. PFS was defined as the duration from treatment initiation to any kind of disease recurrence after the radiotherapy treatment investigated in the study. LRC describes the time to locoregional recurrence. To estimate the LRC, PFS and OS the Kaplan-Meier method was utilized [17]. The statistical analysis was performed with IBM SPSS Statistics, version 28 (IBM, Armonk, NY, USA), and MATLAB, version R2020b (The MathWorks, Natick, MA, USA).

3. Results

Overall, 31 patients () were treated with definitive radiotherapy, whereas 15 patients () underwent postoperative radiotherapy. EBV-virus was detected in the histological examination of 15 patients (). In total, of the study population was treated with chemotherapy. Most patients received concurrent chemotherapy (), succeeded by adjuvant chemotherapy in of cases. Only one patient received induction chemotherapy (). No chemotherapy was included in the treatment regimen of 9 patients (). For concurrent chemotherapy, cisplatin (; ) for two or three cycles or (; ) for five or six cycles was most commonly administered. A few patients received carboplatin (AUC5) alone (; ) or in combination with paclitaxel (; ). One patient was treated with one cycle of cisplatin and then switched to carboplatin for two cycles due to inner ear side effects. Another patient received cisplatin in combination with 5-flourouracil for two cycles and afterwards cisplatin alone for one cycle. The most commonly applied adjuvant chemotherapy included cisplatin , with one patient receiving only , in combination with 5-flourouracil for three cycles (; ). Again, in two patients who initially received cisplatin and 5-flourouracil cisplatin had to be changed to carboplatin. One patient was treated upfront with a combination of carboplatin and 5-flourouracil. One patient underwent prior chemotherapy with CHOP-14 due to malignant lymphoma. One patient in the recurrent situation received nivolumab intravenously every 14 days.

3.1. Outcomes

The median follow-up time was months (range 2.4–141.6 months). Overall, 11 patients () experienced a recurrence and 19 patients () died during the study period. Among the 11 patients with relapse, 7 had a locoregional recurrence () and 4 had a distant recurrence (). Four patients had to interrupt radiotherapy due to decrease of performance status, grade 2–3 radiodermatitis, suspected retroperitoneal abscess, and febrile infection, respectively. One patient stopped therapy at our department voluntarily to continue radiotherapy at another institution. One patient stopped therapy against medical advice due to persistent decrease of performance status. The median overall survival amounted to years (range 0.1–14.0 years). The estimated 3-year LRC (Figure 1), OS (Figure 2) and PFS (Figure 3) rates by the Kaplan-Meier method were , and , respectively. The 5-year rates were , and , respectively.
Figure 1

Locoregional control. Kaplan-Meier plot showing locoregional control of the 46 patients, enrolled in this study, within a 5-year period after radiotherapy initiation.

Figure 2

Overall survival. Kaplan-Meier plot representing the overall survival of the 46 patients, enrolled in this study, within the 5-year period after radiotherapy initiation.

Figure 3

Progression free survival. Kaplan-Meier plot showing the progression free survival of the 46 patients, enrolled in this study, within the 5-year peroid after radiotherapy initiation.

3.2. Toxicities

Treatment related toxicities are described in Table 2, Table 3 and Table 4.
Table 2

Acute side effect of chemotherapy and its proportion in the total population and proportion in the chemotherapy subpopulation.

Type Occurring Cases Cases in % (ntotal=46) Cases in % (nchemotherapy=37)
Leukopenia1532.640.5
Nausea/emesis919.624.3
Dysphagia/ odynophagia817.421.6
Decrease of performance status48.710.8
Inner ear side effects48.710.8
Mucositis36.58.1
Oral candidiasis24.35.4
Fatigue24.35.4
Polyneuropathy24.35.4
Table 3

Acute side effects of radiotherapy, classified by type and grade.

Type Occurring Cases Grade 1 Grade 2 Grade 3 Unknown Grade
Dermatitis30 (65.2%)7 (15.2%)12 (26.1%)7 (15.2%)4 (8.7%)
Mucositis24 (52.2%)6 (13.0%)3 (6.5%)6 (13.0%)9 (19.6%)
Table 4

Late side effects of radiotherapy, classified by type and grade.

Type Occurring Cases Grade 1 Grade 2 Grade 3 Unknown Grade
Xerostomia29 (63.0%)----
Dysgeusia20 (43.5%)17 (37.0%)3 (6.5%)--
Dysphagia16 (34.8%)6 (13.3%)4 (8.7%)1 (2.2%)5 (10.9%)
Hearing impairment7 (15.2%)2 (4.3%)2 (4.3%)3 (6.5%)-
Tinnitus4 (8.7%)4 (8.7%)---
Fatigue8 (17.4%)----
Dysphonia6 (13.0%)----
During course of radiotherapy and follow-up, in 11 cases () the inner ear was affected by side effects (tinnitus: , hearing impairment ). As shown in Figure 4 and Figure 5, an increase of radiation dose administered to the inner ear leads to an increased rate of inner ear side effects. A sigmoid function could be modelled successfully and the estimated parameters can be found in Table 5.
Figure 4

Inner ear side effects depending on mean radiation dose. The curve describes the incidence of inner ear side effects depending on the dose administered to the inner ear.

Figure 5

Inner ear side effects depending on maximum radiation dose. The curve describes the incidence of inner ear side effects depending on the dose administered to the inner ear.

Table 5

Estimated regression parameters.

Type β γ m
mean 0.0517 3.3587 0.01292
max 0.0994 6.8876 0.02845
With a mean radiation dose of per inner ear, of patients would experience inner ear side effects, whereas at a radiation dose of , of patients would be affected. The maximum slope (m) at is . Considering the maximum radiation dose, the dose for the complication probability of and would be and , respectively. The maximum slope at is .

4. Discussion

This 17-year single institution study presents an NTCP model for the inner ear, based on clinical data in the setting of IMRT treatment. We were able to verify a sigmoidal relation between radiation dose and incidence of inner ear toxicities tinnitus and/or hearing impairment and derived dose constraints. A Dmean or has to be respected to limit the probability of inner ear toxicity () or (), respectively, with the Dmax being () and (). Therefore, these constraints may serve as anchor points for radiation plan evaluation and should be maintained, if compatible with target volumes. These data may be used as a guidance to counsel patients accordingly and to adapt radiation plans. Nevertheless, for patients with invasion to the clivus, pterygopalatine fossa, cavernous sinus, sphenoid sinus, the inner dose may not be easily lowered, as high doses are needed to achieve optimal levels of tumor control (Figure 6).
Figure 6

Dose distribution and dose volume histogram of definitive radiochemotherapy of nasopharyngeal cancer with clivus infiltration. (a) Tumor in the left paramedian nasopharynx, exceeding the midline, with high glucose metabolism, SUV max and arrosion of the clivus on the left side adjacent to the left inner ear. Isodose of the radiotherapy plan with protection of the inner ears using intensity modulated radiotherapy in 7-field sliding-window technique. Nevertheless, especially the left inner ear is exposed to high doses and unfortunately grade 3 hearing impairment occurred. (b) Corresponding cumulative dose-volume histogram: PTV1: Bilateral regional lymphatic drainage pathways and nasopharyngeal area with Gy PTV2: Affected lymphatic drainage pathways and primary tumor with Gy PTV3: Nasopharynx tumor and the affected lymph nodes on both sides with Gy Right inner ear: Dmax ; Dmean Gy Left inner ear: Dmax Gy; Dmean Gy.

In the literature, Burman et al. investigated the relation between radiation dose and complication probability using the NTCP model. For the middle and external ear they found a of and for acute serous otitis and chronic serous otitis, respectively. However, they did not investigate the inner ear, which could possibly be a more important risk organ, since severe late toxicities such as tinnitus, hearing impairment and loss possibly may occur [7]. To date, only a few studies have investigated the occurrence of side effects in the inner ear in relation to the radiation dose. Among them, Lee et al. analyzed the impact of IMRT in patients with head-and-neck cancer on the cochlea (NTCP-fitted parameters and for the logistic and LKB models ). A mean dose for the cochlea is recommended to limit the probability of tinnitus [8]. The study of Chen et al. evaluated the dose-response relationship of radiation dose and sensorineural hearing loss. According to this study, a mean dose of should not be exceeded, with a rapidly increasing incidence of sensorineural hearing beyond this value [18]. In the retrospective analysis by Bhandare et al., a distinct increase in the incidence of sensorineural hearing loss from a total dose to the cochlea was shown. For all components of the auditory system, an increasing incidence of ototoxicity was observed between 60– [19]. In the study by Espenel et al., dose constraints of for radiochemotherapy and for radiotherapy alone were proposed. In addition, monitoring of ototoxicity during treatment is recommended to allow timely intervention [20]. In other studies, values between 45– were described as dose constraints for the mean radiation dose [9,21,22]. In the current study, this would correspond to an incidence of inner ear side effects of 26–, as shown in Figure 4. In order to maintain a similar risk level compared to the literature, we accepted a complication probability of , which resulting in a mean radiation dose of . However, inner ear damage is a multifactorial process, the incidence of which may be modulated by damage from previous otitis media, chemotherapeutic agents and intracranial recurrences in addition to radiation [23]. Regarding chemotherapy, especially cisplatin is recognized as an ototoxic agent [6]. Wei et al. showed that patients treated with concurrent or adjuvant chemotherapy in addition to radiotherapy for nasopharyngeal carcinoma had more severe inner ear damage in comparison to patients undergoing radiotherapy as a monotherapy [5]. Correspondingly, the analysis by Bhandare et al. suggested that combined radiochemotherapy requires lower radiation doses to the cochlea till damage than radiotherapy alone [24]. Modern radiation techniques like IMRT technique are known to reduce acute and late side effects such as xerostomia, therby also improving the quality of life [3,25,26,27,28]. In particular, IMRT allows better sparing of the inner ear reducing radiation-induced ototoxicity [29]. In a retrospective study, Liu et al. demonstrated an approach to reduce damage to the inner ear and the parotid gland by reducing the clinical target volume (CTV). For this purpose, patients who received conventional-volume IMRT and patients who received reduced-volume IMRT were matched and compared. Decreased CTV did not significantly affect survival, but resulted in reduced late side effects such as xerostomia () and hearing loss (). Particular patients with T1–2 stage, N0–1 stage and Stage 1–2 were described as good candidates for this approach. This strategy is enabled by modern techniques like IMRT [30]. A few studies investigated cochlea-sparing radiation planning to reduce ototoxicity. In the plan-study by Lamaj et al., irradiation plans were optimized retrospectively to reduce the dose for both cochlea without affecting PTV and other values. A mean dose of (left) and (right) could be achieved with VMAT which was significantly lower as in the previous plans with (left) and (right) [31]. In the study by Braun et al., a unilateral cochlea-sparing optimization of radiation plans was performed. A mean dose of was achieved in all radiation plans. The mean cochlear dose was (patients with definitive RCT) and (patients with adjuvant RCT), respectively, in contrast to the contralateral, non-spared cochlea with and , respectively [32]. This study has limitations, since both chemo- and radiotherapy are ototoxic which makes attribution of side-effects to one treatment modality ambiguous in many cases. Patient number and therefore data points are limited, which is accompanied by an uncertainty regarding the definition of dose contraints. As a monocentric and retrospective analysis, data are sometimes incomplete also affecting risk rates and model accuracy. In addition, the entire inner ear was contoured rather than the cochlea separately. The proposed NTCP models enables the derivation of individual dose constraints depending on the accepted propability for inner ear toxicities. These data may be used as a guidance to counsel patients accordingly and to adapt radiation plans with excessive long-term risks. Multi-institutional analysis and big-data assessments via artificial intelligence may help to further deepen the understanding and ameliorate the predicition of this important side-effect in the future.
  29 in total

Review 1.  Current management of nasopharyngeal cancer.

Authors:  Anne W M Lee; Jin C Lin; Wai T Ng
Journal:  Semin Radiat Oncol       Date:  2012-07       Impact factor: 5.934

Review 2.  Radiation therapy and hearing loss.

Authors:  Niranjan Bhandare; Andrew Jackson; Avraham Eisbruch; Charlie C Pan; John C Flickinger; Patrick Antonelli; William M Mendenhall
Journal:  Int J Radiat Oncol Biol Phys       Date:  2010-03-01       Impact factor: 7.038

Review 3.  Irradiated ears in nasopharyngeal carcinoma survivors: A review.

Authors:  Yi-Ho Young
Journal:  Laryngoscope       Date:  2018-09-08       Impact factor: 3.325

4.  Long-term outcome of sensorineural hearing loss in nasopharyngeal carcinoma patients: comparison between treatment with radiotherapy alone and chemoradiotherapy.

Authors:  Yumei Wei; Tao Zhou; Jian Zhu; Yi Zhang; Mingping Sun; Xiuping Ding; Dongqing Wang; Hongsheng Li; Baosheng Li
Journal:  Cell Biochem Biophys       Date:  2014-07       Impact factor: 2.194

5.  Recommendation for a contouring method and atlas of organs at risk in nasopharyngeal carcinoma patients receiving intensity-modulated radiotherapy.

Authors:  Ying Sun; Xiao-Li Yu; Wei Luo; Anne W M Lee; Joseph Tien Seng Wee; Nancy Lee; Guan-Qun Zhou; Ling-Long Tang; Chang-Juan Tao; Rui Guo; Yan-Ping Mao; Rong Zhang; Ying Guo; Jun Ma
Journal:  Radiother Oncol       Date:  2014-04-07       Impact factor: 6.280

Review 6.  The enigmatic epidemiology of nasopharyngeal carcinoma.

Authors:  Ellen T Chang; Hans-Olov Adami
Journal:  Cancer Epidemiol Biomarkers Prev       Date:  2006-10       Impact factor: 4.254

7.  Sensorineural hearing loss in combined modality treatment of nasopharyngeal carcinoma.

Authors:  William C Chen; Andrew Jackson; Amy S Budnick; David G Pfister; Dennis H Kraus; Margie A Hunt; Hilda Stambuk; Sabine Levegrun; Suzanne L Wolden
Journal:  Cancer       Date:  2006-02-15       Impact factor: 6.860

Review 8.  Overview of cisplatin-induced neurotoxicity and ototoxicity, and the protective agents.

Authors:  Neife Aparecida Guinaim Dos Santos; Rafaela Scalco Ferreira; Antonio Cardozo Dos Santos
Journal:  Food Chem Toxicol       Date:  2019-12-28       Impact factor: 6.023

9.  Normal tissue complication probability modeling for cochlea constraints to avoid causing tinnitus after head-and-neck intensity-modulated radiation therapy.

Authors:  Tsair-Fwu Lee; Shyh-An Yeh; Pei-Ju Chao; Liyun Chang; Chien-Liang Chiu; Hui-Min Ting; Hung-Yu Wang; Yu-Jie Huang
Journal:  Radiat Oncol       Date:  2015-09-17       Impact factor: 3.481

10.  Advantages of using reduced-volume intensity modulated radiation therapy for the treatment of nasopharyngeal carcinoma: a retrospective paired study.

Authors:  Fang Liu; Ting Luo; Tao Jin; Jiahui Zhang; Zhongzheng Xiang; Ruonan Yan; Li Xie; Xin Wu; Hong Zhang; Feng Wang; Ping Li; Lei Liu
Journal:  BMC Cancer       Date:  2019-06-08       Impact factor: 4.430

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