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Garcés-Visier C, Conejero-Gonzalez P, Andión-Catalán M, Martín-Vega A, Muñoz-Hernández D, Espinoza-Vega ML, Luis-Huertas AL, Alonso-Calderón JL. Thyroid abnormalities in patients with Hodgkin lymphoma: The importance of close surveillance. An Pediatr (Barc) 2024; 100:325-332. [PMID: 38644086 DOI: 10.1016/j.anpede.2024.04.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2023] [Accepted: 01/21/2024] [Indexed: 04/23/2024] Open
Abstract
INTRODUCTION Survival in paediatric patients with Hodgkin lymphoma (HL) has increased over the last decades. However, these patients are at increased risk of developing late thyroid sequelae due to the treatment with irradiation and alkylating agents. METHODS We conducted an observational and retrospective study in patients with a diagnosis of HL between 2007 and 2022, in a hospital that is a paediatric oncology reference centre, through the review of electronic health records. We collected data on demographic (age, sex), clinical, radiological and histopathological variables, the dosage of alkylating agents and radiotherapy (RT) and on thyroid disorders using Microsoft Excel. The data analysis was conducted with SPSS version 17, using the Fisher exact test for qualitative data, a nonparametric test for quantitative data and Kaplan-Meier curves. RESULTS Sixty patients received a diagnosis of HL from 2007 to 2022. The median duration of follow-up was 78.5 months. There were 4 detected cases of hypothyroidism, 5 of thyroid nodules and 1 of subclinical hyperthyroidism. Treatment with RT was significantly associated with the development of hypothyroidism (P= .026), thyroid nodules (P= .01) and thyroid disease overall (P= .003). We estimated that the risk of thyroid disease increased 8-fold with each additional Grey received (hazard ratio, 1.081; 95% CI, 1.014-1.152; P= .017). CONCLUSION Hodgkin lymphoma patients treated with RT are at increased risk of late thyroid disorders, mainly hypothyroidism and malignancy. This risk is greater the higher the RT dosage and the longer the follow-up. We did not find evidence of an association between the use of alkylating agents and an increase in the risk of thyroid disease.
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Affiliation(s)
- Cristina Garcés-Visier
- Servicio de Cirugía Pediátrica, Hospital Infantil Universitario Niño Jesús, Madrid, Spain.
| | | | | | - Alberto Martín-Vega
- Medicina Preventiva, Centros, Servicios y Unidades de Referencia (CSUR), Spain
| | - Diego Muñoz-Hernández
- Servicio de Cirugía Pediátrica, Hospital Infantil Universitario Niño Jesús, Madrid, Spain
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Lee TF, Lee SH, Tseng CD, Lin CH, Chiu CM, Lin GZ, Yang J, Chang L, Chiu YH, Su CT, Yeh SA. Using machine learning algorithm to analyse the hypothyroidism complications caused by radiotherapy in patients with head and neck cancer. Sci Rep 2023; 13:19185. [PMID: 37932394 PMCID: PMC10628223 DOI: 10.1038/s41598-023-46509-x] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2023] [Accepted: 11/01/2023] [Indexed: 11/08/2023] Open
Abstract
Machine learning algorithms were used to analyze the odds and predictors of complications of thyroid damage after radiation therapy in patients with head and neck cancer. This study used decision tree (DT), random forest (RF), and support vector machine (SVM) algorithms to evaluate predictors for the data of 137 head and neck cancer patients. Candidate factors included gender, age, thyroid volume, minimum dose, average dose, maximum dose, number of treatments, and relative volume of the organ receiving X dose (X: 10, 20, 30, 40, 50, 60 Gy). The algorithm was optimized according to these factors and tenfold cross-validation to analyze the state of thyroid damage and select the predictors of thyroid dysfunction. The importance of the predictors identified by the three machine learning algorithms was ranked: the top five predictors were age, thyroid volume, average dose, V50 and V60. Of these, age and volume were negatively correlated with thyroid damage, indicating that the greater the age and thyroid volume, the lower the risk of thyroid damage; the average dose, V50 and V60 were positively correlated with thyroid damage, indicating that the larger the average dose, V50 and V60, the higher the risk of thyroid damage. The RF algorithm was most accurate in predicting the probability of thyroid damage among the three algorithms optimized using the above factors. The Area under the receiver operating characteristic curve (AUC) was 0.827 and the accuracy (ACC) was 0.824. This study found that five predictors (age, thyroid volume, mean dose, V50 and V60) are important factors affecting the chance that patients with head and neck cancer who received radiation therapy will develop hypothyroidism. Using these factors as the prediction basis of the algorithm and using RF to predict the occurrence of hypothyroidism had the highest ACC, which was 82.4%. This algorithm is quite helpful in predicting the probability of radiotherapy complications. It also provides references for assisting medical decision-making in the future.
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Affiliation(s)
- Tsair-Fwu Lee
- Medical Physics and Informatics Laboratory of Electronic Engineering, National Kaohsiung University of Science and Technology, Kaohsiung, 80778, Taiwan
- Department of Electronic Engineering, National Kaohsiung University of Science and Technology, Kaohsiung, 80778, Taiwan
- Department of Medical Imaging and Radiological Sciences, Kaohsiung Medical University, Kaohsiung, 80708, Taiwan
- PhD Program in Biomedical Engineering, Kaohsiung Medical University, Kaohsiung, 80708, Taiwan
- School of Dentistry, College of Dental Medicine, Kaohsiung Medical University, Kaohsiung, 80708, Taiwan
| | - Shen-Hao Lee
- Medical Physics and Informatics Laboratory of Electronic Engineering, National Kaohsiung University of Science and Technology, Kaohsiung, 80778, Taiwan
- Department of Electronic Engineering, National Kaohsiung University of Science and Technology, Kaohsiung, 80778, Taiwan
| | - Chin-Dar Tseng
- Medical Physics and Informatics Laboratory of Electronic Engineering, National Kaohsiung University of Science and Technology, Kaohsiung, 80778, Taiwan.
- Department of Electronic Engineering, National Kaohsiung University of Science and Technology, Kaohsiung, 80778, Taiwan.
| | - Chih-Hsueh Lin
- Department of Electronic Engineering, National Kaohsiung University of Science and Technology, Kaohsiung, 80778, Taiwan
- PhD Program in Biomedical Engineering, Kaohsiung Medical University, Kaohsiung, 80708, Taiwan
| | - Chi-Min Chiu
- Medical Physics and Informatics Laboratory of Electronic Engineering, National Kaohsiung University of Science and Technology, Kaohsiung, 80778, Taiwan
- Department of Electronic Engineering, National Kaohsiung University of Science and Technology, Kaohsiung, 80778, Taiwan
| | - Guang-Zhi Lin
- Medical Physics and Informatics Laboratory of Electronic Engineering, National Kaohsiung University of Science and Technology, Kaohsiung, 80778, Taiwan
- Department of Electronic Engineering, National Kaohsiung University of Science and Technology, Kaohsiung, 80778, Taiwan
- Department of Tactical Control Air Traffic Control & Meteorology, Air Force Institute of Technology, Kaohsiung, 82047, Taiwan
| | - Jack Yang
- Department of Radiation Oncology, RWJ Medical School, Long Branch, NJ, USA
- Department of Radiation Oncology, Monmouth Medical Center, RWJBH Medical School, Long Branch, NJ, USA
| | - Liyun Chang
- Department of Medical Imaging and Radiological Sciences, I-Shou University, Kaohsiung, 82445, Taiwan
| | - Yu-Hao Chiu
- Medical Physics and Informatics Laboratory of Electronic Engineering, National Kaohsiung University of Science and Technology, Kaohsiung, 80778, Taiwan
- Department of Electronic Engineering, National Kaohsiung University of Science and Technology, Kaohsiung, 80778, Taiwan
| | - Chun-Ting Su
- Department of Medical Imaging and Radiological Sciences, I-Shou University, Kaohsiung, 82445, Taiwan
- Department of Radiation Oncology, E-DA Hospital, Kaohsiung, 82445, Taiwan
| | - Shyh-An Yeh
- Medical Physics and Informatics Laboratory of Electronic Engineering, National Kaohsiung University of Science and Technology, Kaohsiung, 80778, Taiwan.
- Department of Electronic Engineering, National Kaohsiung University of Science and Technology, Kaohsiung, 80778, Taiwan.
- Department of Medical Imaging and Radiological Sciences, I-Shou University, Kaohsiung, 82445, Taiwan.
- Department of Radiation Oncology, E-DA Hospital, Kaohsiung, 82445, Taiwan.
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Aras S, Tanzer İO, Can Ü, Sümer E, Baydili KN. The role of melatonin on acute thyroid damage induced by high dose rate X-ray in head and neck radiotherapy. Radiat Phys Chem Oxf Engl 1993 2021. [DOI: 10.1016/j.radphyschem.2020.109206] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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Massimino M, Podda M, Gandola L, Pignoli E, Seregni E, Morosi C, Spreafico F, Ferrari A, Pecori E, Terenziani M. Long-term results of suppressing thyroid-stimulating hormone during radiotherapy to prevent primary hypothyroidism in medulloblastoma/PNET and Hodgkin lymphoma: a prospective cohort study. Front Med 2020; 15:101-107. [PMID: 32794013 DOI: 10.1007/s11684-020-0752-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2019] [Accepted: 01/14/2020] [Indexed: 10/23/2022]
Abstract
Primary hypothyroidism commonly occurs after radiotherapy (RT), and coincides with increased circulating thyroid-stimulating hormone (TSH) levels.We tested therefore the protective effect of suppressing TSH with L-thyroxine during RT for medulloblastoma/PNET and Hodgkin lymphoma (HL) in a prospective cohort study. From1998 to 2001, a total of 37 euthyroid children with medulloblastoma/PNET plus 14 with HL, scheduled for craniospinal irradiation and mediastinum/neck radiotherapy, respectively, underwent thyroid ultrasound and free triiodothyronine (FT3), free thyroxine (FT4), and TSH evaluation at the beginning and end of craniospinal iiradiation. From 14 days before and up to the end of radiotherapy, patients were administered L-thyroxine checking every 3 days TSH to ensure a value < 0.3 μIU/mL. During follow-up, blood tests and ultrasound were repeated; primary hypothyroidism was considered an increased TSH level greater than normal range. Twenty-two/37 patients with medulloblastoma/PNET and all the 14 patients with HL were alive after a median 231 months from radiotherapy with 7/22 and 8/14 having correctly reached TSH levels < 0.3 μIU/mL and well matched for other variables. Twenty years on, hypothyroidism-free survival rates differed significantly, being 60% ± 15% and 15.6% ± 8.2% in TSH-suppressed vs. not-TSH suppressed patients, respectively (P = 0.001). These findings suggest that hypothyroidism could be durably prevented in two populations at risk of late RT sequelae, but it should be confirmed in a larger cohort.
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Affiliation(s)
- Maura Massimino
- Pediatric Oncology Unit, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, 20146, Italy.
| | - Marta Podda
- Pediatric Oncology Unit, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, 20146, Italy
| | - Lorenza Gandola
- Pediatric Radiotherapy Unit, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, 20146, Italy
| | - Emanuele Pignoli
- Medical Physics Unit, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, 20146, Italy
| | - Ettore Seregni
- Department of Nuclear Medicine, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, 20146, Italy
| | - Carlo Morosi
- Department of Radiology, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, 20146, Italy
| | - Filippo Spreafico
- Pediatric Oncology Unit, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, 20146, Italy
| | - Andrea Ferrari
- Pediatric Oncology Unit, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, 20146, Italy
| | - Emilia Pecori
- Pediatric Radiotherapy Unit, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, 20146, Italy
| | - Monica Terenziani
- Pediatric Oncology Unit, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, 20146, Italy
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Waguespack SG. Thyroid Sequelae of Pediatric Cancer Therapy. Horm Res Paediatr 2019; 91:104-117. [PMID: 30541010 DOI: 10.1159/000495040] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/16/2018] [Accepted: 10/31/2018] [Indexed: 11/19/2022] Open
Abstract
The hypothalamic-pituitary-thyroid axis is a common site of unintended, acquired disease either during or after the treatment of cancer. Children treated with external radiation therapy are at the highest risk for developing a thyroid-related late effect, but thyroid dysfunction and second primary thyroid neoplasms can also occur after treatment with radiopharmaceutical agents such as 131I-metaiodobenzylguanidine. Increasingly recognized is the development of early thyroid dysfunction as an off-target consequence of the more novel cancer therapeutics such as the tyrosine kinase inhibitors and immune checkpoint inhibitors. Thyroid sequelae resulting from irradiation may manifest only after years to decades of follow-up, and their resultant clinical symptoms may be indolent and non-specific. Therefore, lifelong monitoring of the childhood cancer survivor at risk for thyroid disease is paramount. In this comprehensive review, the myriad thyroid adverse effects resulting from pediatric cancer treatment are discussed and an overview of screening and treatment of these thyroid sequelae provided.
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Affiliation(s)
- Steven G Waguespack
- Department of Endocrine Neoplasia and Hormonal Disorders and the Department of Pediatrics-Patient Care, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA,
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Jin SY, Choi JY, Park KD, Kang HJ, Shin HY, Phi JH, Kim SK, Wang KC, Kim IH, Lee YA, Shin CH, Yang SW. Thyroid dysfunction in patients with childhood-onset medulloblastoma or primitive neuroectodermal tumor. Ann Pediatr Endocrinol Metab 2018; 23:88-93. [PMID: 29969880 PMCID: PMC6057023 DOI: 10.6065/apem.2018.23.2.88] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/12/2017] [Accepted: 10/22/2017] [Indexed: 12/13/2022] Open
Abstract
PURPOSE We investigated the clinical characteristics of patients who developed thyroid dysfunction and evaluated the risk factors for hypothyroidism following radiotherapy and chemotherapy in pediatric patients with medulloblastoma or primitive neuroectodermal tumor (PNET). METHODS The medical records of 66 patients (42 males) treated for medulloblastoma (n=56) or PNET (n=10) in childhood between January 2000 and December 2014 at Seoul National University Children's Hospital were retrospectively reviewed. A total of 21 patients (18 high-risk medulloblastoma and 3 PNET) underwent high-dose chemotherapy and autologous stem cell rescue (HDCT/ASCR). RESULTS During the median 7.6 years of follow-up, 49 patients (74%) developed transient (n=12) or permanent (n=37) hypothyroidism at a median 3.8 years of follow-up (2.9-4.6 years). Younger age (<5 years) at radiation exposure (P=0.014 vs. ≥9 years) and HDCT (P=0.042) were significantly predictive for hypothyroidism based on log-rank test. However, sex, type of tumor, and dose of craniospinal irradiation (less vs. more than 23.4 Gy) were not significant predictors. Cox proportional hazard model showed that both younger age (<5 years) at radiation exposure (hazard ratio [HR], 3.1; vs. ≥9 years; P=0.004) and HDCT (HR, 2.4; P=0.010) were significant predictors of hypothyroidism. CONCLUSION Three-quarters of patients with pediatric medulloblastoma or PNET showed thyroid dysfunction, and over half had permanent thyroid dysfunction. Thus, frequent monitoring of thyroid function is mandatory in all patients treated for medulloblastoma or PNET, especially, in very young patients and/or high-risk patients recommended for HDCT/ASCR.
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Affiliation(s)
- Seung Young Jin
- Department of Pediatrics, Seoul National University College of Medicine, Seoul, Korea
| | - Jung Yoon Choi
- Department of Pediatrics, Seoul National University College of Medicine, Seoul, Korea,Cancer Research Institute, Seoul National University College of Medicine, Seoul, Korea
| | - Kyung Duk Park
- Department of Pediatrics, Seoul National University College of Medicine, Seoul, Korea,Cancer Research Institute, Seoul National University College of Medicine, Seoul, Korea
| | - Hyoung Jin Kang
- Department of Pediatrics, Seoul National University College of Medicine, Seoul, Korea,Cancer Research Institute, Seoul National University College of Medicine, Seoul, Korea
| | - Hee Young Shin
- Department of Pediatrics, Seoul National University College of Medicine, Seoul, Korea,Cancer Research Institute, Seoul National University College of Medicine, Seoul, Korea
| | - Ji Hoon Phi
- Department of Neurosurgery, Seoul National University College of Medicine, Seoul, Korea
| | - Seung-Ki Kim
- Department of Neurosurgery, Seoul National University College of Medicine, Seoul, Korea
| | - Kyu-Chang Wang
- Department of Neurosurgery, Seoul National University College of Medicine, Seoul, Korea
| | - Il Han Kim
- Department of Radiation Oncology, Seoul National University College of Medicine, Seoul, Korea
| | - Young Ah Lee
- Department of Pediatrics, Seoul National University College of Medicine, Seoul, Korea,Address for correspondence: Young Ah Lee, MD, PhD Department of Pediatrics, Seoul National University Children's Hospital, Seoul National University College of Medicine, 101 Daehak-ro, Jongno-gu, Seoul 03080, Korea Tel: +82-2-2072-2308 Fax: +82-2-2072-3917 E-mail:
| | - Choong Ho Shin
- Department of Pediatrics, Seoul National University College of Medicine, Seoul, Korea
| | - Sei Won Yang
- Department of Pediatrics, Seoul National University College of Medicine, Seoul, Korea
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Pinnix CC, Cella L, Andraos TY, Ayoub Z, Milgrom SA, Gunther J, Thosani S, Wogan C, Conson M, D'Avino V, Oki Y, Fanale M, Lee HJ, Neelapu S, Fayad L, Hagemeister F, Rodriguez MA, Nastoupil LJ, Nieto Y, Qiao W, Pacelli R, Dabaja B. Predictors of Hypothyroidism in Hodgkin Lymphoma Survivors After Intensity Modulated Versus 3-Dimensional Radiation Therapy. Int J Radiat Oncol Biol Phys 2018; 101:530-540. [PMID: 29681481 DOI: 10.1016/j.ijrobp.2018.03.003] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2017] [Revised: 02/21/2018] [Accepted: 03/06/2018] [Indexed: 12/12/2022]
Abstract
PURPOSE To identify predictors of hypothyroidism after chemoradiation therapy for Hodgkin lymphoma (HL) and to compare outcomes after intensity modulated radiation therapy (IMRT) with those after 3-dimensional (3D) conformal radiation therapy (CRT). METHODS AND MATERIALS Ninety patients who underwent involved-site IMRT in 2009 through 2014 were evaluated for treatment-induced hypothyroidism, defined as elevated thyroid-stimulating hormone or decreased free thyroxine levels (or both). Receiver operating characteristic curve analysis identified individuals at low versus high risk based on dosimetric variables. Dosimetric cutoff points were verified with an external data set of 50 patients who underwent 3D-CRT. RESULTS In the IMRT group, most patients (75 [83%]) had stage II HL, and the median prescribed dose was 30.6 Gy; in the 3D-CRT group, 32 patients (64%) had stage II HL, and the median prescribed dose was 32.0 Gy. No differences were found in the proportions of patients with bilateral (P = .982) or unilateral (P = .074) neck involvement between the 2 groups. Hypothyroidism rates were marginally higher in the IMRT group, with estimated 3-year rates of freedom from hypothyroidism of 56.1% in the 3D-CRT group and 40% in the IMRT group (P = .057). Univariate analysis showed that smaller thyroid volume and higher thyroid dose were associated with hypothyroidism in both groups (P < .05). In the IMRT group, the percentage of the thyroid gland volume receiving ≥25 Gy (V25) and the absolute volume of the thyroid gland spared from 25 Gy (VS25Gy) were the strongest predictors of hypothyroidism (P = .001 and P < .001, respectively). Cutoff points of 63.5% (V25) and 2.2 mL (VS25Gy) classified patients as high risk (80%-82%) or low risk (37%-44%) (P < .001). Use of a thyroid avoidance structure reduced the incidence of hypothyroidism (P < .05) in the IMRT group. CONCLUSIONS The percentage of the thyroid receiving 25 Gy and the volume of the thyroid spared from 25 Gy predicted the risk of hypothyroidism after either IMRT or 3D-CRT for HL. IMRT may confer a higher risk than 3D-CRT unless a treatment avoidance structure is used during planning.
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Affiliation(s)
- Chelsea C Pinnix
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas.
| | - Laura Cella
- Institute of Biostructures and Bioimaging, National Research Council (CNR), Naples, Italy
| | - Therese Y Andraos
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Zeina Ayoub
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Sarah A Milgrom
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Jillian Gunther
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Sonali Thosani
- Department of Endocrine Neoplasia and Hormonal Disorders, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Christine Wogan
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Manuel Conson
- Department of Advanced Biomedical Sciences, Federico II University School of Medicine, Naples, Italy
| | - Vittoria D'Avino
- Institute of Biostructures and Bioimaging, National Research Council (CNR), Naples, Italy
| | - Yasuhiro Oki
- Department of Lymphoma/Myeloma, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Michelle Fanale
- Department of Lymphoma/Myeloma, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Hun J Lee
- Department of Lymphoma/Myeloma, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Sattva Neelapu
- Department of Lymphoma/Myeloma, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Luis Fayad
- Department of Lymphoma/Myeloma, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Frederick Hagemeister
- Department of Lymphoma/Myeloma, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - M Alma Rodriguez
- Department of Lymphoma/Myeloma, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Loretta J Nastoupil
- Department of Lymphoma/Myeloma, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Yago Nieto
- Department of Stem Cell Transplantation, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Wei Qiao
- Department of Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Roberto Pacelli
- Department of Advanced Biomedical Sciences, Federico II University School of Medicine, Naples, Italy
| | - Bouthaina Dabaja
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
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Thyroid V50 Highly Predictive of Hypothyroidism in Head-and-Neck Cancer Patients Treated With Intensity-modulated Radiotherapy (IMRT). Am J Clin Oncol 2017; 40:413-417. [DOI: 10.1097/coc.0000000000000165] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
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Eaton BR, Esiashvili N, Kim S, Patterson B, Weyman EA, Thornton LT, Mazewski C, MacDonald TJ, Ebb D, MacDonald SM, Tarbell NJ, Yock TI. Endocrine outcomes with proton and photon radiotherapy for standard risk medulloblastoma. Neuro Oncol 2015; 18:881-7. [PMID: 26688075 DOI: 10.1093/neuonc/nov302] [Citation(s) in RCA: 109] [Impact Index Per Article: 10.9] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2015] [Accepted: 11/03/2015] [Indexed: 11/14/2022] Open
Abstract
BACKGROUND Endocrine dysfunction is a common sequela of craniospinal irradiation (CSI). Dosimetric data suggest that proton radiotherapy (PRT) may reduce radiation-associated endocrine dysfunction but clinical data are limited. METHODS Seventy-seven children were treated with chemotherapy and proton (n = 40) or photon (n = 37) radiation between 2000 and 2009 with ≥3 years of endocrine screening. The incidence of multiple endocrinopathies among the proton and photon cohorts is compared. Multivariable analysis and propensity score adjusted analysis are performed to estimate the effect of radiotherapy type while adjusting for other variables. RESULTS The median age at diagnosis was 6.2 and 8.3 years for the proton and photon cohorts, respectively (P = .010). Cohorts were similar with respect to gender, histology, CSI dose, and total radiotherapy dose and whether the radiotherapy boost was delivered to the posterior fossa or tumor bed. The median follow-up time was 5.8 years for proton patients and 7.0 years for photon patients (P = .010). PRT was associated with a reduced risk of hypothyroidism (23% vs 69%, P < .001), sex hormone deficiency (3% vs 19%, P = .025), requirement for any endocrine replacement therapy (55% vs 78%, P = .030), and a greater height standard deviation score (mean (± SD) -1.19 (± 1.22) vs -2 (± 1.35), P = .020) on both univariate and multivariate and propensity score adjusted analysis. There was no significant difference in the incidence of growth hormone deficiency (53% vs 57%), adrenal insufficiency (5% vs 8%), or precocious puberty (18% vs 16%). CONCLUSIONS Proton radiotherapy may reduce the risk of some, but not all, radiation-associated late endocrine abnormalities.
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Affiliation(s)
- Bree R Eaton
- Radiation Oncology, Winship Cancer Institute of Emory University, Atlanta, Georgia (B.R.E., N.E.); Pediatrics, Emory University School of Medicine and Aflac Cancer and Blood Disorders Center of Children's Healthcare of Atlanta, Atlanta, Georgia (B.P., C.M., T.J.M.); Biostatistics and Bioinformatics Research Center, Cedars-Sinai Medical Center, Los Angeles, California (S.K.); Pediatrics, Massachusetts General Hospital, Boston, Massachusetts (D.E.); Radiation Oncology, Massachusetts General Hospital, Boston, Massachusetts (B.R.E., E.A.W., L.T.T., S.M.M., N.J.T., T.I.Y.)
| | - Natia Esiashvili
- Radiation Oncology, Winship Cancer Institute of Emory University, Atlanta, Georgia (B.R.E., N.E.); Pediatrics, Emory University School of Medicine and Aflac Cancer and Blood Disorders Center of Children's Healthcare of Atlanta, Atlanta, Georgia (B.P., C.M., T.J.M.); Biostatistics and Bioinformatics Research Center, Cedars-Sinai Medical Center, Los Angeles, California (S.K.); Pediatrics, Massachusetts General Hospital, Boston, Massachusetts (D.E.); Radiation Oncology, Massachusetts General Hospital, Boston, Massachusetts (B.R.E., E.A.W., L.T.T., S.M.M., N.J.T., T.I.Y.)
| | - Sungjin Kim
- Radiation Oncology, Winship Cancer Institute of Emory University, Atlanta, Georgia (B.R.E., N.E.); Pediatrics, Emory University School of Medicine and Aflac Cancer and Blood Disorders Center of Children's Healthcare of Atlanta, Atlanta, Georgia (B.P., C.M., T.J.M.); Biostatistics and Bioinformatics Research Center, Cedars-Sinai Medical Center, Los Angeles, California (S.K.); Pediatrics, Massachusetts General Hospital, Boston, Massachusetts (D.E.); Radiation Oncology, Massachusetts General Hospital, Boston, Massachusetts (B.R.E., E.A.W., L.T.T., S.M.M., N.J.T., T.I.Y.)
| | - Briana Patterson
- Radiation Oncology, Winship Cancer Institute of Emory University, Atlanta, Georgia (B.R.E., N.E.); Pediatrics, Emory University School of Medicine and Aflac Cancer and Blood Disorders Center of Children's Healthcare of Atlanta, Atlanta, Georgia (B.P., C.M., T.J.M.); Biostatistics and Bioinformatics Research Center, Cedars-Sinai Medical Center, Los Angeles, California (S.K.); Pediatrics, Massachusetts General Hospital, Boston, Massachusetts (D.E.); Radiation Oncology, Massachusetts General Hospital, Boston, Massachusetts (B.R.E., E.A.W., L.T.T., S.M.M., N.J.T., T.I.Y.)
| | - Elizabeth A Weyman
- Radiation Oncology, Winship Cancer Institute of Emory University, Atlanta, Georgia (B.R.E., N.E.); Pediatrics, Emory University School of Medicine and Aflac Cancer and Blood Disorders Center of Children's Healthcare of Atlanta, Atlanta, Georgia (B.P., C.M., T.J.M.); Biostatistics and Bioinformatics Research Center, Cedars-Sinai Medical Center, Los Angeles, California (S.K.); Pediatrics, Massachusetts General Hospital, Boston, Massachusetts (D.E.); Radiation Oncology, Massachusetts General Hospital, Boston, Massachusetts (B.R.E., E.A.W., L.T.T., S.M.M., N.J.T., T.I.Y.)
| | - Lauren T Thornton
- Radiation Oncology, Winship Cancer Institute of Emory University, Atlanta, Georgia (B.R.E., N.E.); Pediatrics, Emory University School of Medicine and Aflac Cancer and Blood Disorders Center of Children's Healthcare of Atlanta, Atlanta, Georgia (B.P., C.M., T.J.M.); Biostatistics and Bioinformatics Research Center, Cedars-Sinai Medical Center, Los Angeles, California (S.K.); Pediatrics, Massachusetts General Hospital, Boston, Massachusetts (D.E.); Radiation Oncology, Massachusetts General Hospital, Boston, Massachusetts (B.R.E., E.A.W., L.T.T., S.M.M., N.J.T., T.I.Y.)
| | - Claire Mazewski
- Radiation Oncology, Winship Cancer Institute of Emory University, Atlanta, Georgia (B.R.E., N.E.); Pediatrics, Emory University School of Medicine and Aflac Cancer and Blood Disorders Center of Children's Healthcare of Atlanta, Atlanta, Georgia (B.P., C.M., T.J.M.); Biostatistics and Bioinformatics Research Center, Cedars-Sinai Medical Center, Los Angeles, California (S.K.); Pediatrics, Massachusetts General Hospital, Boston, Massachusetts (D.E.); Radiation Oncology, Massachusetts General Hospital, Boston, Massachusetts (B.R.E., E.A.W., L.T.T., S.M.M., N.J.T., T.I.Y.)
| | - Tobey J MacDonald
- Radiation Oncology, Winship Cancer Institute of Emory University, Atlanta, Georgia (B.R.E., N.E.); Pediatrics, Emory University School of Medicine and Aflac Cancer and Blood Disorders Center of Children's Healthcare of Atlanta, Atlanta, Georgia (B.P., C.M., T.J.M.); Biostatistics and Bioinformatics Research Center, Cedars-Sinai Medical Center, Los Angeles, California (S.K.); Pediatrics, Massachusetts General Hospital, Boston, Massachusetts (D.E.); Radiation Oncology, Massachusetts General Hospital, Boston, Massachusetts (B.R.E., E.A.W., L.T.T., S.M.M., N.J.T., T.I.Y.)
| | - David Ebb
- Radiation Oncology, Winship Cancer Institute of Emory University, Atlanta, Georgia (B.R.E., N.E.); Pediatrics, Emory University School of Medicine and Aflac Cancer and Blood Disorders Center of Children's Healthcare of Atlanta, Atlanta, Georgia (B.P., C.M., T.J.M.); Biostatistics and Bioinformatics Research Center, Cedars-Sinai Medical Center, Los Angeles, California (S.K.); Pediatrics, Massachusetts General Hospital, Boston, Massachusetts (D.E.); Radiation Oncology, Massachusetts General Hospital, Boston, Massachusetts (B.R.E., E.A.W., L.T.T., S.M.M., N.J.T., T.I.Y.)
| | - Shannon M MacDonald
- Radiation Oncology, Winship Cancer Institute of Emory University, Atlanta, Georgia (B.R.E., N.E.); Pediatrics, Emory University School of Medicine and Aflac Cancer and Blood Disorders Center of Children's Healthcare of Atlanta, Atlanta, Georgia (B.P., C.M., T.J.M.); Biostatistics and Bioinformatics Research Center, Cedars-Sinai Medical Center, Los Angeles, California (S.K.); Pediatrics, Massachusetts General Hospital, Boston, Massachusetts (D.E.); Radiation Oncology, Massachusetts General Hospital, Boston, Massachusetts (B.R.E., E.A.W., L.T.T., S.M.M., N.J.T., T.I.Y.)
| | - Nancy J Tarbell
- Radiation Oncology, Winship Cancer Institute of Emory University, Atlanta, Georgia (B.R.E., N.E.); Pediatrics, Emory University School of Medicine and Aflac Cancer and Blood Disorders Center of Children's Healthcare of Atlanta, Atlanta, Georgia (B.P., C.M., T.J.M.); Biostatistics and Bioinformatics Research Center, Cedars-Sinai Medical Center, Los Angeles, California (S.K.); Pediatrics, Massachusetts General Hospital, Boston, Massachusetts (D.E.); Radiation Oncology, Massachusetts General Hospital, Boston, Massachusetts (B.R.E., E.A.W., L.T.T., S.M.M., N.J.T., T.I.Y.)
| | - Torunn I Yock
- Radiation Oncology, Winship Cancer Institute of Emory University, Atlanta, Georgia (B.R.E., N.E.); Pediatrics, Emory University School of Medicine and Aflac Cancer and Blood Disorders Center of Children's Healthcare of Atlanta, Atlanta, Georgia (B.P., C.M., T.J.M.); Biostatistics and Bioinformatics Research Center, Cedars-Sinai Medical Center, Los Angeles, California (S.K.); Pediatrics, Massachusetts General Hospital, Boston, Massachusetts (D.E.); Radiation Oncology, Massachusetts General Hospital, Boston, Massachusetts (B.R.E., E.A.W., L.T.T., S.M.M., N.J.T., T.I.Y.)
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10
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Jung JH, Jung J, Kim SK, Woo SH, Kang KM, Jeong BK, Jung MH, Kim JH, Hahm JR. Alpha lipoic acid attenuates radiation-induced thyroid injury in rats. PLoS One 2014; 9:e112253. [PMID: 25401725 PMCID: PMC4234464 DOI: 10.1371/journal.pone.0112253] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2014] [Accepted: 10/08/2014] [Indexed: 12/31/2022] Open
Abstract
Exposure of the thyroid to radiation during radiotherapy of the head and neck is often unavoidable. The present study aimed to investigate the protective effect of α-lipoic acid (ALA) on radiation-induced thyroid injury in rats. Rats were randomly assigned to four groups: healthy controls (CTL), irradiated (RT), received ALA before irradiation (ALA + RT), and received ALA only (ALA, 100 mg/kg, i.p.). ALA was treated at 24 h and 30 minutes prior to irradiation. The neck area including the thyroid gland was evenly irradiated with 2 Gy per minute (total dose of 18 Gy) using a photon 6-MV linear accelerator. Greater numbers of abnormal and unusually small follicles in the irradiated thyroid tissues were observed compared to the controls and the ALA group on days 4 and 7 after irradiation. However, all pathologies were decreased by ALA pretreatment. The quantity of small follicles in the irradiated rats was greater on day 7 than day 4 after irradiation. However, in the ALA-treated irradiated rats, the numbers of small and medium follicles were significantly decreased to a similar degree as in the control and ALA-only groups. The PAS-positive density of the colloid in RT group was decreased significantly compared with all other groups and reversed by ALA pretreatment. The high activity index in the irradiated rats was lowered by ALA treatment. TGF-ß1 immunoreactivity was enhanced in irradiated rats and was more severe on the day 7 after radiation exposure than on day 4. Expression of TGF-ß1 was reduced in the thyroid that had undergone ALA pretreatment. Levels of serum pro-inflammatory cytokines (TNF-α, IL-1ß and IL-6) did not differ significantly between the all groups. This study provides that pretreatment with ALA decreased the severity of radiation-induced thyroid injury by reducing inflammation and fibrotic infiltration and lowering the activity index. Thus, ALA could be used to ameliorate radiation-induced thyroid injury.
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Affiliation(s)
- Jung Hwa Jung
- Department of Internal Medicine, Gyeongsang National University School of Medicine, Jinju, Gyeongnam, Republic of Korea
- Institute of Health Science, Gyeongsang National University School of Medicine, Jinju, Gyeongnam, Republic of Korea
| | - Jaehoon Jung
- Department of Internal Medicine, Gyeongsang National University School of Medicine, Jinju, Gyeongnam, Republic of Korea
- Institute of Health Science, Gyeongsang National University School of Medicine, Jinju, Gyeongnam, Republic of Korea
| | - Soo Kyoung Kim
- Department of Internal Medicine, Gyeongsang National University School of Medicine, Jinju, Gyeongnam, Republic of Korea
- Institute of Health Science, Gyeongsang National University School of Medicine, Jinju, Gyeongnam, Republic of Korea
| | - Seung Hoon Woo
- Department of Otolaryngology, Gyeongsang National University School of Medicine, Jinju, Gyeongnam, Republic of Korea
- Institute of Health Science, Gyeongsang National University School of Medicine, Jinju, Gyeongnam, Republic of Korea
| | - Ki Mun Kang
- Department of Radiation Oncology, Gyeongsang National University School of Medicine, Jinju, Gyeongnam, Republic of Korea
- Institute of Health Science, Gyeongsang National University School of Medicine, Jinju, Gyeongnam, Republic of Korea
| | - Bae-Kwon Jeong
- Department of Radiation Oncology, Gyeongsang National University School of Medicine, Jinju, Gyeongnam, Republic of Korea
- Institute of Health Science, Gyeongsang National University School of Medicine, Jinju, Gyeongnam, Republic of Korea
| | - Myeong Hee Jung
- Biomedical Research Institute, Gyeongsang National University Hospital, Jinju, Gyeongnam, Republic of Korea
| | - Jin Hyun Kim
- Biomedical Research Institute, Gyeongsang National University Hospital, Jinju, Gyeongnam, Republic of Korea
- Institute of Health Science, Gyeongsang National University School of Medicine, Jinju, Gyeongnam, Republic of Korea
| | - Jong Ryeal Hahm
- Department of Internal Medicine, Gyeongsang National University School of Medicine, Jinju, Gyeongnam, Republic of Korea
- Institute of Health Science, Gyeongsang National University School of Medicine, Jinju, Gyeongnam, Republic of Korea
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11
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Bonato CC, Elnecave RH. [Thyroid disorders associated with external radiation in children and adolescents]. ACTA ACUST UNITED AC 2012; 55:359-66. [PMID: 22011852 DOI: 10.1590/s0004-27302011000600002] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2011] [Accepted: 08/23/2011] [Indexed: 12/12/2022]
Abstract
The effects of ionizing radiation on the thyroid have been studied for several decades, and nuclear accidents are the major source of information about the subject. There is an association of hypothyroidism, hyperthyroidism, thyroid nodules and cancer with radiation, but the threshold dose, mechanism of injury, and some risk factors have not been fully established. Children are more susceptible to thyroid injury caused by radiation and require prolonged follow-up after exposure. This issue is especially relevant nowadays, since a large number of people treated with radiation for childhood cancer survive and may have sequelae. Diagnostic radiology tests also represent a source of exposure to radiation in the pediatric population. In this review, we analyze different clinical and pathological changes, and the mechanisms of thyroid lesions caused by radiotherapy and computed tomography in children and adolescents. It is important to understand these data for prevention, early detection, and treatment of thyroid dysfunction.
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Affiliation(s)
- Cassiane Cardoso Bonato
- Hospital de Clínicas de Porto Alegre, Universidade Federal do Rio Grande do Sul, Porto Alegre, RS, Brazil
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12
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Sobol G, Musioł K, Kalina M, Kalina-Faska B, Mizia-Malarz A, Ficek K, Mandera M, Woś H, Małecka-Tendera E. The evaluation of function and the ultrasonographic picture of thyroid in children treated for medulloblastoma. Childs Nerv Syst 2012; 28:399-404. [PMID: 22080382 DOI: 10.1007/s00381-011-1625-4] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/12/2011] [Accepted: 10/18/2011] [Indexed: 10/15/2022]
Abstract
PURPOSE Medulloblastoma (MB) is one of the most frequent and sensitive to radiation aggressive brain tumor in children. Abnormalities of the thyroid function are common complications of head and neck irradiation for childhood cancer. The aim of this study was to assess thyroid function in children treated for medulloblastoma according to the treatment protocol phase. PATIENTS AND METHODS Twenty-three children with MB were enrolled to this study. All patients underwent chemotherapy and radiotherapy to the whole craniospinal axis and boost with the conformal therapy restricted to the tumor bed to a total dose of 54 Gy. Thyroid function was evaluated based on thyroid-stimulating hormone (TSH), free thyroxine (fT4) levels controlled before MB treatment, directly after irradiation and at the end of the treatment protocol. Ultrasonography has been used to detect parenchymal abnormalities. RESULTS All patients presented normal thyroid hormone range before chemotherapy. Hypothyroidism was found in 12 patients in the course of treatment, in 2 patients hormone deficits diagnosed directly after irradiation, in 10 patients such condition was observed at the end of the whole therapy. All of these patients needed thyroid hormone substitution. None of them presented clinical symptoms of hypothyroidism. Ultrasound-detected abnormalities have been found in 20 patients. CONCLUSIONS It is crucial to monitor the functions of the thyroid gland in children treated for medulloblastoma because of the high risk of hypothyroidism resulting from the treatment. The change in the echogenicity of the thyroid gland may be an early marker for a dysfunction of this organ in children treated for medulloblastoma.
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Affiliation(s)
- G Sobol
- Department of Pediatric Oncology, Haematology and Chemotherapy, Medical University of Silesia, Upper Silesia Children's Care Health Centre, Katowice, Poland.
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13
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Massimino M, Gandola L, Pignoli E, Seregni E, Marchianò A, Pecori E, Catania S, Cefalo G. TSH suppression as a possible means of protection against hypothyroidism after irradiation for childhood Hodgkins lymphoma. Pediatr Blood Cancer 2011; 57:166-8. [PMID: 21557462 DOI: 10.1002/pbc.22915] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/11/2010] [Accepted: 10/15/2010] [Indexed: 11/10/2022]
Abstract
Hypothyroidism remains a common late effect after irradiation of the neck/mediastinum for Hodgkins lymphoma (HL). We evaluated the protective effect of TSH suppression during neck/mediastinum irradiation. From 1998 to 2001, 14 consecutive euthyroid children were given, before and until the end of their radiotherapy on neck/mediastinum, L-thyroxine at TSH-suppressive doses. The 14 patients had adequate TSH suppression during irradiation in 8, inadequate in 6. The 8-year hypothyroidism-free-survival after irradiation was 75 ± 15% for the former group, 0% for the latter (P = 0.009). TSH suppression could have a protective effect on thyroid function as shown in a small group of patients with HL.
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Affiliation(s)
- Maura Massimino
- Pediatrics Unit, Fondazione IRCCS, Istituto Nazionale Tumori, Milano, Italy.
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14
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Bölling T, Geisenheiser A, Pape H, Martini C, Rübe C, Timmermann B, Fischedick K, Kortmann RD, Gerss J, Koch R, Willich N. Hypothyroidism after head-and-neck radiotherapy in children and adolescents: preliminary results of the "Registry for the Evaluation of Side Effects After Radiotherapy in Childhood and Adolescence" (RiSK). Int J Radiat Oncol Biol Phys 2010; 81:e787-91. [PMID: 21167655 DOI: 10.1016/j.ijrobp.2010.10.037] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2010] [Revised: 09/22/2010] [Accepted: 10/02/2010] [Indexed: 11/28/2022]
Abstract
PURPOSE The "Registry for the Evaluation of Side Effects After Radiotherapy in Childhood and Adolescence" (RiSK) has been established to prospectively characterize dose-volume effects of radiation in terms of side effects. The aim of this analysis was to characterize the function of the thyroid gland after radiotherapy to the head-and-neck region in children and adolescents. METHODS AND MATERIALS Detailed information regarding radiation doses to at-risk organs has been collected across Germany since 2001. Thyroid function was evaluated by blood value examinations of thyroid-stimulating hormone, triiodothyronine, and thyroxine. Information regarding thyroid hormone substitution was requested from the treating physicians. RESULTS Until May 2009, 1,086 patients from 62 centers were recruited, including 404 patients (median age, 10.9 years) who had received radiotherapy to the thyroid gland and/or hypophysis. Follow-up information was available for 264 patients (60.9%; median follow-up, 40 months), with 60 patients (22.7%) showing pathologic values. In comparison to patients treated with prophylactic cranial irradiation (median dose, 12 Gy), patients with radiation doses of 15 to 25 Gy to the thyroid gland had a hazard ratio of 3.072 (p=0.002) for the development of pathologic thyroid blood values. Patients with greater than 25 Gy to the thyroid gland and patients who underwent craniospinal irradiation had hazard ratios of 3.768 (p=0.009) and 5.674 (p<0.001), respectively. The cumulative incidence of thyroid hormone substitution therapy did not differ between defined subgroups. CONCLUSIONS Radiation-induced thyroid function impairment, including damage to the thyroid gland and/or hypophysis, can frequently be observed after radiotherapy in children. A structured follow-up examination is advised.
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Affiliation(s)
- Tobias Bölling
- Department of Radiotherapy, University Hospital of Münster, and Department of Medical Informatics and Biomathematics, University of Münster, Münster, Germany.
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15
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Massimino M, Gandola L, Mattavelli F, Pizzi N, Seregni E, Pallotti F, Spreafico F, Marchianò A, Terenziani M, Cefalo G, Biassoni V, Meazza C, Trecate G, Collini P. Radiation-induced thyroid changes: A retrospective and a prospective view. Eur J Cancer 2009; 45:2546-51. [DOI: 10.1016/j.ejca.2009.06.009] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2009] [Revised: 05/18/2009] [Accepted: 06/10/2009] [Indexed: 12/18/2022]
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