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1.
Sci Rep ; 14(1): 5001, 2024 02 29.
Article in English | MEDLINE | ID: mdl-38424177

ABSTRACT

To explore the feasibility of combined radiomics of post-treatment I-131 total body scan (TBS) and clinical parameter to predict successful ablation in low-risk papillary thyroid carcinoma (PTC) patients. Data of low-risk PTC patients who underwent total/near total thyroidectomy and I-131 ablation 30 mCi between April 2015 and July 2021 were retrospectively reviewed. The clinical factors studied included age, sex, and pre-ablative serum thyroglobulin (Tg). Radiomic features were extracted via PyRadiomics, and radiomic feature selection was performed. The predictive performance for successful ablation of the clinical parameter, radiomic, and combined models (radiomics combined with clinical parameter) was calculated using the area under the receiver operating characteristic curve (AUC). One hundred and thirty patients were included. Successful ablation was achieved in 77 patients (59.2%). The mean pre-ablative Tg in the unsuccessful group (15.50 ± 18.04 ng/ml) was statistically significantly higher than those in the successful ablation group (7.12 ± 7.15 ng/ml). The clinical parameter, radiomic, and combined models produced AUCs of 0.66, 0.77, and 0.87 in the training sets, and 0.65, 0.69, and 0.78 in the validation sets, respectively. The combined model produced a significantly higher AUC than that of the clinical parameter (p < 0.05). Radiomic analysis of the post-treatment TBS combined with pre-ablative serum Tg showed a significant improvement in the predictive performance of successful ablation in low-risk PTC patients compared to the use of clinical parameter alone.Thai Clinical Trials Registry TCTR identification number is TCTR20230816004 ( https://www.thaiclinicaltrials.org/show/TCTR20230816004 ).


Subject(s)
Thyroid Neoplasms , Humans , Thyroid Cancer, Papillary/diagnostic imaging , Thyroid Cancer, Papillary/radiotherapy , Thyroid Cancer, Papillary/surgery , Thyroid Neoplasms/diagnostic imaging , Thyroid Neoplasms/radiotherapy , Thyroid Neoplasms/surgery , Iodine Radioisotopes/therapeutic use , Retrospective Studies , Radiomics
2.
J Radiat Res ; 65(1): 119-126, 2024 Jan 19.
Article in English | MEDLINE | ID: mdl-37996086

ABSTRACT

Radiation-induced hypothyroidism (RHT) is a common long-term complication for nasopharyngeal carcinoma (NPC) survivors. A model using clinical and dosimetric factors for predicting risk of RHT could suggest a proper dose-volume parameters for the treatment planning in an individual level. We aim to develop a multivariable normal tissue complication probability (NTCP) model for RHT in NPC patients after intensity-modulated radiotherapy or volumetric modulated arc therapy. The model was developed using retrospective clinical data and dose-volume data of the thyroid and pituitary gland based on a standard backward stepwise multivariable logistic regression analysis and was then internally validated using 10-fold cross-validation. The final NTCP model consisted of age, pretreatment thyroid-stimulating hormone and mean thyroid dose. The model performance was good with an area under the receiver operating characteristic curve of 0.749 on an internal (200 patients) and 0.812 on an external (25 patients) validation. The mean thyroid dose at ≤45 Gy was suggested for treatment plan, owing to an RHT incidence of 2% versus 61% in the >45 Gy group.


Subject(s)
Hypothyroidism , Nasopharyngeal Neoplasms , Radiotherapy, Intensity-Modulated , Humans , Nasopharyngeal Carcinoma/radiotherapy , Retrospective Studies , Nasopharyngeal Neoplasms/radiotherapy , Hypothyroidism/etiology , Radiotherapy, Intensity-Modulated/adverse effects , Probability , Radiotherapy Dosage
3.
Sci Rep ; 13(1): 17437, 2023 10 14.
Article in English | MEDLINE | ID: mdl-37838730

ABSTRACT

When planning radiation therapy, late effects due to the treatment should be considered. One of the most common complications of head and neck radiation therapy is hypothyroidism. Although clinical and dosimetric data are routinely used to assess the risk of hypothyroidism after radiation, the outcome is still unsatisfactory. Medical imaging can provide additional information that improves the prediction of hypothyroidism. In this study, pre-treatment computed tomography (CT) radiomics features of the thyroid gland were combined with clinical and dosimetric data from 220 participants to predict the occurrence of hypothyroidism within 2 years after radiation therapy. The findings demonstrated that the addition of CT radiomics consistently and significantly improves upon conventional model, achieving the highest area under the receiver operating characteristic curve (AUCs) of 0.81 ± 0.06 with a random forest model. Hence, pre-treatment thyroid CT imaging provides useful information that have the potential to improve the ability to predict hypothyroidism after nasopharyngeal radiation therapy.


Subject(s)
Hypothyroidism , Nasopharyngeal Neoplasms , Humans , Nasopharyngeal Carcinoma/radiotherapy , Nasopharyngeal Carcinoma/complications , Hypothyroidism/diagnostic imaging , Hypothyroidism/etiology , Hypothyroidism/epidemiology , Tomography, X-Ray Computed/methods , Nasopharyngeal Neoplasms/diagnostic imaging , Nasopharyngeal Neoplasms/radiotherapy , Nasopharyngeal Neoplasms/complications , Retrospective Studies
4.
J Gastroenterol Hepatol ; 33(7): 1383-1388, 2018 Jul.
Article in English | MEDLINE | ID: mdl-29247982

ABSTRACT

BACKGROUND AND AIM: Cholangiocarcinoma (CCA) is an aggressive malignancy with rapid progression and poor prognosis. Abdominal ultrasound surveillance may detect early-stage malignancy and improve surgical outcome. However, little data exist on the benefits of abdominal ultrasound surveillance in populations at high risk for CCA development in an endemic area. This study compared survival outcomes of CCA patients recruited through abdominal ultrasound surveillance program and those presented to the hospital independent of surveillance. METHODS: The surveillance population-based cohort was 4225 villagers in Northern Thailand, aged 30-60 years, who consented to a 5-year abdominal ultrasound surveillance program, which included interval ultrasound examinations every 6 months. The non-surveillance cohort was hospital-based CCA patients diagnosed during April 2007 to November 2015. Numbers of operable tumors, percentages of R0 resection, and survival analyses were compared between the two cohorts. RESULTS: There were 48 and 192 CCA patients in the surveillance and the non-surveillance cohorts, respectively. Of these, 37/48 (77.1%) and 22/192 (11.5%) were in an operable stage and R0 resections performed in 36/48 (97.3%) and 14/192 (63.6%), respectively. The median survival in each group was 31.8 and 6.7 months, respectively (with correction of lead time bias) (P < 0.0001). By multivariate analysis, abdominal ultrasound surveillance (hazard ratio [HR] = 0.41; P = 0.012), operable stage (HR = 0.11; P < 0.001), and serum albumin ≥ 3.5 g/dL (HR = 0.42; P < 0.001) were significantly associated with decreased mortality, whereas size of CCA (HR = 1.11; P < 0.001), serum alanine aminotransferase > 40 IU/L (HR = 1.71; P = 0.017), and tumor recurrence (HR = 4.86; P = 0.017) were associated with increased mortality. CONCLUSION: Abdominal ultrasound surveillance provided survival benefits and should be considered in areas highly endemic for CCA to reduce mortality.


Subject(s)
Abdomen/diagnostic imaging , Bile Duct Neoplasms/diagnostic imaging , Bile Duct Neoplasms/epidemiology , Cholangiocarcinoma/diagnostic imaging , Cholangiocarcinoma/epidemiology , Early Detection of Cancer/methods , Endemic Diseases , Ultrasonography , Adult , Bile Duct Neoplasms/mortality , Bile Duct Neoplasms/prevention & control , Cholangiocarcinoma/mortality , Cholangiocarcinoma/prevention & control , Female , Humans , Male , Middle Aged , Survival Analysis , Thailand/epidemiology
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