{"title":"治疗前t2加权磁共振放射组学用于预测图像引导下局部晚期宫颈癌适应性近距离放疗后局部区域复发。","authors":"Pittaya Dankulchai, Natthakorn Thanamitsomboon, Wiwatchai Sittiwong, Nont Kosaisawe, Kullathorn Thephamongkhol, Wisawa Phongprapun, Tissana Prasartseree","doi":"10.5114/jcb.2024.141458","DOIUrl":null,"url":null,"abstract":"<p><strong>Purpose: </strong>The aim of this study was to investigate the predictive value of radiomic features of pre-treatment T2-weighted magnetic resonance images (MRI) for clinical outcomes of radiotherapy in cervical cancer patients.</p><p><strong>Material and methods: </strong>Ninety cervical cancer patients with stage IB-IVA were retrospectively analyzed. All patients received definitive radiotherapy with or without concurrent chemotherapy. Radiomic features were extracted from gross tumor volume (GTV) on pre-treatment T2-weighted MRI. The association between radiomic features and loco-regional recurrence (LRR) was analyzed with Student's <i>t</i> test, and false discovery rate was controlled using Storey method. Multivariate analysis with significant radiomic features with <i>p</i>-value < 0.01 and known clinical prognostic factors was performed using Cox proportional hazard model.</p><p><strong>Results: </strong>The majority of patients were stage IIIB (47.8%) and stage IIB (36.7%), and the most common histology was squamous cell carcinoma (74.5%). The median GTV volume was 37.5 ml (IQR, 16.3-93.1). The median dose of D<sub>90</sub> received by high-risk clinical target volume (HR-CTV) was 86.2 Gy (IQR, 67.2-94.2). In a median follow-up time of 29.2 months, 12 of the 90 patients (13.3%) developed LRR. Eighty radiomic features were collected. There were four radiomic features, which showed significant correlation with LRR: Maximum intensity (<i>p</i> = 0.0002), Correlation135 GLCM (<i>p</i> = 0.0014), Correlation90 (<i>p</i> = 0.0015), and Correlation45 (<i>p</i> = 0.0034). Cox regression analysis yielded a significant hazard ratio for the maximum intensity (<i>p</i> = 0.038) and Correlation135 GLCM (<i>p</i> = 0.013) features. There was no statistically significant association for overall survival with any radiomic features.</p><p><strong>Conclusions: </strong>The maximum intensity and Correlation135 GLCM radiomic features of the pre-treatment T2-weighted MR images are predictive of loco-regional recurrence in cervical cancer patients after definitive radiotherapy with 3D-IGABT.</p>","PeriodicalId":51305,"journal":{"name":"Journal of Contemporary Brachytherapy","volume":"16 3","pages":"193-201"},"PeriodicalIF":1.1000,"publicationDate":"2024-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11609862/pdf/","citationCount":"0","resultStr":"{\"title\":\"Pre-treatment T2-weighted magnetic resonance radiomics for prediction of loco-regional recurrence after image-guided adaptive brachytherapy for locally advanced cervical cancer.\",\"authors\":\"Pittaya Dankulchai, Natthakorn Thanamitsomboon, Wiwatchai Sittiwong, Nont Kosaisawe, Kullathorn Thephamongkhol, Wisawa Phongprapun, Tissana Prasartseree\",\"doi\":\"10.5114/jcb.2024.141458\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Purpose: </strong>The aim of this study was to investigate the predictive value of radiomic features of pre-treatment T2-weighted magnetic resonance images (MRI) for clinical outcomes of radiotherapy in cervical cancer patients.</p><p><strong>Material and methods: </strong>Ninety cervical cancer patients with stage IB-IVA were retrospectively analyzed. All patients received definitive radiotherapy with or without concurrent chemotherapy. Radiomic features were extracted from gross tumor volume (GTV) on pre-treatment T2-weighted MRI. The association between radiomic features and loco-regional recurrence (LRR) was analyzed with Student's <i>t</i> test, and false discovery rate was controlled using Storey method. Multivariate analysis with significant radiomic features with <i>p</i>-value < 0.01 and known clinical prognostic factors was performed using Cox proportional hazard model.</p><p><strong>Results: </strong>The majority of patients were stage IIIB (47.8%) and stage IIB (36.7%), and the most common histology was squamous cell carcinoma (74.5%). The median GTV volume was 37.5 ml (IQR, 16.3-93.1). The median dose of D<sub>90</sub> received by high-risk clinical target volume (HR-CTV) was 86.2 Gy (IQR, 67.2-94.2). In a median follow-up time of 29.2 months, 12 of the 90 patients (13.3%) developed LRR. Eighty radiomic features were collected. There were four radiomic features, which showed significant correlation with LRR: Maximum intensity (<i>p</i> = 0.0002), Correlation135 GLCM (<i>p</i> = 0.0014), Correlation90 (<i>p</i> = 0.0015), and Correlation45 (<i>p</i> = 0.0034). Cox regression analysis yielded a significant hazard ratio for the maximum intensity (<i>p</i> = 0.038) and Correlation135 GLCM (<i>p</i> = 0.013) features. There was no statistically significant association for overall survival with any radiomic features.</p><p><strong>Conclusions: </strong>The maximum intensity and Correlation135 GLCM radiomic features of the pre-treatment T2-weighted MR images are predictive of loco-regional recurrence in cervical cancer patients after definitive radiotherapy with 3D-IGABT.</p>\",\"PeriodicalId\":51305,\"journal\":{\"name\":\"Journal of Contemporary Brachytherapy\",\"volume\":\"16 3\",\"pages\":\"193-201\"},\"PeriodicalIF\":1.1000,\"publicationDate\":\"2024-06-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11609862/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Contemporary Brachytherapy\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.5114/jcb.2024.141458\",\"RegionNum\":4,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2024/6/28 0:00:00\",\"PubModel\":\"Epub\",\"JCR\":\"Q4\",\"JCRName\":\"ONCOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Contemporary Brachytherapy","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.5114/jcb.2024.141458","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2024/6/28 0:00:00","PubModel":"Epub","JCR":"Q4","JCRName":"ONCOLOGY","Score":null,"Total":0}
Pre-treatment T2-weighted magnetic resonance radiomics for prediction of loco-regional recurrence after image-guided adaptive brachytherapy for locally advanced cervical cancer.
Purpose: The aim of this study was to investigate the predictive value of radiomic features of pre-treatment T2-weighted magnetic resonance images (MRI) for clinical outcomes of radiotherapy in cervical cancer patients.
Material and methods: Ninety cervical cancer patients with stage IB-IVA were retrospectively analyzed. All patients received definitive radiotherapy with or without concurrent chemotherapy. Radiomic features were extracted from gross tumor volume (GTV) on pre-treatment T2-weighted MRI. The association between radiomic features and loco-regional recurrence (LRR) was analyzed with Student's t test, and false discovery rate was controlled using Storey method. Multivariate analysis with significant radiomic features with p-value < 0.01 and known clinical prognostic factors was performed using Cox proportional hazard model.
Results: The majority of patients were stage IIIB (47.8%) and stage IIB (36.7%), and the most common histology was squamous cell carcinoma (74.5%). The median GTV volume was 37.5 ml (IQR, 16.3-93.1). The median dose of D90 received by high-risk clinical target volume (HR-CTV) was 86.2 Gy (IQR, 67.2-94.2). In a median follow-up time of 29.2 months, 12 of the 90 patients (13.3%) developed LRR. Eighty radiomic features were collected. There were four radiomic features, which showed significant correlation with LRR: Maximum intensity (p = 0.0002), Correlation135 GLCM (p = 0.0014), Correlation90 (p = 0.0015), and Correlation45 (p = 0.0034). Cox regression analysis yielded a significant hazard ratio for the maximum intensity (p = 0.038) and Correlation135 GLCM (p = 0.013) features. There was no statistically significant association for overall survival with any radiomic features.
Conclusions: The maximum intensity and Correlation135 GLCM radiomic features of the pre-treatment T2-weighted MR images are predictive of loco-regional recurrence in cervical cancer patients after definitive radiotherapy with 3D-IGABT.
期刊介绍：
The “Journal of Contemporary Brachytherapy” is an international and multidisciplinary journal that will publish papers of original research as well as reviews of articles. Main subjects of the journal include: clinical brachytherapy, combined modality treatment, advances in radiobiology, hyperthermia and tumour biology, as well as physical aspects relevant to brachytherapy, particularly in the field of imaging, dosimetry and radiation therapy planning. Original contributions will include experimental studies of combined modality treatment, tumor sensitization and normal tissue protection, molecular radiation biology, and clinical investigations of cancer treatment in brachytherapy. Another field of interest will be the educational part of the journal.
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