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Background: This study aimed to develop and validate a multi-temporal magnetic resonance imaging (MRI)-based delta-radiomics model to accurately predict severe acute radiation enteritis risk in patients undergoing total neoadjuvant therapy (TNT) for locally advanced rectal cancer (LARC).
Methods: A retrospective analysis was conducted on the data from 92 patients with LARC who received TNT. All patients underwent pelvic MRI at baseline (pre-treatment) and after neoadjuvant radiotherapy (post-RT). Radiomic features of the primary tumor region were extracted from T2-weighted images at both timepoints. Four delta feature strategies were defined (absolute difference, percent change, ratio, and feature fusion) by concatenating pre- and post-RT features. Severe acute radiation enteritis (SARE) was defined as a composite CTCAE-based symptom score of ≥ 3 within the first 2 weeks of radiotherapy. Features were selected via statistical evaluation and least absolute shrinkage and selection operator regression. Support vector machine (SVM) classifiers were trained using baseline, post-RT, delta, and combined radiomic and clinical features. Model performance was evaluated in an independent test set based on the area under the curve (AUC) value and other metrics.
Results: Only the delta-fusion strategy retained stable radiomic features after selection, and outperformed the difference, percent, and ratio definitions in terms of feature stability and model performance. The SVM model, based on combined delta-fusion radiomics and clinical variables, demonstrated the best predictive performance and generalizability. In the independent test cohort, this combined model demonstrated an AUC value of 0.711, sensitivity of 88.9%, and F1-score of 0.696; these values surpassed those of models built with baseline-only or delta difference features.
Conclusions: Integrating multi-temporal radiomic features via delta-fusion with clinical factors markedly improved early prediction of SARE in LARC. The delta-fusion approach outperformed conventional delta calculations, and demonstrated superior predictive performance. This highlights its potential in guiding individualized TNT sequencing and proactive toxicity management.
Clinical Registration Number: NA.
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http://dx.doi.org/10.1186/s13014-025-02701-z | DOI Listing |
Biochem Pharmacol
September 2025
Department of Pharmacology of Chinese Materia Medica, School of Traditional Chinese Pharmacy, China Pharmaceutical University, 24 Tong Jia Xiang, Nanjing 210009, China. Electronic address:
Radiation enteritis (RE) is a common side effect of radiotherapy, with no specific therapeutic agents available. Sophora alopecuroides L. (KDZ) has been used in China for many years to treat gastrointestinal disorders, and matrine, oxymatrine, and aloperine (ALO) are its main alkaloid components.
View Article and Find Full Text PDFFood Sci Nutr
September 2025
Institute of Nutrition and Health, School of Public Health Qingdao University Qingdao Shandong China.
Radiotherapy, a common method for treating pelvic and abdominal cancer, can easily result in radiation enteritis (RE). The gut microbiota and its metabolites have a crucial role in regulating macrophage polarization and maintaining immune homeostasis. FN041, derived from human milk, can promote M2 polarization while attenuating RE.
View Article and Find Full Text PDFClin Transl Radiat Oncol
September 2025
Department of Radiation Oncology, Tata Memorial Hospital and Advanced Centre for Treatment Research and Education in Cancer (ACTREC), Homi Bhabha National Institute (HBNI), Mumbai, India.
We thank the authors for their insightful commentary on our manuscript, "Acute Enteritis with Pelvic SBRT: Influence of Bowel Delineation Methods." In this response, we clarify our methodological decision to focus exclusively on acute enteritis and to exclude proctitis. We highlight the distinct clinical profiles of proctitis and enteritis, emphasizing the importance of careful history taking and clinical evaluation.
View Article and Find Full Text PDFFront Med (Lausanne)
August 2025
Department of Gastroenterology, Central Hospital Affiliated to Shandong First Medical University, Jinan, China.
Objective: To explore the predictive value of hemoglobin, serum platelet-activating factor (PAF), and interleukin-17 (IL-17) for intestinal obstruction in patients with radiation enteritis, and to construct and validate a related prediction model.
Methods: A total of 234 patients who received radiotherapy and were diagnosed with radiation enteritis in our hospital from January 2018 to December 2023 were included in the study. The patients were divided into training set ( = 164) and verification set ( = 70) according to the ratio of 7:3.
Zhonghua Nan Ke Xue
April 2025
The intestinal flora is involved in the development of prostate cancer through various mechanisms. And radiotherapy has a significant effect on the composition of the intestinal flora, which triggers clinical symptoms and affects the efficacy of radiotherapy. The mechanisms of the correlation of intestinal flora, prostate cancer and radiotherapy will be described in this article aiming to provide a reference for more effective prevention and prediction of prostate cancer, enhancement of the effectiveness of prostate cancer treatment as well as improvement of patients' quality of life.
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