Intratumoral and Peritumoral Habitat Radiomics of MRI Predict Pathologic Complete Response to Neoadjuvant Chemoimmunotherapy in Oral Squamous Cell Carcinoma
试验速览
- 阶段
- 不适用
- 状态
- 已完成
- 发起方
- 入组人数
- 225
- 试验地点
- 1
- 主要终点
- Intratumoral and Peritumoral Habitat Radiomics of MRI predicts pathologic complete response to neoadjuvant chemoimmunotherapy in oral squamous cell carcinoma
研究概览
简要总结
Background:Neoadjuvant chemoimmunotherapy (NACI) shows promise in oral squamous cell carcinoma (OSCC), but reliable noninvasive biomarkers for predicting pathologic complete response (pCR) remain scarce. Radiomics integrating intratumoral and peritumoral heterogeneity across multi-sequence MRI may offer novel insights into treatment response evaluation.
Methods: The data of 212 patients with OSCC after NACI were retrospectively collected and analyzed. Among these patients, 56 (26.4%) achieved pCR after NACI. Intratumoral and peritumoral habitat imaging (HI) was achieved using the K-means clustering algorithm applied to T1-weighted imaging (T1WI), axial T2-weighted imaging with fat suppression (T2WI), and contrast-enhanced T1-weighted imaging with fat suppression (T1C). Moreover, intratumoral and peritumoral HI models were constructed and compared using the receiver operating characteristic (ROC) curve. Five-fold cross-validation was performed to mitigate model overfitting.
研究设计
- 研究类型
- Observational
- 观察模型
- Other
- 时间视角
- Retrospective
入排标准
- 性别
- All
- 接受健康志愿者
- 否
入选标准
- •Histopathologically confirmed OSCC at the initial diagnosis;
- •No treatment received prior to the first MRI examination;
- •Receipt of NACI;
- •Underwent MRI examination after NACI;
- •Underwent surgical intervention.
排除标准
- •Absence of clinical data and postoperative pathological results;
- •MRI image artifacts significantly affecting image quality.
结局指标
主要结局
Intratumoral and Peritumoral Habitat Radiomics of MRI predicts pathologic complete response to neoadjuvant chemoimmunotherapy in oral squamous cell carcinoma
时间窗: From 2024 to 2025
Integrated intratumoral and peritumoral HI derived from multi-sequence MRI offers a high predictive capacity for pCR following NACI in OSCC patients.
次要结局
未报告次要终点
研究者
Zilong Yuan
Clinical Professor
Hubei Cancer Hospital
