Negri Francesca, Bottarelli Lorena, Pedrazzi Giuseppe, Maddalo Michele, Leo Ludovica, Milanese Gianluca, Sala Roberto, Lecchini Michele, Campanini Nicoletta, Bozzetti Cecilia, Zavani Andrea, Di Rienzo Gianluca, Azzoni Cinzia, Silini Enrico Maria, Sverzellati Nicola, Gaiani Federica, De' Angelis Gian Luigi, Gnetti Letizia
Gastroenterology and Endoscopy Unit, University Hospital of Parma, Parma, Italy.
Pathology Unit, Department of Medicine and Surgery, University of Parma, Parma, Italy.
Front Oncol. 2023 Feb 28;13:1132564. doi: 10.3389/fonc.2023.1132564. eCollection 2023.
The Notch intracellular domain (NICD) and its ligands Jagged-1(Jag1), Delta-like ligand (DLL-3) and DLL4 play an important role in neoangiogenesis. Previous studies suggest a correlation between the tissue levels of NICD and response to therapy with bevacizumab in colorectal cancer (CRC). Another marker that may predict outcome in CRC is radiomics of liver metastases. The aim of this study was to investigate the expression of NICD and its ligands and the role of radiomics in the selection of treatment-naive metastatic CRC patients receiving bevacizumab.
Immunohistochemistry (IHC) for NICD, Jag1 and E-cadherin was performed on the tissue microarrays (TMAs) of 111 patients with metastatic CRC treated with bevacizumab and chemotherapy. Both the intensity and the percentage of stained cells were evaluated. The absolute number of CD4+ and CD8+ lymphocytes was counted in three different high-power fields and the mean values obtained were used to determine the CD4/CD8 ratio. The positivity of tumor cells to DLL3 and DLL4 was studied. The microvascular density (MVD) was assessed in fifteen cases by counting the microvessels at 20x magnification and expressed as MVD score. Abdominal CT scans were retrieved and imported into a dedicated workstation for radiomic analysis. Manually drawn regions of interest (ROI) allowed the extraction of radiomic features (RFs) from the tumor.
A positive association was found between NICD and Jag1 expression (p < 0.001). Median PFS was significantly shorter in patients whose tumors expressed high NICD and Jag1 (6.43 months vs 11.53 months for negative cases; p = 0.001). Those with an MVD score ≥5 (CD31-high, NICD/Jag1 positive) experienced significantly poorer survival. The radiomic model developed to predict short and long-term survival and PFS yielded a ROC-AUC of 0.709; when integrated with clinical and histopathological data, the integrated model improved the predictive score (ROC-AUC of 0.823).
These results show that high NICD and Jag1 expression are associated with progressive disease and early disease progression to anti VEGF-based therapy; the preliminary radiomic analyses show that the integration of quantitative information with clinical and histological data display the highest performance in predicting the outcome of CRC patients.
Notch细胞内结构域(NICD)及其配体Jagged-1(Jag1)、Delta样配体(DLL-3)和DLL4在新生血管生成中起重要作用。先前的研究表明,NICD的组织水平与结直肠癌(CRC)患者对贝伐单抗治疗的反应之间存在相关性。另一个可能预测CRC预后的标志物是肝转移瘤的放射组学。本研究的目的是调查NICD及其配体的表达情况以及放射组学在选择初治转移性CRC患者接受贝伐单抗治疗中的作用。
对111例接受贝伐单抗和化疗的转移性CRC患者的组织芯片(TMA)进行NICD、Jag1和E-钙黏蛋白的免疫组织化学(IHC)检测。评估染色细胞的强度和百分比。在三个不同的高倍视野中计数CD4+和CD8+淋巴细胞的绝对数量,并将获得的平均值用于确定CD4/CD8比值。研究肿瘤细胞对DLL3和DLL4的阳性情况。通过在20倍放大倍数下计数微血管来评估15例患者的微血管密度(MVD),并表示为MVD评分。检索腹部CT扫描图像并导入专用工作站进行放射组学分析。手动绘制感兴趣区域(ROI),以便从肿瘤中提取放射组学特征(RF)。
发现NICD和Jag1表达之间存在正相关(p < 0.001)。肿瘤表达高NICD和Jag1的患者的中位无进展生存期(PFS)明显较短(阴性病例为6.43个月,而阳性病例为11.53个月;p = 0.001)。MVD评分≥5(CD31高、NICD/Jag1阳性)的患者生存情况明显较差。用于预测短期和长期生存及PFS的放射组学模型的受试者工作特征曲线下面积(ROC-AUC)为0.709;当与临床和组织病理学数据整合时,整合模型提高了预测评分(ROC-AUC为0.823)。
这些结果表明,高NICD和Jag1表达与疾病进展以及基于抗VEGF治疗的早期疾病进展相关;初步的放射组学分析表明,定量信息与临床和组织学数据的整合在预测CRC患者预后方面表现出最高性能。