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通过MRI栖息地量化肿瘤异质性以表征HER2+乳腺癌中的微环境改变

Quantifying Tumor Heterogeneity via MRI Habitats to Characterize Microenvironmental Alterations in HER2+ Breast Cancer.

作者信息

Kazerouni Anum S, Hormuth David A, Davis Tessa, Bloom Meghan J, Mounho Sarah, Rahman Gibraan, Virostko John, Yankeelov Thomas E, Sorace Anna G

机构信息

Department of Radiology, The University of Washington, Seattle, WA 98104, USA.

Oden Institute for Computational Engineering and Sciences, The University of Texas at Austin, Austin, TX 78712, USA.

出版信息

Cancers (Basel). 2022 Apr 6;14(7):1837. doi: 10.3390/cancers14071837.

Abstract

This study identifies physiological habitats using quantitative magnetic resonance imaging (MRI) to elucidate intertumoral differences and characterize microenvironmental response to targeted and cytotoxic therapy. BT-474 human epidermal growth factor receptor 2 (HER2+) breast tumors were imaged before and during treatment (trastuzumab, paclitaxel) with diffusion-weighted MRI and dynamic contrast-enhanced MRI to measure tumor cellularity and vascularity, respectively. Tumors were stained for anti-CD31, anti-ɑSMA, anti-CD45, anti-F4/80, anti-pimonidazole, and H&E. MRI data was clustered to identify and label each habitat in terms of vascularity and cellularity. Pre-treatment habitat composition was used stratify tumors into two "tumor imaging phenotypes" (Type 1, Type 2). Type 1 tumors showed significantly higher percent tumor volume of the high-vascularity high-cellularity (HV-HC) habitat compared to Type 2 tumors, and significantly lower volume of low-vascularity high-cellularity (LV-HC) and low-vascularity low-cellularity (LV-LC) habitats. Tumor phenotypes showed significant differences in treatment response, in both changes in tumor volume and physiological composition. Significant positive correlations were found between histological stains and tumor habitats. These findings suggest that the differential baseline imaging phenotypes can predict response to therapy. Specifically, the Type 1 phenotype indicates increased sensitivity to targeted or cytotoxic therapy compared to Type 2 tumors.

摘要

本研究使用定量磁共振成像(MRI)来确定生理栖息地,以阐明肿瘤间差异,并描述对靶向治疗和细胞毒性治疗的微环境反应。在使用扩散加权MRI和动态对比增强MRI进行治疗(曲妥珠单抗、紫杉醇)之前和期间,对BT-474人表皮生长因子受体2(HER2+)乳腺肿瘤进行成像,分别测量肿瘤细胞密度和血管密度。对肿瘤进行抗CD31、抗α平滑肌肌动蛋白(αSMA)、抗CD45、抗F4/80、抗匹莫硝唑染色以及苏木精-伊红(H&E)染色。对MRI数据进行聚类,以根据血管密度和细胞密度识别并标记每个栖息地。治疗前的栖息地组成用于将肿瘤分层为两种“肿瘤成像表型”(1型、2型)。与2型肿瘤相比,1型肿瘤的高血管密度高细胞密度(HV-HC)栖息地的肿瘤体积百分比显著更高,而低血管密度高细胞密度(LV-HC)和低血管密度低细胞密度(LV-LC)栖息地的体积显著更低。肿瘤表型在治疗反应方面存在显著差异,包括肿瘤体积变化和生理组成变化。在组织学染色与肿瘤栖息地之间发现了显著的正相关。这些发现表明,不同的基线成像表型可以预测治疗反应。具体而言,与2型肿瘤相比,1型表型表明对靶向治疗或细胞毒性治疗的敏感性增加。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1468/8997932/11636cc17c42/cancers-14-01837-g001.jpg

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