Department of Epidemiology, Lebanon, USA.
Department of Molecular and Systems Biology, Lebanon, USA.
Breast Cancer Res. 2019 Jan 25;21(1):14. doi: 10.1186/s13058-018-1090-z.
BRCA1-mutated cancers exhibit deficient homologous recombination (HR) DNA repair, resulting in extensive copy number alterations and genome instability. HR deficiency can also arise in tumors without a BRCA1 mutation. Compared with other breast tumors, HR-deficient, BRCA1-like tumors exhibit worse prognosis but selective chemotherapeutic sensitivity. Presently, patients with triple negative breast cancer (TNBC) who do not respond to hormone endocrine-targeting therapy are given cytotoxic chemotherapy. However, more recent evidence showed a similar genomic profile between BRCA1-deficient TNBCs and hormone-receptor-positive tumors. Characterization of the somatic alterations of BRCA1-like hormone-receptor-positive breast tumors as a group, which is currently lacking, can potentially help develop biomarkers for identifying additional patients who might respond to chemotherapy.
We retrained and validated a copy-number-based support vector machine (SVM) classifier to identify HR-deficient, BRCA1-like breast tumors. We applied this classifier to The Cancer Genome Atlas (TCGA) and Molecular Taxonomy of Breast Cancer International Consortium (METABRIC) breast tumors. We assessed mutational profiles and proliferative capacity by covariate-adjusted linear models and identified differentially methylated regions using DMRcate in BRCA1-like hormone-receptor-positive tumors.
Of the breast tumors in TCGA and METABRIC, 22% (651/2925) were BRCA1-like. Stratifying on hormone-receptor status, 13% (302/2405) receptor-positive and 69% (288/417) triple-negative tumors were BRCA1-like. Among the hormone-receptor-positive subgroup, BRCA1-like tumors showed significantly increased mutational burden and proliferative capacity (both P < 0.05). Genome-scale DNA methylation analysis of BRCA1-like tumors identified 202 differentially methylated gene regions, including hypermethylated BRCA1. Individually significant CpGs were enriched for enhancer regions (P < 0.05). The hypermethylated gene sets were enriched for DNA and chromatin conformation (all Bonferroni P < 0.05).
To provide insights into alternative classification and potential therapeutic targeting strategies of BRCA1-like hormone-receptor-positive tumors we developed and applied a novel copy number classifier to identify BRCA1-like hormone-receptor-positive tumors and their characteristic somatic alteration profiles.
BRCA1 突变的癌症表现出同源重组(HR)DNA 修复缺陷,导致广泛的拷贝数改变和基因组不稳定。即使没有 BRCA1 突变,肿瘤也可能出现 HR 缺陷。与其他乳腺癌相比,HR 缺陷、BRCA1 样肿瘤预后更差,但对化疗有选择性敏感性。目前,对激素内分泌靶向治疗无反应的三阴性乳腺癌(TNBC)患者给予细胞毒性化疗。然而,最近的证据表明,BRCA1 缺陷型 TNBC 与激素受体阳性肿瘤具有相似的基因组特征。对 BRCA1 样激素受体阳性乳腺癌作为一个整体的体细胞改变进行特征描述,目前还缺乏这方面的研究,这可能有助于开发生物标志物来识别可能对化疗有反应的其他患者。
我们重新训练和验证了基于拷贝数的支持向量机(SVM)分类器,以识别 HR 缺陷、BRCA1 样乳腺癌。我们将该分类器应用于癌症基因组图谱(TCGA)和乳腺癌国际分子分类联盟(METABRIC)的乳腺癌。我们通过协变量调整的线性模型评估突变特征和增殖能力,并使用 DMRcate 在 BRCA1 样激素受体阳性肿瘤中识别差异甲基化区域。
在 TCGA 和 METABRIC 的乳腺癌中,22%(651/2925)为 BRCA1 样。按激素受体状态分层,受体阳性肿瘤中有 13%(302/2405)和三阴性肿瘤中有 69%(288/417)为 BRCA1 样。在激素受体阳性亚组中,BRCA1 样肿瘤的突变负担和增殖能力显著增加(均 P<0.05)。对 BRCA1 样肿瘤的全基因组 DNA 甲基化分析鉴定出 202 个差异甲基化基因区域,包括高甲基化的 BRCA1。单独显著的 CpG 富含增强子区域(P<0.05)。高甲基化基因集富含 DNA 和染色质构象(所有 Bonferroni P<0.05)。
为了深入了解 BRCA1 样激素受体阳性肿瘤的替代分类和潜在治疗靶向策略,我们开发并应用了一种新的拷贝数分类器来识别 BRCA1 样激素受体阳性肿瘤及其特征性的体细胞改变特征。