AcornHRD: an HRD algorithm highly associated with anthracycline-based neoadjuvant chemotherapy in breast cancer in China.

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS
Jia-Ni Pan, Pu-Chun Li, Meng Wang, Ming-Wei Li, Xiao-Wen Ding, Tao Zhou, Hui-Na Wang, Yun-Kai Wang, Li-Bin Chen, Rong Wang, Wei-Wu Ye, Wei-Zhu Wu, Feng Lou, Xiao-Jia Wang, Wen-Ming Cao
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引用次数: 0

Abstract

Purpose: Our study aimed to develop and validate a homologous recombination deficiency (HRD) scoring algorithm in the Chinese breast cancer population.

Methods and materials: Ninety-six in-house breast cancer (BC) samples and 6 HRD-positive standard cells were analyzed by whole-genome sequencing (WGS). Besides, 122 BCs from the TCGA database were down-sampled to ~ 1X WGS. We constructed an algorithm named AcornHRD for HRD score calculated based on WGS at low coverage as input data to estimate large-scale copy number alteration (LCNA) events on the genome. A clinical cohort of 50 BCs (15 cases carrying BRCA mutation) was used to assess the association between HRD status and anthracyclines-based neoadjuvant treatment outcomes.

Results: A 100-kb window was defined as the optimal size using 41 in-house cases and the TCGA dataset. HRD score high threshold was determined as HRD score ≥ 10 using 55 in-house BCs with BRCA mutation to achieve a 95% BRCA-positive agreement rate. Furthermore, the HRD status agreement rate of AcornHRD is 100%, while the ShallowHRD is 60% in standard cells. BRCA mutation was significantly associated with a high HRD score evaluated by AcornHRD and ShallowHRD (p = 0.008 and p = 0.003, respectively) in the TCGA dataset. However, AcornHRD showed a higher positive agreement rate than did the ShallowHRD algorithm (70% vs 60%). In addition, the BRCA-positive agreement rate of AcornHRD was superior to that of ShallowHRD (87% vs 13%) in the clinical cohort. Importantly, the high HRD score assessed by AcornHRD was significantly correlated with a residual cancer burden score of 0 or 1 (RCB0/1). Besides, the HRD-positive group was more likely to respond to anthracycline-based chemotherapy than the HRD-negative group (pCR [OR = 9.5, 95% CI 1.11-81.5, p = 0.040] and RCB0/1 [OR = 10.29, 95% CI 2.02-52.36, p = 0.005]).

Conclusion: Using the AcornHRD algorithm evaluation, our analysis demonstrated the high performance of the LCNA genomic signature for HRD detection in breast cancers.

AcornHRD:与中国乳腺癌蒽环类新辅助化疗高度相关的HRD算法。
目的:我们的研究旨在开发并验证中国乳腺癌人群同源重组缺陷(HRD)评分算法:通过全基因组测序(WGS)分析了96个内部乳腺癌(BC)样本和6个HRD阳性标准细胞。此外,我们还对 TCGA 数据库中的 122 个乳腺癌样本进行了约 1 倍 WGS 的下采样。我们构建了一种名为 AcornHRD 的算法,根据低覆盖率 WGS 计算的 HRD 分数作为输入数据,估算基因组上的大规模拷贝数改变(LCNA)事件。研究人员利用50例BC(15例携带BRCA突变)的临床队列来评估HRD状态与基于蒽环类药物的新辅助治疗结果之间的关联:利用41个内部病例和TCGA数据集,将100kb窗口定义为最佳大小。使用 55 例 BRCA 突变的内部 BC 确定 HRD 评分高阈值为 HRD 评分≥ 10,以达到 95% 的 BRCA 阳性一致率。此外,在标准细胞中,AcornHRD 的 HRD 状态一致率为 100%,而 ShallowHRD 为 60%。在 TCGA 数据集中,AcornHRD 和 ShallowHRD 评估的 BRCA 突变与 HRD 高分显著相关(分别为 p = 0.008 和 p = 0.003)。不过,AcornHRD 的阳性一致率高于 ShallowHRD 算法(70% 对 60%)。此外,在临床队列中,AcornHRD 的 BRCA 阳性一致率优于 ShallowHRD(87% vs 13%)。重要的是,AcornHRD 评估的高 HRD 得分与残余癌症负担得分 0 或 1(RCB0/1)显著相关。此外,HRD阳性组比HRD阴性组更有可能对蒽环类化疗产生反应(pCR [OR = 9.5, 95% CI 1.11-81.5, p = 0.040] 和 RCB0/1 [OR = 10.29, 95% CI 2.02-52.36, p = 0.005]):通过对 AcornHRD 算法的评估,我们的分析证明了 LCNA 基因组特征在乳腺癌 HRD 检测中的高性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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