PO.PS01.07 · 人群科学
多基因风险评分对高风险非裔美国女性总体乳腺癌和三阴性乳腺癌的独立验证
Independent validation of polygenic risk scores for overall and triple-negative breast cancer among high-risk African American women
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摘要 Abstract
中文摘要
背景:多基因风险评分(PRS)是用于乳腺癌(BC)风险分层的新兴工具。我们利用未按家族史选择的研究的病例对照数据,在非洲血统女性中开发了总体BC和三阴性BC(TNBC)风险的PRS。PRS可以成为对因癌症家族史而风险较高的女性进行全面乳腺癌风险评估的一部分。在此我们旨在评估这些PRS在具有较高癌症风险的女性中的表现。
方法:我们纳入了2016年至2024年间接受多基因遗传性基因检测、且已知BC基因中致病或可能致病变异检测为阴性的非裔美国女性样本。基因分型使用定制的Axiom PMRA芯片(ThermoFisher)进行,并基于TOPMed参考数据进行填补。我们评估了两个总体BC的PRS模型,分别包含2,324,063个变异("总体BC模型1")和175,173个变异("总体BC模型2"),以及三个TNBC的PRS模型,分别包含554,959个变异("TNBC模型1")、37,226个变异("TNBC模型2")和162个变异("PRS-162")。在欧洲血统女性中开发的313变异PRS(PRS-313)作为基准。仅纳入填补R2≥0.7的变异。使用多变量逻辑回归考察PRS与BC状态之间的关联,校正了诊断或检测时的年龄、前十个主成分以及加权BC家族史。计算了每标准差的校正比值比(OR)和曲线下面积(AUC)。
结果:该研究纳入了19,455名未患病女性和12,067名患BC女性(其中2,311例TNBC)。BC病例的平均BC诊断年龄为55.2岁,而未患病女性的检测年龄为42.1岁。更多未患病女性有一级亲属(32.8% vs. 28.0%)和二级亲属(55.7% vs. 35.0%)的BC家族史,高于患病女性。超过95%的非洲PRS变异和82%的PRS-313变异填补R2≥0.7。对于总体BC,PRS-313的AUC为0.567(95%置信区间[CI]:0.560,0.574),OR为1.28(95%CI:1.25,1.31)。相比之下,非洲总体BC模型1和模型2表现更佳,AUC分别为0.588(95%CI:0.580,0.595)和0.584(95%CI:0.576,0.591),OR分别为1.39(95%CI:1.35,1.43)和1.37(95%CI:1.34,1.41)。对于TNBC,模型1和模型2表现相似,AUC分别为0.579和0.574。值得注意的是,TNBC PRS-162表现非常好,AUC为0.609(95%CI:0.596,0.622),OR为1.47(95%CI:1.40,1.55)。
结论:这些PRS在具有强BC家族史的女性中表现良好,反映了早期PRS检测对风险升高者最为相关的真实世界人群。162变异TNBC PRS的高预测准确性支持其作为一种具有成本效益的风险评估工具以促进公平医疗的潜力。
查看英文原文 English abstract
Background : Polygenic risk scores (PRSs) are emerging tools for stratifying breast cancer (BC) risk. We developed PRSs of overall BC and triple-negative BC (TNBC) risk in women of African ancestry, using case-control data from studies unselected for family history. PRS could be part of comprehensive breast cancer risk assessment for women at higher risk due to cancer family history. Here we aimed to evaluate the performance of these PRSs in women with elevated cancer risk.
Methods : We included samples from African American women who underwent multigene hereditary genetic testing between 2016 and 2024 and who tested negative for pathogenic or likely pathogenic variants in known BC genes. Genotyping was performed using custom Axiom PMRA arrays (ThermoFisher) and imputation based on TOPMed reference data. We evaluated two PRS models for overall BC with 2,324,063 variants (“Overall BC Model 1”) and 175,173 variants (“Overall BC Model 2”), and three PRS models for TNBC with 554,959 variants (“TNBC Model 1”), 37,226 variants (“TNBC Model 2”), and 162 variants (“PRS-162”). The 313-variant PRS developed in women of European ancestry (PRS-313) served as a benchmark. Only variants with imputation R 2 ≥ 0.7 were included. Associations between PRSs and BC status were examined using multivariable logistic regression, adjusting for age at diagnosis or testing, the top ten principal components, and weighted family history of BC. Adjusted odds ratio (OR) per standard deviation and area under the curve (AUC) were calculated.
Results : The study included 19,455 unaffected and 12,067 women with BC (2,311 TNBC). Mean age at BC diagnosis was 55.2 years in BC cases vs. 42.1 years at testing in unaffected women. More unaffected women had a family history of BC in first-degree (32.8% vs. 28.0%) and second-degree relatives (55.7% vs. 35.0%) than affected women. Over 95% of African PRS variants and 82% of the PRS-313 variants had an imputation R 2 ≥ 0.7. For overall BC, PRS-313 showed an AUC of 0.567 (95% confidence interval [CI]: 0.560, 0.574) and an OR of 1.28 (95% CI: 1.25, 1.31). In comparison, the African overall BC Models 1 and 2 performed better, with AUCs of 0.588 (95% CI: 0.580, 0.595) and 0.584 (95% CI: 0.576, 0.591) and ORs of 1.39 (95% CI: 1.35, 1.43) and 1.37 (95% CI: 1.34, 1.41), respectively. For TNBC, Models 1 and 2 yielded similar performance, with AUCs of 0.579 and 0.574, respectively. Notably, the TNBC PRS-162 showed very good performance with an AUC of 0.609 (95% CI: 0.596, 0.622) and an OR of 1.47 (95% CI: 1.40, 1.55).
Conclusion : The PRSs demonstrated good performance among women with a strong family history of BC, reflecting real-world populations where early PRS testing is most relevant for those at elevated risk. The high predictive accuracy of the 162-variant TNBC PRS supports its potential as a cost-effective risk assessment tool to promote equitable care.
利益披露 Disclosure
Y. Sun, None.
T. Simmons,
Myriad Genetics, Inc. Employment.
J. L. Li, None..
A. Jamal, None..
A. V. Manirakiza, None.
D. Pruss,
Myriad Genetics, Inc. Employment.
S. Ratzel,
Myriad Genetics, Inc. Employment.
O. I. Olopade,
CancerIQ Other, Chief Scientific Officer & Co-Founder.
Tempus Other, Scientific Advisor.
A. Gutin,
Myriad Genetics, Inc Employment.
E. Hughes,
Myriad Genetics, Inc Employment.
D. Huo, None.