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利用来自一项大型合作组试验的GWAS数据,鉴定与接受乳腺癌治疗患者中紫杉烷诱导的周围神经病变风险相关的单核苷酸多态性(SNP)簇。

Identification of a SNP cluster associated with taxane-induced peripheral neuropathy risk in patients being treated for breast cancer using GWAS data derived from a large cooperative group trial.

作者信息

Lustberg Maryam, Wu Xuan, Fernández-Martínez Juan Luis, de Andrés-Galiana Enrique J, Philips Santosh, Leibowitz Jeffrey, Schneider Bryan, Sonis Stephen

机构信息

School of Medicine, Yale University, New Haven, CT, USA.

Harvard School of Dental Medicine, Boston, MA, USA.

出版信息

Support Care Cancer. 2023 Jan 28;31(2):139. doi: 10.1007/s00520-023-07595-9.

Abstract

BACKGROUND

Chemotherapy-induced peripheral neuropathy (CIPN) is a common toxicity of taxanes for which there is no effective intervention. Genomic CIPN risk determination has yielded promising, but inconsistent results. The present study assessed the utility of a collective SNP cluster identified using novel analytics to describe taxane-associated CIPN risk.

METHODS

We analyzed GWAS data derived from ECOG-5103, first identifying SNPs that were most strongly associated with CIPN using Fisher's ratio (FR). We then ranked ordered those SNPs which discriminated CIPN-positive (CIPN +) from CIPN-negative phenotypes based on their discriminatory power and developed the cluster of SNPs which provided the highest predictive accuracy using leave-one-out cross-validation (LOOCV).

RESULTS

Using aggregated genotype data obtained from the previously reported ECOG-5103 clinical trial (in which two different arrays were used, HumanOmniExpress (727,227 SNPs) and HumanOmni1-Quad1 (1,131,857 SNPs)), we identified a 267 SNP cluster which was associated with a CIPN + phenotype with an accuracy of 96.1%.

CONCLUSIONS

A cluster of SNPs was identified which prospectively discriminated patients most likely to develop symptomatic CIPN following taxane exposure as part of a breast cancer chemotherapy regimen. Validation using an independent patient cohort should be performed.

摘要

背景

化疗引起的周围神经病变(CIPN)是紫杉烷类药物常见的毒性反应,目前尚无有效的干预措施。基因组CIPN风险判定已取得了有前景但并不一致的结果。本研究评估了使用新型分析方法鉴定的一组单核苷酸多态性(SNP)簇用于描述紫杉烷相关CIPN风险的效用。

方法

我们分析了来自ECOG-5103的全基因组关联研究(GWAS)数据,首先使用费舍尔比率(FR)鉴定与CIPN关联最密切的SNP。然后根据其区分能力对区分CIPN阳性(CIPN+)和CIPN阴性表型的SNP进行排序,并使用留一法交叉验证(LOOCV)开发出预测准确性最高的SNP簇。

结果

利用先前报道的ECOG-5103临床试验获得的汇总基因型数据(该试验使用了两种不同的芯片,HumanOmniExpress(727,227个SNP)和HumanOmni1-Quad1(1,131,857个SNP)),我们鉴定出一个267个SNP的簇,其与CIPN+表型相关,准确性为96.1%。

结论

鉴定出了一组SNP,作为乳腺癌化疗方案的一部分,该组SNP可前瞻性地区分紫杉烷暴露后最有可能发生症状性CIPN的患者。应使用独立的患者队列进行验证。

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