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多基因药物基因组学标志物作为急性淋巴细胞白血病治疗中毒性表型的预测因子:一项单中心研究。

Polygenic Pharmacogenomic Markers as Predictors of Toxicity Phenotypes in the Treatment of Acute Lymphoblastic Leukemia: A Single-Center Study.

机构信息

Department of Pediatrics, University of Florida College of Medicine, Gainesville, FL.

St Joseph's Children's Hospital/BayCare Medical Group, Tampa, FL.

出版信息

JCO Precis Oncol. 2023 Mar;7:e2200580. doi: 10.1200/PO.22.00580.

DOI:10.1200/PO.22.00580
PMID:36952646
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10309546/
Abstract

PURPOSE

Acute lymphoblastic leukemia (ALL) is the most prevalent cause of childhood cancer and requires a long course of therapy consisting of three primary phases with interval intensification blocks. Although these phases are necessary to achieve remission, the primary chemotherapeutic agents have potentially serious toxicities, which may lead to delays or discontinuations of therapy. The purpose of this study was to perform a comprehensive pharmacogenomic evaluation of common antileukemic agents and develop a polygenic toxicity risk score predictive of the most common toxicities observed during ALL treatment.

METHODS

This cross-sectional study included 75 patients with pediatric ALL treated between 2012 and 2020 at the University of Florida. Toxicity data were collected within 100 days of initiation of therapy using CTCAE v4.0 for toxicity grading. For pharmacogenomic evaluation, single-nucleotide polymorphisms (SNPs) and genes were selected from previous reports or PharmGKB database. 116 unique SNPs were evaluated for incidence of various toxicities. A multivariable multi-SNP modeling for up to 3-SNP combination was performed to develop a polygenic toxicity risk score of prognostic value.

RESULTS

We identified several SNPs predictive of toxicity phenotypes in univariate analysis. Further multivariable SNP-SNP combination analysis suggest that susceptibility to chemotherapy-induced toxicities is likely multigenic in nature. For 3-SNPscore models, patients with high scores experienced increased risk of GI ( = 2.07E-05, 3 SNPs: TYMS-rs151264360/FPGS-rs1544105/GSTM1-GSTM5-rs3754446), neurologic ( = .0005, 3 SNPs: DCTD-rs6829021/SLC28A3-rs17343066/CTPS1-rs12067645), endocrine ( = 4.77E-08, 3 SNPs: AKR1C3-rs1937840/TYMS-rs2853539/CTH-rs648743), and heme toxicities ( = .053, 3 SNPs: CYP3A5-rs776746/ABCB1-rs4148737/CTPS1-rs12067645).

CONCLUSION

Our results imply that instead of a single-SNP approach, SNP-SNP combinations in multiple genes in drug pathways increases the robustness of prediction of toxicity. These results further provide promising SNP models that can help establish clinically relevant biomarkers allowing for greater individualization of cancer therapy to maximize efficacy and minimize toxicity for each patient.

摘要

目的

急性淋巴细胞白血病(ALL)是儿童癌症最常见的病因,需要长期的治疗,包括三个主要阶段和间隔强化治疗阶段。尽管这些阶段是实现缓解所必需的,但主要的化疗药物具有潜在的严重毒性,这可能导致治疗的延迟或中断。本研究的目的是对常见的抗白血病药物进行全面的药物基因组学评估,并开发一种多基因毒性风险评分,以预测 ALL 治疗过程中观察到的最常见毒性。

方法

本横断面研究纳入了 2012 年至 2020 年在佛罗里达大学接受治疗的 75 例儿童 ALL 患者。在治疗开始后 100 天内使用 CTCAE v4.0 对毒性进行分级,收集毒性数据。为了进行药物基因组学评估,从先前的报告或 PharmGKB 数据库中选择了单核苷酸多态性(SNP)和基因。评估了 116 个独特的 SNP,以确定各种毒性的发生率。对多达 3-SNP 组合的多变量多 SNP 模型进行了构建,以开发具有预后价值的多基因毒性风险评分。

结果

我们在单变量分析中发现了一些与毒性表型相关的 SNP。进一步的多变量 SNP-SNP 组合分析表明,化疗诱导的毒性易感性可能是多基因的。对于 3-SNPscore 模型,高分患者发生 GI(=2.07E-05,3 个 SNP:TYMS-rs151264360/FPGS-rs1544105/GSTM1-GSTM5-rs3754446)、神经毒性(=0.0005,3 个 SNP:DCTD-rs6829021/SLC28A3-rs17343066/CTPS1-rs12067645)、内分泌毒性(=4.77E-08,3 个 SNP:AKR1C3-rs1937840/TYMS-rs2853539/CTH-rs648743)和血液毒性(=0.053,3 个 SNP:CYP3A5-rs776746/ABCB1-rs4148737/CTPS1-rs12067645)的风险增加。

结论

我们的结果表明,与单 SNP 方法相比,药物途径中多个基因的 SNP-SNP 组合增加了毒性预测的稳健性。这些结果进一步提供了有前途的 SNP 模型,有助于建立临床相关的生物标志物,从而能够更好地为每个患者实现癌症治疗的个体化,最大限度地提高疗效,最大限度地减少毒性。