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一种基于下一代测序数据检测微卫星不稳定性的新算法。

A Novel Algorithm for Detecting Microsatellite Instability Based on Next-Generation Sequencing Data.

作者信息

Li Shijun, Wang Bo, Chang Miaomiao, Hou Rui, Tian Geng, Tong Ling

机构信息

Pathology Department, Chifeng Municipal Hospital, Chifeng, China.

Science Department, Geneis Beijing Co., Ltd., Beijing, China.

出版信息

Front Oncol. 2022 Jun 30;12:916379. doi: 10.3389/fonc.2022.916379. eCollection 2022.

Abstract

OBJECTIVES

Microsatellite instability (MSI) is the condition of genetic hypermutability caused by spontaneous acquisition or loss of nucleotides during the DNA replication. MSI has been discovered to be a useful immunotherapy biomarker clinically. The main DNA-based method for MSI detection is polymerase chain reaction (PCR) amplification and fragment length analysis, which are costly and laborious. Thus, we developed a novel method to detect MSI based on next-generation sequencing (NGS) data.

METHODS

We chose six markers of MSI. After alignment and reads counting, a histogram was plotted showing the counts of different lengths for each marker. We then designed an algorithm to discover peaks in the generated histograms so that the peak numbers discovered in NGS data resembled that in PCR-based method.

RESULTS

We selected nine samples as the training dataset, 101 samples for validation, and 68 samples as the test dataset from Chifeng Municipal Hospital, Inner Mongolia, China. The NGS-based method achieved 100% accuracy for the validation dataset and 98.53% accuracy for the test dataset, in which only one false positive was detected.

CONCLUSIONS

Accurate MSI judgments were achieved using NGS data, which could provide comparable MSI detection with the gold standard, PCR-based methods.

摘要

目的

微卫星不稳定性(MSI)是DNA复制过程中由于核苷酸的自发获得或丢失导致基因高度突变的状态。MSI已被发现是临床上一种有用的免疫治疗生物标志物。基于DNA的MSI检测主要方法是聚合酶链反应(PCR)扩增和片段长度分析,这些方法成本高且费力。因此,我们开发了一种基于下一代测序(NGS)数据检测MSI的新方法。

方法

我们选择了六个MSI标记。在比对和读取计数后,绘制直方图以显示每个标记不同长度的计数。然后我们设计了一种算法来发现生成的直方图中的峰值,以使在NGS数据中发现的峰值数量与基于PCR的方法中的峰值数量相似。

结果

我们从中国内蒙古赤峰市医院选择了九个样本作为训练数据集,101个样本用于验证,68个样本作为测试数据集。基于NGS的方法在验证数据集中的准确率达到100%,在测试数据集中的准确率达到98.53%,其中仅检测到一个假阳性。

结论

使用NGS数据实现了准确的MSI判断,其可提供与金标准基于PCR的方法相当的MSI检测。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/12b3/9280483/d3303ac0483a/fonc-12-916379-g001.jpg

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