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对 2213 例急性髓系白血病患者的多研究重新分析揭示了年龄和性别依赖性的基因表达特征。

Multi-study reanalysis of 2,213 acute myeloid leukemia patients reveals age- and sex-dependent gene expression signatures.

机构信息

Department of Biochemistry and Molecular Biology, Michigan State University, East Lansing, MI 48824, USA.

Institute for Quantitative Health Science and Engineering, Michigan State University, East Lansing, MI 48824, USA.

出版信息

Sci Rep. 2019 Aug 27;9(1):12413. doi: 10.1038/s41598-019-48872-0.

Abstract

In 2019 it is estimated that more than 21,000 new acute myeloid leukemia (AML) patients will be diagnosed in the United States, and nearly 11,000 are expected to die from the disease. AML is primarily diagnosed among the elderly (median 68 years old at diagnosis). Prognoses have significantly improved for younger patients, but as much as 70% of patients over 60 years old will die within a year of diagnosis. In this study, we conducted a reanalysis of 2,213 acute myeloid leukemia patients compared to 548 healthy individuals, using curated publicly available microarray gene expression data. We carried out an analysis of normalized batch corrected data, using a linear model that included considerations for disease, age, sex, and tissue. We identified 974 differentially expressed probe sets and 4 significant pathways associated with AML. Additionally, we identified 375 age- and 70 sex-related probe set expression signatures relevant to AML. Finally, we trained a k nearest neighbors model to classify AML and healthy subjects with 90.9% accuracy. Our findings provide a new reanalysis of public datasets, that enabled the identification of new gene sets relevant to AML that can potentially be used in future experiments and possible stratified disease diagnostics.

摘要

据估计,2019 年美国将有超过 21000 名新的急性髓系白血病(AML)患者被诊断出来,其中近 11000 人预计将死于该病。AML 主要在老年人中诊断(诊断时的中位年龄为 68 岁)。年轻患者的预后明显改善,但多达 70%的 60 岁以上患者在诊断后一年内会死亡。在这项研究中,我们对 2213 名急性髓系白血病患者和 548 名健康个体进行了重新分析,使用了经过精心整理的公开微阵列基因表达数据。我们对经过标准化批次校正的数据进行了分析,使用了一种包含疾病、年龄、性别和组织因素的线性模型。我们确定了 974 个差异表达的探针集和与 AML 相关的 4 个显著途径。此外,我们还确定了与 AML 相关的 375 个年龄和 70 个性别相关的探针集表达特征。最后,我们训练了一个 k 最近邻模型,以 90.9%的准确率对 AML 和健康受试者进行分类。我们的研究结果提供了对公共数据集的新的重新分析,确定了与 AML 相关的新基因集,这些基因集可能在未来的实验和可能的分层疾病诊断中得到应用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5255/6712049/abb83a4c1001/41598_2019_48872_Fig1_HTML.jpg

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