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基于 WGCNA 和 LASSO 分析的复发急性淋巴细胞白血病复发和预后预测的七个长链非编码 RNA-mRNA 特征的鉴定。

Identification of a Seven-lncRNA-mRNA Signature for Recurrence and Prognostic Prediction in Relapsed Acute Lymphoblastic Leukemia Based on WGCNA and LASSO Analyses.

机构信息

Department of Hematology, Zhejiang Provincial People's Hospital, People's Hospital of Hangzhou Medical College, Hangzhou 310014, China.

Department of ICU, Zhejiang Greentown Cardiovascular Hospital, Hangzhou 310012, China.

出版信息

Anal Cell Pathol (Amst). 2021 Jun 9;2021:6692022. doi: 10.1155/2021/6692022. eCollection 2021.

DOI:10.1155/2021/6692022
PMID:34211824
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8208884/
Abstract

Abnormal expressions of long noncoding RNAs (lncRNAs) and protein-encoding messenger RNAs (mRNAs) are important for the development of childhood acute lymphoblastic leukemia (ALL). This study developed an lncRNA-mRNA integrated classifier for the prediction of recurrence and prognosis in relapsed childhood ALL by using several transcriptome data. Weighted gene coexpression network analysis revealed that green, turquoise, yellow, and brown modules were preserved across the TARGET, GSE60926, GSE28460, and GSE17703 datasets, and they were associated with clinical relapse and death status. A total of 184 genes in these four modules were differentially expressed between recurrence and nonrecurrence samples. Least absolute shrinkage and selection operator analysis showed that seven genes constructed a prognostic signature (including one lncRNA: LINC00652 and six mRNAs: INSL3, NIPAL2, REN, RIMS2, RPRM, and SNAP91). Kaplan-Meier curve analysis observed that patients in the high-risk group had a significantly shorter overall survival than those of the low-risk group. Receiver operating characteristic curve analysis demonstrated that this signature had high accuracy in predicting the 5-year overall survival and recurrence outcomes, respectively. LINC00652 may function by coexpressing with the above prognostic genes (INSL3, SNAP91, and REN) and lipid metabolism-related genes (MIA2, APOA1). Accordingly, this lncRNA-mRNA-based classifier may be clinically useful to predict the recurrence and prognosis for childhood ALL. These genes represent new targets to explain the mechanisms for ALL.

摘要

长非编码 RNA(lncRNA)和蛋白编码信使 RNA(mRNA)的异常表达对儿童急性淋巴细胞白血病(ALL)的发展很重要。本研究通过使用几种转录组数据,开发了一种 lncRNA-mRNA 整合分类器,用于预测复发儿童 ALL 的复发和预后。加权基因共表达网络分析显示,TARGET、GSE60926、GSE28460 和 GSE17703 数据集之间保留了绿色、绿松石色、黄色和棕色模块,它们与临床复发和死亡状态有关。这四个模块中的 184 个基因在复发和非复发样本之间存在差异表达。最小绝对值收缩和选择算子分析表明,七个基因构建了一个预后特征(包括一个 lncRNA:LINC00652 和六个 mRNAs:INSL3、NIPAL2、REN、RIMS2、RPRM 和 SNAP91)。Kaplan-Meier 曲线分析观察到,高危组患者的总生存率明显短于低危组患者。受试者工作特征曲线分析表明,该特征在预测 5 年总生存率和复发结局方面具有较高的准确性。LINC00652 可能通过与上述预后基因(INSL3、SNAP91 和 REN)和脂质代谢相关基因(MIA2、APOA1)共表达来发挥作用。因此,这种基于 lncRNA-mRNA 的分类器可能对预测儿童 ALL 的复发和预后具有临床应用价值。这些基因代表了解释 ALL 机制的新靶点。

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