Department of Hematology, China-Japan Friendship Hospital, Yinghua East Street, Beijing, China.
BMC Cancer. 2020 Jun 22;20(1):586. doi: 10.1186/s12885-020-07088-6.
HOXA family genes were crucial transcription factors involving cell proliferation and apoptosis. While few studies have focused on HOXA10 in AML. We aimed to investigate the prognostic significance of HOXA10.
We downloaded datasets from GEO and BeatAML database, to compare HOXA expression level between AML patients and controls. Kaplan-Meier curves were used to estimate the impact of HOXA10 expression on AML survival. The differentially expressed genes, miRNAs, lncRNAs and methylated regions between HOXA10-high and -low groups were obtained using R (version 3.6.0). Accordingly, the gene set enrichment analysis (GSEA) was accomplished using MSigDB database. Moreover, the regulatory TFs/microRNAs/lncRNAs of HOXA10 were identified. A LASSO-Cox model fitted OS to clinical and HOXA10-associated genetic variables by glmnet package.
HOXA10 was overexpressed in AML patients than that in controls. The HOXA10-high group is significantly associated with shorter OS and DFS. A total of 1219 DEGs, 131 DEmiRs, 282 DElncRs were identified to be associated with HOXA10. GSEA revealed that 12 suppressed and 3 activated pathways in HOXA10-high group. Furthermore, the integrated regulatory network targeting HOXA10 was established. The LASSO-Cox model fitted OS to AML-survival risk scores, which included age, race, molecular risk, expression of IKZF2/LINC00649/LINC00839/FENDRR and has-miR-424-5p. The time dependent ROC indicated a satisfying AUC (1-year AUC 0.839, 3-year AUC 0.871 and 5-year AUC 0.813).
Our study identified HOXA10 overexpression as an adverse prognostic factor for AML. The LASSO-COX regression analysis revealed novel prediction model of OS with superior diagnostic utility.
HOXA 家族基因是涉及细胞增殖和凋亡的关键转录因子。虽然很少有研究关注 AML 中的 HOXA10,但我们旨在研究 HOXA10 的预后意义。
我们从 GEO 和 BeatAML 数据库下载数据集,比较 AML 患者和对照组之间 HOXA 表达水平。Kaplan-Meier 曲线用于估计 HOXA10 表达对 AML 生存的影响。使用 R(版本 3.6.0)获得 HOXA10-高和低组之间差异表达的基因、miRNAs、lncRNAs 和甲基化区域。使用 MSigDB 数据库完成基因集富集分析(GSEA)。此外,鉴定了 HOXA10 的调节 TF/miRNAs/lncRNAs。LASSO-Cox 模型通过 glmnet 包拟合 OS 与临床和 HOXA10 相关的遗传变量。
HOXA10 在 AML 患者中表达高于对照组。HOXA10-高组与较短的 OS 和 DFS 显著相关。共鉴定出 1219 个差异表达基因、131 个差异表达 miRNA、282 个差异表达 lncRNA 与 HOXA10 相关。GSEA 显示 HOXA10-高组中有 12 个抑制和 3 个激活途径。此外,建立了针对 HOXA10 的综合调控网络。LASSO-Cox 模型拟合 OS 至 AML 生存风险评分,该评分包括年龄、种族、分子风险、IKZF2/LINC00649/LINC00839/FENDRR 表达和 has-miR-424-5p。时间依赖性 ROC 表明 AUC 令人满意(1 年 AUC 为 0.839、3 年 AUC 为 0.871 和 5 年 AUC 为 0.813)。
本研究发现 HOXA10 过表达是 AML 的不良预后因素。LASSO-COX 回归分析显示 OS 的新型预测模型具有较高的诊断效用。