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N6-甲基腺苷调控和 mRNAsi 相关预后指数揭示了低级别脑胶质瘤中独特的免疫微环境和免疫治疗反应。

An N6-methyladenosine regulation- and mRNAsi-related prognostic index reveals the distinct immune microenvironment and immunotherapy responses in lower-grade glioma.

机构信息

Department of Clinical Laboratory, Hunan Provincial People's Hospital (The first affiliated hospital of Hunan Normal University, The College of Clinical Medicine of Human Normal University), Changsha, 410005, Hunan Province, People's Republic of China.

Department of Neurosurgery, Yulin First Hospital Affiliated to Xi'an Jiao Tong University, Yulin, 719000, People's Republic of China.

出版信息

BMC Bioinformatics. 2023 Jun 1;24(1):225. doi: 10.1186/s12859-023-05328-7.

Abstract

BACKGROUND

N6-methyladenosine (m6A) modification is involved in tumorigenesis and progression as well as closely correlated with stem cell differentiation and pluripotency. Moreover, tumor progression includes the acquisition of stemness characteristics and accumulating loss of differentiation phenotype. Therefore, we integrated m6A modification and stemness indicator mRNAsi to classify patients and predict prognosis for LGG.

METHODS

We performed consensus clustering, weighted gene co-expression network analysis, and least absolute shrinkage and selection operator Cox regression analysis to identify an m6A regulation- and mRNAsi-related prognostic index (MRMRPI). Based on this prognostic index, we also explored the differences in immune microenvironments between high- and low-risk populations. Next, immunotherapy responses were also predicted. Moreover, single-cell RNA sequencing data was further used to verify the expression of these genes in MRMRPI. At last, the tumor-promoting and tumor-associated macrophage polarization roles of TIMP1 in LGG were validated by in vitro experiments.

RESULTS

Ten genes (DGCR10, CYP2E1, CSMD3, HOXB3, CABP4, AVIL, PTCRA, TIMP1, CLEC18A, and SAMD9) were identified to construct the MRMRPI, which was able to successfully classify patients into high- and low-risk group. Significant differences in prognosis, immune microenvironment, and immunotherapy responses were found between distinct groups. A nomogram integrating the MRMRPI and other prognostic factors were also developed to accurately predict prognosis. Moreover, in vitro experiments illustrated that inhibition of TIMP1 could inhibit the proliferation, migration, and invasion of LGG cells and also inhibit the polarization of tumor-associated macrophages.

CONCLUSION

These findings provide novel insights into understanding the interactions of m6A methylation regulation and tumor stemness on LGG development and contribute to guiding more precise immunotherapy strategies.

摘要

背景

N6-甲基腺苷(m6A)修饰参与肿瘤的发生和发展,与干细胞分化和多能性密切相关。此外,肿瘤的进展包括获得干性特征和逐渐丧失分化表型。因此,我们整合了 m6A 修饰和干性标志物 mRNAsi,以对 LGG 患者进行分类并预测预后。

方法

我们进行了共识聚类、加权基因共表达网络分析和最小绝对收缩和选择算子 Cox 回归分析,以确定与 m6A 调节和 mRNAsi 相关的预后指数(MRMRPI)。基于该预后指数,我们还探讨了高低风险人群之间免疫微环境的差异。接下来,还预测了免疫治疗反应。此外,还进一步使用单细胞 RNA 测序数据验证了这些基因在 MRMRPI 中的表达。最后,通过体外实验验证了 TIMP1 在 LGG 中的促肿瘤和肿瘤相关巨噬细胞极化作用。

结果

确定了 10 个基因(DGCR10、CYP2E1、CSMD3、HOXB3、CABP4、AVIL、PTCRA、TIMP1、CLEC18A 和 SAMD9)来构建 MRMRPI,该指数能够成功地将患者分为高风险和低风险组。在不同组之间发现了预后、免疫微环境和免疫治疗反应的显著差异。还建立了一个整合 MRMRPI 和其他预后因素的列线图,以准确预测预后。此外,体外实验表明,抑制 TIMP1 可以抑制 LGG 细胞的增殖、迁移和侵袭,并抑制肿瘤相关巨噬细胞的极化。

结论

这些发现为理解 m6A 甲基化调节和肿瘤干性对 LGG 发展的相互作用提供了新的见解,并有助于指导更精确的免疫治疗策略。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7acc/10236841/decc3560e31b/12859_2023_5328_Fig1_HTML.jpg

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