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单细胞转录组分析表明,肿瘤微环境中的细胞是脑转移黑色素瘤和颅外黑色素瘤转移之间的主要鉴别因素。

Single-cell transcriptome analysis suggests cells of the tumor microenvironment as a major discriminator between brain and extracranial melanoma metastases.

作者信息

Grützmann Konrad, Seifert Michael

机构信息

Institute for Medical Informatics and Biometry (IMB), Faculty of Medicine Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany.

出版信息

Biol Direct. 2025 Sep 16;20(1):97. doi: 10.1186/s13062-025-00691-2.

Abstract

BACKGROUND

Despite therapeutic advances, metastatic melanoma, and particularly brain metastasis (MBM), remains a lethal burden for patients. Existing single-cell studies offer a more detailed view of melanoma and its microenvironment, which is crucial to improve diagnosis and treatment.

RESULTS

We here present a computational reanalysis of single-nucleus data comparing 15 MBM and 10 extracranial melanoma metastases (ECM), considering recent best practice recommendations. We used cell type-specific pseudobulking and omit imputation during patient integration to gain complementary insights. Interestingly, our analysis revealed high homogeneity in tumor cell expression profiles within and between MBM and ECM. However, MBM displayed even higher homogeneity but a more flexible energy metabolism, suggesting a specific metastatic adaptation to the putatively more restricted brain microenvironment. While tumor cells were homogeneous, the metastasis microenvironment, especially lymphocytes and related immune-tumor interaction pathways, exhibited greater divergence between MBM and ECM. Overall, this suggests that major differences between MBM and ECM are potentially driven by variations in their microenvironment. Finally, a comparison of single-cell data to previous bulk studies, including their deconvoluted putative cell types, showed significant differences, potentially causing divergent conclusions.

CONCLUSION

Our study contributed to refine the understanding of differences between MBM and ECM, suggesting these are potentially more influenced by their local microenvironments. Future research and therapies could possibly focus on the metabolic flexibility of melanoma brain metastases and patient-specific immune pathway alterations.

摘要

背景

尽管治疗取得了进展,但转移性黑色素瘤,尤其是脑转移瘤(MBM),仍然是患者的致命负担。现有的单细胞研究提供了对黑色素瘤及其微环境更详细的见解,这对于改善诊断和治疗至关重要。

结果

我们在此对单核数据进行了计算重新分析,比较了15例MBM和10例颅外黑色素瘤转移灶(ECM),同时考虑了近期的最佳实践建议。我们在患者整合过程中使用了细胞类型特异性伪批量分析并省略了插补,以获得互补的见解。有趣的是,我们的分析揭示了MBM和ECM内部以及之间肿瘤细胞表达谱的高度同质性。然而,MBM表现出更高的同质性但能量代谢更灵活,这表明其对假定更受限的脑微环境有特定的转移适应性。虽然肿瘤细胞是同质的,但转移微环境,尤其是淋巴细胞和相关的免疫-肿瘤相互作用途径,在MBM和ECM之间表现出更大的差异。总体而言,这表明MBM和ECM之间的主要差异可能是由它们微环境的变化驱动的。最后,将单细胞数据与以前的批量研究(包括它们解卷积后的假定细胞类型)进行比较,发现存在显著差异,这可能导致不同的结论。

结论

我们的研究有助于完善对MBM和ECM之间差异的理解,表明这些差异可能更多地受到其局部微环境的影响。未来的研究和治疗可能会聚焦于黑色素瘤脑转移瘤的代谢灵活性和患者特异性免疫途径改变。

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