通过scRNA-seq和CRISPR-Cas9基因组编辑研究有丝分裂相关基因在骨肉瘤转移中的作用。

IF 8.2 2区 生物学 Q1 CELL BIOLOGY Cell Communication and Signaling Pub Date : 2024-12-18 DOI:10.1186/s12964-024-01989-w
Sikuan Zheng, Mengliang Luo, Hong Huang, Xuanxuan Huang, Zhidong Peng, Shaowei Zheng, Jianye Tan
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引用次数: 0

摘要

背景:骨肉瘤(OSA)是最常见的原发性骨恶性肿瘤,由于其侵袭性和转移倾向而面临重大挑战,特别是在青少年中。线粒体自噬分析有助于确定新的治疗靶点和联合治疗策略。方法:本研究结合单细胞测序(scRNA-seq)数据和批量测序(bulk-seq),鉴定与OSA转移进展相关的有丝分裂相关基因(mitophagy-related genes, MRGs),并分析其临床意义。scRNA-seq数据阐明了线粒体自噬与OSA转移之间的关系,使用“CellChat”R包探索细胞间通讯并报道了数百种配体-受体相互作用。随后,结合bulk-seq和CRISPR-Cas9基因编辑鉴定出与转移预后相关的有丝分裂相关的生物标志物。最后,通过细胞生物学实验和动物实验验证了线粒体自噬与OSA转移的关系。结果:不同线粒体的自噬活性表现在不同的空间定位、细胞发育轨迹和细胞间相互作用等方面。OSA成骨细胞内的线粒体自噬表现出明显的异质性。然而,高自噬活性与高转移潜力一致相关。随后,我们确定了OSA中与线粒体自噬相关的三个关键基因,分别是RPS27A、TOMM20和UBB。根据上述基因序列,我们构建了mitophagy_score (MIP_score)。我们观察到它在内部和外部数据集中一致地预测患者预后,显示出很强的稳健性和稳定性。此外,我们发现MIP_score也可以指导化疗,根据不同的MIP_score对化疗药物的敏感性不同。值得注意的是,通过整合CRISPR-Cas9全基因组筛选和细胞和动物实验验证,我们已经确定了RPS27A作为OSA潜在的新型生物标志物。结论:我们的综合分析阐明了在OSA转移过程中线粒体自噬的概况,为研究OSA转移后临床结果和药物敏感性的线粒体自噬相关预后模型奠定了基础。此外,还建立了一个在线互动平台,以协助临床医生决策(https://mip-score.shinyapps.io/labtan/)。这些发现为开发旨在改善OSA患者预后的靶向治疗奠定了基础。
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New insights into the role of mitophagy related gene affecting the metastasis of osteosarcoma through scRNA-seq and CRISPR-Cas9 genome editing.

Background: Osteosarcoma (OSA), the most common primary bone malignancy, poses significant challenges due to its aggressive nature and propensity for metastasis, especially in adolescents. Mitophagy analysis can help identify new therapeutic targets and combined treatment strategies.

Methods: This study integrates single-cell sequencing (scRNA-seq) data and bulk-seq to identify mitophagy-related genes (MRGs) associated with the progression of OSA metastasis and analyze their clinical significance. scRNA-seq data elucidates the relationship between mitophagy and OSA metastasis, employing "CellChat" R package to explore intercellular communications and report on hundreds of ligand-receptor interactions. Subsequently, the combination of bulk-seq and CRISPR-Cas9 gene editing identifies mitophagy-related biomarker associated with metastatic prognosis. Finally, validation of the relationship between mitophagy and OSA metastasis is achieved through cellular biology experiments and animal studies.

Results: The distinct mitophagy activity of various mitochondria manifests in diverse spatial localization, cellular developmental trajectories, and intercellular interactions. OSA tissue exhibits notable heterogeneity in mitophagy within osteoblastic OSA cells. However, high mitophagy activity correlates consistently with high metastatic potential. Subsequently, we identified three critical genes associated with mitophagy in OSA, namely RPS27A, TOMM20 and UBB. According to the aforementioned queue of genes, we have constructed a mitophagy_score (MIP_score). We observed that it consistently predicts patient prognosis in both internal and external datasets, demonstrating strong robustness and stability. Furthermore, we have found that MIP_score can also guide chemotherapy, with varying sensitivities to chemotherapeutic agents based on different MIP_score. It is noteworthy that, through the integration of CRISPR-Cas9 genome-wide screening and validation via cellular and animal experiments, we have identified RPS27A as a potential novel biomarker for OSA.

Conclusions: Our comprehensive analysis elucidated the profile of mitophagy throughout the OSA metastasis process, forming the basis for a mitophagy-related prognostic model that addresses clinical outcomes and drug sensitivity following OSA metastasis. Additionally, an online interactive platform was established to assist clinicians in decision-making ( https://mip-score.shinyapps.io/labtan/ ). These findings lay the groundwork for developing targeted therapies aimed at improving the prognosis of OSA patients.

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来源期刊
CiteScore
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期刊介绍: Cell Communication and Signaling (CCS) is a peer-reviewed, open-access scientific journal that focuses on cellular signaling pathways in both normal and pathological conditions. It publishes original research, reviews, and commentaries, welcoming studies that utilize molecular, morphological, biochemical, structural, and cell biology approaches. CCS also encourages interdisciplinary work and innovative models, including in silico, in vitro, and in vivo approaches, to facilitate investigations of cell signaling pathways, networks, and behavior. Starting from January 2019, CCS is proud to announce its affiliation with the International Cell Death Society. The journal now encourages submissions covering all aspects of cell death, including apoptotic and non-apoptotic mechanisms, cell death in model systems, autophagy, clearance of dying cells, and the immunological and pathological consequences of dying cells in the tissue microenvironment.
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