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在肝癌细胞脂毒性背景下调控多种细胞过程/反应的基因鉴定。

Identification of genes that regulate multiple cellular processes/responses in the context of lipotoxicity to hepatoma cells.

作者信息

Srivastava Shireesh, Li Zheng, Yang Xuerui, Yedwabnick Matthew, Shaw Stephen, Chan Christina

机构信息

Department of Chemical Engineering and Material Science, Michigan State University, East Lansing, MI 48824, USA.

出版信息

BMC Genomics. 2007 Oct 9;8:364. doi: 10.1186/1471-2164-8-364.

Abstract

BACKGROUND

In order to devise efficient treatments for complex, multi-factorial diseases, it is important to identify the genes which regulate multiple cellular processes. Exposure to elevated levels of free fatty acids (FFAs) and tumor necrosis factor alpha (TNF-alpha) alters multiple cellular processes, causing lipotoxicity. Intracellular lipid accumulation has been shown to reduce the lipotoxicity of saturated FFA. We hypothesized that the genes which simultaneously regulate lipid accumulation as well as cytotoxicity may provide better targets to counter lipotoxicity of saturated FFA.

RESULTS

As a model system to test this hypothesis, human hepatoblastoma cells (HepG2) were exposed to elevated physiological levels of FFAs and TNF-alpha. Triglyceride (TG) accumulation, toxicity and the genomic responses to the treatments were measured. Here, we present a framework to identify such genes in the context of lipotoxicity. The aim of the current study is to identify the genes that could be altered to treat or ameliorate the cellular responses affected by a complex disease rather than to identify the causal genes. Genes that regulate the TG accumulation, cytotoxicity or both were identified by a modified genetic algorithm partial least squares (GA/PLS) analysis. The analyses identified NADH dehydrogenase and mitogen activated protein kinases (MAPKs) as important regulators of both cytotoxicity and lipid accumulation in response to FFA and TNF-alpha exposure. In agreement with the predictions, inhibiting NADH dehydrogenase and c-Jun N-terminal kinase (JNK) reduced cytotoxicity significantly and increased intracellular TG accumulation. Inhibiting another MAPK pathway, the extracellular signal regulated kinase (ERK), on the other hand, improved the cytotoxicity without changing TG accumulation. Much greater reduction in the toxicity was observed upon inhibiting the NADH dehydrogenase and MAPK (which were identified by the dual-response analysis), than for the stearoyl-CoA desaturase (SCD) activation (which was identified for the TG-alone analysis).

CONCLUSION

These results demonstrate the applicability of GA/PLS in identifying the genes that regulate multiple cellular responses of interest and that genes regulating multiple cellular responses may be better candidates for countering complex diseases.

摘要

背景

为了设计出针对复杂多因素疾病的有效治疗方法,识别调控多种细胞过程的基因很重要。暴露于高水平的游离脂肪酸(FFA)和肿瘤坏死因子α(TNF-α)会改变多种细胞过程,导致脂毒性。细胞内脂质积累已被证明可降低饱和脂肪酸的脂毒性。我们推测,同时调控脂质积累和细胞毒性的基因可能为对抗饱和脂肪酸的脂毒性提供更好的靶点。

结果

作为测试该假设的模型系统,将人肝癌细胞(HepG2)暴露于生理水平升高的FFA和TNF-α中。测量了甘油三酯(TG)积累、毒性以及对这些处理的基因组反应。在此,我们提出了一个在脂毒性背景下识别此类基因的框架。当前研究的目的是识别那些可被改变以治疗或改善受复杂疾病影响的细胞反应的基因,而非识别因果基因。通过改进的遗传算法偏最小二乘法(GA/PLS)分析识别出调控TG积累、细胞毒性或两者的基因。分析确定NADH脱氢酶和丝裂原活化蛋白激酶(MAPK)是FFA和TNF-α暴露后细胞毒性和脂质积累的重要调节因子。与预测一致,抑制NADH脱氢酶和c-Jun氨基末端激酶(JNK)可显著降低细胞毒性并增加细胞内TG积累。另一方面,抑制另一条MAPK途径,即细胞外信号调节激酶(ERK),可改善细胞毒性而不改变TG积累。与硬脂酰辅酶A去饱和酶(SCD)激活(通过单独的TG分析确定)相比,抑制NADH脱氢酶和MAPK(通过双反应分析确定)时观察到的毒性降低幅度要大得多。

结论

这些结果证明了GA/PLS在识别调控多种感兴趣细胞反应的基因方面的适用性,并且调控多种细胞反应的基因可能是对抗复杂疾病的更好候选基因。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3ad5/2110894/9fdb535c60dd/1471-2164-8-364-1.jpg

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