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本文引用的文献

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Gene network based analysis identifies a coexpression module involved in regulating plasma lipids with high-fat diet response.基于基因网络的分析确定了一个与高脂饮食反应调节血浆脂质有关的共表达模块。
J Nutr Biochem. 2023 Sep;119:109398. doi: 10.1016/j.jnutbio.2023.109398. Epub 2023 Jun 10.
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Oxysterol-binding protein-like 3 is a novel target gene of peroxisome proliferator-activated receptor γ in fatty liver disease.载脂蛋白 B 样蛋白 3 是脂肪性肝病中过氧化物酶体增殖物激活受体 γ 的一个新的靶基因。
Mol Cell Endocrinol. 2023 Apr 5;565:111887. doi: 10.1016/j.mce.2023.111887. Epub 2023 Feb 11.
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Disinhibition of the orbitofrontal cortex biases decision-making in obesity.眶额皮质的去抑制会使肥胖者的决策产生偏差。
Nat Neurosci. 2023 Jan;26(1):92-106. doi: 10.1038/s41593-022-01210-6. Epub 2022 Dec 15.
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A human adipose tissue cell-type transcriptome atlas.人类脂肪组织细胞类型转录组图谱。
Cell Rep. 2022 Jul 12;40(2):111046. doi: 10.1016/j.celrep.2022.111046.
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Gut Microbiome Alterations in Patients With Visceral Obesity Based on Quantitative Computed Tomography.基于定量计算机断层扫描的内脏型肥胖患者肠道微生物组的改变。
Front Cell Infect Microbiol. 2022 Jan 20;11:823262. doi: 10.3389/fcimb.2021.823262. eCollection 2021.
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Sci Rep. 2021 Sep 28;11(1):19178. doi: 10.1038/s41598-021-98485-9.
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GRAND: a database of gene regulatory network models across human conditions.GRAND:一个跨人类条件的基因调控网络模型数据库。
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The STRING database in 2021: customizable protein-protein networks, and functional characterization of user-uploaded gene/measurement sets.2021 年的 STRING 数据库:可定制的蛋白质-蛋白质网络,以及用户上传的基因/测量集的功能特征分析。
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计算机模拟和功能分析确定了肥胖相关人类内脏脂肪中的关键基因网络和新的候选基因。

In silico and functional analysis identifies key gene networks and novel gene candidates in obesity-linked human visceral fat.

机构信息

Centre for Computational Biology, Duke-NUS Medical School, Singapore.

Program in Clinical and Translational Liver Cancer Research, National Cancer Centre, Singapore.

出版信息

Obesity (Silver Spring). 2024 Nov;32(11):1998-2011. doi: 10.1002/oby.24161.

DOI:10.1002/oby.24161
PMID:39497634
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11548800/
Abstract

OBJECTIVE

Visceral adiposity is associated with increased proinflammatory activity, insulin resistance, diabetes risk, and mortality rate. Numerous individual genes have been associated with obesity, but studies investigating gene regulatory networks in human visceral obesity have been lacking.

METHODS

We analyzed gene regulatory networks in human visceral adipose tissue (VAT) from 48 and 11 Chinese patients with and without obesity, respectively, using gene coexpression and gene regulatory network construction from RNA-sequencing data. We also conducted RNA interference-based functional tests on selected genes for effects on adipocyte differentiation.

RESULTS

A scale-free gene coexpression network was constructed from 360 differentially expressed genes between VAT samples from patients with and without obesity (absolute log fold change > 1, false discovery rate [FDR] < 0.05), with edge probability > 0.8. Gene regulatory network analysis identified candidate transcription factors associated with differentially expressed genes. A total of 15 subnetworks (communities) displayed altered connectivity patterns between obesity and nonobesity networks. Genes in proinflammatory pathways showed increased network connectivity in VAT samples with obesity, whereas the oxidative phosphorylation pathway displayed reduced connectivity (enrichment FDR < 0.05). Functional screening via RNA interference identified genes such as SOX30, SIRPB1, and OSBPL3 as potential network-derived candidates influencing adipocyte differentiation.

CONCLUSIONS

This approach highlights the network architecture in human obesity, identifies novel candidate genes, and generates new hypotheses regarding network-assisted gene regulation in VAT.

摘要

目的

内脏脂肪与促炎活性增加、胰岛素抵抗、糖尿病风险和死亡率升高有关。许多个体基因与肥胖有关,但缺乏关于人类内脏肥胖基因调控网络的研究。

方法

我们使用来自 48 名和 11 名分别患有肥胖和非肥胖的中国患者内脏脂肪组织(VAT)的 RNA-seq 数据进行基因共表达和基因调控网络构建,分析了人类内脏肥胖的基因调控网络。我们还对选定的基因进行了基于 RNA 干扰的功能测试,以研究其对脂肪细胞分化的影响。

结果

从肥胖和非肥胖患者的 VAT 样本中差异表达基因(绝对对数倍数变化>1,错误发现率[FDR]<0.05)构建了一个无标度基因共表达网络,边缘概率>0.8。基因调控网络分析确定了与差异表达基因相关的候选转录因子。共有 15 个子网(社区)显示出肥胖和非肥胖网络之间连接模式的改变。炎症通路中的基因在肥胖的 VAT 样本中显示出更高的网络连接性,而氧化磷酸化通路则显示出较低的连接性(富集 FDR<0.05)。通过 RNA 干扰进行的功能筛选确定了 SOX30、SIRPB1 和 OSBPL3 等基因作为可能影响脂肪细胞分化的潜在网络衍生候选基因。

结论

该方法突出了人类肥胖中的网络结构,确定了新的候选基因,并为 VAT 中的网络辅助基因调控生成了新的假说。