使用机器学习分析进行细胞编程的脂肪细胞选择性mRNA脂质纳米颗粒
Autumn Greco1, Leonardo Cheng1, Kailei Ding Goodier2
1Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, MD, USA; Institute for NanoBioTechnology, Johns Hopkins University, Baltimore, MD, USA; Translational Tissue Engineering Center, Johns Hopkins University School of Medicine, Baltimore, MD, USA.
概括
研究人员优化了脂质纳米颗粒 (LNPs) 以有针对性地将mRNA传递给白脂肪组织 (WAT) 细胞. 这项突破为代谢疾病治疗增强了脂肪细胞工程.
科学领域:
- 生物技术
- 代谢工程
- 基因治疗
背景情况:
- 脂肪组织,特别是白脂肪组织 (WAT),对于能量代谢和内分泌信号提供至关重要.
- 由于其分泌功能和丰富性,WAT是代谢疾病治疗的关键目标.
- 基因疗法可以重新编程脂肪细胞以改善能量代谢和蛋白质分泌.
研究的目的:
- 优化信使RNA (mRNA) 脂质纳米颗粒 (LNPs) 进行脂肪细胞的优先传染.
- 通过机器学习识别推动脂肪细胞选择性的关键特征.
- 为了证明LNP介导的mRNA在体内有效和选择性地传递到脂肪细胞.
主要方法:
- 多步选过程,以优化mRNA LNP组合的脂肪细胞转染.
- 机器学习分析以确定影响脂肪细胞选择性的因素.
- 在脂肪组织中LNP介导的mRNA输送的体内验证.
主要成果:
- 成功优化mRNA LNP以增强脂肪细胞偏好的转移.
- 确定促进脂肪细胞向的关键LNP特征.
- 在体内向脂肪细胞提供强效和选择性的mRNA的证明.
结论:
- 优化LNP组成对于脂肪细胞中有效的mRNA转染至关重要.
- 这种策略为脂肪细胞工程提供了一个有前途的方法.
- 这些发现支持通过脂肪细胞重编程针对代谢疾病的治疗应用.
相关概念视频
Nuclear Export of mRNA
7.1K
Before mRNAs are exported to the cytoplasm, it is crucial to check each mRNA for structural and functional integrity. Eukaryotic cells use several different mechanisms, collectively known as mRNA surveillance, to look for irregularities in mRNAs. Irregular or aberrant mRNA are rapidly degraded by various enzymes. If a defective mRNA escapes the surveillance, it would be translated into a protein which would either be non-functional or not function properly. One of the primary irregularities in...
7.1K
Nonsense-mediated mRNA Decay
9.4K
The Upf proteins that carry out nonsense-mediated decay (NMD) are found in all eukaryotic organisms, including humans. Each protein has an individual role, but they need to work in collaboration. Upf1 is an ATP-dependent RNA helicase that unwinds the RNA helix. Because Upf1 can unwind any RNA, Upf2 and Upf3 are required to help Upf1 discriminate between nonsense and normal mRNAs.
Usually, Upf3 binds to an Exon Junction Complex (EJC) at mRNA splice sites. If a ribosome fully translates the mRNA,...
Usually, Upf3 binds to an Exon Junction Complex (EJC) at mRNA splice sites. If a ribosome fully translates the mRNA,...
9.4K
Regulated mRNA Transport
5.7K
In eukaryotes, transcription and translation are compartmentalized; an mRNA is first synthesized in the nucleus and then selectively transported to the cytoplasm for protein synthesis. Before transport, a pre-mRNA undergoes several steps of post-transcriptional modifications including splicing, 5' capping, and the addition of a poly-adenine tail. Various proteins bind to the pre-mRNA during these modifications. The mRNA transport takes place with the help of multiple proteins playing...
5.7K
Regulation of Expression at Multiple Steps
1.4K
The gene expression in cells is regulated at different stages: (i) transcription, (ii) RNA processing, (iii) RNA localization, and (iv) translation. Transcriptional regulation is mediated by regulatory proteins such as transcription factors, activators, or repressors—these control gene expression by initiating or inhibiting the transcription of genes. Once a precursor or pre-mRNA is produced, it undergoes post-transcriptional modification, including 5' capping, splicing, and the...
1.4K


