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Impact of Transcriptomics on Our Understanding of Pulmonary Fibrosis

机译:转录组学对我们对肺纤维化认识的影响

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Idiopathic pulmonary fibrosis (IPF) is a lethal fibrotic lung disease characterized by aberrant remodeling of the lung parenchyma with extensive changes to the phenotypes of all lung resident cells. The introduction of transcriptomics, genome scale profiling of thousands of RNA transcripts, caused a significant inversion in IPF research. Instead of generating hypotheses based on animal models of disease, or biological plausibility, with limited validation in humans, investigators were able to generate hypotheses based on unbiased molecular analysis of human samples and then use animal models of disease to test their hypotheses. In this review, we describe the insights made from transcriptomic analysis of human IPF samples. We describe how transcriptomic studies led to identification of novel genes and pathways involved in the human IPF lung such as: matrix metalloproteinases, WNT pathway, epithelial genes, role of microRNAs among others, as well as conceptual insights such as the involvement of developmental pathways and deep shifts in epithelial and fibroblast phenotypes. The impact of lung and transcriptomic studies on disease classification, endotype discovery, and reproducible biomarkers is also described in detail. Despite these impressive achievements, the impact of transcriptomic studies has been limited because they analyzed bulk tissue and did not address the cellular and spatial heterogeneity of the IPF lung. We discuss new emerging technologies and applications, such as single-cell RNAseq and microenvironment analysis that may address cellular and spatial heterogeneity. We end by making the point that most current tissue collections and resources are not amenable to analysis using the novel technologies. To take advantage of the new opportunities, we need new efforts of sample collections, this time focused on access to all the microenvironments and cells in the IPF lung.
机译:特发性肺纤维化(IPF)是一种致命的纤维化性肺疾病,其特征是肺实质实质异常重塑,所有肺驻留细胞的表型发生广泛变化。转录组学的引入,成千上万个RNA转录本的基因组规模分析,在IPF研究中引起了重大的逆转。研究人员能够在人类中进行有限的验证,而不是基于疾病或生物学真实性的动物模型来生成假设,而是能够基于人类样本的无偏分子分析来生成假设,然后使用疾病的动物模型来检验其假设。在这篇综述中,我们描述了从人类IPF样本的转录组分析中获得的见解。我们描述了转录组学研究如何导致鉴定涉及人类IPF肺的新基因和途径,例如:基质金属蛋白酶,WNT途径,上皮基因,microRNA的作用等,以及概念性见解,例如参与发育途径和上皮和成纤维细胞表型的深层变化。还详细描述了肺和转录组研究对疾病分类,内型发现和可再现生物标志物的影响。尽管取得了令人瞩目的成就,但转录组学研究的影响仍然有限,因为它们分析了大块组织,并且没有解决IPF肺的细胞和空间异质性问题。我们讨论了新兴技术和应用,例如单细胞RNAseq和微环境分析,它们可能解决细胞和空间异质性问题。最后,我们指出当前大多数组织收集物和资源不适合使用新技术进行分析。为了利用新的机会,我们需要样品收集的新工作,这次的重点是获取IPF肺中的所有微环境和细胞。

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