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干细胞信息学:可视化和下载经过整理的干细胞数据。

Stemformatics: visualize and download curated stem cell data.

机构信息

Centre for Stem Cell Systems, Anatomy and Neuroscience, The University of Melbourne, Melbourne, Victoria 3010, Australia.

Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, Brisbane, Queensland, Australia.

出版信息

Nucleic Acids Res. 2019 Jan 8;47(D1):D841-D846. doi: 10.1093/nar/gky1064.

Abstract

Stemformatics is an established gene expression data portal containing over 420 public gene expression datasets derived from microarray, RNA sequencing and single cell profiling technologies. Developed for the stem cell community, it has a major focus on pluripotency, tissue stem cells, and staged differentiation. Stemformatics includes curated 'collections' of data relevant to cell reprogramming, as well as hematopoiesis and leukaemia. Rather than simply rehosting datasets as they appear in public repositories, Stemformatics uses a stringent set of quality control metrics and its own pipelines to process handpicked datasets from raw files. This means that about 30% of datasets processed by Stemformatics fail the quality control metrics and never make it to the portal, ensuring that Stemformatics data are of high quality and have been processed in a consistent manner. Stemformatics provides easy-to-use and intuitive tools for biologists to visually explore the data, including interactive gene expression profiles, principal component analysis plots and hierarchical clusters, among others. The addition of tools that facilitate cross-dataset comparisons provides users with snapshots of gene expression in multiple cell and tissues, assisting the identification of cell-type restricted genes, or potential housekeeping genes. Stemformatics is freely available at stemformatics.org.

摘要

Stemformatics 是一个成熟的基因表达数据门户,包含超过 420 个公共基因表达数据集,这些数据集源自微阵列、RNA 测序和单细胞分析技术。它是为干细胞界开发的,主要关注多能性、组织干细胞和阶段分化。Stemformatics 包括与细胞重编程以及造血和白血病相关的经过精心整理的“集合”数据。Stemformatics 并没有简单地将公共存储库中的数据集原样重新托管,而是使用严格的质量控制指标集和自己的管道,从原始文件中处理精选的数据集。这意味着 Stemformatics 处理的大约 30%的数据集无法通过质量控制指标,并且永远不会进入门户,从而确保 Stemformatics 数据的高质量和一致性处理。Stemformatics 为生物学家提供了易于使用和直观的工具,用于直观地探索数据,包括交互式基因表达图谱、主成分分析图和层次聚类图等。添加了便于跨数据集比较的工具,为用户提供了多个细胞和组织中基因表达的快照,有助于识别细胞类型特异性基因或潜在的管家基因。Stemformatics 可在 stemformatics.org 上免费获取。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ccca/6323943/e2745f93c341/gky1064fig1.jpg

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