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Gruffi:一种从脑类器官转录组数据集中计算去除应激细胞的算法。

Gruffi: an algorithm for computational removal of stressed cells from brain organoid transcriptomic datasets.

机构信息

Institute of Molecular Biotechnology (IMBA), Austrian Academy of Sciences, Vienna Biocenter, Vienna, Austria.

Max Perutz Labs, Center for Integrative Bioinformatics Vienna (CIBIV), University of Vienna, Vienna, Austria.

出版信息

EMBO J. 2022 Sep 1;41(17):e111118. doi: 10.15252/embj.2022111118. Epub 2022 Aug 2.

DOI:10.15252/embj.2022111118
PMID:35919947
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9433936/
Abstract

Organoids enable in vitro modeling of complex developmental processes and disease pathologies. Like most 3D cultures, organoids lack sufficient oxygen supply and therefore experience cellular stress. These negative effects are particularly prominent in complex models, such as brain organoids, and can affect lineage commitment. Here, we analyze brain organoid and fetal single-cell RNA sequencing (scRNAseq) data from published and new datasets, totaling about 190,000 cells. We identify a unique stress signature in the data from all organoid samples, but not in fetal samples. We demonstrate that cell stress is limited to a defined subpopulation of cells that is unique to organoids and does not affect neuronal specification or maturation. We have developed a computational algorithm, Gruffi, which uses granular functional filtering to identify and remove stressed cells from any organoid scRNAseq dataset in an unbiased manner. We validated our method using six additional datasets from different organoid protocols and early brains, and show its usefulness to other organoid systems including retinal organoids. Our data show that the adverse effects of cell stress can be corrected by bioinformatic analysis for improved delineation of developmental trajectories and resemblance to in vivo data.

摘要

类器官能够在体外模拟复杂的发育过程和疾病病理。与大多数 3D 培养物一样,类器官的氧气供应不足,因此会经历细胞应激。这些负面影响在复杂模型中尤为突出,例如脑类器官,并且会影响谱系分化。在这里,我们分析了来自已发表和新数据集的脑类器官和胎儿单细胞 RNA 测序 (scRNAseq) 数据,总计约 190,000 个细胞。我们在所有类器官样本的数据中识别出一个独特的应激特征,但在胎儿样本中没有。我们证明细胞应激仅限于类器官特有的一个特定细胞亚群,不会影响神经元的特化或成熟。我们开发了一种计算算法 Gruffi,它使用粒度功能过滤以无偏倚的方式从任何类器官 scRNAseq 数据集中识别和去除应激细胞。我们使用来自不同类器官方案和早期大脑的六个附加数据集验证了我们的方法,并展示了它在包括视网膜类器官在内的其他类器官系统中的有用性。我们的数据表明,通过生物信息学分析可以纠正细胞应激的不良影响,从而改善发育轨迹的描绘并与体内数据相似。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bb4d/9433936/5aee38734f67/EMBJ-41-e111118-g011.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bb4d/9433936/63bf7cb25ddc/EMBJ-41-e111118-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bb4d/9433936/1a96b488b0cf/EMBJ-41-e111118-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bb4d/9433936/b72c05ddca42/EMBJ-41-e111118-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bb4d/9433936/6f768a541a97/EMBJ-41-e111118-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bb4d/9433936/3864d6472e3a/EMBJ-41-e111118-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bb4d/9433936/45cf8a9ac1f9/EMBJ-41-e111118-g009.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bb4d/9433936/a26fe2069de2/EMBJ-41-e111118-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bb4d/9433936/ef6e385b9754/EMBJ-41-e111118-g010.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bb4d/9433936/b25f890e4328/EMBJ-41-e111118-g012.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bb4d/9433936/5aee38734f67/EMBJ-41-e111118-g011.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bb4d/9433936/63bf7cb25ddc/EMBJ-41-e111118-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bb4d/9433936/1a96b488b0cf/EMBJ-41-e111118-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bb4d/9433936/b72c05ddca42/EMBJ-41-e111118-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bb4d/9433936/6f768a541a97/EMBJ-41-e111118-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bb4d/9433936/3864d6472e3a/EMBJ-41-e111118-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bb4d/9433936/45cf8a9ac1f9/EMBJ-41-e111118-g009.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bb4d/9433936/a26fe2069de2/EMBJ-41-e111118-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bb4d/9433936/ef6e385b9754/EMBJ-41-e111118-g010.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bb4d/9433936/b25f890e4328/EMBJ-41-e111118-g012.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bb4d/9433936/5aee38734f67/EMBJ-41-e111118-g011.jpg

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