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使用人类免疫分析流程对免疫反应进行高通量检测。

High-throughput interrogation of immune responses using the Human Immune Profiling Pipeline.

作者信息

Wang Guanning, Lyudovyk Olga, Kim Justin Y, Lin Ya-Hui, Elhanati Yuval, Mathew Divij, Wherry E John, Herati Ramin S, Greenplate Allison R, Greenbaum Benjamin, Vardhana Santosha A, Huang Alexander C

机构信息

Division of Hematology/Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA; Department of Cancer Biology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.

Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Tri-institutional PhD Program in Computational Biology and Medicine, Weill Cornell Medicine, New York, NY, USA.

出版信息

STAR Protoc. 2023 May 8;4(2):102289. doi: 10.1016/j.xpro.2023.102289.

DOI:10.1016/j.xpro.2023.102289
PMID:37159385
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10193120/
Abstract

The current abundance of immunotherapy clinical trials presents an opportunity to learn about the underlying mechanisms and pharmacodynamic effects of novel drugs on the human immune system. Here, we present a protocol to study how these immune responses impact clinical outcomes using large-scale high-throughput immune profiling of clinical cohorts. We describe the Human Immune Profiling Pipeline, which comprises an end-to-end solution from flow cytometry results to computational approaches and unsupervised patient clustering based on lymphocyte landscape. For complete details on the use and execution of this protocol, please refer to Lyudovyk et al. (2022)..

摘要

目前丰富的免疫疗法临床试验提供了一个机会,来了解新型药物对人类免疫系统的潜在机制和药效学作用。在此,我们提出一项方案,通过对临床队列进行大规模高通量免疫分析,研究这些免疫反应如何影响临床结果。我们描述了人类免疫分析流程,它包括一个从流式细胞术结果到计算方法以及基于淋巴细胞格局的无监督患者聚类的端到端解决方案。有关此方案使用和执行的完整详细信息,请参考柳多维克等人(2022年)的研究。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c167/10193120/cf04df750fe7/gr4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c167/10193120/f328e484ee06/fx1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c167/10193120/46aa11d95947/gr1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c167/10193120/fa61cc642f2c/gr2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c167/10193120/6aca5d085426/gr3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c167/10193120/cf04df750fe7/gr4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c167/10193120/f328e484ee06/fx1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c167/10193120/46aa11d95947/gr1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c167/10193120/fa61cc642f2c/gr2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c167/10193120/6aca5d085426/gr3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c167/10193120/cf04df750fe7/gr4.jpg

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Integration, exploration, and analysis of high-dimensional single-cell cytometry data using Spectre.使用Spectre对高维单细胞细胞计数数据进行整合、探索和分析。
Cytometry A. 2022 Mar;101(3):237-253. doi: 10.1002/cyto.a.24350. Epub 2021 Apr 26.
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Computational Immune Monitoring Reveals Abnormal Double-Negative T Cells Present across Human Tumor Types.
计算免疫监测揭示异常双阴性 T 细胞存在于多种人类肿瘤类型中。
Cancer Immunol Res. 2019 Jan;7(1):86-99. doi: 10.1158/2326-6066.CIR-17-0692. Epub 2018 Nov 9.
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Earth Mover's Distance (EMD): A True Metric for Comparing Biomarker Expression Levels in Cell Populations.推土机距离(EMD):一种用于比较细胞群体中生物标志物表达水平的真正度量标准。
PLoS One. 2016 Mar 23;11(3):e0151859. doi: 10.1371/journal.pone.0151859. eCollection 2016.
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Orchestrating high-throughput genomic analysis with Bioconductor.使用Bioconductor编排高通量基因组分析。
Nat Methods. 2015 Feb;12(2):115-21. doi: 10.1038/nmeth.3252.
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flowCore: a Bioconductor package for high throughput flow cytometry.flowCore:一个用于高通量流式细胞术的Bioconductor软件包。
BMC Bioinformatics. 2009 Apr 9;10:106. doi: 10.1186/1471-2105-10-106.