Journal ArticleDOI
Single-cell multimodal omics: the power of many.
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TLDR
Development of single-cell multimodal omics tools is another major step toward understanding the inner workings of biological systems.Abstract:
Advances in single-cell genomics technologies have enabled investigation of the gene regulation programs of multicellular organisms at unprecedented resolution and scale. Development of single-cell multimodal omics tools is another major step toward understanding the inner workings of biological systems.read more
Citations
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Journal ArticleDOI
Integrated analysis of multimodal single-cell data
Yuhan Hao,Stephanie Hao,Erica Andersen-Nissen,William M. Mauck,Shiwei Zheng,Andrew Butler,Maddie Jane Lee,Aaron J. Wilk,Charlotte A. Darby,Michael Zager,Paul Hoffman,Marlon Stoeckius,Efthymia Papalexi,Eleni P. Mimitou,Jaison Jain,Avi Srivastava,Tim Stuart,Lamar M. Fleming,Bertrand Z. Yeung,Angela J. Rogers,Juliana M. McElrath,Catherine A. Blish,Raphael Gottardo,Peter Smibert,Rahul Satija +24 more
TL;DR: Weighted-nearest neighbor analysis as mentioned in this paper is an unsupervised framework to learn the relative utility of each data type in each cell, enabling an integrative analysis of multiple modalities.
Posted ContentDOI
Integrated analysis of multimodal single-cell data
Yuhan Hao,Stephanie Hao,Erica Andersen-Nissen,William M. Mauck,Shiwei Zheng,Andrew Butler,Maddie Jane Lee,Aaron J. Wilk,Charlotte A. Darby,Michael Zagar,Paul Hoffman,Marlon Stoeckius,Efthymia Papalexi,Eleni P. Mimitou,Jaison Jain,Avi Srivastava,Tim Stuart,Lamar Ballweber Fleming,Bertrand Z. Yeung,Angela J. Rogers,Juliana M. McElrath,Catherine A. Blish,Raphael Gottardo,Peter Smibert,Rahul Satija +24 more
TL;DR: ‘weighted-nearest neighbor’ analysis is introduced, an unsupervised framework to learn the relative utility of each data type in each cell, enabling an integrative analysis of multiple modalities.
A Multiplexed Single-Cell CRISPR Screening Platform Enables Systematic Dissection of the Unfolded Protein Response
Britt Adamson,Thomas M. Norman,Marco Jost,Min Y. Cho,James K. Nuñez,Yuwen Chen,Jacqueline E. Villalta,Luke A. Gilbert,Max A. Horlbeck,Marco Y. Hein,Ryan A. Pak,Andrew N. Gray,Carol A. Gross,Oren Parnas,Jonathan S. Weissman,Atray Dixit,Aviv Regev +16 more
TL;DR: Insight is provided into how the three sensors of ER homeostasis monitor distinct types of stress and the ability of Perturb-seq to dissect complex cellular responses are highlighted.
Perturb-Seq: Dissecting Molecular Circuits with Scalable Single-Cell RNA Profiling of Pooled Genetic Screens
Atray Dixit,Atray Dixit,Oren Parnas,Biyu Li,Jenny Chen,Jenny Chen,Charles P. Fulco,Charles P. Fulco,Livnat Jerby-Arnon,Nemanja D. Marjanovic,Nemanja D. Marjanovic,Danielle Dionne,Tyler Burks,Raktima Raychowdhury,Britt Adamson,Thomas M. Norman,Eric S. Lander,Eric S. Lander,Eric S. Lander,Jonathan S. Weissman,Jonathan S. Weissman,Nir Friedman,Nir Friedman,Aviv Regev,Aviv Regev,Aviv Regev +25 more
TL;DR: Perturb-seq accurately identifies individual gene targets, gene signatures, and cell states affected by individual perturbations and their genetic interactions, and posit new functions for regulators of differentiation, the anti-viral response, and mitochondrial function during immune activation.
Journal ArticleDOI
Integrated spatial genomics reveals global architecture of single nuclei.
Yodai Takei,Jina Yun,Shiwei Zheng,Shiwei Zheng,Noah Ollikainen,Nico Pierson,Jonathan A. White,Sheel Shah,Julian Thomassie,Shengbao Suo,Shengbao Suo,Chee-Huat Linus Eng,Mitchell Guttman,Guo-Cheng Yuan,Guo-Cheng Yuan,Long Cai +15 more
TL;DR: In this paper, the authors reported the imaging of 3,660 chromosomal loci in single mouse embryonic stem (ES) cells using DNA seqFISH+, along with 17 chromatin marks and sub-nuclear structures by sequential immunofluorescence and the expression profile of 70 RNAs.
References
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Journal ArticleDOI
Simultaneous epitope and transcriptome measurement in single cells.
Marlon Stoeckius,Christoph Hafemeister,William Stephenson,Brian Houck-Loomis,Pratip K. Chattopadhyay,Harold Swerdlow,Rahul Satija,Peter Smibert +7 more
TL;DR: In this article, a method called cellular indexing of transcriptomes and epitopes by sequencing (CITE-seq) is proposed, in which oligonucleotide-labeled antibodies are used to integrate cellular protein and transcriptome measurements into an efficient, single-cell readout.
Journal ArticleDOI
Spatially resolved, highly multiplexed RNA profiling in single cells
Kok Hao Chen,Alistair N. Boettiger,Jeffrey R. Moffitt,Siyuan Wang,Xiaowei Zhuang,Xiaowei Zhuang +5 more
TL;DR: This report reports multiplexed error-robust FISH (MERFISH), a single-molecule imaging method that allows thousands of RNA species to be imaged in single cells by using combinatorial FISH labeling with encoding schemes capable of detecting and/or correcting errors.
Journal ArticleDOI
Slide-seq: A scalable technology for measuring genome-wide expression at high spatial resolution
Samuel G. Rodriques,Samuel G. Rodriques,Robert R. Stickels,Robert R. Stickels,Aleksandrina Goeva,Carly A. Martin,Evan Murray,Charles R. Vanderburg,Joshua D. Welch,Linlin M. Chen,Fei Chen,Evan Z. Macosko,Evan Z. Macosko +12 more
TL;DR: Slide-seq provides a scalable method for obtaining spatially resolved gene expression data at resolutions comparable to the sizes of individual cells, and defines the temporal evolution of cell type–specific responses in a mouse model of traumatic brain injury.
Journal ArticleDOI
Perturb-Seq: Dissecting Molecular Circuits with Scalable Single-Cell RNA Profiling of Pooled Genetic Screens
Atray Dixit,Atray Dixit,Oren Parnas,Biyu Li,Jenny Chen,Jenny Chen,Charles P. Fulco,Charles P. Fulco,Livnat Jerby-Arnon,Nemanja D. Marjanovic,Nemanja D. Marjanovic,Danielle Dionne,Tyler Burks,Raktima Raychowdhury,Britt Adamson,Thomas M. Norman,Eric S. Lander,Eric S. Lander,Eric S. Lander,Jonathan S. Weissman,Jonathan S. Weissman,Nir Friedman,Nir Friedman,Aviv Regev,Aviv Regev,Aviv Regev +25 more
TL;DR: Perturb-seq as discussed by the authors combines single-cell RNA sequencing and clustered regularly interspaced short palindromic repeats (CRISPR)-based perturbations to perform many such assays in a pool.
Journal ArticleDOI
Integrative single-cell analysis
Tim Stuart,Rahul Satija +1 more
TL;DR: Diverse approaches for integrative single-cell analysis are discussed, including experimental methods for profiling multiple omics types from the same cells, analytical approaches for extracting additional layers of information directly from scRNA-seq data and computational integration of omics data collected across different cell samples.
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