Systematic comparison of single-cell and single-nucleus RNA-sequencing methods.

Abstract:

:The scale and capabilities of single-cell RNA-sequencing methods have expanded rapidly in recent years, enabling major discoveries and large-scale cell mapping efforts. However, these methods have not been systematically and comprehensively benchmarked. Here, we directly compare seven methods for single-cell and/or single-nucleus profiling-selecting representative methods based on their usage and our expertise and resources to prepare libraries-including two low-throughput and five high-throughput methods. We tested the methods on three types of samples: cell lines, peripheral blood mononuclear cells and brain tissue, generating 36 libraries in six separate experiments in a single center. To directly compare the methods and avoid processing differences introduced by the existing pipelines, we developed scumi, a flexible computational pipeline that can be used with any single-cell RNA-sequencing method. We evaluated the methods for both basic performance, such as the structure and alignment of reads, sensitivity and extent of multiplets, and for their ability to recover known biological information in the samples.

journal_name

Nat Biotechnol

journal_title

Nature biotechnology

authors

Ding J,Adiconis X,Simmons SK,Kowalczyk MS,Hession CC,Marjanovic ND,Hughes TK,Wadsworth MH,Burks T,Nguyen LT,Kwon JYH,Barak B,Ge W,Kedaigle AJ,Carroll S,Li S,Hacohen N,Rozenblatt-Rosen O,Shalek AK,Villani AC,Regev

doi

10.1038/s41587-020-0465-8

subject

Has Abstract

pub_date

2020-06-01 00:00:00

pages

737-746

issue

6

eissn

1087-0156

issn

1546-1696

pii

10.1038/s41587-020-0465-8

journal_volume

38

pub_type

杂志文章
  • Selective amplification of protein-coding regions of large sets of genes using statistically designed primer sets.

    abstract::We describe a novel approach to design a set of primers selective for large groups of genes. This method is based on the distribution frequency of all nucleotide combinations (octa- to decanucleotides), and the combined ability of primer pairs, based on these oligonucleotides, to detect genes. By analyzing 1000 human ...

    journal_title:Nature biotechnology

    pub_type: 杂志文章

    doi:10.1038/nbt0796-857

    authors: López-Nieto CE,Nigam SK

    更新日期:1996-07-01 00:00:00

  • Detecting and characterizing circular RNAs.

    abstract::Circular RNA transcripts were first identified in the early 1990s but knowledge of these species has remained limited, as their study through traditional methods of RNA analysis has been difficult. Now, novel bioinformatic approaches coupled with biochemical enrichment strategies and deep sequencing have allowed compr...

    journal_title:Nature biotechnology

    pub_type: 杂志文章

    doi:10.1038/nbt.2890

    authors: Jeck WR,Sharpless NE

    更新日期:2014-05-01 00:00:00

  • A policy approach to the development of molecular diagnostic tests.

    abstract::Efficiently generating evidence of clinical utility is a major challenge for ensuring clinical adoption of valuable diagnostics. A new approach to reimbursement in the United States offers a balance between evidence and incentives for molecular diagnostic tests. ...

    journal_title:Nature biotechnology

    pub_type: 杂志文章

    doi:10.1038/nbt1110-1157

    authors: Schulman KA,Tunis SR

    更新日期:2010-11-01 00:00:00

  • Analysis of 589,306 genomes identifies individuals resilient to severe Mendelian childhood diseases.

    abstract::Genetic studies of human disease have traditionally focused on the detection of disease-causing mutations in afflicted individuals. Here we describe a complementary approach that seeks to identify healthy individuals resilient to highly penetrant forms of genetic childhood disorders. A comprehensive screen of 874 gene...

    journal_title:Nature biotechnology

    pub_type: 杂志文章

    doi:10.1038/nbt.3514

    authors: Chen R,Shi L,Hakenberg J,Naughton B,Sklar P,Zhang J,Zhou H,Tian L,Prakash O,Lemire M,Sleiman P,Cheng WY,Chen W,Shah H,Shen Y,Fromer M,Omberg L,Deardorff MA,Zackai E,Bobe JR,Levin E,Hudson TJ,Groop L,Wang J,

    更新日期:2016-05-01 00:00:00

  • Epicardial cells derived from human embryonic stem cells augment cardiomyocyte-driven heart regeneration.

    abstract::The epicardium and its derivatives provide trophic and structural support for the developing and adult heart. Here we tested the ability of human embryonic stem cell (hESC)-derived epicardium to augment the structure and function of engineered heart tissue in vitro and to improve efficacy of hESC-cardiomyocyte grafts ...

    journal_title:Nature biotechnology

    pub_type: 杂志文章

    doi:10.1038/s41587-019-0197-9

    authors: Bargehr J,Ong LP,Colzani M,Davaapil H,Hofsteen P,Bhandari S,Gambardella L,Le Novère N,Iyer D,Sampaziotis F,Weinberger F,Bertero A,Leonard A,Bernard WG,Martinson A,Figg N,Regnier M,Bennett MR,Murry CE,Sinha S

    更新日期:2019-08-01 00:00:00

  • Metalloenzyme nitrile hydratase: structure, regulation, and application to biotechnology.

    abstract::Nitrile hydratase (NHase), which catalyzes the hydration of nitriles to amides, has been used in the industrial production of acrylamide and nicotinamide. Recent studies on NHases, which are roughly classified into iron and cobalt types according to the metal involved, have clarified the photoactivation mechanism, the...

    journal_title:Nature biotechnology

    pub_type: 杂志文章,评审

    doi:10.1038/nbt0898-733

    authors: Kobayashi M,Shimizu S

    更新日期:1998-08-01 00:00:00

  • Engineering dynamic pathway regulation using stress-response promoters.

    abstract::Heterologous pathways used in metabolic engineering may produce intermediates toxic to the cell. Dynamic control of pathway enzymes could prevent the accumulation of these metabolites, but such a strategy requires sensors, which are largely unknown, that can detect and respond to the metabolite. Here we applied whole-...

    journal_title:Nature biotechnology

    pub_type: 杂志文章

    doi:10.1038/nbt.2689

    authors: Dahl RH,Zhang F,Alonso-Gutierrez J,Baidoo E,Batth TS,Redding-Johanson AM,Petzold CJ,Mukhopadhyay A,Lee TS,Adams PD,Keasling JD

    更新日期:2013-11-01 00:00:00

  • Engineered riboregulators enable post-transcriptional control of gene expression.

    abstract::Recent studies have demonstrated the important enzymatic, structural and regulatory roles of RNA in the cell. Here we present a post-transcriptional regulation system in Escherichia coli that uses RNA to both silence and activate gene expression. We inserted a complementary cis sequence directly upstream of the riboso...

    journal_title:Nature biotechnology

    pub_type: 杂志文章

    doi:10.1038/nbt986

    authors: Isaacs FJ,Dwyer DJ,Ding C,Pervouchine DD,Cantor CR,Collins JJ

    更新日期:2004-07-01 00:00:00

  • A diverse family of thermostable cytochrome P450s created by recombination of stabilizing fragments.

    abstract::Thermostable enzymes combine catalytic specificity with the toughness required to withstand industrial reaction conditions. Stabilized enzymes also provide robust starting points for evolutionary improvement of other protein properties. We recently created a library of at least 2,300 new active chimeras of the biotech...

    journal_title:Nature biotechnology

    pub_type: 杂志文章

    doi:10.1038/nbt1333

    authors: Li Y,Drummond DA,Sawayama AM,Snow CD,Bloom JD,Arnold FH

    更新日期:2007-09-01 00:00:00

  • A calcium- and light-gated switch to induce gene expression in activated neurons.

    abstract::Despite recent advances in optogenetics, it remains challenging to manipulate gene expression in specific populations of neurons. We present a dual-protein switch system, Cal-Light, that translates neuronal-activity-mediated calcium signaling into gene expression in a light-dependent manner. In cultured neurons and br...

    journal_title:Nature biotechnology

    pub_type: 杂志文章

    doi:10.1038/nbt.3902

    authors: Lee D,Hyun JH,Jung K,Hannan P,Kwon HB

    更新日期:2017-09-01 00:00:00

  • Continuous evolution of SpCas9 variants compatible with non-G PAMs.

    abstract::The targeting scope of Streptococcus pyogenes Cas9 (SpCas9) and its engineered variants is largely restricted to protospacer-adjacent motif (PAM) sequences containing G bases. Here we report the evolution of three new SpCas9 variants that collectively recognize NRNH PAMs (where R is A or G and H is A, C or T) using ph...

    journal_title:Nature biotechnology

    pub_type: 杂志文章

    doi:10.1038/s41587-020-0412-8

    authors: Miller SM,Wang T,Randolph PB,Arbab M,Shen MW,Huang TP,Matuszek Z,Newby GA,Rees HA,Liu DR

    更新日期:2020-04-01 00:00:00

  • Engineering increased vitamin C levels in plants by overexpression of a D-galacturonic acid reductase.

    abstract::L-Ascorbic acid (vitamin C) in fruits and vegetables is an essential component of human nutrition. Surprisingly, only limited information is available about the pathway(s) leading to its biosynthesis in plants. Here, we report the isolation and characterization of GalUR, a gene from strawberry that encodes an NADPH-de...

    journal_title:Nature biotechnology

    pub_type: 杂志文章

    doi:10.1038/nbt777

    authors: Agius F,González-Lamothe R,Caballero JL,Muñoz-Blanco J,Botella MA,Valpuesta V

    更新日期:2003-02-01 00:00:00

  • RNA interference against viruses: strike and counterstrike.

    abstract::RNA interference (RNAi) is a conserved sequence-specific, gene-silencing mechanism that is induced by double-stranded RNA. RNAi holds great promise as a novel nucleic acid-based therapeutic against a wide variety of diseases, including cancer, infectious diseases and genetic disorders. Antiviral RNAi strategies have r...

    journal_title:Nature biotechnology

    pub_type: 杂志文章,评审

    doi:10.1038/nbt1369

    authors: Haasnoot J,Westerhout EM,Berkhout B

    更新日期:2007-12-01 00:00:00

  • Reengineering a receptor footprint of adeno-associated virus enables selective and systemic gene transfer to muscle.

    abstract::Reengineering the receptor footprints of adeno-associated virus (AAV) isolates may yield variants with improved properties for clinical applications. We generated a panel of synthetic AAV2 vectors by replacing a hexapeptide sequence in a previously identified heparan sulfate receptor footprint with corresponding resid...

    journal_title:Nature biotechnology

    pub_type: 杂志文章

    doi:10.1038/nbt.1599

    authors: Asokan A,Conway JC,Phillips JL,Li C,Hegge J,Sinnott R,Yadav S,DiPrimio N,Nam HJ,Agbandje-McKenna M,McPhee S,Wolff J,Samulski RJ

    更新日期:2010-01-01 00:00:00

  • Mutation detection by electrocatalysis at DNA-modified electrodes.

    abstract::Detection of mutations and damaged DNA bases is important for the early diagnosis of genetic disease. Here we describe an electrocatalytic method for the detection of single-base mismatches as well as DNA base lesions in fully hybridized duplexes, based on charge transport through DNA films. Gold electrodes modified w...

    journal_title:Nature biotechnology

    pub_type: 杂志文章

    doi:10.1038/80301

    authors: Boon EM,Ceres DM,Drummond TG,Hill MG,Barton JK

    更新日期:2000-10-01 00:00:00

  • Engineering soluble proteins for structural genomics.

    abstract::Structural genomics has the ambitious goal of delivering three-dimensional structural information on a genome-wide scale. Yet only a small fraction of natural proteins are suitable for structure determination because of bottlenecks such as poor expression, aggregation, and misfolding of proteins, and difficulties in s...

    journal_title:Nature biotechnology

    pub_type: 杂志文章

    doi:10.1038/nbt732

    authors: Pédelacq JD,Piltch E,Liong EC,Berendzen J,Kim CY,Rho BS,Park MS,Terwilliger TC,Waldo GS

    更新日期:2002-09-01 00:00:00

  • Direct reprogramming of genetically unmodified fibroblasts into pluripotent stem cells.

    abstract::In vitro reprogramming of somatic cells into a pluripotent embryonic stem cell-like state has been achieved through retroviral transduction of murine fibroblasts with Oct4, Sox2, c-myc and Klf4. In these experiments, the rare 'induced pluripotent stem' (iPS) cells were isolated by stringent selection for activation of...

    journal_title:Nature biotechnology

    pub_type: 杂志文章

    doi:10.1038/nbt1335

    authors: Meissner A,Wernig M,Jaenisch R

    更新日期:2007-10-01 00:00:00

  • Microscale culture of human liver cells for drug development.

    abstract::Tissue function depends on hierarchical structures extending from single cells ( approximately 10 microm) to functional subunits (100 microm-1 mm) that coordinate organ functions. Conventional cell culture disperses tissues into single cells while neglecting higher-order processes. The application of semiconductor-dri...

    journal_title:Nature biotechnology

    pub_type: 杂志文章

    doi:10.1038/nbt1361

    authors: Khetani SR,Bhatia SN

    更新日期:2008-01-01 00:00:00

  • Challenges in deriving high-confidence protein identifications from data gathered by a HUPO plasma proteome collaborative study.

    abstract::The Human Proteome Organization (HUPO) recently completed the first large-scale collaborative study to characterize the human serum and plasma proteomes. The study was carried out in different locations and used diverse methods and instruments to compare and integrate tandem mass spectrometry (MS/MS) data on aliquots ...

    journal_title:Nature biotechnology

    pub_type: 杂志文章

    doi:10.1038/nbt1183

    authors: States DJ,Omenn GS,Blackwell TW,Fermin D,Eng J,Speicher DW,Hanash SM

    更新日期:2006-03-01 00:00:00

  • MaxQuant enables high peptide identification rates, individualized p.p.b.-range mass accuracies and proteome-wide protein quantification.

    abstract::Efficient analysis of very large amounts of raw data for peptide identification and protein quantification is a principal challenge in mass spectrometry (MS)-based proteomics. Here we describe MaxQuant, an integrated suite of algorithms specifically developed for high-resolution, quantitative MS data. Using correlatio...

    journal_title:Nature biotechnology

    pub_type: 杂志文章

    doi:10.1038/nbt.1511

    authors: Cox J,Mann M

    更新日期:2008-12-01 00:00:00

  • Resolution of cutaneous inflammation after local elimination of macrophages.

    abstract::We constructed an immunotoxin, composed of an antibody directed against the high-affinity IgG receptor CD64 and Ricin-A, with the aim of resolving chronic inflammation through elimination of activated macrophages. In vitro, this immunotoxin proved very efficient in inducing apoptosis in activated macrophages, leaving ...

    journal_title:Nature biotechnology

    pub_type: 杂志文章

    doi:10.1038/71908

    authors: Thepen T,van Vuuren AJ,Kiekens RC,Damen CA,Vooijs WC,van De Winkel JG

    更新日期:2000-01-01 00:00:00

  • Blockade of CD2-LFA-3 interactions protects human skin allografts in immunodeficient mouse/human chimeras.

    abstract::A human skin allograft injury model in immunodeficient mice, engrafted with human peripheral blood mononuclear cells from a different donor, has been used to test whether reagents that block human T cell CD2 interactions with its principal ligand, LFA-3 (CD58), can inhibit immune reactions in vivo. In this model, huma...

    journal_title:Nature biotechnology

    pub_type: 杂志文章

    doi:10.1038/nbt0897-759

    authors: Sultan P,Schechner JS,McNiff JM,Hochman PS,Hughes CC,Lorber MI,Askenase PW,Pober JS

    更新日期:1997-08-01 00:00:00

  • Fully mobilizing host defense: building better vaccines.

    abstract::Developments in methods for identifying antigens from infectious agents and cancers has provided exciting new opportunities in prevention and treatment through vaccination. In many of these situations, however, traditional immunization techniques do not stimulate protective immunity because they fail to fully mobilize...

    journal_title:Nature biotechnology

    pub_type: 杂志文章,评审

    doi:10.1038/3469

    authors: Raychaudhuri S,Rock KL

    更新日期:1998-11-01 00:00:00

  • DNA patenting: the end of an era?

    abstract::Debates on patenting DNA must evolve to reflect the global decline in filings and regional disparities in patenting activity. ...

    journal_title:Nature biotechnology

    pub_type: 杂志文章,评审

    doi:10.1038/nbt0207-185

    authors: Hopkins MM,Mahdi S,Patel P,Thomas SM

    更新日期:2007-02-01 00:00:00

  • Benchmarking of T cell receptor repertoire profiling methods reveals large systematic biases.

    abstract::Monitoring the T cell receptor (TCR) repertoire in health and disease can provide key insights into adaptive immune responses, but the accuracy of current TCR sequencing (TCRseq) methods is unclear. In this study, we systematically compared the results of nine commercial and academic TCRseq methods, including six rapi...

    journal_title:Nature biotechnology

    pub_type: 杂志文章

    doi:10.1038/s41587-020-0656-3

    authors: Barennes P,Quiniou V,Shugay M,Egorov ES,Davydov AN,Chudakov DM,Uddin I,Ismail M,Oakes T,Chain B,Eugster A,Kashofer K,Rainer PP,Darko S,Ransier A,Douek DC,Klatzmann D,Mariotti-Ferrandiz E

    更新日期:2020-09-07 00:00:00

  • Targeted isolation and cultivation of uncultivated bacteria by reverse genomics.

    abstract::Most microorganisms from all taxonomic levels are uncultured. Single-cell genomes and metagenomes continue to increase the known diversity of Bacteria and Archaea; however, while 'omics can be used to infer physiological or ecological roles for species in a community, most of these hypothetical roles remain unvalidate...

    journal_title:Nature biotechnology

    pub_type: 杂志文章

    doi:10.1038/s41587-019-0260-6

    authors: Cross KL,Campbell JH,Balachandran M,Campbell AG,Cooper SJ,Griffen A,Heaton M,Joshi S,Klingeman D,Leys E,Yang Z,Parks JM,Podar M

    更新日期:2019-11-01 00:00:00

  • The Synthetic Biology Open Language (SBOL) provides a community standard for communicating designs in synthetic biology.

    abstract::The re-use of previously validated designs is critical to the evolution of synthetic biology from a research discipline to an engineering practice. Here we describe the Synthetic Biology Open Language (SBOL), a proposed data standard for exchanging designs within the synthetic biology community. SBOL represents synthe...

    journal_title:Nature biotechnology

    pub_type: 杂志文章

    doi:10.1038/nbt.2891

    authors: Galdzicki M,Clancy KP,Oberortner E,Pocock M,Quinn JY,Rodriguez CA,Roehner N,Wilson ML,Adam L,Anderson JC,Bartley BA,Beal J,Chandran D,Chen J,Densmore D,Endy D,Grünberg R,Hallinan J,Hillson NJ,Johnson JD,Kuchinsky

    更新日期:2014-06-01 00:00:00

  • Chaperones as thermodynamic sensors of drug-target interactions reveal kinase inhibitor specificities in living cells.

    abstract::The interaction between the HSP90 chaperone and its client kinases is sensitive to the conformational status of the kinase, and stabilization of the kinase fold by small molecules strongly decreases chaperone interaction. Here we exploit this observation and assay small-molecule binding to kinases in living cells, usi...

    journal_title:Nature biotechnology

    pub_type: 杂志文章

    doi:10.1038/nbt.2620

    authors: Taipale M,Krykbaeva I,Whitesell L,Santagata S,Zhang J,Liu Q,Gray NS,Lindquist S

    更新日期:2013-07-01 00:00:00

  • Applications of CRISPR technologies in research and beyond.

    abstract::Programmable DNA cleavage using CRISPR-Cas9 enables efficient, site-specific genome engineering in single cells and whole organisms. In the research arena, versatile CRISPR-enabled genome editing has been used in various ways, such as controlling transcription, modifying epigenomes, conducting genome-wide screens and ...

    journal_title:Nature biotechnology

    pub_type: 杂志文章

    doi:10.1038/nbt.3659

    authors: Barrangou R,Doudna JA

    更新日期:2016-01-01 00:00:00

  • The complete genome sequence of the meat-borne lactic acid bacterium Lactobacillus sakei 23K.

    abstract::Lactobacillus sakei is a psychotrophic lactic acid bacterium found naturally on fresh meat and fish. This microorganism is widely used in the manufacture of fermented meats and has biotechnological potential in biopreservation and food safety. We have explored the 1,884,661-base-pair (bp) circular chromosome of strain...

    journal_title:Nature biotechnology

    pub_type: 杂志文章

    doi:10.1038/nbt1160

    authors: Chaillou S,Champomier-Vergès MC,Cornet M,Crutz-Le Coq AM,Dudez AM,Martin V,Beaufils S,Darbon-Rongère E,Bossy R,Loux V,Zagorec M

    更新日期:2005-12-01 00:00:00