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Showing papers in "Nature Biotechnology in 2016"


Journal ArticleDOI
TL;DR: Kallisto pseudoaligns reads to a reference, producing a list of transcripts that are compatible with each read while avoiding alignment of individual bases, which removes a major computational bottleneck in RNA-seq analysis.
Abstract: We present kallisto, an RNA-seq quantification program that is two orders of magnitude faster than previous approaches and achieves similar accuracy. Kallisto pseudoaligns reads to a reference, producing a list of transcripts that are compatible with each read while avoiding alignment of individual bases. We use kallisto to analyze 30 million unaligned paired-end RNA-seq reads in <10 min on a standard laptop computer. This removes a major computational bottleneck in RNA-seq analysis.

6,468 citations


Journal ArticleDOI
TL;DR: Recently devised sgRNA design rules are used to create human and mouse genome-wide libraries, perform positive and negative selection screens and observe that the use of these rules produced improved results, and a metric to predict off-target sites is developed.
Abstract: CRISPR-Cas9-based genetic screens are a powerful new tool in biology. By simply altering the sequence of the single-guide RNA (sgRNA), one can reprogram Cas9 to target different sites in the genome with relative ease, but the on-target activity and off-target effects of individual sgRNAs can vary widely. Here, we use recently devised sgRNA design rules to create human and mouse genome-wide libraries, perform positive and negative selection screens and observe that the use of these rules produced improved results. Additionally, we profile the off-target activity of thousands of sgRNAs and develop a metric to predict off-target sites. We incorporate these findings from large-scale, empirical data to improve our computational design rules and create optimized sgRNA libraries that maximize on-target activity and minimize off-target effects to enable more effective and efficient genetic screens and genome engineering.

2,866 citations


Journal ArticleDOI
Mingxun Wang1, Jeremy Carver1, Vanessa V. Phelan2, Laura M. Sanchez2, Neha Garg2, Yao Peng1, Don D. Nguyen1, Jeramie D. Watrous2, Clifford A. Kapono1, Tal Luzzatto-Knaan2, Carla Porto2, Amina Bouslimani2, Alexey V. Melnik2, Michael J. Meehan2, Wei-Ting Liu3, Max Crüsemann4, Paul D. Boudreau4, Eduardo Esquenazi, Mario Sandoval-Calderón5, Roland D. Kersten6, Laura A. Pace2, Robert A. Quinn7, Katherine R. Duncan8, Cheng-Chih Hsu1, Dimitrios J. Floros1, Ronnie G. Gavilan, Karin Kleigrewe4, Trent R. Northen9, Rachel J. Dutton10, Delphine Parrot11, Erin E. Carlson12, Bertrand Aigle13, Charlotte Frydenlund Michelsen14, Lars Jelsbak14, Christian Sohlenkamp5, Pavel A. Pevzner1, Anna Edlund15, Anna Edlund16, Jeffrey S. McLean16, Jeffrey S. McLean17, Jörn Piel18, Brian T. Murphy19, Lena Gerwick4, Chih-Chuang Liaw20, Yu-Liang Yang21, Hans-Ulrich Humpf22, Maria Maansson14, Robert A. Keyzers23, Amy C. Sims24, Andrew R. Johnson25, Ashley M. Sidebottom25, Brian E. Sedio26, Andreas Klitgaard14, Charles B. Larson2, Charles B. Larson4, Cristopher A. Boya P., Daniel Torres-Mendoza, David Gonzalez2, Denise Brentan Silva27, Denise Brentan Silva28, Lucas Miranda Marques27, Daniel P. Demarque27, Egle Pociute, Ellis C. O’Neill4, Enora Briand11, Enora Briand4, Eric J. N. Helfrich18, Eve A. Granatosky29, Evgenia Glukhov4, Florian Ryffel18, Hailey Houson, Hosein Mohimani1, Jenan J. Kharbush4, Yi Zeng1, Julia A. Vorholt18, Kenji L. Kurita30, Pep Charusanti1, Kerry L. McPhail31, Kristian Fog Nielsen14, Lisa Vuong, Maryam Elfeki19, Matthew F. Traxler32, Niclas Engene33, Nobuhiro Koyama2, Oliver B. Vining31, Ralph S. Baric24, Ricardo Pianta Rodrigues da Silva27, Samantha J. Mascuch4, Sophie Tomasi11, Stefan Jenkins9, Venkat R. Macherla, Thomas Hoffman, Vinayak Agarwal4, Philip G. Williams34, Jingqui Dai34, Ram P. Neupane34, Joshua R. Gurr34, Andrés M. C. Rodríguez27, Anne Lamsa1, Chen Zhang1, Kathleen Dorrestein2, Brendan M. Duggan2, Jehad Almaliti2, Pierre-Marie Allard35, Prasad Phapale, Louis-Félix Nothias36, Theodore Alexandrov, Marc Litaudon36, Jean-Luc Wolfender35, Jennifer E. Kyle37, Thomas O. Metz37, Tyler Peryea38, Dac-Trung Nguyen38, Danielle VanLeer38, Paul Shinn38, Ajit Jadhav38, Rolf Müller, Katrina M. Waters37, Wenyuan Shi16, Xueting Liu39, Lixin Zhang39, Rob Knight1, Paul R. Jensen4, Bernhard O. Palsson1, Kit Pogliano1, Roger G. Linington30, Marcelino Gutiérrez, Norberto Peporine Lopes27, William H. Gerwick4, William H. Gerwick2, Bradley S. Moore2, Bradley S. Moore4, Pieter C. Dorrestein2, Pieter C. Dorrestein4, Nuno Bandeira1, Nuno Bandeira2 
TL;DR: In GNPS, crowdsourced curation of freely available community-wide reference MS libraries will underpin improved annotations and data-driven social-networking should facilitate identification of spectra and foster collaborations.
Abstract: The potential of the diverse chemistries present in natural products (NP) for biotechnology and medicine remains untapped because NP databases are not searchable with raw data and the NP community has no way to share data other than in published papers. Although mass spectrometry (MS) techniques are well-suited to high-throughput characterization of NP, there is a pressing need for an infrastructure to enable sharing and curation of data. We present Global Natural Products Social Molecular Networking (GNPS; http://gnps.ucsd.edu), an open-access knowledge base for community-wide organization and sharing of raw, processed or identified tandem mass (MS/MS) spectrometry data. In GNPS, crowdsourced curation of freely available community-wide reference MS libraries will underpin improved annotations. Data-driven social-networking should facilitate identification of spectra and foster collaborations. We also introduce the concept of 'living data' through continuous reanalysis of deposited data.

2,365 citations


Journal ArticleDOI
TL;DR: An integrated tissue–organ printer (ITOP) that can fabricate stable, human-scale tissue constructs of any shape is presented and the incorporation of microchannels into the tissue constructs facilitates diffusion of nutrients to printed cells, thereby overcoming the diffusion limit of 100–200 μm for cell survival in engineered tissues.
Abstract: A challenge for tissue engineering is producing three-dimensional (3D), vascularized cellular constructs of clinically relevant size, shape and structural integrity. We present an integrated tissue-organ printer (ITOP) that can fabricate stable, human-scale tissue constructs of any shape. Mechanical stability is achieved by printing cell-laden hydrogels together with biodegradable polymers in integrated patterns and anchored on sacrificial hydrogels. The correct shape of the tissue construct is achieved by representing clinical imaging data as a computer model of the anatomical defect and translating the model into a program that controls the motions of the printer nozzles, which dispense cells to discrete locations. The incorporation of microchannels into the tissue constructs facilitates diffusion of nutrients to printed cells, thereby overcoming the diffusion limit of 100-200 μm for cell survival in engineered tissues. We demonstrate capabilities of the ITOP by fabricating mandible and calvarial bone, cartilage and skeletal muscle. Future development of the ITOP is being directed to the production of tissues for human applications and to the building of more complex tissues and solid organs.

1,960 citations


Journal ArticleDOI
TL;DR: Population modeling and cage experiments indicate that a CRISPR-Cas9 construct targeting one of these loci meets the minimum requirement for a gene drive targeting female reproduction in an insect population, which could expedite the development of gene drives to suppress mosquito populations to levels that do not support malaria transmission.
Abstract: Gene drive systems that enable super-Mendelian inheritance of a transgene have the potential to modify insect populations over a timeframe of a few years. We describe CRISPR-Cas9 endonuclease constructs that function as gene drive systems in Anopheles gambiae, the main vector for malaria. We identified three genes (AGAP005958, AGAP011377 and AGAP007280) that confer a recessive female-sterility phenotype upon disruption, and inserted into each locus CRISPR-Cas9 gene drive constructs designed to target and edit each gene. For each targeted locus we observed a strong gene drive at the molecular level, with transmission rates to progeny of 91.4 to 99.6%. Population modeling and cage experiments indicate that a CRISPR-Cas9 construct targeting one of these loci, AGAP007280, meets the minimum requirement for a gene drive targeting female reproduction in an insect population. These findings could expedite the development of gene drives to suppress mosquito populations to levels that do not support malaria transmission.

955 citations


Journal ArticleDOI
TL;DR: By rationally designing single-stranded DNA donors of the optimal length complementary to the strand that is released first, this work increases the rate of HDR in human cells when using Cas9 or nickase variants to up to 60%.
Abstract: Targeted genomic manipulation by Cas9 can efficiently generate knockout cells and organisms via error-prone nonhomologous end joining (NHEJ), but the efficiency of precise sequence replacement by homology-directed repair (HDR) is substantially lower. Here we investigate the interaction of Cas9 with target DNA and use our findings to improve HDR efficiency. We show that dissociation of Cas9 from double-stranded DNA (dsDNA) substrates is slow (lifetime ∼6 h) but that, before complete dissociation, Cas9 asymmetrically releases the 3' end of the cleaved DNA strand that is not complementary to the sgRNA (nontarget strand). By rationally designing single-stranded DNA (ssDNA) donors of the optimal length complementary to the strand that is released first, we increase the rate of HDR in human cells when using Cas9 or nickase variants to up to 60%. We also demonstrate HDR rates of up to 0.7% using a catalytically inactive Cas9 mutant (dCas9), which binds DNA without cleaving it.

947 citations


Journal ArticleDOI
TL;DR: This work introduces an approach for integrated digital error suppression (iDES), which combines in silico elimination of highly stereotypical background artifacts with a molecular barcoding strategy for the efficient recovery of cfDNA molecules, and facilitates noninvasive variant detection across hundreds of kilobases of circulating tumor DNA.
Abstract: High-throughput sequencing of circulating tumor DNA (ctDNA) promises to facilitate personalized cancer therapy. However, low quantities of cell-free DNA (cfDNA) in the blood and sequencing artifacts currently limit analytical sensitivity. To overcome these limitations, we introduce an approach for integrated digital error suppression (iDES). Our method combines in silico elimination of highly stereotypical background artifacts with a molecular barcoding strategy for the efficient recovery of cfDNA molecules. Individually, these two methods each improve the sensitivity of cancer personalized profiling by deep sequencing (CAPP-Seq) by about threefold, and synergize when combined to yield ∼15-fold improvements. As a result, iDES-enhanced CAPP-Seq facilitates noninvasive variant detection across hundreds of kilobases. Applied to non-small cell lung cancer (NSCLC) patients, our method enabled biopsy-free profiling of EGFR kinase domain mutations with 92% sensitivity and >99.99% specificity at the variant level, and with 90% sensitivity and 96% specificity at the patient level. In addition, our approach allowed monitoring of NSCLC ctDNA down to 4 in 10(5) cfDNA molecules. We anticipate that iDES will aid the noninvasive genotyping and detection of ctDNA in research and clinical settings.

816 citations


Journal ArticleDOI
TL;DR: The delivery strategy is applied to a mouse model of human hereditary tyrosinemia and it is shown that the treatment generated fumarylacetoacetate hydrolase (Fah)-positive hepatocytes by correcting the causative Fah-splicing mutation and rescued disease symptoms such as weight loss and liver damage.
Abstract: The combination of Cas9, guide RNA and repair template DNA can induce precise gene editing and the correction of genetic diseases in adult mammals. However, clinical implementation of this technology requires safe and effective delivery of all of these components into the nuclei of the target tissue. Here, we combine lipid nanoparticle-mediated delivery of Cas9 mRNA with adeno-associated viruses encoding a sgRNA and a repair template to induce repair of a disease gene in adult animals. We applied our delivery strategy to a mouse model of human hereditary tyrosinemia and show that the treatment generated fumarylacetoacetate hydrolase (Fah)-positive hepatocytes by correcting the causative Fah-splicing mutation. Treatment rescued disease symptoms such as weight loss and liver damage. The efficiency of correction was >6% of hepatocytes after a single application, suggesting potential utility of Cas9-based therapeutic genome editing for a range of diseases.

743 citations


Journal ArticleDOI
TL;DR: This Historical Perspective describes the key steps in nanopore strand-sequencing, from its earliest conceptualization more than 25 years ago to its recent commercialization and application.
Abstract: A long-held goal in sequencing has been to use a voltage-biased nanoscale pore in a membrane to measure the passage of a linear, single-stranded (ss) DNA or RNA molecule through that pore. With the development of enzyme-based methods that ratchet polynucleotides through the nanopore, nucleobase-by-nucleobase, measurements of changes in the current through the pore can now be decoded into a DNA sequence using an algorithm. In this Historical Perspective, we describe the key steps in nanopore strand-sequencing, from its earliest conceptualization more than 25 years ago to its recent commercialization and application.

711 citations


Journal ArticleDOI
TL;DR: A microfluidics-based, linked-read sequencing technology that can phase and haplotypes generated from whole-genome sequencing of a primary colorectal adenocarcinoma and cancer genomes using nanograms of input DNA is presented.
Abstract: Haplotyping of human chromosomes is a prerequisite for cataloguing the full repertoire of genetic variation. We present a microfluidics-based, linked-read sequencing technology that can phase and haplotype germline and cancer genomes using nanograms of input DNA. This high-throughput platform prepares barcoded libraries for short-read sequencing and computationally reconstructs long-range haplotype and structural variant information. We generate haplotype blocks in a nuclear trio that are concordant with expected inheritance patterns and phase a set of structural variants. We also resolve the structure of the EML4-ALK gene fusion in the NCI-H2228 cancer cell line using phased exome sequencing. Finally, we assign genetic aberrations to specific megabase-scale haplotypes generated from whole-genome sequencing of a primary colorectal adenocarcinoma. This approach resolves haplotype information using up to 100 times less genomic DNA than some methods and enables the accurate detection of structural variants.

686 citations


Journal ArticleDOI
TL;DR: This work uses Cre recombination–based AAV targeted evolution (CREATE) to generate AAV variants that efficiently and widely transduce the adult mouse central nervous system (CNS) after intravenous injection and demonstrates the potential of CREATE to produce customized AAV vectors for biomedical applications.
Abstract: Recombinant adeno-associated viruses (rAAVs) are commonly used vehicles for in vivo gene transfer. However, the tropism repertoire of naturally occurring AAVs is limited, prompting a search for novel AAV capsids with desired characteristics. Here we describe a capsid selection method, called Cre recombination-based AAV targeted evolution (CREATE), that enables the development of AAV capsids that more efficiently transduce defined Cre-expressing cell populations in vivo. We use CREATE to generate AAV variants that efficiently and widely transduce the adult mouse central nervous system (CNS) after intravenous injection. One variant, AAV-PHP.B, transfers genes throughout the CNS with an efficiency that is at least 40-fold greater than that of the current standard, AAV9 (refs. 14,15,16,17), and transduces the majority of astrocytes and neurons across multiple CNS regions. In vitro, it transduces human neurons and astrocytes more efficiently than does AAV9, demonstrating the potential of CREATE to produce customized AAV vectors for biomedical applications.

Journal ArticleDOI
TL;DR: Programmable DNA cleavage using CRISPR–Cas9 enables efficient, site-specific genome engineering in single cells and whole organisms and is being used to expedite crop and livestock breeding, engineer new antimicrobials and control disease- carrying insects with gene drives.
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 imaging chromosomes. CRISPR systems are already being used to alleviate genetic disorders in animals and are likely to be employed soon in the clinic to treat human diseases of the eye and blood. Two clinical trials using CRISPR-Cas9 for targeted cancer therapies have been approved in China and the United States. Beyond biomedical applications, these tools are now being used to expedite crop and livestock breeding, engineer new antimicrobials and control disease-carrying insects with gene drives.

Journal ArticleDOI
TL;DR: This work uses efficient protein extraction and sample fractionation, as well as state-of-the-art quantitative mass spectrometry techniques to generate a comprehensive, condition-dependent protein-abundance map for Escherichia coli, uncovering system-wide proteome allocation, expression regulation and post-translational adaptations.
Abstract: Measuring precise concentrations of proteins can provide insights into biological processes. Here we use efficient protein extraction and sample fractionation, as well as state-of-the-art quantitative mass spectrometry techniques to generate a comprehensive, condition-dependent protein-abundance map for Escherichia coli. We measure cellular protein concentrations for 55% of predicted E. coli genes (>2,300 proteins) under 22 different experimental conditions and identify methylation and N-terminal protein acetylations previously not known to be prevalent in bacteria. We uncover system-wide proteome allocation, expression regulation and post-translational adaptations. These data provide a valuable resource for the systems biology and broader E. coli research communities.

Journal ArticleDOI
TL;DR: A statistical algorithm is developed to identify recurrently mutated residues in tumor samples and finds that half of all human tumors possess one or more mutational hotspots with widespread lineage-, position- and mutant allele–specific differences, many of which are likely functional.
Abstract: Detection of recurrently mutated nucleotides identifies novel cancer hotspots in an analysis of >11,000 human tumor samples.

Journal ArticleDOI
TL;DR: It is found that Cpf1 could tolerate single or double mismatches in the 3′ Pam-distal region, but not in the 5′ PAM-proximal region, and off-target effects were completely abrogated by using preassembled, recombinant CpF1 ribonucleoproteins.
Abstract: Programmable clustered regularly interspaced short palindromic repeats (CRISPR) Cpf1 endonucleases are single-RNA-guided (crRNA) enzymes that recognize thymidine-rich protospacer-adjacent motif (PAM) sequences and produce cohesive double-stranded breaks (DSBs). Genome editing with CRISPR-Cpf1 endonucleases could provide an alternative to CRISPR-Cas9 endonucleases, but the determinants of targeting specificity are not well understood. Using mismatched crRNAs we found that Cpf1 could tolerate single or double mismatches in the 3' PAM-distal region, but not in the 5' PAM-proximal region. Genome-wide analysis of cleavage sites in vitro for eight Cpf1 nucleases using Digenome-seq revealed that there were 6 (LbCpf1) and 12 (AsCpf1) cleavage sites per crRNA in the human genome, fewer than are present for Cas9 nucleases (>90). Most Cpf1 off-target cleavage sites did not produce mutations in cells. We found mismatches in either the 3' PAM-distal region or in the PAM sequence of 12 off-target sites that were validated in vivo. Off-target effects were completely abrogated by using preassembled, recombinant Cpf1 ribonucleoproteins.

Journal ArticleDOI
TL;DR: Wishbone, an algorithm for positioning single cells along bifurcating developmental trajectories with high resolution, is presented and it is shown that it outperforms diffusion maps, SCUBA and Monocle both in the accuracy of ordering cells and in the correct identification of branch points.
Abstract: Recent single-cell analysis technologies offer an unprecedented opportunity to elucidate developmental pathways. Here we present Wishbone, an algorithm for positioning single cells along bifurcating developmental trajectories with high resolution. Wishbone uses multi-dimensional single-cell data, such as mass cytometry or RNA-Seq data, as input and orders cells according to their developmental progression, and it pinpoints bifurcation points by labeling each cell as pre-bifurcation or as one of two post-bifurcation cell fates. Using 30-channel mass cytometry data, we show that Wishbone accurately recovers the known stages of T-cell development in the mouse thymus, including the bifurcation point. We also apply the algorithm to mouse myeloid differentiation and demonstrate its generalization to additional lineages. A comparison of Wishbone to diffusion maps, SCUBA and Monocle shows that it outperforms these methods both in the accuracy of ordering cells and in the correct identification of branch points.

Journal ArticleDOI
TL;DR: It is reported that four to six bases at the 3′ end of the short CRISPR RNA (crRNA) used to program Cpf1 nucleases are insensitive to single base mismatches, but that many of the other bases in this region of the crRNA are highly sensitive to single or double substitutions.
Abstract: The activities and genome-wide specificities of CRISPR-Cas Cpf1 nucleases are not well defined. We show that two Cpf1 nucleases from Acidaminococcus sp. BV3L6 and Lachnospiraceae bacterium ND2006 (AsCpf1 and LbCpf1, respectively) have on-target efficiencies in human cells comparable with those of the widely used Streptococcus pyogenes Cas9 (SpCas9). We also report that four to six bases at the 3' end of the short CRISPR RNA (crRNA) used to program Cpf1 nucleases are insensitive to single base mismatches, but that many of the other bases in this region of the crRNA are highly sensitive to single or double substitutions. Using GUIDE-seq and targeted deep sequencing analyses performed with both Cpf1 nucleases, we were unable to detect off-target cleavage for more than half of 20 different crRNAs. Our results suggest that AsCpf1 and LbCpf1 are highly specific in human cells.

Journal ArticleDOI
TL;DR: This work analyzes the amplification process to reveal insights into sources of experimental error and bias in amplicon-based microbial community and microbiome experiments and presents a method that improves on the current best practices and enables the detection of taxonomic groups that often go undetected with existing methods.
Abstract: Amplicon-based marker gene surveys form the basis of most microbiome and other microbial community studies. Such PCR-based methods have multiple steps, each of which is susceptible to error and bias. Variance in results has also arisen through the use of multiple methods of next-generation sequencing (NGS) amplicon library preparation. Here we formally characterized errors and biases by comparing different methods of amplicon-based NGS library preparation. Using mock community standards, we analyzed the amplification process to reveal insights into sources of experimental error and bias in amplicon-based microbial community and microbiome experiments. We present a method that improves on the current best practices and enables the detection of taxonomic groups that often go undetected with existing methods.

Journal ArticleDOI
TL;DR: In this paper, a cell is represented as a superposition of "basis vectors", each determining a different (but possibly dependent) aspect of cellular organization and function, which can be used for constructing and characterizing a reference map of cell identities.
Abstract: Single-cell genomics has now made it possible to create a comprehensive atlas of human cells. At the same time, it has reopened definitions of a cell's identity and of the ways in which identity is regulated by the cell's molecular circuitry. Emerging computational analysis methods, especially in single-cell RNA sequencing (scRNA-seq), have already begun to reveal, in a data-driven way, the diverse simultaneous facets of a cell's identity, from discrete cell types to continuous dynamic transitions and spatial locations. These developments will eventually allow a cell to be represented as a superposition of 'basis vectors', each determining a different (but possibly dependent) aspect of cellular organization and function. However, computational methods must also overcome considerable challenges-from handling technical noise and data scale to forming new abstractions of biology. As the scale of single-cell experiments continues to increase, new computational approaches will be essential for constructing and characterizing a reference map of cell identities.

Journal ArticleDOI
TL;DR: In this paper, a CRISPR-Cas9-based approach was used for gene correction in newborn mice with a partial deficiency in the urea cycle disorder enzyme, ornithine transcarbamylase (OTC).
Abstract: Many genetic liver diseases in newborns cause repeated, often lethal, metabolic crises. Gene therapy using nonintegrating viruses such as adeno-associated virus (AAV) is not optimal in this setting because the nonintegrating genome is lost as developing hepatocytes proliferate. We reasoned that newborn liver may be an ideal setting for AAV-mediated gene correction using CRISPR-Cas9. Here we intravenously infuse two AAVs, one expressing Cas9 and the other expressing a guide RNA and the donor DNA, into newborn mice with a partial deficiency in the urea cycle disorder enzyme, ornithine transcarbamylase (OTC). This resulted in reversion of the mutation in 10% (6.7-20.1%) of hepatocytes and increased survival in mice challenged with a high-protein diet, which exacerbates disease. Gene correction in adult OTC-deficient mice was lower and accompanied by larger deletions that ablated residual expression from the endogenous OTC gene, leading to diminished protein tolerance and lethal hyperammonemia on a chow diet.

Journal ArticleDOI
TL;DR: ProExM as mentioned in this paper is a variant of ExM in which proteins are anchored to the swellable gel, allowing the use of conventional fluorescently labeled antibodies and streptavidin, and fluorescent proteins.
Abstract: Expansion microscopy (ExM) enables imaging of preserved specimens with nanoscale precision on diffraction-limited instead of specialized super-resolution microscopes. ExM works by physically separating fluorescent probes after anchoring them to a swellable gel. The first ExM method did not result in the retention of native proteins in the gel and relied on custom-made reagents that are not widely available. Here we describe protein retention ExM (proExM), a variant of ExM in which proteins are anchored to the swellable gel, allowing the use of conventional fluorescently labeled antibodies and streptavidin, and fluorescent proteins. We validated and demonstrated the utility of proExM for multicolor super-resolution (∼70 nm) imaging of cells and mammalian tissues on conventional microscopes.

Journal ArticleDOI
TL;DR: This work generates electrophysiological and molecular profiles of 58 neocortical cells and shows that gene expression patterns can be used to infer the morphological and physiological properties such as axonal arborization and action potential amplitude of individual neurons.
Abstract: Despite the importance of the mammalian neocortex for complex cognitive processes, we still lack a comprehensive description of its cellular components. To improve the classification of neuronal cell types and the functional characterization of single neurons, we present Patch-seq, a method that combines whole-cell electrophysiological patch-clamp recordings, single-cell RNA-sequencing and morphological characterization. Following electrophysiological characterization, cell contents are aspirated through the patch-clamp pipette and prepared for RNA-sequencing. Using this approach, we generate electrophysiological and molecular profiles of 58 neocortical cells and show that gene expression patterns can be used to infer the morphological and physiological properties such as axonal arborization and action potential amplitude of individual neurons. Our results shed light on the molecular underpinnings of neuronal diversity and suggest that Patch-seq can facilitate the classification of cell types in the nervous system.

Journal ArticleDOI
TL;DR: The EU’s official list of GMOs authorized for import is not so short: 58 items have been imported for years, plus 19 cleared on April 24, 2015 (ref. 13), and some 40 requests are still pending.
Abstract: Recent progress in genome editing technologies, in particular the CRISPR-Cas9 system, has provided new opportunities to investigate the biological functions of genomic sequences by targeted mutagenesis. Double strand breaks (DSBs) resulting from site-specific Cas9 cleavage can be resolved by endogenous DNA repair pathways such as non-homologous end joining (NHEJ) or homology-directed repair (HDR). Deep sequencing of amplified genomic regions allows for quantitative and sensitive detection of targeted mutations. However, no standard analytic tool to date has been developed to systematically enumerate and visualize these events, and to solve challenging issues such as amplification or sequencing errors, experimental variation in sequence quality, ambiguous alignment of variable length indels, and difficulty in deconvoluting mixed HDR/NHEJ outcomes. To address these issues we developed CRISPResso, a robust computational pipeline that enables accurate quantification and visualization of CRISPR-Cas9 outcomes as well as comprehensive evaluation of effects on coding sequences, noncoding elements and selected off-target sites.

Journal ArticleDOI
TL;DR: Targeted demethylation of CpGs in regulatory regions and dem methylation-dependent 1.7- to 50-fold upregulation of associated genes both in cell culture (embryonic stem cells, cancer cell lines, primary neural precursor cells) and in vivo in mouse fetuses are demonstrated.
Abstract: Despite the importance of DNA methylation in health and disease, technologies to readily manipulate methylation of specific sequences for functional analysis and therapeutic purposes are lacking. Here we adapt the previously described dCas9-SunTag for efficient, targeted demethylation of specific DNA loci. The original SunTag consists of ten copies of the GCN4 peptide separated by 5-amino-acid linkers. To achieve efficient recruitment of an anti-GCN4 scFv fused to the ten-eleven (TET) 1 hydroxylase, which induces demethylation, we changed the linker length to 22 amino acids. The system attains demethylation efficiencies >50% in seven out of nine loci tested. Four of these seven loci showed demethylation of >90%. We demonstrate targeted demethylation of CpGs in regulatory regions and demethylation-dependent 1.7- to 50-fold upregulation of associated genes both in cell culture (embryonic stem cells, cancer cell lines, primary neural precursor cells) and in vivo in mouse fetuses.

Journal ArticleDOI
TL;DR: Gene-edited pigs are protected from porcine reproductive and respiratory syndrome virus by being resistant to the PRRSV isolate NVSL 97-7895, a well-characterized, relatively virulent viral isolate that is commonly used in experimentalPRRSV infection trials.
Abstract: VOLUME 34 NUMBER 1 JANUARY 2016 NATURE BIOTECHNOLOGY To the Editor: Porcine reproductive and respiratory syndrome (PRRS) is the most economically important disease of swine in North America, Europe and Asia, costing producers in North America more than $600 million annually1. The disease syndrome was first recognized in the United States in 1987 and described in 1989 (ref. 2). The causative agent, porcine reproductive and respiratory syndrome virus (PRRSV), was subsequently isolated and characterized in Europe in 1991 (ref. 3). Vaccines have been unable to control the disease. It has been suggested that CD163 is the receptor for entry of PRRSV into cells4. Thus, we hypothesized that pigs with defective CD163 would be immune to PRRSV. Previously we used CRISPRCas9 to generate pigs lacking functional CD163 (ref. 5). Here we demonstrate that these animals are resistant to the PRRSV isolate NVSL 97-7895, a well-characterized, relatively virulent viral isolate that is commonly used in experimental PRRSV infection trials. After infection, they showed no clinical signs (fever or respiratory signs), lung pathology, viremia or antibody response and remained healthy for the 35 d after infection measured in this study. Because CD163 was edited using CRISPR-Cas9, the pigs challenged in this study do not contain any transgenes5. PRRSV is a member of the mammalian arterivirus group, which also includes murine lactate dehydrogenase-elevating virus, simian hemorrhagic fever virus and equine arteritis virus. The arteriviruses share important pathogenesis properties, including macrophage tropism and the capacity to cause both severe disease and persistent infection. In young pigs, infection with PRRSV results in respiratory disease, including cough and fever and reduced growth performance. In pregnant sows, PRRSV infection can result in reproductive failure, as well as persistently infected and low birth weight piglets.The virus is associated with polymicrobial disease syndromes, including porcine respiratory Gene-edited pigs are protected from porcine reproductive and respiratory syndrome virus

Journal ArticleDOI
TL;DR: This article used a combinatorial approach for covalent chemical modification to generate a large library of variants of one of the most widely used hydrogel biomaterials, alginate.
Abstract: The foreign body response is an immune-mediated reaction that can lead to the failure of implanted medical devices and discomfort for the recipient. There is a critical need for biomaterials that overcome this key challenge in the development of medical devices. Here we use a combinatorial approach for covalent chemical modification to generate a large library of variants of one of the most widely used hydrogel biomaterials, alginate. We evaluated the materials in vivo and identified three triazole-containing analogs that substantially reduce foreign body reactions in both rodents and, for at least 6 months, in non-human primates. The distribution of the triazole modification creates a unique hydrogel surface that inhibits recognition by macrophages and fibrous deposition. In addition to the utility of the compounds reported here, our approach may enable the discovery of other materials that mitigate the foreign body response.

Journal ArticleDOI
TL;DR: CRISPRainbow, a system for labeling DNA in living cells based on nuclease-dead Cas9 combined with engineered single guide RNA (sgRNA) scaffolds that bind sets of fluorescent proteins, is described.
Abstract: A lack of techniques to image multiple genomic loci in living cells has limited our ability to investigate chromosome dynamics. Here we describe CRISPRainbow, a system for labeling DNA in living cells based on nuclease-dead (d) Cas9 combined with engineered single guide RNA (sgRNA) scaffolds that bind sets of fluorescent proteins. We demonstrate simultaneous imaging of up to six chromosomal loci in individual live cells and document large differences in the dynamic properties of different chromosomal loci.

Journal ArticleDOI
TL;DR: It is shown that Patch-seq reveals a close link between electrophysiological characteristics, responses to acute chemical challenges and RNA expression of neurotransmitter receptors and channels and distinguishes neuronal subpopulations that correspond to both well-established and hitherto undescribed neuronal subtypes.
Abstract: Traditionally, neuroscientists have defined the identity of neurons by the cells' location, morphology, connectivity and excitability. However, the direct relationship between these parameters and the molecular phenotypes has remained largely unexplored. Here, we present a method for obtaining full transcriptome data from single neocortical pyramidal cells and interneurons after whole-cell patch-clamp recordings in mouse brain slices. In our approach, termed Patch-seq, a patch-clamp stimulus protocol is followed by the aspiration of the entire somatic compartment into the recording pipette, reverse transcription of RNA including addition of unique molecular identifiers, cDNA amplification, Illumina library preparation and sequencing. We show that Patch-seq reveals a close link between electrophysiological characteristics, responses to acute chemical challenges and RNA expression of neurotransmitter receptors and channels. Moreover, it distinguishes neuronal subpopulations that correspond to both well-established and, to our knowledge, hitherto undescribed neuronal subtypes. Our findings demonstrate the ability of Patch-seq to precisely map neuronal subtypes and predict their network contributions in the brain.

Journal ArticleDOI
TL;DR: The approach expands the utility of CRISPR-Cas9 to elucidate the functions of the noncoding genome by identifying several functional enhancer elements and characterized the role of two of them in mediating p53 (TP53) and ERα (ESR1) gene regulation.
Abstract: Systematic identification of noncoding regulatory elements has, to date, mainly relied on large-scale reporter assays that do not reproduce endogenous conditions. We present two distinct CRISPR-Cas9 genetic screens to identify and characterize functional enhancers in their native context. Our strategy is to target Cas9 to transcription factor binding sites in enhancer regions. We identified several functional enhancer elements and characterized the role of two of them in mediating p53 (TP53) and ERα (ESR1) gene regulation. Moreover, we show that a genomic CRISPR-Cas9 tiling screen can precisely map functional domains within enhancer elements. Our approach expands the utility of CRISPR-Cas9 to elucidate the functions of the noncoding genome.

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TL;DR: A high-throughput genomic deletion strategy to screen for functional long non-coding RNAs (lncRNAs) that is based on a lentiviral paired-guide RNA (pgRNA) library is reported, which identified 51 lnc RNAs that can positively or negatively regulate human cancer cell growth.
Abstract: CRISPR-Cas9 screens have been widely adopted to analyze coding-gene functions, but high-throughput screening of non-coding elements using this method is more challenging because indels caused by a single cut in non-coding regions are unlikely to produce a functional knockout A high-throughput method to produce deletions of non-coding DNA is needed We report a high-throughput genomic deletion strategy to screen for functional long non-coding RNAs (lncRNAs) that is based on a lentiviral paired-guide RNA (pgRNA) library Applying our screening method, we identified 51 lncRNAs that can positively or negatively regulate human cancer cell growth We validated 9 of 51 lncRNA hits using CRISPR-Cas9-mediated genomic deletion, functional rescue, CRISPR activation or inhibition and gene-expression profiling Our high-throughput pgRNA genome deletion method will enable rapid identification of functional mammalian non-coding elements