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1.
Nat Biomed Eng ; 5(7): 657-665, 2021 07.
Article in English | MEDLINE | ID: mdl-34211145

ABSTRACT

Frequent and widespread testing of members of the population who are asymptomatic for severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) is essential for the mitigation of the transmission of the virus. Despite the recent increases in testing capacity, tests based on quantitative polymerase chain reaction (qPCR) assays cannot be easily deployed at the scale required for population-wide screening. Here, we show that next-generation sequencing of pooled samples tagged with sample-specific molecular barcodes enables the testing of thousands of nasal or saliva samples for SARS-CoV-2 RNA in a single run without the need for RNA extraction. The assay, which we named SwabSeq, incorporates a synthetic RNA standard that facilitates end-point quantification and the calling of true negatives, and that reduces the requirements for automation, purification and sample-to-sample normalization. We used SwabSeq to perform 80,000 tests, with an analytical sensitivity and specificity comparable to or better than traditional qPCR tests, in less than two months with turnaround times of less than 24 h. SwabSeq could be rapidly adapted for the detection of other pathogens.


Subject(s)
RNA, Viral/genetics , SARS-CoV-2/pathogenicity , Saliva/virology , High-Throughput Nucleotide Sequencing , Humans , SARS-CoV-2/genetics , Sensitivity and Specificity
2.
medRxiv ; 2021 Mar 09.
Article in English | MEDLINE | ID: mdl-32909008

ABSTRACT

The rapid spread of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) is due to the high rates of transmission by individuals who are asymptomatic at the time of transmission1,2. Frequent, widespread testing of the asymptomatic population for SARS-CoV-2 is essential to suppress viral transmission. Despite increases in testing capacity, multiple challenges remain in deploying traditional reverse transcription and quantitative PCR (RT-qPCR) tests at the scale required for population screening of asymptomatic individuals. We have developed SwabSeq, a high-throughput testing platform for SARS-CoV-2 that uses next-generation sequencing as a readout. SwabSeq employs sample-specific molecular barcodes to enable thousands of samples to be combined and simultaneously analyzed for the presence or absence of SARS-CoV-2 in a single run. Importantly, SwabSeq incorporates an in vitro RNA standard that mimics the viral amplicon, but can be distinguished by sequencing. This standard allows for end-point rather than quantitative PCR, improves quantitation, reduces requirements for automation and sample-to-sample normalization, enables purification-free detection, and gives better ability to call true negatives. After setting up SwabSeq in a high-complexity CLIA laboratory, we performed more than 80,000 tests for COVID-19 in less than two months, confirming in a real world setting that SwabSeq inexpensively delivers highly sensitive and specific results at scale, with a turn-around of less than 24 hours. Our clinical laboratory uses SwabSeq to test both nasal and saliva samples without RNA extraction, while maintaining analytical sensitivity comparable to or better than traditional RT-qPCR tests. Moving forward, SwabSeq can rapidly scale up testing to mitigate devastating spread of novel pathogens.

3.
Sci Rep ; 10(1): 21759, 2020 12 10.
Article in English | MEDLINE | ID: mdl-33303831

ABSTRACT

Scalable, inexpensive, and secure testing for SARS-CoV-2 infection is crucial for control of the novel coronavirus pandemic. Recently developed highly multiplexed sequencing assays (HMSAs) that rely on high-throughput sequencing can, in principle, meet these demands, and present promising alternatives to currently used RT-qPCR-based tests. However, reliable analysis, interpretation, and clinical use of HMSAs requires overcoming several computational, statistical and engineering challenges. Using recently acquired experimental data, we present and validate a computational workflow based on kallisto and bustools, that utilizes robust statistical methods and fast, memory efficient algorithms, to quickly, accurately and reliably process high-throughput sequencing data. We show that our workflow is effective at processing data from all recently proposed SARS-CoV-2 sequencing based diagnostic tests, and is generally applicable to any diagnostic HMSA.


Subject(s)
COVID-19 Nucleic Acid Testing , COVID-19 , Molecular Diagnostic Techniques , Real-Time Polymerase Chain Reaction , SARS-CoV-2/genetics , COVID-19/diagnosis , COVID-19/genetics , Humans
4.
Elife ; 92020 10 21.
Article in English | MEDLINE | ID: mdl-33084570

ABSTRACT

The >800 human G protein-coupled receptors (GPCRs) are responsible for transducing diverse chemical stimuli to alter cell state- and are the largest class of drug targets. Their myriad structural conformations and various modes of signaling make it challenging to understand their structure and function. Here, we developed a platform to characterize large libraries of GPCR variants in human cell lines with a barcoded transcriptional reporter of G protein signal transduction. We tested 7800 of 7828 possible single amino acid substitutions to the beta-2 adrenergic receptor (ß2AR) at four concentrations of the agonist isoproterenol. We identified residues specifically important for ß2AR signaling, mutations in the human population that are potentially loss of function, and residues that modulate basal activity. Using unsupervised learning, we identify residues critical for signaling, including all major structural motifs and molecular interfaces. We also find a previously uncharacterized structural latch spanning the first two extracellular loops that is highly conserved across Class A GPCRs and is conformationally rigid in both the inactive and active states of the receptor. More broadly, by linking deep mutational scanning with engineered transcriptional reporters, we establish a generalizable method for exploring pharmacogenomics, structure and function across broad classes of drug receptors.


Subject(s)
DNA Mutational Analysis/methods , Receptors, G-Protein-Coupled/chemistry , Cloning, Molecular , DNA Barcoding, Taxonomic , Gene Editing , HEK293 Cells , Humans , Machine Learning , Models, Molecular , Protein Conformation , Receptors, G-Protein-Coupled/metabolism
5.
Nucleic Acids Res ; 48(16): e95, 2020 09 18.
Article in English | MEDLINE | ID: mdl-32692349

ABSTRACT

Multiplexed assays allow functional testing of large synthetic libraries of genetic elements, but are limited by the designability, length, fidelity and scale of the input DNA. Here, we improve DropSynth, a low-cost, multiplexed method that builds gene libraries by compartmentalizing and assembling microarray-derived oligonucleotides in vortexed emulsions. By optimizing enzyme choice, adding enzymatic error correction and increasing scale, we show that DropSynth can build thousands of gene-length fragments at >20% fidelity.


Subject(s)
Gene Library , Genes, Synthetic , Nucleic Acid Amplification Techniques/methods , Oligonucleotides/genetics , Emulsions/chemistry , Escherichia coli/genetics
6.
Cell Syst ; 8(3): 254-260.e6, 2019 03 27.
Article in English | MEDLINE | ID: mdl-30904378

ABSTRACT

G protein-coupled receptors (GPCRs) are central to how mammalian cells sense and respond to chemicals. Mammalian olfactory receptors (ORs), the largest family of GPCRs, mediate the sense of smell through activation by small molecules, though for most bonafide ligands, they have not been identified. Here, we introduce a platform to screen large chemical panels against multiplexed GPCR libraries using next-generation sequencing of barcoded genetic reporters in stably engineered human cell lines. We mapped 39 mammalian ORs against 181 odorants and identified 79 interactions that have not been reported to our knowledge, including ligands for 15 previously orphaned receptors. This multiplexed receptor assay allows the cost-effective mapping of large chemical libraries to receptor repertoires at scale.


Subject(s)
Odorants , Receptors, Odorant/metabolism , Sequence Analysis, RNA/methods , Signal Transduction , Smell , Animals , Cell Line , Gene Expression Profiling , Humans , Ligands , Mammals/metabolism , Mammals/physiology
7.
Science ; 359(6373): 343-347, 2018 01 19.
Article in English | MEDLINE | ID: mdl-29301959

ABSTRACT

Improving our ability to construct and functionally characterize DNA sequences would broadly accelerate progress in biology. Here, we introduce DropSynth, a scalable, low-cost method to build thousands of defined gene-length constructs in a pooled (multiplexed) manner. DropSynth uses a library of barcoded beads that pull down the oligonucleotides necessary for a gene's assembly, which are then processed and assembled in water-in-oil emulsions. We used DropSynth to successfully build more than 7000 synthetic genes that encode phylogenetically diverse homologs of two essential genes in Escherichia coli We tested the ability of phosphopantetheine adenylyltransferase homologs to complement a knockout E. coli strain in multiplex, revealing core functional motifs and reasons underlying homolog incompatibility. DropSynth coupled with multiplexed functional assays allows us to rationally explore sequence-function relationships at an unprecedented scale.


Subject(s)
Genes, Synthetic , Proteins/physiology , Emulsions , Escherichia coli/genetics , Gene Knockout Techniques , Genes, Essential , Genetic Complementation Test , Oligonucleotides/chemical synthesis , Oligonucleotides/chemistry , Oligonucleotides/genetics , Proteins/genetics , Synthetic Biology/methods
8.
Nucleic Acids Res ; 45(15): 9206-9217, 2017 Sep 06.
Article in English | MEDLINE | ID: mdl-28911123

ABSTRACT

Gene synthesis, the process of assembling gene-length fragments from shorter groups of oligonucleotides (oligos), is becoming an increasingly important tool in molecular and synthetic biology. The length, quality and cost of gene synthesis are limited by errors produced during oligo synthesis and subsequent assembly. Enzymatic error correction methods are cost-effective means to ameliorate errors in gene synthesis. Previous analyses of these methods relied on cloning and Sanger sequencing to evaluate their efficiencies, limiting quantitative assessment. Here, we develop a method to quantify errors in synthetic DNA by next-generation sequencing. We analyzed errors in model gene assemblies and systematically compared six different error correction enzymes across 11 conditions. We find that ErrASE and T7 Endonuclease I are the most effective at decreasing average error rates (up to 5.8-fold relative to the input), whereas MutS is the best for increasing the number of perfect assemblies (up to 25.2-fold). We are able to quantify differential specificities such as ErrASE preferentially corrects C/G transversions whereas T7 Endonuclease I preferentially corrects A/T transversions. More generally, this experimental and computational pipeline is a fast, scalable and extensible way to analyze errors in gene assemblies, to profile error correction methods, and to benchmark DNA synthesis methods.


Subject(s)
Chemistry Techniques, Synthetic/standards , DNA/chemical synthesis , Genes, Synthetic , High-Throughput Nucleotide Sequencing , Benchmarking , DNA/genetics , Deoxyribonuclease I/genetics , Deoxyribonuclease I/metabolism , Escherichia coli Proteins/genetics , Escherichia coli Proteins/metabolism , MutS DNA Mismatch-Binding Protein/genetics , MutS DNA Mismatch-Binding Protein/metabolism , Oligodeoxyribonucleotides/chemistry
9.
Protein Sci ; 23(3): 289-301, 2014 Mar.
Article in English | MEDLINE | ID: mdl-24347326

ABSTRACT

Species of the fungal genus Aspergillus are significant human and agricultural pathogens that are often refractory to existing antifungal treatments. Protein farnesyltransferase (FTase), a critical enzyme in eukaryotes, is an attractive potential target for antifungal drug discovery. We report high-resolution structures of A. fumigatus FTase (AfFTase) in complex with substrates and inhibitors. Comparison of structures with farnesyldiphosphate (FPP) bound in the absence or presence of peptide substrate, corresponding to successive steps in ordered substrate binding, revealed that the second substrate-binding step is accompanied by motions of a loop in the catalytic site. Re-examination of other FTase structures showed that this motion is conserved. The substrate- and product-binding clefts in the AfFTase active site are wider than in human FTase (hFTase). Widening is a consequence of small shifts in the α-helices that comprise the majority of the FTase structure, which in turn arise from sequence variation in the hydrophobic core of the protein. These structural effects are key features that distinguish fungal FTases from hFTase. Their variation results in differences in steady-state enzyme kinetics and inhibitor interactions and presents opportunities for developing selective anti-fungal drugs by exploiting size differences in the active sites. We illustrate the latter by comparing the interaction of ED5 and Tipifarnib with hFTase and AfFTase. In AfFTase, the wider groove enables ED5 to bind in the presence of FPP, whereas in hFTase it binds only in the absence of substrate. Tipifarnib binds similarly to both enzymes but makes less extensive contacts in AfFTase with consequently weaker binding.


Subject(s)
Antifungal Agents/pharmacokinetics , Aspergillus fumigatus/metabolism , Farnesyltranstransferase/chemistry , Farnesyltranstransferase/metabolism , Peptides/chemistry , Aspergillus fumigatus/chemistry , Catalytic Domain , Crystallography, X-Ray , Drug Design , Fungal Proteins/chemistry , Fungal Proteins/metabolism , Humans , Peptides/antagonists & inhibitors , Polyisoprenyl Phosphates/antagonists & inhibitors , Polyisoprenyl Phosphates/chemistry , Protein Conformation , Protein Structure, Secondary , Protein Structure, Tertiary , Quinolones/pharmacokinetics , Sesquiterpenes/antagonists & inhibitors , Sesquiterpenes/chemistry , Sulfonamides/pharmacokinetics , Benzenesulfonamides
10.
BMC Neurosci ; 14: 116, 2013 Oct 08.
Article in English | MEDLINE | ID: mdl-24103294

ABSTRACT

BACKGROUND: Human nociceptive withdrawal reflexes (NWR) can be evoked by electrical stimulation applied to the sole of the foot. However, elicitation of NWRs is highly site dependent, and NWRs are especially difficult to elicit at the heel. The aim of the present study was to investigate potential peripheral mechanisms for any site dependent differences in reflex thresholds. RESULTS: The first part of the study investigated the neural innervation in different sites of the sole of the foot using two different staining techniques. 1) Staining for the Nav1.7 antigen (small nociceptive fibers) and 2) the Sihler whole nerve technique (myelinated part of the nerve). No differences in innervation densities were found across the sole of the foot using the two staining techniques: Nav1.7 immunochemistry (small nociceptive fibers (1-way ANOVA, NS)) and the Sihler's method (myelinated nerve fibers (1-way ANOVA, NS)). However, the results indicate that there are no nociceptive intraepidermal nerve fibers (IENFs) innervating the heel.Secondly, mathematical modeling was used to investigate to what degree differences in skin thicknesses affect the activation thresholds of Aδ and Aß fibers in the sole of the foot. The modeling comprised finite element analysis of the volume conduction combined with a passive model of the activation of branching cutaneous nerve fibers. The model included three different sites in the sole of the foot (forefoot, arch and heel) and three different electrode sizes (diameters: 9.1, 12.9, and 18.3 mm). For each of the 9 combinations of site and electrode size, a total of 3000 Aß fibers and 300 Aδ fibers was modeled. The computer simulation of the effects of skin thicknesses and innervation densities on thresholds of modeled Aδ and Aß fibers did not reveal differences in pain and perception thresholds across the foot sole as have been observed experimentally. Instead a lack of IENFs at the heel decreased the electrical activation thresholds compared to models including IENFs. CONCLUSIONS: The nerve staining and modeling results do not explain differences in NWR thresholds across the sole of the foot which may suggest that central mechanisms contribute to variation in NWR excitability across the sole of the foot.


Subject(s)
Foot/innervation , Nerve Fibers, Myelinated/ultrastructure , Pain Threshold/physiology , Electric Stimulation , Finite Element Analysis , Humans , Reflex/physiology , Silver Staining
11.
J Neural Eng ; 10(2): 026003, 2013 Apr.
Article in English | MEDLINE | ID: mdl-23370017

ABSTRACT

OBJECTIVE: Not fully understanding the type of axons activated during vagus nerve stimulation (VNS) is one of several factors that limit the clinical efficacy of VNS therapies. The main goal of this study was to characterize the electrical recruitment of both myelinated and unmyelinated fibers within the cervical vagus nerve. APPROACH: In anesthetized dogs, recording nerve cuff electrodes were implanted on the vagus nerve following surgical excision of the epineurium. Both the vagal electroneurogram (ENG) and laryngeal muscle activity were recorded in response to stimulation of the right vagus nerve. MAIN RESULTS: Desheathing the nerve significantly increased the signal-to-noise ratio of the ENG by 1.2 to 9.9 dB, depending on the nerve fiber type. Repeated VNS following nerve transection or neuromuscular block (1) enabled the characterization of A-fibers, two sub-types of B-fibers, and unmyelinated C-fibers, (2) confirmed the absence of stimulation-evoked reflex compound nerve action potentials in both the ipsilateral and contralateral vagus nerves, and (3) provided evidence of stimulus spillover into muscle tissue surrounding the stimulating electrode. SIGNIFICANCE: Given the anatomical similarities between the canine and human vagus nerves, the results of this study provide a template for better understanding the nerve fiber recruitment patterns associated with VNS therapies.


Subject(s)
Vagus Nerve Stimulation/methods , Vagus Nerve/physiology , Action Potentials/physiology , Anesthesia , Animals , Artifacts , Data Interpretation, Statistical , Dogs , Electrodes, Implanted , Electromyography , Evoked Potentials/physiology , Female , Nerve Fibers, Myelinated/physiology , Nerve Fibers, Unmyelinated/physiology , Neuroimaging , Neuromuscular Blockade , Peripheral Nerves/physiology , Reflex/physiology , Signal-To-Noise Ratio , Vagus Nerve Stimulation/statistics & numerical data
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