1
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Dose-Response Activity-Based DNA-Encoded Library Screening. ACS Med Chem Lett 2023; 14:1295-1303. [PMID: 37736190 PMCID: PMC10510511 DOI: 10.1021/acsmedchemlett.3c00159] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2023] [Accepted: 08/04/2023] [Indexed: 09/23/2023] Open
Abstract
Dose-response, or "conforming" behavior, increases confidence in a screening hit's authenticity. Here, we demonstrate dose-response solid-phase DNA-encoded library (DEL) screening. Compound dose in microfluidic droplets is modulated via the UV intensity of photocleavage from DEL beads. A 55,296-member DEL was screened at different UV intensities against model enzyme drug targets factor Xa (FXa) and autotaxin (ATX). Both screens yielded photochemical dose-dependent hit rates (FXa hit rates of 0.08/0.05% at 100/30% UV exposure; ATX hit rates of 0.24/0.08% at 100/20% UV exposure). FXa hits contained structures reflective of FXa inhibitors and four hits inhibited FXa (IC50 = 4.2 ± 0.1, 7.4 ± 0.3, 9.0 ± 0.3, and 19 ± 2 μM.) The top ATX hits (two dihydrobenzamidazolones and a tetrahydroisoquinoline) were validated as inhibitors (IC50 = 7 ± 2, 13 ± 2, and 1 ± 0.3 μM). Photochemical dose-response DEL screening data prioritized hits for synthesis, the rate-limiting step in DEL lead identification.
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2
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Hydrogel-Encapsulated Beads Enable Proximity-Driven Encoded Library Synthesis and Screening. ACS CENTRAL SCIENCE 2023; 9:1603-1610. [PMID: 37637732 PMCID: PMC10451030 DOI: 10.1021/acscentsci.3c00316] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/16/2023] [Indexed: 08/29/2023]
Abstract
Encoded combinatorial library technologies have dramatically expanded the chemical space for screening but are usually only analyzed by affinity selection binding. It would be highly advantageous to reformat selection outputs to "one-bead-one-compound" solid-phase libraries, unlocking activity-based and cellular screening capabilities. Here, we describe hydrogel-encapsulated magnetic beads that enable such a transformation. Bulk emulsion polymerization of polyacrylamide hydrogel shells around magnetic microbeads yielded uniform particles (7 ± 2 μm diameter) that are compatible with diverse in-gel functionalization (amine, alkyne, oligonucleotides) and transformations associated with DNA-encoded library synthesis (acylation, enzymatic DNA ligation). In a case study of reformatting mRNA display libraries, transcription from DNA-templated magnetic beads encapsulated in gel particles colocalized both RNA synthesis via hybridization with copolymerized complementary DNA and translation via puromycin labeling. Two control epitope templates (V5, HA) were successfully enriched (50- and 99-fold, respectively) from an NNK5 library bead screen via FACS. Proximity-driven library synthesis in concert with magnetic sample manipulation provides a plausible means for reformatting encoded combinatorial libraries at scale.
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Abstract
Xeno-nucleic acid (XNA) aptamers based on evolvable non-natural genetic polymers hold enormous potential as future diagnostic and therapeutic agents. However, time-consuming and costly procedures requiring the purification of individual XNA sequences produced by large-scale polymerase-mediated primer extension reactions pose a major bottleneck to the discovery of highly active XNA motifs for biomedical applications. Here, we describe a straightforward approach for rapidly surveying the binding properties of XNA aptamers identified by in vitro selection. Our strategy involves preparing XNA aptamer particles in which many copies of the same aptamer sequence are distributed throughout the gel matrix of a polyacrylamide-encapsulated magnetic particle. Aptamer particles are then screened by flow cytometry to assess target binding affinity and deduce structure-activity relationships. This generalizable and highly parallel assay dramatically accelerates the pace of secondary screening by allowing a single researcher to evaluate 48-96 sequences per day.
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4
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Liposomal Permeation Assay for Droplet-Scale Pharmacokinetic Screening. J Med Chem 2023; 66:6288-6296. [PMID: 37075027 PMCID: PMC10184116 DOI: 10.1021/acs.jmedchem.3c00138] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/20/2023]
Abstract
Combinatorial library screening increasingly explores chemical space beyond the Ro5 (bRo5), which is useful for investigating "undruggable" targets but suffers compromised cellular permeability and therefore bioavailability. Moreover, structure-permeation relationships for bRo5 molecules are unclear partially because high-throughput permeation measurement technology for encoded combinatorial libraries is still nascent. Here, we present a permeation assay that is scalable to combinatorial library screening. A liposomal fluorogenic azide probe transduces permeation of alkyne-labeled molecules into small unilamellar vesicles via copper-catalyzed azide-alkyne cycloaddition. Control alkynes (e.g., propargylamine, various alkyne-labeled PEGs) benchmarked the assay. Cell-permeable macrocyclic peptides, exemplary bRo5 molecules, were alkyne labeled and shown to retain permeability. The assay was miniaturized to microfluidic droplets with high assay quality (Z' ≥ 0.5), demonstrating excellent discrimination of photocleaved known membrane-permeable and -impermeable model library beads. Droplet-scale permeation screening will enable pharmacokinetic mapping of bRo5 libraries to build predictive models.
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5
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Abstract
The Human Genome Project ultimately aimed to translate DNA sequence into drugs. With the draft in hand, the Molecular Libraries Program set out to prosecute all genome-encoded proteins for drug discovery with automated high-throughput screening (HTS). This ambitious vision remains unfulfilled, even while innovations in sequencing technology have fully democratized access to genome-scale sequencing. Why? While the central dogma of biology allows us to chart the entirety of cellular metabolism through sequencing, there is no direct coding for chemistry. The rules of base pairing that relate DNA gene to RNA transcript and amino acid sequence do not exist for relating small-molecule structure with macromolecular binding partners and subsequently cellular function. Obtaining such relationships genome-wide is unapproachable via state-of-the-art HTS, akin to attempting genome-wide association studies using turn-of-the-millennium Sanger DNA sequencing.Our laboratory has been engaged in a multipronged technology development campaign to revolutionize molecular screening through miniaturization in pursuit of genome-scale drug discovery capabilities. The compound library was ripe for miniaturization: it clearly needed to become a consumable. We employed DNA-encoded library (DEL) synthesis principles in the development of solid-phase DELs prepared on microscopic beads, each harboring 100 fmol of a single library member and a DNA tag whose sequence describes the structure of the library member. Loading these DEL beads into 100 pL microfluidic droplets followed by online photocleavage, incubation, fluorescence-activated droplet sorting, and DNA sequencing of the sorted DEL beads reveals the chemical structures of bioactive compounds. This scalable library synthesis and screening platform has proven useful in several proof-of-concept projects involving current clinical targets.Moving forward, we face the problem of druggability and proteome-scale assay development. Developing biochemical or cellular assays for all genome-encoded targets is not scalable and likely impossible as most proteins have ill-defined or unknown activity and may not function outside of their native contexts. These are the dark undruggable expanses, and charting them will require advanced synthesis and analytical technologies that can generalize probe discovery, irrespective of mature protein function, to fulfill the Genome Project's vision of proteome-wide control of cellular pharmacology.
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Study of an RNA-Focused DNA-Encoded Library Informs Design of a Degrader of a r(CUG) Repeat Expansion. J Am Chem Soc 2022; 144:21972-21979. [PMID: 36399603 PMCID: PMC9878440 DOI: 10.1021/jacs.2c08883] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
A solid-phase DNA-encoded library (DEL) was studied for binding the RNA repeat expansion r(CUG)exp, the causative agent of the most common form of adult-onset muscular dystrophy, myotonic dystrophy type 1 (DM1). A variety of uncharged and novel RNA binders were identified to selectively bind r(CUG)exp by using a two-color flow cytometry screen. The cellular activity of one binder was augmented by attaching it with a module that directly cleaves r(CUG)exp. In DM1 patient-derived muscle cells, the compound specifically bound r(CUG)exp and allele-specifically eliminated r(CUG)exp, improving disease-associated defects. The approaches herein can be used to identify and optimize ligands and bind RNA that can be further augmented for functionality including degradation.
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7
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Abstract
The global rise of multidrug resistant infections poses an imminent, existential threat. Numerous pipelines have failed to convert biochemically active molecules into bona fide antibacterials, owing to a lack of chemical material with antibacterial-like physical properties in high-throughput screening compound libraries. Here, we demonstrate scalable design and synthesis of an antibacterial-like solid-phase DNA-encoded library (DEL, 7488 members) and facile hit deconvolution from whole-cell Escherichia coli and Bacillus subtilis cytotoxicity screens. The screen output identified two low-micromolar inhibitors of B. subtilis growth and recapitulated known structure-activity relationships of the fluoroquinolone antibacterial class. This phenotypic DEL screening strategy is also potentially applicable to adherent cells and will broadly enable the discovery and optimization of cell-active molecules.
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8
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Abstract
Click chemistry, proposed nearly 20 years ago, promised access to novel chemical space by empowering combinatorial library synthesis with a "few good reactions". These click reactions fulfilled key criteria (broad scope, quantitative yield, abundant starting material, mild reaction conditions, and high chemoselectivity), keeping the focus on molecules that would be easy to make, yet structurally diverse. This philosophy bears a striking resemblance to DNA-encoded library (DEL) technology, the now-dominant combinatorial chemistry paradigm. This review highlights the similarities between click and DEL reaction design and deployment in combinatorial library settings, providing a framework for the design of new DEL synthesis technologies to enable next-generation drug discovery.
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9
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Abstract
Homochiral membrane bilayers organize biological functions in all domains of life. The membrane’s permeability–its key property–correlates with a molecule’s lipophilicity, but the role of the membrane’s rich and uniform stereochemistry as a permeability determinant is largely ignored in empirical and computational measurements. Here, we describe a new approach to measuring permeation using continuously generated microfluidic droplet interface bilayers (DIBs, 480/min) and benchmark this system by monitoring fluorescent dye DIB permeation over time. Permeation of non-fluorescent, alkyne-labeled molecules was measured using a fluorogenic click reaction. DIB transport measurements revealed enantioselective permeation of alkyne-labeled amino acids (Ala, Val, Phe, Pro) and dipeptides through a chiral phospholipid bilayer; the biological L enantiomers permeated faster than D (1.2–6-fold; Ala–Pro). Enantioselective permeation both poses a potentially unanticipated criterion for drug design and offers a kinetic mechanism for the abiotic emergence of homochirality via chiral transfer between sugars, amino acids, and lipids.
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10
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Multiplexed Enzyme Activity-Based Probe Display via Hybridization. ACS COMBINATORIAL SCIENCE 2020; 22:579-585. [PMID: 32803953 DOI: 10.1021/acscombsci.0c00116] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Emulsions offer the means to miniaturize and parallelize high-throughput screening but require a robust method to localize activity-based fluorescent probes in each droplet. Multiplexing probes in droplets is impractical, though highly desirable for identifying library members that possess very specific activity. Here, we present multiplexed probe immobilization on library beads for emulsion screening. During library bead preparation, we quantitated ∼106 primers per bead by fluorescence in situ hybridization, however emulsion PCR yielded only ∼103 gene copies per bead. We leveraged the unextended bead-bound primers to hybridize complementary probe-oligonucleotide heteroconjugates to the library beads. The probe-hybridized bead libraries were then used to program emulsion in vitro transcription/translation reactions and analyzed by FACS to perform multiplexed activity-based screening of trypsin and chymotrypsin mutant libraries for novel proteolytic specificity. The approach's modularity should permit a high degree of probe multiplexing and appears extensible to other enzyme classes and library types.
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11
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Considerations for Achieving Maximized DNA Recovery in Solid-Phase DNA-Encoded Library Synthesis. ACS COMBINATORIAL SCIENCE 2020; 22:649-655. [PMID: 32786319 DOI: 10.1021/acscombsci.0c00101] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
DNA-encoded library (DEL) technology enables rapid, economical synthesis, and exploration of novel chemical space. Reaction development for DEL synthesis has recently accelerated in pace with a specific emphasis on ensuring that the reaction does not compromise the integrity of the encoding DNA. However, the factors that contribute to a reaction's "DNA compatibility" remain relatively unknown. We investigated several solid-phase reactions and encoding conditions and determined their impact on DNA compatibility. Conditions that minimized the accessibility of reactive groups on the DNA encoding tag (switching solvent, low temperature, double-stranded encoding tag) significantly improved compatibility. We showcased this approach in the multistep synthesis of an acyldepsipeptide (ADEP1) fragment, which preserved 73% of DNA for a >100-fold improvement over canonical conditions. These results are particularly encouraging in the context of multistep reaction sequences to access natural product-like scaffolds and more broadly underscore the importance of reconciling the biophysical properties and reactivity of DNA with chemistry development to yield high-quality libraries of those scaffolds.
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Abstract
Preparative reactions that occur efficiently under dilute, buffered, aqueous conditions in the presence of biomolecules find application in ligation, peptide synthesis, and polynucleotide synthesis and sequencing. However, the identification of functional groups or reagents that are mutually reactive with one another, but unreactive with biopolymers and water, is challenging. Shown here are cobalt catalysts that react with alkenes under dilute, aqueous, buffered conditions and promote efficient cycloisomerization and formal Friedel-Crafts reactions. The constraining conditions of bioorthogonal chemistry are beneficial for reaction efficiency as superior conversion at low catalyst concentration is obtained and competent rates in dilute conditions are maintained. Efficiency at high dilution in the presence of buffer and nucleobases suggests that these reaction conditions may find broad application.
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14
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Abstract
DNA-encoded library (DEL) technology is emerging as a key element of the small molecule discovery toolbox. Conventional DEL screens (i.e., on-DNA screening) interrogate large combinatorial libraries via affinity selection of DNA-tagged library members that are ligands of a purified and immobilized protein target. In these selections, the DNA tags can materially and undesirably influence target binding and, therefore, the experiment outcome. Here, we use a solid-phase DEL and droplet-based microfluidic screening to separate the DEL member from its DNA tag (i.e., off-DNA screening), for subsequent in-droplet laser-induced fluorescence polarization (FP) detection of target binding, obviating DNA tag interference. Using the receptor tyrosine kinase (RTK) discoidin domain receptor 1 (DDR1) as a proof-of-concept target in a droplet-scale competition-binding assay, we screened a 67 100-member solid-phase DEL of drug-like small molecules for competitive ligands of DDR1 and identified several known RTK inhibitor pharmacophores, including azaindole- and quinazolinone-containing monomers. Off-DNA DEL affinity screening with FP detection is potentially amenable to a wide array of target classes, including nucleic acid binding proteins, proteins that are difficult to overexpress and purify, or targets with no known activity assay.
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15
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A Solution Phase Platform to Characterize Chemical Reaction Compatibility with DNA-Encoded Chemical Library Synthesis. ACS COMBINATORIAL SCIENCE 2019; 21:650-655. [PMID: 31425646 PMCID: PMC6938256 DOI: 10.1021/acscombsci.9b00113] [Citation(s) in RCA: 30] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
DNA-encoded chemical library (DECL) synthesis must occur in aqueous media under conditions that preserve the integrity of the DNA encoding tag. While the identification of "DNA-compatible" reaction conditions is critical for the development of DECL designs that explore previously inaccessible chemical space, reports measuring such compatibility have been largely restricted to methods that do not faithfully capture the impact of reaction conditions on DNA fidelity in solution phase. Here we report a comprehensive methodology that uses soluble DNA substrates that exactly recapitulate DNA's exposure to the chemically reactive species of DECL synthesis. This approach includes the assessment of chemical fidelity (reaction yield and purity), encoding fidelity (ligation efficiency), and readability (DNA compatibility), revealing the fate of the DNA tag during DECL chemistry from a single platform.
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16
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Abstract
Synthetic biology aims to improve human health and the environment by repurposing biological enzymes for use in practical applications. However, natural enzymes often function with suboptimal activity when engineered into biological pathways or challenged to recognize unnatural substrates. Overcoming this problem requires efficient directed evolution methods for discovering new enzyme variants that function with a desired activity. Here, we describe the construction, validation, and application of a fluorescence-activated droplet sorting (FADS) instrument that was established to evolve enzymes for synthesizing and modifying artificial genetic polymers (XNAs). The microfluidic system enables droplet sorting at ∼2-3 kHz using fluorescent sensors that are responsive to enzymatic activity. The ability to evolve nucleic acid enzymes with customized properties will uniquely drive emerging applications in synthetic biology, biotechnology, and healthcare.
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17
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Abstract
Robotic high-throughput compound screening (HTS) and, increasingly, DNA-encoded library (DEL) screening are driving bioactive chemical matter discovery in the postgenomic era. HTS enables activity-based investigation of highly complex targets using static compound libraries. Conversely, DEL grants efficient access to novel chemical diversity, although screening is limited to affinity-based selections. Here, we describe an integrated droplet-based microfluidic circuit that directly screens solid-phase DELs for activity. An example screen of a 67 100-member library for inhibitors of the phosphodiesterase autotaxin yielded 35 high-priority structures for nanomole-scale synthesis and validation (20 active), guiding candidate selection for synthesis at scale (5/5 compounds with IC50 values of 4-10 μM). We further compared activity-based hits with those of an analogous affinity-based DEL selection. This miniaturized screening platform paves the way toward applying DELs to more complex targets (signaling pathways, cellular response) and represents a distributable approach to small molecule discovery.
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18
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Abstract
Automated and reproducible sample handling is a key requirement for high-throughput compound screening and currently demands heavy reliance on expensive robotics in screening centers. Integrated droplet microfluidic screening processors are poised to replace robotic automation by miniaturizing biochemical reactions to the droplet scale. These processors must generate, incubate, and sort droplets for continuous droplet screening, passively handling millions of droplets with complete uniformity, especially during the key step of sample incubation. Here, we disclose an integrated microfluidic emulsion creamer that packs ("creams") assay droplets by draining away excess oil through microfabricated drain channels. The drained oil coflows with creamed emulsion and then reintroduces the oil to disperse the droplets at the circuit terminus for analysis. Creamed emulsion assay incubation time dispersion was 1.7%, 3-fold less than other reported incubators. The integrated, continuous emulsion creamer (ICEcreamer) was used to miniaturize and optimize measurements of various enzymatic activities (phosphodiesterase, kinase, bacterial translation) under multiple- and single-turnover conditions. Combining the ICEcreamer with current integrated microfluidic DNA-encoded library bead processors eliminates potentially cumbersome instrumentation engineering challenges and is compatible with assays of diverse target class activities commonly investigated in drug discovery.
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19
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Poisson Statistics of Combinatorial Library Sampling Predict False Discovery Rates of Screening. ACS COMBINATORIAL SCIENCE 2017; 19:524-532. [PMID: 28682059 PMCID: PMC5558193 DOI: 10.1021/acscombsci.7b00061] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
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Microfluidic droplet-based
screening of DNA-encoded one-bead-one-compound
combinatorial libraries is a miniaturized, potentially widely distributable
approach to small molecule discovery. In these screens, a microfluidic
circuit distributes library beads into droplets of activity assay
reagent, photochemically cleaves the compound from the bead, then
incubates and sorts the droplets based on assay result for subsequent
DNA sequencing-based hit compound structure elucidation. Pilot experimental
studies revealed that Poisson statistics describe nearly all aspects
of such screens, prompting the development of simulations to understand
system behavior. Monte Carlo screening simulation data showed that
increasing mean library sampling (ε), mean droplet occupancy,
or library hit rate all increase the false discovery rate (FDR). Compounds
identified as hits on k > 1 beads (the replicate k class) were much more likely to be authentic
hits than singletons (k = 1), in agreement with previous
findings. Here, we explain this observation by deriving an equation
for authenticity, which reduces to the product of a library sampling
bias term (exponential in k) and a sampling saturation
term (exponential in ε) setting a threshold that the k-dependent bias must overcome. The equation thus quantitatively
describes why each hit structure’s FDR is based on its k class, and further predicts the feasibility of intentionally
populating droplets with multiple library beads, assaying the micromixtures
for function, and identifying the active members by statistical deconvolution.
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An Integrated Microfluidic Processor for DNA-Encoded Combinatorial Library Functional Screening. ACS COMBINATORIAL SCIENCE 2017; 19:181-192. [PMID: 28199790 PMCID: PMC5350604 DOI: 10.1021/acscombsci.6b00192] [Citation(s) in RCA: 61] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
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DNA-encoded synthesis
is rekindling interest in combinatorial compound
libraries for drug discovery and in technology for automated and quantitative
library screening. Here, we disclose a microfluidic circuit that enables
functional screens of DNA-encoded compound beads. The device carries
out library bead distribution into picoliter-scale assay reagent droplets,
photochemical cleavage of
compound from the bead, assay incubation, laser-induced fluorescence-based
assay detection, and fluorescence-activated droplet sorting to isolate
hits. DNA-encoded compound beads (10-μm diameter) displaying
a photocleavable positive control inhibitor pepstatin A were mixed
(1920 beads, 729 encoding sequences) with negative control beads (58 000
beads, 1728 encoding sequences) and screened for cathepsin D inhibition
using a biochemical enzyme activity assay. The circuit sorted 1518
hit droplets for collection following 18 min incubation over a 240
min analysis. Visual inspection of a subset of droplets (1188 droplets)
yielded a 24% false discovery rate (1166 pepstatin A beads; 366 negative
control beads). Using template barcoding strategies, it was possible
to count hit collection beads (1863) using next-generation sequencing
data. Bead-specific barcodes enabled replicate counting, and the false
discovery rate was reduced to 2.6% by only considering hit-encoding
sequences that were observed on >2 beads. This work represents
a complete
distributable small molecule discovery platform, from microfluidic
miniaturized automation to ultrahigh-throughput hit deconvolution
by sequencing.
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High-throughput Identification of DNA-Encoded IgG Ligands that Distinguish Active and Latent Mycobacterium tuberculosis Infections. ACS Chem Biol 2017; 12:234-243. [PMID: 27957856 DOI: 10.1021/acschembio.6b00855] [Citation(s) in RCA: 47] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
The circulating antibody repertoire encodes a patient's health status and pathogen exposure history, but identifying antibodies with diagnostic potential usually requires knowledge of the antigen(s). We previously circumvented this problem by screening libraries of bead-displayed small molecules against case and control serum samples to discover "epitope surrogates" (ligands of IgGs enriched in the case sample). Here, we describe an improved version of this technology that employs DNA-encoded libraries and high-throughput FACS-based screening to discover epitope surrogates that differentiate noninfectious/latent (LTB) patients from infectious/active TB (ATB) patients, which is imperative for proper treatment selection and antibiotic stewardship. Normal control/LTB (10 patients each, NCL) and ATB (10 patients) serum pools were screened against a library (5 × 106 beads, 448 000 unique compounds) using fluorescent antihuman IgG to label hit compound beads for FACS. Deep sequencing decoded all hit structures and each hit's occurrence frequencies. ATB hits were pruned of NCL hits and prioritized for resynthesis based on occurrence and homology. Several structurally homologous families were identified and 16/21 resynthesized representative hits validated as selective ligands of ATB serum IgGs (p < 0.005). The native secreted TB protein Ag85B (though not the E. coli recombinant form) competed with one of the validated ligands for binding to antibodies, suggesting that it mimics a native Ag85B epitope. The use of DNA-encoded libraries and FACS-based screening in epitope surrogate discovery reveals thousands of potential hit structures. Distilling this list down to several consensus chemical structures yielded a diagnostic panel for ATB composed of thermally stable and economically produced small molecule ligands in place of protein antigens.
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Chemoselective Coupling Preserves the Substrate Integrity of Surface-Immobilized Oligonucleotides for Emulsion PCR-Based Gene Library Construction. ACS COMBINATORIAL SCIENCE 2017; 19:9-14. [PMID: 28064476 DOI: 10.1021/acscombsci.6b00146] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Combinatorial bead libraries figure prominently in next-generation sequencing and are also important tools for in vitro evolution. The most common methodology for generating such bead libraries, emulsion PCR (emPCR), enzymatically extends bead-immobilized oligonucleotide PCR primers in emulsion droplets containing a single progenitor library member. Primers are almost always immobilized on beads via noncovalent biotin-streptavidin binding. Here, we describe covalent bead functionalization with primers (∼106 primers/2.8-μm-diameter bead) via either azide-alkyne click chemistry or Michael addition. The primers are viable polymerase substrates (4-7% bead-immobilized enzymatic extension product yield from one thermal cycle). Carbodiimide-activated carboxylic acid beads only react with oligonucleotides under conditions that promote nonspecific interactions (low salt, low pH, no detergent), comparably immobilizing primers on beads, but yielding no detectable enzymatic extension product. Click-functionalized beads perform satisfactorily in emPCR of a site-saturation mutagenesis library, generating monoclonal templated beads (104-105 copies/bead, 1.4-kb amplicons). This simpler, chemical approach to primer immobilization may spur more economical library preparation for high-throughput sequencing and enable more complex surface elaboration for in vitro evolution.
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Abstract
DNA-encoded synthesis can generate vastly diverse screening libraries of arbitrarily complex molecules as long as chemical reaction conditions do not compromise DNA's informational integrity, a fundamental constraint that "DNA-compatible" reaction development does not presently address. We devised DNA-encoded reaction rehearsal, an integrated analysis of reaction yield and impact on DNA, to acquire these key missing data. Magnetic DNA-functionalized sensor beads quantitatively report the % DNA template molecules remaining viable for PCR amplification after exposure to test reaction conditions. Analysis of solid-phase bond forming (e.g., Suzuki-Miyaura cross-coupling, reductive amination) and deprotection reactions (e.g., allyl esters, silyl ethers) guided the definition and optimization of DNA-compatible reaction conditions (>90% yield, >30% viable DNA molecules), most notably in cases that involved known (H(+), Pd) and more obscure (Δ, DMF) hazards to DNA integrity. The data provide an empirical yet mechanistically consistent and predictive framework for designing successful DNA-encoded reaction sequences for combinatorial library synthesis.
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Abstract
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With
the potential for each droplet to act as a unique reaction
vessel, droplet microfluidics is a powerful tool for high-throughput
discovery. Any attempt at compound screening miniaturization must
address the significant scaling inefficiencies associated with library
handling and distribution. Eschewing microplate-based compound collections
for one-bead-one-compound (OBOC) combinatorial libraries, we have
developed hνSABR (Light-Induced
and -Graduated High-Throughput Screening After Bead Release), a microfluidic
architecture that integrates a suspension hopper for compound library
bead introduction, droplet generation, microfabricated waveguides
to deliver UV light to the droplet flow for photochemical compound
dosing, incubation, and laser-induced fluorescence for assay readout.
Avobenzone-doped PDMS (0.6% w/w) patterning confines UV exposure to
the desired illumination region, generating intradroplet compound
concentrations (>10 μM) that are reproducible between devices.
Beads displaying photochemically cleavable pepstatin A were distributed
into droplets and exposed with five different UV intensities to demonstrate
dose–response screening in an HIV-1 protease activity assay.
This microfluidic architecture introduces a new analytical approach
for OBOC library screening, and represents a key component of a next-generation
distributed small molecule discovery platform.
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26
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DNA-Encoded Solid-Phase Synthesis: Encoding Language Design and Complex Oligomer Library Synthesis. ACS COMBINATORIAL SCIENCE 2015; 17:518-34. [PMID: 26290177 PMCID: PMC4571006 DOI: 10.1021/acscombsci.5b00106] [Citation(s) in RCA: 106] [Impact Index Per Article: 11.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
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The
promise of exploiting combinatorial synthesis for small molecule
discovery remains unfulfilled due primarily to the “structure
elucidation problem”: the back-end mass spectrometric analysis
that significantly restricts one-bead-one-compound (OBOC) library
complexity. The very molecular features that confer binding potency
and specificity, such as stereochemistry, regiochemistry, and scaffold
rigidity, are conspicuously absent from most libraries because isomerism
introduces mass redundancy and diverse scaffolds yield uninterpretable
MS fragmentation. Here we present DNA-encoded solid-phase synthesis
(DESPS), comprising parallel compound synthesis in organic solvent
and aqueous enzymatic ligation of unprotected encoding dsDNA oligonucleotides.
Computational encoding language design yielded 148 thermodynamically
optimized sequences with Hamming string distance ≥ 3 and total
read length <100 bases for facile sequencing. Ligation is efficient
(70% yield), specific, and directional over 6 encoding positions.
A series of isomers served as a testbed for DESPS’s utility
in split-and-pool diversification. Single-bead quantitative PCR detected
9 × 104 molecules/bead and sequencing allowed for
elucidation of each compound’s synthetic history. We applied
DESPS to the combinatorial synthesis of a 75 645-member OBOC
library containing scaffold, stereochemical and regiochemical diversity
using mixed-scale resin (160-μm quality control beads and 10-μm
screening beads). Tandem DNA sequencing/MALDI-TOF MS analysis of 19
quality control beads showed excellent agreement (<1 ppt) between
DNA sequence-predicted mass and the observed mass. DESPS synergistically
unites the advantages of solid-phase synthesis and DNA encoding, enabling
single-bead structural elucidation of complex compounds and synthesis
using reactions normally considered incompatible with unprotected
DNA. The widespread availability of inexpensive oligonucleotide synthesis,
enzymes, DNA sequencing, and PCR make implementation of DESPS straightforward,
and may prompt the chemistry community to revisit the synthesis of
more complex and diverse libraries.
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Abstract
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Many
high-throughput analytical platforms, from next-generation
DNA sequencing to drug discovery, rely on beads as carriers of molecular
diversity. Microfluidic systems are ideally suited to handle and analyze
such bead libraries with high precision and at minute volume scales;
however, the challenge of introducing bead suspensions into devices
before they sediment usually confounds microfluidic handling and analysis.
We developed a bead suspension hopper that exploits sedimentation
to load beads into a microfluidic droplet generator. A suspension
hopper continuously delivered synthesis resin beads (17 μm diameter,
112,000 over 2.67 h) functionalized with a photolabile linker and
pepstatin A into picoliter-scale droplets of an HIV-1 protease activity
assay to model ultraminiaturized compound screening. Likewise, trypsinogen
template DNA-coated magnetic beads (2.8 μm diameter, 176,000
over 5.5 h) were loaded into droplets of an in vitro transcription/translation
system to model a protein evolution experiment. The suspension hopper
should effectively remove any barriers to using suspensions as sample
inputs, paving the way for microfluidic automation to replace robotic
library distribution.
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Abstract
Among the molecular milieu of the cell, the membrane bilayer stands out as a complex and elusive synthetic target. We report a microfluidic assembly line that produces uniform cellular compartments from droplet, lipid, and oil/water interface starting materials. Droplets form in a lipid-containing oil flow and travel to a junction where the confluence of oil and extracellular aqueous media establishes a flow-patterned interface that is both stable and reproducible. A triangular post mediates phase transfer bilayer assembly by deflecting droplets from oil, through the interface, and into the extracellular aqueous phase to yield a continuous stream of unilamellar phospholipid vesicles with uniform and tunable size. The size of the droplet precursor dictates vesicle size, encapsulation of small-molecule cargo is highly efficient, and the single bilayer promotes functional insertion of a bacterial transmembrane pore.
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Microfluidic compartmentalized directed evolution. ACTA ACUST UNITED AC 2010; 17:717-24. [PMID: 20659684 DOI: 10.1016/j.chembiol.2010.05.021] [Citation(s) in RCA: 40] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2010] [Revised: 03/29/2010] [Accepted: 05/19/2010] [Indexed: 12/29/2022]
Abstract
Directed evolution studies often make use of water-in-oil compartments, which conventionally are prepared by bulk emulsification, a crude process that generates nonuniform droplets and can damage biochemical reagents. A microfluidic emulsification circuit was devised that generates uniform water-in-oil droplets (21.9 +/- 0.8 microm radius) with high throughput (10(7)-10(8) droplets per hour). The circuit contains a radial array of aqueous flow nozzles that intersect a surrounding oil flow channel. This device was used to evolve RNA enzymes with RNA ligase activity, selecting enzymes that could resist inhibition by neomycin. Each molecule in the population had the opportunity to undergo 10(8)-fold selective amplification within its respective compartment. Then the progeny RNAs were harvested and used to seed new compartments. During five rounds of this procedure, the enzymes acquired mutations that conferred resistance to neomycin and caused some enzymes to become dependent on neomycin for optimal activity.
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Microfluidic landscapes for evolution. Curr Opin Chem Biol 2010; 14:568-73. [PMID: 20800535 DOI: 10.1016/j.cbpa.2010.07.023] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2010] [Revised: 07/28/2010] [Accepted: 07/29/2010] [Indexed: 01/11/2023]
Abstract
Evolution at its heart is an iterative algorithm composed of three steps: selection, amplification and mutagenesis. This algorithm can be applied to complex inputs such as populations of whole organisms and viruses, or mixtures of bare nucleic acids and proteins. The output is the same: evolutionary adaptation of new and improved function subject to selection. Recent breakthroughs in microfluidic technology have introduced automation and process monitoring to in vitro evolution, and reproducible preparation of emulsions and other multi-phase reaction landscapes. It is at this intersection of compartmentalization and in vitro evolution where miniaturization is again redefining experimental design in contemporary chemistry and biology.
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Abstract
Computer control of Darwinian evolution has been demonstrated by propagating a population of RNA enzymes in a microfluidic device. The RNA population was challenged to catalyze the ligation of an oligonucleotide substrate under conditions of progressively lower substrate concentrations. A microchip-based serial dilution circuit automated an exponential growth phase followed by a 10-fold dilution, which was repeated for 500 log-growth iterations. Evolution was observed in real time as the population adapted and achieved progressively faster growth rates over time. The final evolved enzyme contained a set of 11 mutations that conferred a 90-fold improvement in substrate utilization, coinciding with the applied selective pressure. This system reduces evolution to a microfluidic algorithm, allowing the experimenter to observe and manipulate adaptation.
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Abstract
In vitro evolution of RNA molecules requires a method for executing many consecutive serial dilutions. To solve this problem, a microfluidic circuit has been fabricated in a three-layer glass-PDMS-glass device. The 400-nL serial dilution circuit contains five integrated membrane valves: three two-way valves arranged in a loop to drive cyclic mixing of the diluent and carryover, and two bus valves to control fluidic access to the circuit through input and output channels. By varying the valve placement in the circuit, carryover fractions from 0.04 to 0.2 were obtained. Each dilution process, which is composed of a diluent flush cycle followed by a mixing cycle, is carried out with no pipeting, and a sample volume of 400 nL is sufficient for conducting an arbitrary number of serial dilutions. Mixing is precisely controlled by changing the cyclic pumping rate, with a minimum mixing time of 22 s. This microfluidic circuit is generally applicable for integrating automated serial dilution and sample preparation in almost any microfluidic architecture.
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Sparsely cross-linked "nanogel" matrixes as fluid, mechanically stabilized polymer networks for high-throughput microchannel DNA sequencing. Anal Chem 2006; 76:5249-56. [PMID: 15362880 DOI: 10.1021/ac049721x] [Citation(s) in RCA: 32] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
We have developed sparsely cross-linked "nanogels", subcolloidal polymer structures composed of covalently linked, linear polyacrylamide chains, as novel replaceable DNA sequencing matrixes for capillary and microchip electrophoresis. Nanogels were synthesized via inverse emulsion (water-in-oil) copolymerization of acrylamide and a low percentage (approximately 10(-4) mol %) of N,N-methylene bisacrylamide (Bis). Nanogels and nanogel networks were characterized by multiangle laser light scattering and rheometry, respectively, and tested for DNA sequencing in both capillaries and chips with four-color LIF detection. Typical nanogels have an average radius of approximately 230 nm, with approximately 75% of chains incorporating a Bis cross-linker. The properties and performance of nanogel matrixes are compared here to those of a linear polyacrylamide (LPA) network, matched for both polymer weight-average molar mass (M(w)) and the extent of interchain entanglements (c/c). At sequencing concentrations, the two matrixes have similar flow characteristics, important for capillary and microchip loading. However, because of the physical network stability provided by the internally cross-linked structure of the nanogels, substantially longer average read lengths are obtained under standard conditions with the nanogel matrix at a 98.5% accuracy of base-calling (for CE: 680 bases, an 18.7% improvement over LPA, with the best reads as long as 726 bases, compared to 568 bases for the LPA matrix). We further investigated the use of the nanogel matrixes in a high-throughput microfabricated DNA sequencing device consists of 96 separation channels densely fabricated on a 6-in. glass wafer. Again, preliminary DNA sequencing results show that the nanogel matrixes are capable of delivering significantly longer average read length, compared to an LPA matrix of comparable properties. Moreover, nanogel matrixes require 30% less polymer per unit volume than LPA. The addition of a small amount of low molar mass LPA or ultrahigh molar mass LPA to the optimized nanogel sequencing matrix further improves read length as well as the reproducibility of read length (RSD < 1.6%). This is the first report of a replaceable DNA sequencing matrix that provides better performance than LPA, in a side-by-side comparison of polymer matrixes appropriately matched for molar mass and the extent of interchain entanglements. These results could have significant implications for the improvement of microchip-based DNA sequencing technology.
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Abstract
Hydrogenated amorphous silicon (a-Si:H) PIN photodiodes have been developed and characterized as fluorescence detectors for microfluidic analysis devices. A discrete a-Si:H photodiode is first fabricated on a glass substrate and used to detect fluorescent dye standards using conventional confocal microscopy. In this format, the limit of detection for fluorescein flowing in a 50-microm deep channel is 680 pM (S/N = 3). A hybrid integrated detection system consisting of a half-ball lens, a ZnS/YF3 multilayer optical interference filter with a pinhole, and an annular a-Si:H photodiode is also developed that allows the laser excitation to pass up through the central aperture in the detector. Using this integrated detection device, the limit of detection for fluorescein is 17 nM, and DNA fragment sizing and chiral analysis of glutamic acid are successfully performed. The a-Si:H detector exhibits high sensitivity at the emission wavelengths of commonly used fluorescent dyes and is readily microfabricated and integrated at low cost making it ideal for portable microfluidic bioanalyzers and emerging large scale integrated microfluidic technologies.
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Polymorphism ratio sequencing: a new approach for single nucleotide polymorphism discovery and genotyping. Genome Res 2003; 13:287-93. [PMID: 12566407 PMCID: PMC420372 DOI: 10.1101/gr.396203] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2002] [Accepted: 12/04/2002] [Indexed: 11/25/2022]
Abstract
Polymorphism ratio sequencing (PRS) combines the advantages of high-throughput DNA sequencing with new labeling and pooling schemes to produce a powerful assay for sensitive single nucleotide polymorphism (SNP) discovery, rapid genotyping, and accurate, multiplexed allele frequency determination. In the PRS method, dideoxy-terminator extension ladders generated from a sample and reference template are labeled with different energy-transfer fluorescent dyes and coinjected into a separation capillary for comparison of relative signal intensities. We demonstrate the PRS method by screening two human mitochondrial genomes for sequence variations using a microfabricated capillary array electrophoresis device. A titration of multiplexed DNA samples places the limit of minor allele frequency detection at 5%. PRS is a sensitive and robust polymorphism detection method for the analysis of individual or multiplexed samples that is compatible with any four-color fluorescence DNA sequencer.
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37
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Abstract
Modern DNA sequencing 'factories' have revolutionized biology by completing the human genome sequence, but in the race to completion we are left with inefficient, cumbersome, and costly macroscale processes and supporting facilities. During the same period, microfabricated DNA sequencing, sample processing and analysis devices have advanced rapidly toward the goal of a 'sequencing lab-on-a-chip'. Integrated microfluidic processing dramatically reduces analysis time and reagent consumption, and eliminates costly and unreliable macroscale robotics and laboratory apparatus. A microfabricated device for high-throughput DNA sequencing that couples clone isolation, template amplification, Sanger extension, purification, and electrophoretic analysis in a single microfluidic circuit is now attainable.
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38
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Abstract
A microfabricated electrophoretic bioprocessor for integrated DNA sequencing sample desalting, template removal, preconcentration, and CE analysis is presented. A low-viscosity gel capture matrix, containing an acrylamide-copolymerized oligonucleotide complementary to the 20-base sequence directly 3' of the M13-40 universal forward priming site, is introduced into the 60-nL capture chamber. Unpurified DNA sequencing reaction products are electrophoretically driven through the chamber; extension products hybridize to the matrix, while contaminating buffering ions, Cl-, excess primer, and template DNA are unretained. Purification under optimized conditions is complete in only 120 s (binding temperature 50 degrees C, driving voltage 250 V). High-speed, integrated sequencing analysis is accomplished by releasing the gel-purified duplex at 67 degrees C and directly injecting onto a 15.9-cm effective length CE microchannel. Electrophoretic resolution of the sequencing products is complete in 32 min, producing a total of 560 bp with phred quality q > or = 20 (accuracy > or = 99%). This fully integrated nanoliter process decreases the purification time approximately 10-fold and the process volume approximately 100-fold while providing state-of-the-art sequencing results.
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39
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High throughput DNA sequencing with a microfabricated 96-lane capillary array electrophoresis bioprocessor. Proc Natl Acad Sci U S A 2002; 99:574-9. [PMID: 11792836 PMCID: PMC117347 DOI: 10.1073/pnas.012608699] [Citation(s) in RCA: 213] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
High throughput DNA sequencing has been performed by using a microfabricated 96-channel radial capillary array electrophoresis (microCAE) microchannel plate detected by a 4-color rotary confocal fluorescence scanner. The microchannel plate features a novel injector for uniform sieving matrix loading as well as high resolution, tapered turns that provide an effective separation length of 15.9 cm on a compact 150-mm diameter wafer. Expanded common buffer chambers for the cathode, anode, and waste reservoirs are used to simplify electrode addressing and to counteract buffering capacity depletion arising from the high electrophoretic current. DNA sequencing data from 95 successful lanes out of 96 lanes run in parallel were batch-processed with basefinder, producing an average read length of 430 bp (phred q > or = 20). Phred quality values were found to exceed 40 (0.01% probability of incorrectly calling a base) for over 80% of the read length. The microCAE system demonstrated here produces sequencing data at a rate of 1.7 kbp/min, a 5-fold increase over current commercial capillary array electrophoresis technology. Additionally, this system permits lower reagent volumes and lower sample concentrations, and it presents numerous possibilities for integrated sample preparation and handling. The unique capabilities of microCAE technology should make it the next generation, high performance DNA sequencing platform.
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40
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High-pressure gel loader for capillary array electrophoresis microchannel plates. Biotechniques 2001; 31:1150-2, 1154. [PMID: 11730021 DOI: 10.2144/01315rr04] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
Microfabricated capillary array electrophoresis (microCAE) microchannel plates are the next generation of bioanalytical separation devices. To fully exploit the capabilities of microCAE devices, supporting technology such as robotic sample loading, gel loading, microplate washing, and data analysis must be developed. Here, we describe a device for loading gel into radial capillary array electrophoresis microplates and for plate washing and drying. The microplates are locked into a loading module, and high-pressure helium is used to drive aqueous separation media or wash solutions into the microchannels through fixtures connected to the central anode reservoir. Microplates are rapidly (30 s to 5 min) loaded with separation media, such as 3%-4.8% linear polyacrylamide or 0.7%-3.0% hydroxyethyl cellulose, for electrophoresis. The effective and rapid gel-filling and plate-cleaning methods together with short electrophoretic analysis times (2-30 min) make microCAE systems versatile and powerful nucleic acid analysis platforms.
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Abstract
This review focuses on some recent advances in realizing microfabricated capillary array electrophoresis (microCAE). In particular, the development of a novel rotary scanning confocal fluorescence detector has facilitated the high-speed collection of sequencing and genotyping data from radially formatted microCAE devices. The concomitant development of a convenient energy-transfer cassette labeling chemistry allows sensitive multicolor labeling of any DNA genotyping or sequencing analyte. High-performance hereditary haemochromatosis and short tandem repeat genotyping assays are demonstrated on these devices along with rapid mitochondrial DNA sequence polymorphism analysis. Progress in supporting technology such as robotic fluid dispensing and batched data analysis is also presented. The ultimate goal is to develop a parallel analysis platform capable of integrated sample preparation and automated electrophoretic analysis with a throughput 10-100 times that of current technology.
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Abstract
Microfabricated "laboratory-on-a-chip" systems are revolutionizing all aspects of genetic analysis. The development of capillary array electrophoresis (CAE) microchannel plate devices makes possible the performance of 96 or more high-speed separations in parallel on a single wafer-scale device. The fluorescently labeled DNA samples are detected within the microchannels with a novel four-color rotary confocal fluorescence scanner. The capabilities of this system for genotyping are demonstrated through multiplex separations of short tandem repeat and hereditary haemochromatosis allele-specific amplicons. Furthermore, with newly developed folded channel designs that maintain high resolution, these CAE microplate systems are used to perform 96 high-quality DNA sequencing separations in parallel to approximately 500 bases per capillary in less than 30 min. These densely packed microfabricated device technologies will facilitate the even more rapid collection of vast amounts of genetic data in the future.
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Turn geometry for minimizing band broadening in microfabricated capillary electrophoresis channels. Anal Chem 2000; 72:3030-7. [PMID: 10939363 DOI: 10.1021/ac000054r] [Citation(s) in RCA: 135] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Turns in microfabricated capillary electrophoresis channels generally result in degraded separation quality. To circumvent this limitation, channels were constructed with different types of turns to determine the design that minimizes turn-induced band broadening. In particular, tapered turns were created by narrowing the separation channel width before the start of a turn and widening the channel after the turn is complete. The radius of curvature of the turn, the length over which the channel is tapered, and the degree of tapering were explored. The column efficiencies were determined by examining the resolution of the 271/281 base pair doublet in the separation of a phiX174 HaeIII DNA sizing ladder. Tapered turns with the smallest radius of curvature (250 microm), the shortest tapering length between the separation and turn widths (55 microm), and the largest tapering ratio (4:1 separation channel width to turn channel width) produced the highest resolution separations. These results are discussed by comparison to theoretical predictions of the effect of tapers and turns on analyte band dispersion in capillary electrophoresis.
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