24 research outputs found
Heat-enhanced peptide synthesis on Teļ¬on-patterned paper
In this report, we describe the methodology for 96 parallel organic syntheses of peptides on Teflon-patterned paper assisted by heating with an infra-red lamp. SPOT synthesis is an important technology for production of peptide arrays on a paper-based support for rapid identification of peptide ligands, epitope mapping, and identification of bio-conjugation reactions. The major drawback of the SPOT synthesis methodology published to-date is suboptimal reaction conversion due to mass transport limitations in the unmixed reaction spot. The technology developed in this report overcomes these problems by changing the environment of the reaction from static to dynamic (flow-through), and further accelerating the reaction by selective heating of the reaction support in contact with activated amino acids. Patterning paper with Teflon allows for droplets of organic solvents to be confined in a zone on the paper array and flow through the paper at a well-defined rate and provide a convenient, power-free setup for flow-through solid-phase synthesis and efficient assembly of peptide arrays. We employed an infra-red (IR) lamp to locally heat the cellulosic support during the flow-through delivery of the reagents to each zone of the paper-based array. We demonstrate that IR-heating in solid phase peptide synthesis shortened the reaction time necessary for amide bond formation down to 3 minutes; in some couplings of alpha amino acids, conversion rates increased up to fifteen folds. The IR-heating improved the assembly of difficult sequences, such as homo-oligomers of all 20 natural amino acids
Reproducible Discovery of Cell-Binding Peptides āLostā in Bulk Amplification via Emulsion Amplification in Phage Display Panning
Many pharmaceutically-relevant cell surface receptors are functional only in the context of intact cells. Phage display, while being a powerful method for the discovery of ligands for purified proteins often fails to identify a diverse set of ligands to receptors on a cell membrane mosaic. To understand this deficiency, we examined growth bias in naĆÆve phage display libraries and observed that it fundamentally changes selection outcomes: The presence of growth-biased (parasite) phage clones in a phage library is detrimental to selection and cell-based panning of such biased libraries is poised to yield ligands from within a small parasite population. Importantly, amplification of phage libraries in water-oil emulsions suppressed the amplification of parasites and steered the selection of biased phage libraries away from parasite population. Attenuation of the growth bias through the use of emulsion amplification reproducibly discovers the ligands for cell-surface receptors that cannot be identified in screen that use conventional ābulkā amplification
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Deep Sequencing Analysis of Phage Libraries using Illumina Platform
This paper presents an analysis of phage-displayed libraries of peptides using Illumina. We describe steps for the preparation of short DNA fragments for deep sequencing and MatLab software for the analysis of the results. Screening of peptide libraries displayed on the surface of bacteriophage (phage display) can be used to discover peptides that bind to any target. The key step in this discovery is the analysis of peptide sequences present in the library. This analysis is usually performed by Sanger sequencing, which is labor intensive and limited to examination of a few hundred phage clones. On the other hand, Illumina deep-sequencing technology can characterize over 107 reads in a single run. We applied Illumina sequencing to analyze phage libraries. Using PCR, we isolated the variable regions from M13KE phage vectors from a phage display library. The PCR primers contained (i) sequences flanking the variable region, (ii) barcodes, and (iii) variable 5ā²-terminal region. We used this approach to examine how diversity of peptides in phage display libraries changes as a result of amplification of libraries in bacteria. Using HiSeq single-end Illumina sequencing of these fragments, we acquired over 2 Ć 107 reads, 57 base pairs (bp) in length. Each read contained information about the barcode (6 bp), one complimentary region (12 bp) and a variable region (36 bp). We applied this sequencing to a model library of 106 unique clones and observed that amplification enriches ā¼150 clones, which dominate ā¼20% of the library. Deep sequencing, for the first time, characterized the collapse of diversity in phage libraries. The results suggest that screens based on repeated amplification and small-scale sequencing identify a few binding clones and miss thousands of useful clones. The deep sequencing approach described here could identify under-represented clones in phage screens. It could also be instrumental in developing new screening strategies, which can preserve diversity of phage clones and identify ligands previously lost in phage display screens.Chemistry and Chemical Biolog
Prospective identification of parasitic sequences in phage display screens
Phage display empowered the development of proteins with new function and ligands for clinically relevant targets. In this report, we use next-generation sequencing to analyze phage-displayed libraries and uncover a strong bias induced by amplification preferences of phage in bacteria. This bias favors fast-growing sequences that collectively constitute <0.01% of the available diversity. Specifically, a library of 10[superscript 9] random 7-mer peptides (Ph.D.-7) includes a few thousand sequences that grow quickly (the āparasitesā), which are the sequences that are typically identified in phage display screens published to date. A similar collapse was observed in other libraries. Using Illumina and Ion Torrent sequencing and multiple biological replicates of amplification of Ph.D.-7 library, we identified a focused population of 770 āparasitesā. In all, 197 sequences from this population have been identified in literature reports that used Ph.D.-7 library. Many of these enriched sequences have confirmed function (e.g. target binding capacity). The bias in the literature, thus, can be viewed as a selection with two different selection pressures: (i) target-binding selection, and (ii) amplification-induced selection. Enrichment of parasitic sequences could be minimized if amplification bias is removed. Here, we demonstrate that emulsion amplification in libraries of ~10[superscript 6] diverse clones prevents the biased selection of parasitic clones
Error Analysis of Deep Sequencing of Phage Libraries: Peptides Censored in Sequencing
Next-generation sequencing techniques empower selection of ligands from phage-display libraries because they can detect low abundant clones and quantify changes in the copy numbers of clones without excessive selection rounds. Identification of errors in deep sequencing data is the most critical step in this process because these techniques have error rates >1%. Mechanisms that yield errors in Illumina and other techniques have been proposed, but no reports to date describe error analysis in phage libraries. Our paper focuses on error analysis of 7-mer peptide libraries sequenced by Illumina method. Low theoretical complexity of this phage library, as compared to complexity of long genetic reads and genomes, allowed us to describe this library using convenient linear vector and operator framework. We describe a phage library as NĆ1 frequency vector n=ni, where ni is the copy number of the ith sequence and N is the theoretical diversity, that is, the total number of all possible sequences. Any manipulation to the library is an operator acting on n. Selection, amplification, or sequencing could be described as a product of a NĆN matrix and a stochastic sampling operator (Sa). The latter is a random diagonal matrix that describes sampling of a library. In this paper, we focus on the properties of Sa and use them to define the sequencing operator (Seq). Sequencing without any bias and errors is Seq=SaāIN, where IN is a NĆN unity matrix. Any bias in sequencing changes IN to a nonunity matrix. We identified a diagonal censorship matrix (CEN), which describes elimination or statistically significant downsampling, of specific reads during the sequencing process
Quantitative Synthesis of Genetically Encoded Glycopeptide Libraries Displayed on M13 Phage
Phage display is a powerful technology that enables the
discovery
of peptide ligands for many targets. Chemical modification of phage
libraries have allowed the identification of ligands with properties
not encountered in natural polypeptides. In this report, we demonstrated
the synthesis of 2 Ć 10<sup>8</sup> genetically encoded glycopeptides
from a commercially available phage-displayed peptide library (Ph.D.-7)
in a two-step, one-pot reaction in <1.5 h. Unlike previous reports,
we bypassed genetic engineering of phage. The glycan moiety was introduced <i>via</i> an oxime ligation following oxidation of an <i>N</i>-terminal Ser/Thr; these residues are present in the peptide
libraries at 20ā30% abundance. The construction of libraries
was facilitated by simple characterization, which directly assessed
the yield and regioselectivity of chemical reactions performed on
phage. This quantification method also allowed facile yield determination
of reactions in 10<sup>9</sup> distinct molecules. We envision that
the methodology described herein will find broad application in the
synthesis of custom chemically modified phage libraries
Quantitative Synthesis of Genetically Encoded Glycopeptide Libraries Displayed on M13 Phage
Phage display is a powerful technology that enables the
discovery
of peptide ligands for many targets. Chemical modification of phage
libraries have allowed the identification of ligands with properties
not encountered in natural polypeptides. In this report, we demonstrated
the synthesis of 2 Ć 10<sup>8</sup> genetically encoded glycopeptides
from a commercially available phage-displayed peptide library (Ph.D.-7)
in a two-step, one-pot reaction in <1.5 h. Unlike previous reports,
we bypassed genetic engineering of phage. The glycan moiety was introduced <i>via</i> an oxime ligation following oxidation of an <i>N</i>-terminal Ser/Thr; these residues are present in the peptide
libraries at 20ā30% abundance. The construction of libraries
was facilitated by simple characterization, which directly assessed
the yield and regioselectivity of chemical reactions performed on
phage. This quantification method also allowed facile yield determination
of reactions in 10<sup>9</sup> distinct molecules. We envision that
the methodology described herein will find broad application in the
synthesis of custom chemically modified phage libraries
Correction: Phage Display of the Serpin Alpha-1 Proteinase Inhibitor Randomized at Consecutive Residues in the Reactive Centre Loop and Biopanned with or without Thrombin.
[This corrects the article DOI: 10.1371/journal.pone.0084491.]
Panel A: Volcano plot showing enrichment of sequences in thrombin panning versus mock panning.
<p>Panel B: Enrichment of sequences with respect to naĆÆve library. In (A) and (B), red dots describe sequences that have been enriched by factor >2 with significance level of p>0.05 (calculated by two-tail unequal variance t-test). Panel C: Plot of sequences that have been significantly enriched over two controls. Red dots represent the top 20 sequences that show the highest level of enrichment with respect to naĆÆve library (ca. factor of 100 or more). The pentapeptide sequence of the top 20 most enriched sequences lacking stop codons is shown in Panel D, in order of enrichment. The sequence of all significantly enriched sequences (784 in total) is shown in <a href="http://www.plosone.org/article/info:doi/10.1371/journal.pone.0084491#pone.0084491.s004" target="_blank">Table S3</a>.</p
Phage Display of the Serpin Alpha-1 Proteinase Inhibitor Randomized at Consecutive Residues in the Reactive Centre Loop and Biopanned with or without Thrombin
<div><p>In spite of the power of phage display technology to identify variant proteins with novel properties in large libraries, it has only been previously applied to one member of the serpin superfamily. Here we describe phage display of human alpha-1 proteinase inhibitor (API) in a T7 bacteriophage system. API M358R fused to the C-terminus of T7 capsid protein 10B was directly shown to form denaturation-resistant complexes with thrombin by electrophoresis and immunoblotting following exposure of intact phages to thrombin. We therefore developed a biopanning protocol in which thrombin-reactive phages were selected using biotinylated anti-thrombin antibodies and streptavidin-coated magnetic beads. A library consisting of displayed API randomized at residues 357 and 358 (P2āP1) yielded predominantly Pro-Arg at these positions after five rounds of thrombin selection; in contrast the same degree of mock selection yielded only non-functional variants. A more diverse library of API M358R randomized at residues 352ā356 (P7āP3) was also probed, yielding numerous variants fitting a loose consensus of DLTVS as judged by sequencing of the inserts of plaque-purified phages. The thrombin-selected sequences were transferred en masse into bacterial expression plasmids, and lysates from individual colonies were screening for API-thrombin complexing. The most active candidates from this sixth round of screening contained DITMA and AAFVS at P7āP3 and inhibited thrombin 2.1-fold more rapidly than API M358R with no change in reaction stoichiometry. Deep sequencing using the Ion Torrent platform confirmed that over 800 sequences were significantly enriched in the thrombin-panned versus naĆÆve phage display library, including some detected using the combined phage display/bacterial lysate screening approach. Our results show that API joins Plasminogen Activator Inhibitor-1 (PAI-1) as a serpin amenable to phage display and suggest the utility of this approach for the selection of ādesigner serpinsā with novel reactivity and/or specificity.</p></div