Literature DB >> 28957657

Optimized Sequence Library Design for Efficient In Vitro Interaction Mapping.

Yaron Orenstein1, Robert Puccinelli2, Ryan Kim3, Polly Fordyce4, Bonnie Berger5.   

Abstract

Sequence libraries that cover all k-mers enable universal, unbiased measurements of binding to both oligonucleotides and peptides. While the number of k-mers grows exponentially in k, space on all experimental platforms is limited. Here, we shrink k-mer library sizes by using joker characters, which represent all characters in the alphabet simultaneously. We present the JokerCAKE (joker covering all k-mers) algorithm for generating a short sequence such that each k-mer appears at least p times with at most one joker character per k-mer. By running our algorithm on a range of parameters and alphabets, we show that JokerCAKE produces near-optimal sequences. Moreover, through comparison with data from hundreds of DNA-protein binding experiments and with new experimental results for both standard and JokerCAKE libraries, we establish that accurate binding scores can be inferred for high-affinity k-mers using JokerCAKE libraries. JokerCAKE libraries allow researchers to search a significantly larger sequence space using the same number of experimental measurements and at the same cost.
Copyright © 2017 The Authors. Published by Elsevier Inc. All rights reserved.

Entities:  

Keywords:  de Bruijn graph; microarray design; sequence libraries

Mesh:

Substances:

Year:  2017        PMID: 28957657      PMCID: PMC5661997          DOI: 10.1016/j.cels.2017.07.006

Source DB:  PubMed          Journal:  Cell Syst        ISSN: 2405-4712            Impact factor:   10.304


  21 in total

1.  Compact, universal DNA microarrays to comprehensively determine transcription-factor binding site specificities.

Authors:  Michael F Berger; Anthony A Philippakis; Aaron M Qureshi; Fangxue S He; Preston W Estep; Martha L Bulyk
Journal:  Nat Biotechnol       Date:  2006-09-24       Impact factor: 54.908

2.  Basic leucine zipper transcription factor Hac1 binds DNA in two distinct modes as revealed by microfluidic analyses.

Authors:  Polly M Fordyce; David Pincus; Philipp Kimmig; Christopher S Nelson; Hana El-Samad; Peter Walter; Joseph L DeRisi
Journal:  Proc Natl Acad Sci U S A       Date:  2012-10-10       Impact factor: 11.205

3.  Global identification of peptidase specificity by multiplex substrate profiling.

Authors:  Anthony J O'Donoghue; A Alegra Eroy-Reveles; Giselle M Knudsen; Jessica Ingram; Min Zhou; Jacob B Statnekov; Alexander L Greninger; Daniel R Hostetter; Gang Qu; David A Maltby; Marc O Anderson; Joseph L Derisi; James H McKerrow; Alma L Burlingame; Charles S Craik
Journal:  Nat Methods       Date:  2012-09-30       Impact factor: 28.547

4.  Efficient Design of Compact Unstructured RNA Libraries Covering All k-mers.

Authors:  Yaron Orenstein; Bonnie Berger
Journal:  J Comput Biol       Date:  2015-12-29       Impact factor: 1.479

5.  Multiplexed massively parallel SELEX for characterization of human transcription factor binding specificities.

Authors:  Arttu Jolma; Teemu Kivioja; Jarkko Toivonen; Lu Cheng; Gonghong Wei; Martin Enge; Mikko Taipale; Juan M Vaquerizas; Jian Yan; Mikko J Sillanpää; Martin Bonke; Kimmo Palin; Shaheynoor Talukder; Timothy R Hughes; Nicholas M Luscombe; Esko Ukkonen; Jussi Taipale
Journal:  Genome Res       Date:  2010-04-08       Impact factor: 9.043

6.  Peptide arrays identify isoform-selective substrates for profiling endogenous lysine deacetylase activity.

Authors:  Zachary A Gurard-Levin; Kristopher A Kilian; Joohoon Kim; Katinka Bähr; Milan Mrksich
Journal:  ACS Chem Biol       Date:  2010-09-17       Impact factor: 5.100

7.  RAP: accurate and fast motif finding based on protein-binding microarray data.

Authors:  Yaron Orenstein; Eran Mick; Ron Shamir
Journal:  J Comput Biol       Date:  2013-03-06       Impact factor: 1.479

8.  A compendium of RNA-binding motifs for decoding gene regulation.

Authors:  Debashish Ray; Hilal Kazan; Kate B Cook; Matthew T Weirauch; Hamed S Najafabadi; Xiao Li; Serge Gueroussov; Mihai Albu; Hong Zheng; Ally Yang; Hong Na; Manuel Irimia; Leah H Matzat; Ryan K Dale; Sarah A Smith; Christopher A Yarosh; Seth M Kelly; Behnam Nabet; Desirea Mecenas; Weimin Li; Rakesh S Laishram; Mei Qiao; Howard D Lipshitz; Fabio Piano; Anita H Corbett; Russ P Carstens; Brendan J Frey; Richard A Anderson; Kristen W Lynch; Luiz O F Penalva; Elissa P Lei; Andrew G Fraser; Benjamin J Blencowe; Quaid D Morris; Timothy R Hughes
Journal:  Nature       Date:  2013-07-11       Impact factor: 49.962

9.  Microfluidic affinity and ChIP-seq analyses converge on a conserved FOXP2-binding motif in chimp and human, which enables the detection of evolutionarily novel targets.

Authors:  Christopher S Nelson; Chris K Fuller; Polly M Fordyce; Alexander L Greninger; Hao Li; Joseph L DeRisi
Journal:  Nucleic Acids Res       Date:  2013-04-26       Impact factor: 16.971

10.  A compact, in vivo screen of all 6-mers reveals drivers of tissue-specific expression and guides synthetic regulatory element design.

Authors:  Robin P Smith; Samantha J Riesenfeld; Alisha K Holloway; Qiang Li; Karl K Murphy; Natalie M Feliciano; Lorenzo Orecchia; Nir Oksenberg; Katherine S Pollard; Nadav Ahituv
Journal:  Genome Biol       Date:  2013-07-18       Impact factor: 13.583

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