DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Validating genome-wide CRISPR-Cas9 function improves screening in the oleaginous yeast Yarrowia lipolytica

Abstract

Genome-wide mutational screens are central to understanding the genetic underpinnings of evolved and engineered phenotypes. The widespread adoption of CRISPR-Cas9 genome editing has enabled such screens in many organisms, but identifying functional sgRNAs still remains a challenge. Here, we developed a methodology to quantify the cutting efficiency of each sgRNA in a genome-scale library, and in doing so improve screens in the biotechnologically important yeast Yarrowia lipolytica. Screening in the presence and absence of native DNA repair enabled high-throughput quantification of sgRNA function leading to the identification of high efficiency sgRNAs that cover 94% of genes. Library validation enhanced the classification of essential genes by identifying inactive guides that create false negatives and mask the effects of successful disruptions. Quantification of guide effectiveness also creates a dataset from which determinants of CRISPR-Cas9 can be identified. Finally, application of the library identified novel mutations for metabolic engineering of high lipid accumulation.

Authors:
 [1];  [2];  [2];  [3];  [4];  [5];  [5];  [1];  [1];  [5];  [4];  [2];  [1]
  1. Univ. of California, Riverside, CA (United States)
  2. USDOE Joint Genome Institute (JGI), Walnut Creek, CA (United States)
  3. United States Military Academy, West Point, NY (United States)
  4. Univ. of Texas, Austin, TX (United States)
  5. Clemson Univ., Clemson, SC (United States)
Publication Date:
Research Org.:
Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
Sponsoring Org.:
USDOE Office of Science (SC); National Science Foundation (NSF)
OSTI Identifier:
1597716
Alternate Identifier(s):
OSTI ID: 1779369
Grant/Contract Number:  
AC02-05CH11231; CSP-503076; NSF 1706545; N00014-15-1-2785; NSF 1706134; NSF 1526742
Resource Type:
Accepted Manuscript
Journal Name:
Metabolic Engineering
Additional Journal Information:
Journal Volume: 55; Journal Issue: C; Journal ID: ISSN 1096-7176
Publisher:
Elsevier
Country of Publication:
United States
Language:
English
Subject:
59 BASIC BIOLOGICAL SCIENCES

Citation Formats

Schwartz, Cory, Cheng, Jan-Fang, Evans, Robert, Schwartz, Christopher A., Wagner, James M., Anglin, Scott, Beitz, Adam, Pan, Weihua, Lonardi, Stefano, Blenner, Mark, Alper, Hal S., Yoshikuni, Yasuo, and Wheeldon, Ian. Validating genome-wide CRISPR-Cas9 function improves screening in the oleaginous yeast Yarrowia lipolytica. United States: N. p., 2019. Web. doi:10.1016/j.ymben.2019.06.007.
Schwartz, Cory, Cheng, Jan-Fang, Evans, Robert, Schwartz, Christopher A., Wagner, James M., Anglin, Scott, Beitz, Adam, Pan, Weihua, Lonardi, Stefano, Blenner, Mark, Alper, Hal S., Yoshikuni, Yasuo, & Wheeldon, Ian. Validating genome-wide CRISPR-Cas9 function improves screening in the oleaginous yeast Yarrowia lipolytica. United States. https://doi.org/10.1016/j.ymben.2019.06.007
Schwartz, Cory, Cheng, Jan-Fang, Evans, Robert, Schwartz, Christopher A., Wagner, James M., Anglin, Scott, Beitz, Adam, Pan, Weihua, Lonardi, Stefano, Blenner, Mark, Alper, Hal S., Yoshikuni, Yasuo, and Wheeldon, Ian. Sun . "Validating genome-wide CRISPR-Cas9 function improves screening in the oleaginous yeast Yarrowia lipolytica". United States. https://doi.org/10.1016/j.ymben.2019.06.007. https://www.osti.gov/servlets/purl/1597716.
@article{osti_1597716,
title = {Validating genome-wide CRISPR-Cas9 function improves screening in the oleaginous yeast Yarrowia lipolytica},
author = {Schwartz, Cory and Cheng, Jan-Fang and Evans, Robert and Schwartz, Christopher A. and Wagner, James M. and Anglin, Scott and Beitz, Adam and Pan, Weihua and Lonardi, Stefano and Blenner, Mark and Alper, Hal S. and Yoshikuni, Yasuo and Wheeldon, Ian},
abstractNote = {Genome-wide mutational screens are central to understanding the genetic underpinnings of evolved and engineered phenotypes. The widespread adoption of CRISPR-Cas9 genome editing has enabled such screens in many organisms, but identifying functional sgRNAs still remains a challenge. Here, we developed a methodology to quantify the cutting efficiency of each sgRNA in a genome-scale library, and in doing so improve screens in the biotechnologically important yeast Yarrowia lipolytica. Screening in the presence and absence of native DNA repair enabled high-throughput quantification of sgRNA function leading to the identification of high efficiency sgRNAs that cover 94% of genes. Library validation enhanced the classification of essential genes by identifying inactive guides that create false negatives and mask the effects of successful disruptions. Quantification of guide effectiveness also creates a dataset from which determinants of CRISPR-Cas9 can be identified. Finally, application of the library identified novel mutations for metabolic engineering of high lipid accumulation.},
doi = {10.1016/j.ymben.2019.06.007},
journal = {Metabolic Engineering},
number = C,
volume = 55,
place = {United States},
year = {Sun Jun 16 00:00:00 EDT 2019},
month = {Sun Jun 16 00:00:00 EDT 2019}
}

Journal Article:

Citation Metrics:
Cited by: 47 works
Citation information provided by
Web of Science

Save / Share:

Works referenced in this record:

Gene Ontology: tool for the unification of biology
journal, May 2000

  • Ashburner, Michael; Ball, Catherine A.; Blake, Judith A.
  • Nature Genetics, Vol. 25, Issue 1
  • DOI: 10.1038/75556

Genome-scale engineering of Saccharomyces cerevisiae with single-nucleotide precision
journal, May 2018

  • Bao, Zehua; HamediRad, Mohammad; Xue, Pu
  • Nature Biotechnology, Vol. 36, Issue 6
  • DOI: 10.1038/nbt.4132

Tuning Gene Expression in Yarrowia lipolytica by a Hybrid Promoter Approach
journal, September 2011

  • Blazeck, John; Liu, Leqian; Redden, Heidi
  • Applied and Environmental Microbiology, Vol. 77, Issue 22
  • DOI: 10.1128/AEM.05763-11

Saccharomyces Genome Database: the genomics resource of budding yeast
journal, November 2011

  • Cherry, J. M.; Hong, E. L.; Amundsen, C.
  • Nucleic Acids Research, Vol. 40, Issue D1
  • DOI: 10.1093/nar/gkr1029

Optimized sgRNA design to maximize activity and minimize off-target effects of CRISPR-Cas9
journal, January 2016

  • Doench, John G.; Fusi, Nicolo; Sullender, Meagan
  • Nature Biotechnology, Vol. 34, Issue 2
  • DOI: 10.1038/nbt.3437

Rational design of highly active sgRNAs for CRISPR-Cas9–mediated gene inactivation
journal, September 2014

  • Doench, John G.; Hartenian, Ella; Graham, Daniel B.
  • Nature Biotechnology, Vol. 32, Issue 12
  • DOI: 10.1038/nbt.3026

Telomeric Position Effect—A Third Silencing Mechanism in Eukaryotes
journal, December 2008


DNA transposon Hermes inserts into DNA in nucleosome-free regions in vivo
journal, December 2010

  • Gangadharan, S.; Mularoni, L.; Fain-Thornton, J.
  • Proceedings of the National Academy of Sciences, Vol. 107, Issue 51
  • DOI: 10.1073/pnas.1016382107

Genome-wide mapping of mutations at single-nucleotide resolution for protein, metabolic and genome engineering
journal, December 2016

  • Garst, Andrew D.; Bassalo, Marcelo C.; Pines, Gur
  • Nature Biotechnology, Vol. 35, Issue 1, p. 48-55
  • DOI: 10.1038/nbt.3718

Position effect at S. cerevisiae telomeres: Reversible repression of Pol II transcription
journal, November 1990


Improved sgRNA design in bacteria via genome-wide activity profiling
journal, June 2018

  • Guo, Jiahui; Wang, Tianmin; Guan, Changge
  • Nucleic Acids Research, Vol. 46, Issue 14
  • DOI: 10.1093/nar/gky572

High-throughput creation and functional profiling of DNA sequence variant libraries using CRISPR–Cas9 in yeast
journal, May 2018

  • Guo, Xiaoge; Chavez, Alejandro; Tung, Angela
  • Nature Biotechnology, Vol. 36, Issue 6
  • DOI: 10.1038/nbt.4147

High-Resolution CRISPR Screens Reveal Fitness Genes and Genotype-Specific Cancer Liabilities
journal, December 2015


Metabolism and Regulation of Glycerolipids in the Yeast Saccharomyces cerevisiae
journal, February 2012


Nucleosomes impede Cas9 access to DNA in vivo and in vitro
journal, March 2016

  • Horlbeck, Max A.; Witkowsky, Lea B.; Guglielmi, Benjamin
  • eLife, Vol. 5
  • DOI: 10.7554/eLife.12677

Genome-scale CRISPR-Cas9 knockout and transcriptional activation screening
journal, March 2017

  • Joung, Julia; Konermann, Silvana; Gootenberg, Jonathan S.
  • Nature Protocols, Vol. 12, Issue 4
  • DOI: 10.1038/nprot.2017.016

Analysis of a genome-wide set of gene deletions in the fission yeast Schizosaccharomyces pombe
journal, May 2010

  • Kim, Dong-Uk; Hayles, Jacqueline; Kim, Dongsup
  • Nature Biotechnology, Vol. 28, Issue 6
  • DOI: 10.1038/nbt.1628

Genome-wide recessive genetic screening in mammalian cells with a lentiviral CRISPR-guide RNA library
journal, December 2013

  • Koike-Yusa, Hiroko; Li, Yilong; Tan, E-Pien
  • Nature Biotechnology, Vol. 32, Issue 3
  • DOI: 10.1038/nbt.2800

Refined sgRNA efficacy prediction improves large- and small-scale CRISPR–Cas9 applications
journal, December 2017

  • Labuhn, Maurice; Adams, Felix F.; Ng, Michelle
  • Nucleic Acids Research, Vol. 46, Issue 3
  • DOI: 10.1093/nar/gkx1268

MAGeCK enables robust identification of essential genes from genome-scale CRISPR/Cas9 knockout screens
journal, December 2014


CRISPR–Cas9-enabled genetic disruptions for understanding ethanol and ethyl acetate biosynthesis in Kluyveromyces marxianus
journal, June 2017

  • Löbs, Ann-Kathrin; Engel, Ronja; Schwartz, Cory
  • Biotechnology for Biofuels, Vol. 10, Issue 1
  • DOI: 10.1186/s13068-017-0854-5

Sequence Assembly of Yarrowia lipolytica Strain W29/CLIB89 Shows Transposable Element Diversity
journal, September 2016


A CRISPR-Cas9 System for Genetic Engineering of Filamentous Fungi
journal, July 2015


Functional genomics for the oleaginous yeast Yarrowia lipolytica
journal, July 2018


Lipid production in Yarrowia lipolytica is maximized by engineering cytosolic redox metabolism
journal, January 2017

  • Qiao, Kangjian; Wasylenko, Thomas M.; Zhou, Kang
  • Nature Biotechnology, Vol. 35, Issue 2
  • DOI: 10.1038/nbt.3763

Host and Pathway Engineering for Enhanced Lycopene Biosynthesis in Yarrowia lipolytica
journal, November 2017


CRISPRi repression of nonhomologous end-joining for enhanced genome engineering via homologous recombination in Yarrowia lipolytica
journal, September 2017

  • Schwartz, Cory; Frogue, Keith; Ramesh, Adithya
  • Biotechnology and Bioengineering, Vol. 114, Issue 12
  • DOI: 10.1002/bit.26404

Standardized Markerless Gene Integration for Pathway Engineering in Yarrowia lipolytica
journal, November 2016

  • Schwartz, Cory; Shabbir-Hussain, Murtaza; Frogue, Keith
  • ACS Synthetic Biology, Vol. 6, Issue 3
  • DOI: 10.1021/acssynbio.6b00285

Synthetic RNA Polymerase III Promoters Facilitate High-Efficiency CRISPR–Cas9-Mediated Genome Editing in Yarrowia lipolytica
journal, January 2016

  • Schwartz, Cory M.; Hussain, Murtaza Shabbir; Blenner, Mark
  • ACS Synthetic Biology, Vol. 5, Issue 4
  • DOI: 10.1021/acssynbio.5b00162

Targeted genome modification of crop plants using a CRISPR-Cas system
journal, August 2013

  • Shan, Qiwei; Wang, Yanpeng; Li, Jun
  • Nature Biotechnology, Vol. 31, Issue 8
  • DOI: 10.1038/nbt.2650

Combinatorial CRISPR–Cas9 screens for de novo mapping of genetic interactions
journal, March 2017

  • Shen, John Paul; Zhao, Dongxin; Sasik, Roman
  • Nature Methods, Vol. 14, Issue 6
  • DOI: 10.1038/nmeth.4225

Genolevures: comparative genomics and molecular evolution of hemiascomycetous yeasts
journal, January 2004


Automated multiplex genome-scale engineering in yeast
journal, May 2017

  • Si, Tong; Chao, Ran; Min, Yuhao
  • Nature Communications, Vol. 8, Issue 1
  • DOI: 10.1038/ncomms15187

A Genome-wide CRISPR Screen in Toxoplasma Identifies Essential Apicomplexan Genes
journal, September 2016


Identification and characterization of a complete carnitine biosynthesis pathway in Candida albicans
journal, March 2009

  • Strijbis, Karin; Van Roermund, Carlo W. T.; Hardy, Guy P.
  • The FASEB Journal, Vol. 23, Issue 8
  • DOI: 10.1096/fj.08-127985

The Role of Nucleosome Positioning in the Evolution of Gene Regulation
journal, July 2010


Tn-seq: high-throughput parallel sequencing for fitness and genetic interaction studies in microorganisms
journal, September 2009

  • van Opijnen, Tim; Bodi, Kip L.; Camilli, Andrew
  • Nature Methods, Vol. 6, Issue 10
  • DOI: 10.1038/nmeth.1377

Developing a piggyBac Transposon System and Compatible Selection Markers for Insertional Mutagenesis and Genome Engineering in Yarrowia lipolytica
journal, March 2018

  • Wagner, James M.; Williams, Eden V.; Alper, Hal S.
  • Biotechnology Journal, Vol. 13, Issue 5
  • DOI: 10.1002/biot.201800022

Programming cells by multiplex genome engineering and accelerated evolution
journal, July 2009

  • Wang, Harris H.; Isaacs, Farren J.; Carr, Peter A.
  • Nature, Vol. 460, Issue 7257, p. 894-898
  • DOI: 10.1038/nature08187

Identification and characterization of essential genes in the human genome
journal, October 2015


Rapid profiling of a microbial genome using mixtures of barcoded oligonucleotides
journal, July 2010

  • Warner, Joseph R.; Reeder, Philippa J.; Karimpour-Fard, Anis
  • Nature Biotechnology, Vol. 28, Issue 8, p. 856-862
  • DOI: 10.1038/nbt.1653

Sequence determinants of improved CRISPR sgRNA design
journal, June 2015


Mfold web server for nucleic acid folding and hybridization prediction
journal, July 2003


Works referencing / citing this record:

A set of Yarrowia lipolytica CRISPR/Cas9 vectors for exploiting wild-type strain diversity
journal, January 2020


Advances and opportunities in gene editing and gene regulation technology for Yarrowia lipolytica
journal, November 2019

  • Ganesan, Vijaydev; Spagnuolo, Michael; Agrawal, Ayushi
  • Microbial Cell Factories, Vol. 18, Issue 1
  • DOI: 10.1186/s12934-019-1259-x

Stress-tolerant non-conventional microbes enable next-generation chemical biosynthesis
journal, January 2020

  • Thorwall, Sarah; Schwartz, Cory; Chartron, Justin W.
  • Nature Chemical Biology, Vol. 16, Issue 2
  • DOI: 10.1038/s41589-019-0452-x

Strategies for Developing CRISPR‐Based Gene Editing Methods in Bacteria
journal, November 2019


Enhanced scale and scope of genome engineering and regulation using CRISPR/Cas in Saccharomyces cerevisiae
journal, October 2019


Early-branching gut fungi possess a large, comprehensive array of biomass-degrading enzymes
journal, February 2016

  • Solomon, Kevin V.; Haitjema, Charles H.; Henske, John K.
  • Science, Vol. 351, Issue 6278
  • DOI: 10.1126/science.aad1431

A set of Yarrowia lipolytica CRISPR/Cas9 vectors for exploiting wild-type strain diversity
journal, January 2020


Advances and opportunities in gene editing and gene regulation technology for Yarrowia lipolytica
journal, November 2019

  • Ganesan, Vijaydev; Spagnuolo, Michael; Agrawal, Ayushi
  • Microbial Cell Factories, Vol. 18, Issue 1
  • DOI: 10.1186/s12934-019-1259-x