Skip to main content
bioRxiv
  • Home
  • About
  • Submit
  • ALERTS / RSS
Advanced Search
New Results

The production of 4,182 mouse lines identifies experimental and biological variables impacting Cas9-mediated mutant mouse line production

Hillary Elrick, Kevin A. Peterson, Joshua A. Wood, Denise G. Lanza, Elif F. Acar, View ORCID ProfileLydia Teboul, Edward J. Ryder, Shinya Ayabe, Marie-Christine Birling, Adam Caulder, Francesco Chiani, Gemma F. Codner, Brendan Doe, Graham Duddy, Alessia Gambadoro, Marina Gertsenstein, Alba Gomez-Segura, Leslie O. Goodwin, Cunxiang Ju, Petr Kasparek, Ruairidh King, Daekee Lee, Ho Lee, Lauri G. Lintott, Zhiwei Liu, Isabel Lorenzo, Matthew Mackenzie, Susan Marschall, Peter Matthews, Mark Ruhe, Luis Santos, John R. Seavitt, Claudia Seisenberger, Hannah Wardle-Jones, Brandon J. Willis, Jie Zhang, Jing Zhao, Fei Zhou, David J. Adams, Allan Bradley, Robert E. Braun, Francesco J. DeMayo, Mary E. Dickinson, Xiang Gao, Yann Hérault, Martin Hrabĕ de Angelis, K. C. Kent Lloyd, Ann-Marie Mallon, View ORCID ProfileFabio Mammano, Colin McKerlie, Terrence Meehan, Helen Parkinson, Ramiro Ramirez-Solis, Radislav Sedlacek, Je Kyung Seong, William C. Skarnes, Damien Smedley, Masaru Tamura, Sara Wells, Jacqueline K. White, Wolfgang Wurst, Atsushi Yoshiki, International Mouse Phenotyping Consortium, Stephen A. Murray, Jason D. Heaney, View ORCID ProfileLauryl M. J. Nutter
doi: https://doi.org/10.1101/2021.10.06.463037
Hillary Elrick
1The Centre for Phenogenomics, Toronto, ON, Canada, M5T 3H7
2The Hospital for Sick Children, Toronto, ON, Canada, M5G 1X8
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Kevin A. Peterson
3The Jackson Laboratory, Bar Harbor, ME, USA, 04609
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Joshua A. Wood
4Mouse Biology Program, University of California-Davis, California, USA, 95618
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Denise G. Lanza
5Department of Molecular and Human Genetic, Baylor College of Medicine, Houston, TX, USA, 77030
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Elif F. Acar
1The Centre for Phenogenomics, Toronto, ON, Canada, M5T 3H7
2The Hospital for Sick Children, Toronto, ON, Canada, M5G 1X8
6Department of Statistics, University of Manitoba, Winnipeg, MB, Canada, R3T 2N2
7Department of Statistical Sciences, University of Toronto, Toronto, ON, Canada, M5G 1Z5
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Lydia Teboul
8The Mary Lyon Centre, MRC Harwell Institute, Harwell Campus, Didcot, Oxon, OX11 0RD, UK
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Lydia Teboul
Edward J. Ryder
9Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, CB10 1SA, UK
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Shinya Ayabe
10RIKEN BioResource Research Center, Tsukuba, Ibaraki, Japan, 305-0074
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Marie-Christine Birling
11Université de Strasbourg, CNRS, INSERM, CELPHEDIA, PHENOMIN, Institut Clinique de la Souris, Illkirch-Graffenstaden, France
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Adam Caulder
8The Mary Lyon Centre, MRC Harwell Institute, Harwell Campus, Didcot, Oxon, OX11 0RD, UK
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Francesco Chiani
12CNR Institute of Biochemistry and Cell Biology - Monterotondo, Rome, Italy 00015
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Gemma F. Codner
8The Mary Lyon Centre, MRC Harwell Institute, Harwell Campus, Didcot, Oxon, OX11 0RD, UK
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Brendan Doe
9Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, CB10 1SA, UK
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Graham Duddy
9Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, CB10 1SA, UK
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Alessia Gambadoro
12CNR Institute of Biochemistry and Cell Biology - Monterotondo, Rome, Italy 00015
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Marina Gertsenstein
1The Centre for Phenogenomics, Toronto, ON, Canada, M5T 3H7
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Alba Gomez-Segura
13European Molecular Biology Laboratory-European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, UK
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Leslie O. Goodwin
3The Jackson Laboratory, Bar Harbor, ME, USA, 04609
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Cunxiang Ju
14Model Animal Research Center of Nanjing University, Nanjing University, Nanjing, China 210061
30Gempharmatech Co. Ltd, Nanjing, China 210061
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Petr Kasparek
15Czech Centre for Phenogenomics, Division BIOCEV, Institute of Molecular Genetics of the Czech Academy of Sciences, Vestec, Czech Republic
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Ruairidh King
16MRC Harwell Institute, Harwell OX11 0RD, UK
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Daekee Lee
17Korea Mouse Phenotyping Center (KMPC), Seoul, Republic of Korea
18Department of Life Science, Ewha Womans University, Seoul, Repulic of Korea
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Ho Lee
17Korea Mouse Phenotyping Center (KMPC), Seoul, Republic of Korea
19Graduate School of Cancer Science and Policy, National Cancer Center, Gyeonggi, Republic of Korea
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Lauri G. Lintott
1The Centre for Phenogenomics, Toronto, ON, Canada, M5T 3H7
2The Hospital for Sick Children, Toronto, ON, Canada, M5G 1X8
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Zhiwei Liu
20Cambridge-Suda Genomic Resource Center, Medical College of Soochow University, Suzhou, 215123, China
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Isabel Lorenzo
5Department of Molecular and Human Genetic, Baylor College of Medicine, Houston, TX, USA, 77030
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Matthew Mackenzie
8The Mary Lyon Centre, MRC Harwell Institute, Harwell Campus, Didcot, Oxon, OX11 0RD, UK
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Susan Marschall
21Institute of Experimental Genetics, Deutsches Forschungszentrum für Gesundheit und Umwelt (GmbH), Helmholtz Zentrum München, 85764 Neuherberg, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Peter Matthews
13European Molecular Biology Laboratory-European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, UK
21Institute of Experimental Genetics, Deutsches Forschungszentrum für Gesundheit und Umwelt (GmbH), Helmholtz Zentrum München, 85764 Neuherberg, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Mark Ruhe
4Mouse Biology Program, University of California-Davis, California, USA, 95618
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Luis Santos
16MRC Harwell Institute, Harwell OX11 0RD, UK
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
John R. Seavitt
5Department of Molecular and Human Genetic, Baylor College of Medicine, Houston, TX, USA, 77030
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Claudia Seisenberger
22Institute of Developmental Genetics, Helmholtz Zentrum München, Deutsches Forschungszentrum für Gesundheit und Umwelt (GmbH), 85764 Neuherberg, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Hannah Wardle-Jones
9Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, CB10 1SA, UK
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Brandon J. Willis
4Mouse Biology Program, University of California-Davis, California, USA, 95618
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Jie Zhang
20Cambridge-Suda Genomic Resource Center, Medical College of Soochow University, Suzhou, 215123, China
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Jing Zhao
14Model Animal Research Center of Nanjing University, Nanjing University, Nanjing, China 210061
30Gempharmatech Co. Ltd, Nanjing, China 210061
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Fei Zhou
20Cambridge-Suda Genomic Resource Center, Medical College of Soochow University, Suzhou, 215123, China
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
David J. Adams
9Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, CB10 1SA, UK
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Allan Bradley
9Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, CB10 1SA, UK
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Robert E. Braun
3The Jackson Laboratory, Bar Harbor, ME, USA, 04609
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Francesco J. DeMayo
24Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX, USA, 77030
32Reproductive and Developmental Biology Laboratory, NIEHS, Research Triangle Park, NC, USA, 27709
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Mary E. Dickinson
5Department of Molecular and Human Genetic, Baylor College of Medicine, Houston, TX, USA, 77030
23Department of Molecular Physiology and Biophysics, Baylor College of Medicine, Houston, TX, USA, 77030
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Xiang Gao
14Model Animal Research Center of Nanjing University, Nanjing University, Nanjing, China 210061
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Yann Hérault
11Université de Strasbourg, CNRS, INSERM, CELPHEDIA, PHENOMIN, Institut Clinique de la Souris, Illkirch-Graffenstaden, France
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Martin Hrabĕ de Angelis
21Institute of Experimental Genetics, Deutsches Forschungszentrum für Gesundheit und Umwelt (GmbH), Helmholtz Zentrum München, 85764 Neuherberg, Germany
25TUM School of Life Sciences, Technische Universität München, 85354 Freising, Germany
26German Center for Diabetes Research (DZD), 85764 Neuherberg, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
K. C. Kent Lloyd
4Mouse Biology Program, University of California-Davis, California, USA, 95618
27Department of Surgery, School of Medicine, University of California Davis, California, USA, 95618
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Ann-Marie Mallon
16MRC Harwell Institute, Harwell OX11 0RD, UK
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Fabio Mammano
12CNR Institute of Biochemistry and Cell Biology - Monterotondo, Rome, Italy 00015
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Fabio Mammano
Colin McKerlie
2The Hospital for Sick Children, Toronto, ON, Canada, M5G 1X8
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Terrence Meehan
13European Molecular Biology Laboratory-European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, UK
33Kymab LTD, The Bennet Building (B930), Babraham Research Campus, Cambridge, UK
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Helen Parkinson
13European Molecular Biology Laboratory-European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, UK
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Ramiro Ramirez-Solis
9Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, CB10 1SA, UK
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Radislav Sedlacek
15Czech Centre for Phenogenomics, Division BIOCEV, Institute of Molecular Genetics of the Czech Academy of Sciences, Vestec, Czech Republic
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Je Kyung Seong
17Korea Mouse Phenotyping Center (KMPC), Seoul, Republic of Korea
28Laboratory of Developmental Biology and Genomics, BK21 Program Plus for Advanced Veterinary Science, Research Institute for Veterinary Science, College of Veterinary Medicine, Seoul National University, Seoul, Republic of Korea
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
William C. Skarnes
9Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, CB10 1SA, UK
34The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA, 06032
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Damien Smedley
29William Harvey Research Institute, Queen Mary University of London, London, EC1M 6BQ, UK
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Masaru Tamura
10RIKEN BioResource Research Center, Tsukuba, Ibaraki, Japan, 305-0074
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Sara Wells
8The Mary Lyon Centre, MRC Harwell Institute, Harwell Campus, Didcot, Oxon, OX11 0RD, UK
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Jacqueline K. White
3The Jackson Laboratory, Bar Harbor, ME, USA, 04609
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Wolfgang Wurst
22Institute of Developmental Genetics, Helmholtz Zentrum München, Deutsches Forschungszentrum für Gesundheit und Umwelt (GmbH), 85764 Neuherberg, Germany
25TUM School of Life Sciences, Technische Universität München, 85354 Freising, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Atsushi Yoshiki
10RIKEN BioResource Research Center, Tsukuba, Ibaraki, Japan, 305-0074
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Stephen A. Murray
3The Jackson Laboratory, Bar Harbor, ME, USA, 04609
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Jason D. Heaney
5Department of Molecular and Human Genetic, Baylor College of Medicine, Houston, TX, USA, 77030
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Lauryl M. J. Nutter
1The Centre for Phenogenomics, Toronto, ON, Canada, M5T 3H7
2The Hospital for Sick Children, Toronto, ON, Canada, M5G 1X8
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Lauryl M. J. Nutter
  • For correspondence: lauryl.nutter@sickkids.ca
  • Abstract
  • Full Text
  • Info/History
  • Metrics
  • Supplementary material
  • Data/Code
  • Preview PDF
Loading

Abstract

The International Mouse Phenotyping Consortium (IMPC) is generating and phenotyping null mutations for every protein-coding gene in the mouse1,2. The IMPC now uses Cas9, a programmable RNA-guided nuclease that has revolutionized mouse genome editing3 and increased capacity and flexibility to efficiently generate null alleles in the C57BL/6N strain. In addition to being a valuable novel and accessible research resource, the production of >3,300 knockout mouse lines using comparable protocols provides a rich dataset to analyze experimental and biological variables affecting in vivo null allele engineering with Cas9. Mouse line production has two critical steps – generation of founders with the desired allele and germline transmission (GLT) of that allele from founders to offspring. Our analysis identified that whether a gene is essential for viability was the primary factor influencing successful production of null alleles. Collectively, our findings provide best practice recommendations for generating null alleles in mice using Cas9; these recommendations may be applicable to other allele types and species.

Competing Interest Statement

The authors have declared no competing interest.

Footnotes

  • ↵¶ A list of authors and their affiliations appear at the end of this paper

  • https://github.com/The-Centre-for-Phenogenomics/IMPC-Cas9-Production

  • https://www.i-dcc.org/imits/

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY-NC 4.0 International license.
Back to top
PreviousNext
Posted October 06, 2021.
Download PDF

Supplementary Material

Data/Code
Email

Thank you for your interest in spreading the word about bioRxiv.

NOTE: Your email address is requested solely to identify you as the sender of this article.

Enter multiple addresses on separate lines or separate them with commas.
The production of 4,182 mouse lines identifies experimental and biological variables impacting Cas9-mediated mutant mouse line production
(Your Name) has forwarded a page to you from bioRxiv
(Your Name) thought you would like to see this page from the bioRxiv website.
CAPTCHA
This question is for testing whether or not you are a human visitor and to prevent automated spam submissions.
Share
The production of 4,182 mouse lines identifies experimental and biological variables impacting Cas9-mediated mutant mouse line production
Hillary Elrick, Kevin A. Peterson, Joshua A. Wood, Denise G. Lanza, Elif F. Acar, Lydia Teboul, Edward J. Ryder, Shinya Ayabe, Marie-Christine Birling, Adam Caulder, Francesco Chiani, Gemma F. Codner, Brendan Doe, Graham Duddy, Alessia Gambadoro, Marina Gertsenstein, Alba Gomez-Segura, Leslie O. Goodwin, Cunxiang Ju, Petr Kasparek, Ruairidh King, Daekee Lee, Ho Lee, Lauri G. Lintott, Zhiwei Liu, Isabel Lorenzo, Matthew Mackenzie, Susan Marschall, Peter Matthews, Mark Ruhe, Luis Santos, John R. Seavitt, Claudia Seisenberger, Hannah Wardle-Jones, Brandon J. Willis, Jie Zhang, Jing Zhao, Fei Zhou, David J. Adams, Allan Bradley, Robert E. Braun, Francesco J. DeMayo, Mary E. Dickinson, Xiang Gao, Yann Hérault, Martin Hrabĕ de Angelis, K. C. Kent Lloyd, Ann-Marie Mallon, Fabio Mammano, Colin McKerlie, Terrence Meehan, Helen Parkinson, Ramiro Ramirez-Solis, Radislav Sedlacek, Je Kyung Seong, William C. Skarnes, Damien Smedley, Masaru Tamura, Sara Wells, Jacqueline K. White, Wolfgang Wurst, Atsushi Yoshiki, International Mouse Phenotyping Consortium, Stephen A. Murray, Jason D. Heaney, Lauryl M. J. Nutter
bioRxiv 2021.10.06.463037; doi: https://doi.org/10.1101/2021.10.06.463037
Digg logo Reddit logo Twitter logo Facebook logo Google logo LinkedIn logo Mendeley logo
Citation Tools
The production of 4,182 mouse lines identifies experimental and biological variables impacting Cas9-mediated mutant mouse line production
Hillary Elrick, Kevin A. Peterson, Joshua A. Wood, Denise G. Lanza, Elif F. Acar, Lydia Teboul, Edward J. Ryder, Shinya Ayabe, Marie-Christine Birling, Adam Caulder, Francesco Chiani, Gemma F. Codner, Brendan Doe, Graham Duddy, Alessia Gambadoro, Marina Gertsenstein, Alba Gomez-Segura, Leslie O. Goodwin, Cunxiang Ju, Petr Kasparek, Ruairidh King, Daekee Lee, Ho Lee, Lauri G. Lintott, Zhiwei Liu, Isabel Lorenzo, Matthew Mackenzie, Susan Marschall, Peter Matthews, Mark Ruhe, Luis Santos, John R. Seavitt, Claudia Seisenberger, Hannah Wardle-Jones, Brandon J. Willis, Jie Zhang, Jing Zhao, Fei Zhou, David J. Adams, Allan Bradley, Robert E. Braun, Francesco J. DeMayo, Mary E. Dickinson, Xiang Gao, Yann Hérault, Martin Hrabĕ de Angelis, K. C. Kent Lloyd, Ann-Marie Mallon, Fabio Mammano, Colin McKerlie, Terrence Meehan, Helen Parkinson, Ramiro Ramirez-Solis, Radislav Sedlacek, Je Kyung Seong, William C. Skarnes, Damien Smedley, Masaru Tamura, Sara Wells, Jacqueline K. White, Wolfgang Wurst, Atsushi Yoshiki, International Mouse Phenotyping Consortium, Stephen A. Murray, Jason D. Heaney, Lauryl M. J. Nutter
bioRxiv 2021.10.06.463037; doi: https://doi.org/10.1101/2021.10.06.463037

Citation Manager Formats

  • BibTeX
  • Bookends
  • EasyBib
  • EndNote (tagged)
  • EndNote 8 (xml)
  • Medlars
  • Mendeley
  • Papers
  • RefWorks Tagged
  • Ref Manager
  • RIS
  • Zotero
  • Tweet Widget
  • Facebook Like
  • Google Plus One

Subject Area

  • Genetics
Subject Areas
All Articles
  • Animal Behavior and Cognition (3483)
  • Biochemistry (7336)
  • Bioengineering (5305)
  • Bioinformatics (20219)
  • Biophysics (9990)
  • Cancer Biology (7713)
  • Cell Biology (11280)
  • Clinical Trials (138)
  • Developmental Biology (6426)
  • Ecology (9927)
  • Epidemiology (2065)
  • Evolutionary Biology (13294)
  • Genetics (9353)
  • Genomics (12564)
  • Immunology (7686)
  • Microbiology (18979)
  • Molecular Biology (7426)
  • Neuroscience (40937)
  • Paleontology (300)
  • Pathology (1226)
  • Pharmacology and Toxicology (2132)
  • Physiology (3145)
  • Plant Biology (6849)
  • Scientific Communication and Education (1272)
  • Synthetic Biology (1893)
  • Systems Biology (5306)
  • Zoology (1086)