Cargando…

The Monarch Initiative in 2019: an integrative data and analytic platform connecting phenotypes to genotypes across species

In biology and biomedicine, relating phenotypic outcomes with genetic variation and environmental factors remains a challenge: patient phenotypes may not match known diseases, candidate variants may be in genes that haven’t been characterized, research organisms may not recapitulate human or veterin...

Descripción completa

Detalles Bibliográficos
Autores principales: Shefchek, Kent A, Harris, Nomi L, Gargano, Michael, Matentzoglu, Nicolas, Unni, Deepak, Brush, Matthew, Keith, Daniel, Conlin, Tom, Vasilevsky, Nicole, Zhang, Xingmin Aaron, Balhoff, James P, Babb, Larry, Bello, Susan M, Blau, Hannah, Bradford, Yvonne, Carbon, Seth, Carmody, Leigh, Chan, Lauren E, Cipriani, Valentina, Cuzick, Alayne, Della Rocca, Maria, Dunn, Nathan, Essaid, Shahim, Fey, Petra, Grove, Chris, Gourdine, Jean-Phillipe, Hamosh, Ada, Harris, Midori, Helbig, Ingo, Hoatlin, Maureen, Joachimiak, Marcin, Jupp, Simon, Lett, Kenneth B, Lewis, Suzanna E, McNamara, Craig, Pendlington, Zoë M, Pilgrim, Clare, Putman, Tim, Ravanmehr, Vida, Reese, Justin, Riggs, Erin, Robb, Sofia, Roncaglia, Paola, Seager, James, Segerdell, Erik, Similuk, Morgan, Storm, Andrea L, Thaxon, Courtney, Thessen, Anne, Jacobsen, Julius O B, McMurry, Julie A, Groza, Tudor, Köhler, Sebastian, Smedley, Damian, Robinson, Peter N, Mungall, Christopher J, Haendel, Melissa A, Munoz-Torres, Monica C, Osumi-Sutherland, David
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7056945/
https://www.ncbi.nlm.nih.gov/pubmed/31701156
http://dx.doi.org/10.1093/nar/gkz997
_version_ 1783503565333987328
author Shefchek, Kent A
Harris, Nomi L
Gargano, Michael
Matentzoglu, Nicolas
Unni, Deepak
Brush, Matthew
Keith, Daniel
Conlin, Tom
Vasilevsky, Nicole
Zhang, Xingmin Aaron
Balhoff, James P
Babb, Larry
Bello, Susan M
Blau, Hannah
Bradford, Yvonne
Carbon, Seth
Carmody, Leigh
Chan, Lauren E
Cipriani, Valentina
Cuzick, Alayne
Della Rocca, Maria
Dunn, Nathan
Essaid, Shahim
Fey, Petra
Grove, Chris
Gourdine, Jean-Phillipe
Hamosh, Ada
Harris, Midori
Helbig, Ingo
Hoatlin, Maureen
Joachimiak, Marcin
Jupp, Simon
Lett, Kenneth B
Lewis, Suzanna E
McNamara, Craig
Pendlington, Zoë M
Pilgrim, Clare
Putman, Tim
Ravanmehr, Vida
Reese, Justin
Riggs, Erin
Robb, Sofia
Roncaglia, Paola
Seager, James
Segerdell, Erik
Similuk, Morgan
Storm, Andrea L
Thaxon, Courtney
Thessen, Anne
Jacobsen, Julius O B
McMurry, Julie A
Groza, Tudor
Köhler, Sebastian
Smedley, Damian
Robinson, Peter N
Mungall, Christopher J
Haendel, Melissa A
Munoz-Torres, Monica C
Osumi-Sutherland, David
author_facet Shefchek, Kent A
Harris, Nomi L
Gargano, Michael
Matentzoglu, Nicolas
Unni, Deepak
Brush, Matthew
Keith, Daniel
Conlin, Tom
Vasilevsky, Nicole
Zhang, Xingmin Aaron
Balhoff, James P
Babb, Larry
Bello, Susan M
Blau, Hannah
Bradford, Yvonne
Carbon, Seth
Carmody, Leigh
Chan, Lauren E
Cipriani, Valentina
Cuzick, Alayne
Della Rocca, Maria
Dunn, Nathan
Essaid, Shahim
Fey, Petra
Grove, Chris
Gourdine, Jean-Phillipe
Hamosh, Ada
Harris, Midori
Helbig, Ingo
Hoatlin, Maureen
Joachimiak, Marcin
Jupp, Simon
Lett, Kenneth B
Lewis, Suzanna E
McNamara, Craig
Pendlington, Zoë M
Pilgrim, Clare
Putman, Tim
Ravanmehr, Vida
Reese, Justin
Riggs, Erin
Robb, Sofia
Roncaglia, Paola
Seager, James
Segerdell, Erik
Similuk, Morgan
Storm, Andrea L
Thaxon, Courtney
Thessen, Anne
Jacobsen, Julius O B
McMurry, Julie A
Groza, Tudor
Köhler, Sebastian
Smedley, Damian
Robinson, Peter N
Mungall, Christopher J
Haendel, Melissa A
Munoz-Torres, Monica C
Osumi-Sutherland, David
author_sort Shefchek, Kent A
collection PubMed
description In biology and biomedicine, relating phenotypic outcomes with genetic variation and environmental factors remains a challenge: patient phenotypes may not match known diseases, candidate variants may be in genes that haven’t been characterized, research organisms may not recapitulate human or veterinary diseases, environmental factors affecting disease outcomes are unknown or undocumented, and many resources must be queried to find potentially significant phenotypic associations. The Monarch Initiative (https://monarchinitiative.org) integrates information on genes, variants, genotypes, phenotypes and diseases in a variety of species, and allows powerful ontology-based search. We develop many widely adopted ontologies that together enable sophisticated computational analysis, mechanistic discovery and diagnostics of Mendelian diseases. Our algorithms and tools are widely used to identify animal models of human disease through phenotypic similarity, for differential diagnostics and to facilitate translational research. Launched in 2015, Monarch has grown with regards to data (new organisms, more sources, better modeling); new API and standards; ontologies (new Mondo unified disease ontology, improvements to ontologies such as HPO and uPheno); user interface (a redesigned website); and community development. Monarch data, algorithms and tools are being used and extended by resources such as GA4GH and NCATS Translator, among others, to aid mechanistic discovery and diagnostics.
format Online
Article
Text
id pubmed-7056945
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher Oxford University Press
record_format MEDLINE/PubMed
spelling pubmed-70569452020-03-10 The Monarch Initiative in 2019: an integrative data and analytic platform connecting phenotypes to genotypes across species Shefchek, Kent A Harris, Nomi L Gargano, Michael Matentzoglu, Nicolas Unni, Deepak Brush, Matthew Keith, Daniel Conlin, Tom Vasilevsky, Nicole Zhang, Xingmin Aaron Balhoff, James P Babb, Larry Bello, Susan M Blau, Hannah Bradford, Yvonne Carbon, Seth Carmody, Leigh Chan, Lauren E Cipriani, Valentina Cuzick, Alayne Della Rocca, Maria Dunn, Nathan Essaid, Shahim Fey, Petra Grove, Chris Gourdine, Jean-Phillipe Hamosh, Ada Harris, Midori Helbig, Ingo Hoatlin, Maureen Joachimiak, Marcin Jupp, Simon Lett, Kenneth B Lewis, Suzanna E McNamara, Craig Pendlington, Zoë M Pilgrim, Clare Putman, Tim Ravanmehr, Vida Reese, Justin Riggs, Erin Robb, Sofia Roncaglia, Paola Seager, James Segerdell, Erik Similuk, Morgan Storm, Andrea L Thaxon, Courtney Thessen, Anne Jacobsen, Julius O B McMurry, Julie A Groza, Tudor Köhler, Sebastian Smedley, Damian Robinson, Peter N Mungall, Christopher J Haendel, Melissa A Munoz-Torres, Monica C Osumi-Sutherland, David Nucleic Acids Res Database Issue In biology and biomedicine, relating phenotypic outcomes with genetic variation and environmental factors remains a challenge: patient phenotypes may not match known diseases, candidate variants may be in genes that haven’t been characterized, research organisms may not recapitulate human or veterinary diseases, environmental factors affecting disease outcomes are unknown or undocumented, and many resources must be queried to find potentially significant phenotypic associations. The Monarch Initiative (https://monarchinitiative.org) integrates information on genes, variants, genotypes, phenotypes and diseases in a variety of species, and allows powerful ontology-based search. We develop many widely adopted ontologies that together enable sophisticated computational analysis, mechanistic discovery and diagnostics of Mendelian diseases. Our algorithms and tools are widely used to identify animal models of human disease through phenotypic similarity, for differential diagnostics and to facilitate translational research. Launched in 2015, Monarch has grown with regards to data (new organisms, more sources, better modeling); new API and standards; ontologies (new Mondo unified disease ontology, improvements to ontologies such as HPO and uPheno); user interface (a redesigned website); and community development. Monarch data, algorithms and tools are being used and extended by resources such as GA4GH and NCATS Translator, among others, to aid mechanistic discovery and diagnostics. Oxford University Press 2020-01-08 2019-11-08 /pmc/articles/PMC7056945/ /pubmed/31701156 http://dx.doi.org/10.1093/nar/gkz997 Text en © The Author(s) 2019. Published by Oxford University Press on behalf of Nucleic Acids Research. http://creativecommons.org/licenses/by/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Database Issue
Shefchek, Kent A
Harris, Nomi L
Gargano, Michael
Matentzoglu, Nicolas
Unni, Deepak
Brush, Matthew
Keith, Daniel
Conlin, Tom
Vasilevsky, Nicole
Zhang, Xingmin Aaron
Balhoff, James P
Babb, Larry
Bello, Susan M
Blau, Hannah
Bradford, Yvonne
Carbon, Seth
Carmody, Leigh
Chan, Lauren E
Cipriani, Valentina
Cuzick, Alayne
Della Rocca, Maria
Dunn, Nathan
Essaid, Shahim
Fey, Petra
Grove, Chris
Gourdine, Jean-Phillipe
Hamosh, Ada
Harris, Midori
Helbig, Ingo
Hoatlin, Maureen
Joachimiak, Marcin
Jupp, Simon
Lett, Kenneth B
Lewis, Suzanna E
McNamara, Craig
Pendlington, Zoë M
Pilgrim, Clare
Putman, Tim
Ravanmehr, Vida
Reese, Justin
Riggs, Erin
Robb, Sofia
Roncaglia, Paola
Seager, James
Segerdell, Erik
Similuk, Morgan
Storm, Andrea L
Thaxon, Courtney
Thessen, Anne
Jacobsen, Julius O B
McMurry, Julie A
Groza, Tudor
Köhler, Sebastian
Smedley, Damian
Robinson, Peter N
Mungall, Christopher J
Haendel, Melissa A
Munoz-Torres, Monica C
Osumi-Sutherland, David
The Monarch Initiative in 2019: an integrative data and analytic platform connecting phenotypes to genotypes across species
title The Monarch Initiative in 2019: an integrative data and analytic platform connecting phenotypes to genotypes across species
title_full The Monarch Initiative in 2019: an integrative data and analytic platform connecting phenotypes to genotypes across species
title_fullStr The Monarch Initiative in 2019: an integrative data and analytic platform connecting phenotypes to genotypes across species
title_full_unstemmed The Monarch Initiative in 2019: an integrative data and analytic platform connecting phenotypes to genotypes across species
title_short The Monarch Initiative in 2019: an integrative data and analytic platform connecting phenotypes to genotypes across species
title_sort monarch initiative in 2019: an integrative data and analytic platform connecting phenotypes to genotypes across species
topic Database Issue
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7056945/
https://www.ncbi.nlm.nih.gov/pubmed/31701156
http://dx.doi.org/10.1093/nar/gkz997
work_keys_str_mv AT shefchekkenta themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT harrisnomil themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT garganomichael themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT matentzoglunicolas themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT unnideepak themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT brushmatthew themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT keithdaniel themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT conlintom themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT vasilevskynicole themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT zhangxingminaaron themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT balhoffjamesp themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT babblarry themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT bellosusanm themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT blauhannah themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT bradfordyvonne themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT carbonseth themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT carmodyleigh themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT chanlaurene themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT ciprianivalentina themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT cuzickalayne themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT dellaroccamaria themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT dunnnathan themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT essaidshahim themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT feypetra themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT grovechris themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT gourdinejeanphillipe themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT hamoshada themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT harrismidori themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT helbigingo themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT hoatlinmaureen themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT joachimiakmarcin themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT juppsimon themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT lettkennethb themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT lewissuzannae themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT mcnamaracraig themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT pendlingtonzoem themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT pilgrimclare themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT putmantim themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT ravanmehrvida themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT reesejustin themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT riggserin themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT robbsofia themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT roncagliapaola themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT seagerjames themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT segerdellerik themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT similukmorgan themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT stormandreal themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT thaxoncourtney themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT thessenanne themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT jacobsenjuliusob themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT mcmurryjuliea themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT grozatudor themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT kohlersebastian themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT smedleydamian themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT robinsonpetern themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT mungallchristopherj themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT haendelmelissaa themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT munoztorresmonicac themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT osumisutherlanddavid themonarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT shefchekkenta monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT harrisnomil monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT garganomichael monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT matentzoglunicolas monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT unnideepak monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT brushmatthew monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT keithdaniel monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT conlintom monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT vasilevskynicole monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT zhangxingminaaron monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT balhoffjamesp monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT babblarry monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT bellosusanm monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT blauhannah monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT bradfordyvonne monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT carbonseth monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT carmodyleigh monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT chanlaurene monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT ciprianivalentina monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT cuzickalayne monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT dellaroccamaria monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT dunnnathan monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT essaidshahim monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT feypetra monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT grovechris monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT gourdinejeanphillipe monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT hamoshada monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT harrismidori monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT helbigingo monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT hoatlinmaureen monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT joachimiakmarcin monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT juppsimon monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT lettkennethb monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT lewissuzannae monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT mcnamaracraig monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT pendlingtonzoem monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT pilgrimclare monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT putmantim monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT ravanmehrvida monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT reesejustin monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT riggserin monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT robbsofia monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT roncagliapaola monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT seagerjames monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT segerdellerik monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT similukmorgan monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT stormandreal monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT thaxoncourtney monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT thessenanne monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT jacobsenjuliusob monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT mcmurryjuliea monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT grozatudor monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT kohlersebastian monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT smedleydamian monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT robinsonpetern monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT mungallchristopherj monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT haendelmelissaa monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT munoztorresmonicac monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies
AT osumisutherlanddavid monarchinitiativein2019anintegrativedataandanalyticplatformconnectingphenotypestogenotypesacrossspecies