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Main Authors: Morris, Geoffrey P, Harder, Avril M, Healey, Adam L, McLaughlin, Chloee M, Rifkin, Joanna L, Cruet-Burgos, Clara, Jenkins, Jerry W, Shu, Shengqiang, Spiekerman, John J, VanGessel, Carl J, Agnew, Erica, Audebert, Alain, Barry, Kerrie, Baxter, Ivan, Beurier, Gregory, Boston, Lori Beth, Boyles, Richard E, Brady, Siobhan M, Bunting, Victoria, Chaparro, Jacqueline M, Courtney, Chaney, Dembele, Joseph Sékou B, Deshpande, Santosh, Diatta, Cyril, Eck, Nathaniel, Eveland, Andrea L, Faye, Jacques M, Flowers, Dave, Fonceka, Daniel, Gano, Boubacar, de Gracia Coquerel, Marie, Goodstein, David, Grimwood, Jane, Hudson, Matthew E, Kholova, Jana, Johnson, Katherine, Johnson, Kristen K, Kawa, Dorota, Kouressy, Mamoutou, Kresovich, Stephen, Lee, Scott, Lemaux, Peggy G, Lowery, Robert, Luquet, Delphine, Maina, Fanna, Mamidi, Sujan, McKay, John K, Michael, Todd P, Mindaye, Taye T, Mullet, John, Ozersky, Philip, Plott, Christopher, Prenni, Jessica E, Pressoir, Gael, Rami, Jean-François, Rife, Trevor W, Saxton, Jocelyn, Sine, Bassirou, Sreedasyam, Avinash, Talag, Jayson, Teme, Niaba, Tuinstra, Mitchell R, Vadez, Vincent, Vogel, John P, Walstead, Rachel, Wang, Jianan, Webber, Jenell, Williams, Melissa, Xu, Yuxing, Mockler, Todd C, Lasky, Jesse R, Rice, Brian R, Schmutz, Jeremy, Shakoor, Nadia, Lovell, John T
Format: Artículo científico
Language:en
Published: Nature 2026
Subjects:
Online Access:https://pubmed.ncbi.nlm.nih.gov/41813899/
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author Morris, Geoffrey P
Harder, Avril M
Healey, Adam L
McLaughlin, Chloee M
Rifkin, Joanna L
Cruet-Burgos, Clara
Jenkins, Jerry W
Shu, Shengqiang
Spiekerman, John J
VanGessel, Carl J
Agnew, Erica
Audebert, Alain
Barry, Kerrie
Baxter, Ivan
Beurier, Gregory
Boston, Lori Beth
Boyles, Richard E
Brady, Siobhan M
Bunting, Victoria
Chaparro, Jacqueline M
Courtney, Chaney
Dembele, Joseph Sékou B
Deshpande, Santosh
Diatta, Cyril
Eck, Nathaniel
Eveland, Andrea L
Faye, Jacques M
Flowers, Dave
Fonceka, Daniel
Gano, Boubacar
de Gracia Coquerel, Marie
Goodstein, David
Grimwood, Jane
Hudson, Matthew E
Kholova, Jana
Johnson, Katherine
Johnson, Kristen K
Kawa, Dorota
Kouressy, Mamoutou
Kresovich, Stephen
Lee, Scott
Lemaux, Peggy G
Lowery, Robert
Luquet, Delphine
Maina, Fanna
Mamidi, Sujan
McKay, John K
Michael, Todd P
Mindaye, Taye T
Mullet, John
Ozersky, Philip
Plott, Christopher
Prenni, Jessica E
Pressoir, Gael
Rami, Jean-François
Rife, Trevor W
Saxton, Jocelyn
Sine, Bassirou
Sreedasyam, Avinash
Talag, Jayson
Teme, Niaba
Tuinstra, Mitchell R
Vadez, Vincent
Vogel, John P
Walstead, Rachel
Wang, Jianan
Webber, Jenell
Williams, Melissa
Xu, Yuxing
Mockler, Todd C
Lasky, Jesse R
Rice, Brian R
Schmutz, Jeremy
Shakoor, Nadia
Lovell, John T
author_facet Morris, Geoffrey P
Harder, Avril M
Healey, Adam L
McLaughlin, Chloee M
Rifkin, Joanna L
Cruet-Burgos, Clara
Jenkins, Jerry W
Shu, Shengqiang
Spiekerman, John J
VanGessel, Carl J
Agnew, Erica
Audebert, Alain
Barry, Kerrie
Baxter, Ivan
Beurier, Gregory
Boston, Lori Beth
Boyles, Richard E
Brady, Siobhan M
Bunting, Victoria
Chaparro, Jacqueline M
Courtney, Chaney
Dembele, Joseph Sékou B
Deshpande, Santosh
Diatta, Cyril
Eck, Nathaniel
Eveland, Andrea L
Faye, Jacques M
Flowers, Dave
Fonceka, Daniel
Gano, Boubacar
de Gracia Coquerel, Marie
Goodstein, David
Grimwood, Jane
Hudson, Matthew E
Kholova, Jana
Johnson, Katherine
Johnson, Kristen K
Kawa, Dorota
Kouressy, Mamoutou
Kresovich, Stephen
Lee, Scott
Lemaux, Peggy G
Lowery, Robert
Luquet, Delphine
Maina, Fanna
Mamidi, Sujan
McKay, John K
Michael, Todd P
Mindaye, Taye T
Mullet, John
Ozersky, Philip
Plott, Christopher
Prenni, Jessica E
Pressoir, Gael
Rami, Jean-François
Rife, Trevor W
Saxton, Jocelyn
Sine, Bassirou
Sreedasyam, Avinash
Talag, Jayson
Teme, Niaba
Tuinstra, Mitchell R
Vadez, Vincent
Vogel, John P
Walstead, Rachel
Wang, Jianan
Webber, Jenell
Williams, Melissa
Xu, Yuxing
Mockler, Todd C
Lasky, Jesse R
Rice, Brian R
Schmutz, Jeremy
Shakoor, Nadia
Lovell, John T
Morris, Geoffrey P
Harder, Avril M
Healey, Adam L
McLaughlin, Chloee M
Rifkin, Joanna L
Cruet-Burgos, Clara
Jenkins, Jerry W
Shu, Shengqiang
Spiekerman, John J
VanGessel, Carl J
Agnew, Erica
Audebert, Alain
Barry, Kerrie
Baxter, Ivan
Beurier, Gregory
Boston, Lori Beth
Boyles, Richard E
Brady, Siobhan M
Bunting, Victoria
Chaparro, Jacqueline M
Courtney, Chaney
Dembele, Joseph Sékou B
Deshpande, Santosh
Diatta, Cyril
Eck, Nathaniel
Eveland, Andrea L
Faye, Jacques M
Flowers, Dave
Fonceka, Daniel
Gano, Boubacar
de Gracia Coquerel, Marie
Goodstein, David
Grimwood, Jane
Hudson, Matthew E
Kholova, Jana
Johnson, Katherine
Johnson, Kristen K
Kawa, Dorota
Kouressy, Mamoutou
Kresovich, Stephen
Lee, Scott
Lemaux, Peggy G
Lowery, Robert
Luquet, Delphine
Maina, Fanna
Mamidi, Sujan
McKay, John K
Michael, Todd P
Mindaye, Taye T
Mullet, John
Ozersky, Philip
Plott, Christopher
Prenni, Jessica E
Pressoir, Gael
Rami, Jean-François
Rife, Trevor W
Saxton, Jocelyn
Sine, Bassirou
Sreedasyam, Avinash
Talag, Jayson
Teme, Niaba
Tuinstra, Mitchell R
Vadez, Vincent
Vogel, John P
Walstead, Rachel
Wang, Jianan
Webber, Jenell
Williams, Melissa
Xu, Yuxing
Mockler, Todd C
Lasky, Jesse R
Rice, Brian R
Schmutz, Jeremy
Shakoor, Nadia
Lovell, John T
collection PubMed - marine biology
contents A sorghum pangenome reference improves global crop trait discovery. Morris, Geoffrey P Harder, Avril M Healey, Adam L McLaughlin, Chloee M Rifkin, Joanna L Cruet-Burgos, Clara Jenkins, Jerry W Shu, Shengqiang Spiekerman, John J VanGessel, Carl J Agnew, Erica Audebert, Alain Barry, Kerrie Baxter, Ivan Beurier, Gregory Boston, Lori Beth Boyles, Richard E Brady, Siobhan M Bunting, Victoria Chaparro, Jacqueline M Courtney, Chaney Dembele, Joseph Sékou B Deshpande, Santosh Diatta, Cyril Eck, Nathaniel Eveland, Andrea L Faye, Jacques M Flowers, Dave Fonceka, Daniel Gano, Boubacar de Gracia Coquerel, Marie Goodstein, David Grimwood, Jane Hudson, Matthew E Kholova, Jana Johnson, Katherine Johnson, Kristen K Kawa, Dorota Kouressy, Mamoutou Kresovich, Stephen Lee, Scott Lemaux, Peggy G Lowery, Robert Luquet, Delphine Maina, Fanna Mamidi, Sujan McKay, John K Michael, Todd P Mindaye, Taye T Mullet, John Ozersky, Philip Plott, Christopher Prenni, Jessica E Pressoir, Gael Rami, Jean-François Rife, Trevor W Saxton, Jocelyn Sine, Bassirou Sreedasyam, Avinash Talag, Jayson Teme, Niaba Tuinstra, Mitchell R Vadez, Vincent Vogel, John P Walstead, Rachel Wang, Jianan Webber, Jenell Williams, Melissa Xu, Yuxing Mockler, Todd C Lasky, Jesse R Rice, Brian R Schmutz, Jeremy Shakoor, Nadia Lovell, John T Crops, Agricultural Domestication Gene Flow Genetic Variation Genome, Plant Genomics Multigene Family Phenotype Plant Breeding Plant Leaves Quantitative Trait, Heritable Reference Standards Sorghum Nitriles Although the green revolution adapted a handful of crops to homogeneous and high-input industrialized agriculture, much of the global population still relies on the local production of variable crop cultivars by low-input smallholder farms. This diversity of unhomogenized crops, like that of the grain and bioenergy crop sorghum, offers raw materials for genetic gain and cultivar improvement. However, breeding efforts can be constrained by highly specialized traits and breeding targets. Here, to bridge this diversity, we constructed a 33-member pangenome reference and a diversity panel across 1,984 cultivars and landraces. We leveraged these resources to explore the complex interplay among historical contingency, ongoing adaptation and previously uncharacterized structural diversity. Specifically, our analyses conclusively demonstrated multiple nested and deeply diverged structural variants in the domestication gene SHATTERING1, which distinguish the previously established multicentric origin of sorghum. We then applied landscape genomics to reveal how gene flow and secondary contact created the complex genetic mosaic in contemporary breeding networks. As proof of concept for pangenome-accelerated trait discovery, we connected biosynthetic gene cluster structural variation to phenotypic leaf concentration of the cyanogenic glucoside dhurrin. Combined, these approaches will accelerate breeding and trait discovery and provide a framework for similar applications in other crops.
format Artículo científico
id pubmed_41813899
institution PubMed
language en
publishDate 2026
publisher Nature
record_format pubmed
spellingShingle A sorghum pangenome reference improves global crop trait discovery.
Morris, Geoffrey P
Harder, Avril M
Healey, Adam L
McLaughlin, Chloee M
Rifkin, Joanna L
Cruet-Burgos, Clara
Jenkins, Jerry W
Shu, Shengqiang
Spiekerman, John J
VanGessel, Carl J
Agnew, Erica
Audebert, Alain
Barry, Kerrie
Baxter, Ivan
Beurier, Gregory
Boston, Lori Beth
Boyles, Richard E
Brady, Siobhan M
Bunting, Victoria
Chaparro, Jacqueline M
Courtney, Chaney
Dembele, Joseph Sékou B
Deshpande, Santosh
Diatta, Cyril
Eck, Nathaniel
Eveland, Andrea L
Faye, Jacques M
Flowers, Dave
Fonceka, Daniel
Gano, Boubacar
de Gracia Coquerel, Marie
Goodstein, David
Grimwood, Jane
Hudson, Matthew E
Kholova, Jana
Johnson, Katherine
Johnson, Kristen K
Kawa, Dorota
Kouressy, Mamoutou
Kresovich, Stephen
Lee, Scott
Lemaux, Peggy G
Lowery, Robert
Luquet, Delphine
Maina, Fanna
Mamidi, Sujan
McKay, John K
Michael, Todd P
Mindaye, Taye T
Mullet, John
Ozersky, Philip
Plott, Christopher
Prenni, Jessica E
Pressoir, Gael
Rami, Jean-François
Rife, Trevor W
Saxton, Jocelyn
Sine, Bassirou
Sreedasyam, Avinash
Talag, Jayson
Teme, Niaba
Tuinstra, Mitchell R
Vadez, Vincent
Vogel, John P
Walstead, Rachel
Wang, Jianan
Webber, Jenell
Williams, Melissa
Xu, Yuxing
Mockler, Todd C
Lasky, Jesse R
Rice, Brian R
Schmutz, Jeremy
Shakoor, Nadia
Lovell, John T
Crops, Agricultural
Domestication
Gene Flow
Genetic Variation
Genome, Plant
Genomics
Multigene Family
Phenotype
Plant Breeding
Plant Leaves
Quantitative Trait, Heritable
Reference Standards
Sorghum
Nitriles
A sorghum pangenome reference improves global crop trait discovery. Morris, Geoffrey P Harder, Avril M Healey, Adam L McLaughlin, Chloee M Rifkin, Joanna L Cruet-Burgos, Clara Jenkins, Jerry W Shu, Shengqiang Spiekerman, John J VanGessel, Carl J Agnew, Erica Audebert, Alain Barry, Kerrie Baxter, Ivan Beurier, Gregory Boston, Lori Beth Boyles, Richard E Brady, Siobhan M Bunting, Victoria Chaparro, Jacqueline M Courtney, Chaney Dembele, Joseph Sékou B Deshpande, Santosh Diatta, Cyril Eck, Nathaniel Eveland, Andrea L Faye, Jacques M Flowers, Dave Fonceka, Daniel Gano, Boubacar de Gracia Coquerel, Marie Goodstein, David Grimwood, Jane Hudson, Matthew E Kholova, Jana Johnson, Katherine Johnson, Kristen K Kawa, Dorota Kouressy, Mamoutou Kresovich, Stephen Lee, Scott Lemaux, Peggy G Lowery, Robert Luquet, Delphine Maina, Fanna Mamidi, Sujan McKay, John K Michael, Todd P Mindaye, Taye T Mullet, John Ozersky, Philip Plott, Christopher Prenni, Jessica E Pressoir, Gael Rami, Jean-François Rife, Trevor W Saxton, Jocelyn Sine, Bassirou Sreedasyam, Avinash Talag, Jayson Teme, Niaba Tuinstra, Mitchell R Vadez, Vincent Vogel, John P Walstead, Rachel Wang, Jianan Webber, Jenell Williams, Melissa Xu, Yuxing Mockler, Todd C Lasky, Jesse R Rice, Brian R Schmutz, Jeremy Shakoor, Nadia Lovell, John T Crops, Agricultural Domestication Gene Flow Genetic Variation Genome, Plant Genomics Multigene Family Phenotype Plant Breeding Plant Leaves Quantitative Trait, Heritable Reference Standards Sorghum Nitriles Although the green revolution adapted a handful of crops to homogeneous and high-input industrialized agriculture, much of the global population still relies on the local production of variable crop cultivars by low-input smallholder farms. This diversity of unhomogenized crops, like that of the grain and bioenergy crop sorghum, offers raw materials for genetic gain and cultivar improvement. However, breeding efforts can be constrained by highly specialized traits and breeding targets. Here, to bridge this diversity, we constructed a 33-member pangenome reference and a diversity panel across 1,984 cultivars and landraces. We leveraged these resources to explore the complex interplay among historical contingency, ongoing adaptation and previously uncharacterized structural diversity. Specifically, our analyses conclusively demonstrated multiple nested and deeply diverged structural variants in the domestication gene SHATTERING1, which distinguish the previously established multicentric origin of sorghum. We then applied landscape genomics to reveal how gene flow and secondary contact created the complex genetic mosaic in contemporary breeding networks. As proof of concept for pangenome-accelerated trait discovery, we connected biosynthetic gene cluster structural variation to phenotypic leaf concentration of the cyanogenic glucoside dhurrin. Combined, these approaches will accelerate breeding and trait discovery and provide a framework for similar applications in other crops.
title A sorghum pangenome reference improves global crop trait discovery.
topic Crops, Agricultural
Domestication
Gene Flow
Genetic Variation
Genome, Plant
Genomics
Multigene Family
Phenotype
Plant Breeding
Plant Leaves
Quantitative Trait, Heritable
Reference Standards
Sorghum
Nitriles
url https://pubmed.ncbi.nlm.nih.gov/41813899/