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GENETIC DIVERSITY OF THE GUATEMALAN CLIMBING BEAN COLLECTION 2017 Feed the Future Legume Innovation Lab Grain Legume Research Conference Ouagadougou, Burkina Faso August 15th, 2017 María Gabriela Tobar Piñón, Samira Mafi Moghaddam, Rian Lee, Julio Villatoro, Juan M. Osorno and Phillip E. McClean

GENETIC DIVERSITY OF THE GUATEMALAN CLIMBING BEAN COLLECTION · Feed the Future Innovation Lab for Collaborative Research on Grain Legumes • Tissue collection • DNA extraction

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Page 1: GENETIC DIVERSITY OF THE GUATEMALAN CLIMBING BEAN COLLECTION · Feed the Future Innovation Lab for Collaborative Research on Grain Legumes • Tissue collection • DNA extraction

GENETIC DIVERSITY OF THE GUATEMALAN CLIMBING BEAN COLLECTION

2017 Feed the Future Legume Innovation Lab Grain Legume Research ConferenceOuagadougou, Burkina Faso

August 15th, 2017

María Gabriela Tobar Piñón, Samira Mafi Moghaddam, Rian Lee, Julio Villatoro, Juan M. Osorno and Phillip E. McClean

Page 2: GENETIC DIVERSITY OF THE GUATEMALAN CLIMBING BEAN COLLECTION · Feed the Future Innovation Lab for Collaborative Research on Grain Legumes • Tissue collection • DNA extraction

Feed the Future Innovation Lab for Collaborative Research on Grain Legumes

Introduction

• The most important pulse crop for human consumption around the world.

• Source of protein and iron.

Page 3: GENETIC DIVERSITY OF THE GUATEMALAN CLIMBING BEAN COLLECTION · Feed the Future Innovation Lab for Collaborative Research on Grain Legumes • Tissue collection • DNA extraction

Feed the Future Innovation Lab for Collaborative Research on Grain Legumes

Page 4: GENETIC DIVERSITY OF THE GUATEMALAN CLIMBING BEAN COLLECTION · Feed the Future Innovation Lab for Collaborative Research on Grain Legumes • Tissue collection • DNA extraction

Feed the Future Innovation Lab for Collaborative Research on Grain Legumes

• Guatemala has the highest rate of chronic malnutrition in Latin America.

Introduction

http://www.feedthechildren.org

Page 5: GENETIC DIVERSITY OF THE GUATEMALAN CLIMBING BEAN COLLECTION · Feed the Future Innovation Lab for Collaborative Research on Grain Legumes • Tissue collection • DNA extraction

Feed the Future Innovation Lab for Collaborative Research on Grain Legumes

Milpa system and climbing bean collections

• Intercropping array• Maize, climbing bean and

squash.• In situ collection of climbing

beans, n=600 (50 years). • Survey collection, n=500 (MSU

and ICTA, 2015).• Genetic diversity and

development of varieties.

Page 6: GENETIC DIVERSITY OF THE GUATEMALAN CLIMBING BEAN COLLECTION · Feed the Future Innovation Lab for Collaborative Research on Grain Legumes • Tissue collection • DNA extraction

Feed the Future Innovation Lab for Collaborative Research on Grain Legumes

• Middle America– Mesoamerica– Durango– Jalisco

Races• Andean

– Perú– Nueva Granada– Chile

Singh et al. (1991)

Page 7: GENETIC DIVERSITY OF THE GUATEMALAN CLIMBING BEAN COLLECTION · Feed the Future Innovation Lab for Collaborative Research on Grain Legumes • Tissue collection • DNA extraction

Feed the Future Innovation Lab for Collaborative Research on Grain Legumes

• Beebe et al. (2000), using RAPDs, proposed race Guatemala, mostlyGuatemalan climbing beans.

• Blair et al. (2009), usingmicrosatellites, supported raceGuatemala (61 accessions). Also, proposed Durango-Jalisco complex.

Genetic diversity of Middle American gene pool

Blair et al. (2009)

Andean genepool

Middle American genepool

Page 8: GENETIC DIVERSITY OF THE GUATEMALAN CLIMBING BEAN COLLECTION · Feed the Future Innovation Lab for Collaborative Research on Grain Legumes • Tissue collection • DNA extraction

Feed the Future Innovation Lab for Collaborative Research on Grain Legumes

• Analyze the genetic diversity of Guatemalan climbing bean collections using single-nucleotide polymorphism (SNP) markers.

• Correlate the genotypic data with phenotypic traits of economic/agronomic importance, using a genome-wide association study.

Objectives

Page 9: GENETIC DIVERSITY OF THE GUATEMALAN CLIMBING BEAN COLLECTION · Feed the Future Innovation Lab for Collaborative Research on Grain Legumes • Tissue collection • DNA extraction

Feed the Future Innovation Lab for Collaborative Research on Grain Legumes

• Population selection– 369 Guatemalan accessions (old

collection).– 260 Guatemalan accessions (new

collection).– Mesoamerican Diversity Panel (MDP):

• 100 accessions of race Mesoamerica.• 100 accessions of race Durango-Jalisco.

– 12 wild accessions from Guatemala (USDA-GRIN)

Materials and Methods

Page 10: GENETIC DIVERSITY OF THE GUATEMALAN CLIMBING BEAN COLLECTION · Feed the Future Innovation Lab for Collaborative Research on Grain Legumes • Tissue collection • DNA extraction

Feed the Future Innovation Lab for Collaborative Research on Grain Legumes

• Tissue collection• DNA extraction• Genotype by sequencing

– MseI and Taqα1 restriction enzymes.• SNP calling (136,382 SNPs)

– Samtools, BWA mapping, GATK.– Filtering for 0.05 MAF (102,343 SNPs)

• Population structure and genetic diversity analysis– PCA, ML tree (SNPhylo), STRUCTURE, Fst, He, PIC values.

• Genome wide association study (GWAS)– GAPIT, 4 models.

Materials and Methods

Page 11: GENETIC DIVERSITY OF THE GUATEMALAN CLIMBING BEAN COLLECTION · Feed the Future Innovation Lab for Collaborative Research on Grain Legumes • Tissue collection • DNA extraction

Feed the Future Innovation Lab for Collaborative Research on Grain Legumes

K2

K3

K4

K5

STRUCTURE analysisGuatemalan collections and Mesoamerican races

Page 12: GENETIC DIVERSITY OF THE GUATEMALAN CLIMBING BEAN COLLECTION · Feed the Future Innovation Lab for Collaborative Research on Grain Legumes • Tissue collection • DNA extraction

Feed the Future Innovation Lab for Collaborative Research on Grain Legumes

Phylogenetic treeGuatemalan collections and Mesoamerican races

Durango/Jalisco

Mesoamerica

Guatemala (new)

Guatemala (old)

Wilds

0.2 LDGuatemala (Old)

Guatemala (New)

Durango/Jalisco

Mesoamerica

Wilds

Page 13: GENETIC DIVERSITY OF THE GUATEMALAN CLIMBING BEAN COLLECTION · Feed the Future Innovation Lab for Collaborative Research on Grain Legumes • Tissue collection • DNA extraction

Feed the Future Innovation Lab for Collaborative Research on Grain Legumes

Principal Components AnalysisGuatemalan collections and Mesoamerican races

Guatemala (Old)

Guatemala (New)

Durango/Jalisco

Mesoamerica

Wilds

Page 14: GENETIC DIVERSITY OF THE GUATEMALAN CLIMBING BEAN COLLECTION · Feed the Future Innovation Lab for Collaborative Research on Grain Legumes • Tissue collection • DNA extraction

Feed the Future Innovation Lab for Collaborative Research on Grain Legumes

Sup-population Ho He PIC %Monomorphic Fst value

Durango/Jalisco 0.4597 0.3437 0.2680 8.17 0.2904

Mesoamerica 0.4569 0.3366 0.2625 8.08 0.3054

Guatemala (old) 0.4755 0.3623 0.2842 3.30 0.1474

Guatemala (new) 0.4892 0.3897 0.3052 0.50 0.1192

Diversity Statistics

Page 15: GENETIC DIVERSITY OF THE GUATEMALAN CLIMBING BEAN COLLECTION · Feed the Future Innovation Lab for Collaborative Research on Grain Legumes • Tissue collection • DNA extraction

Feed the Future Innovation Lab for Collaborative Research on Grain Legumes

Phylogenetic tree of Guatemalan beans

Guatemalan old collection

Guatemalan new collection

Guatemalan wilds

Page 16: GENETIC DIVERSITY OF THE GUATEMALAN CLIMBING BEAN COLLECTION · Feed the Future Innovation Lab for Collaborative Research on Grain Legumes • Tissue collection • DNA extraction

Feed the Future Innovation Lab for Collaborative Research on Grain Legumes

PCA based on regions, new collection

Page 17: GENETIC DIVERSITY OF THE GUATEMALAN CLIMBING BEAN COLLECTION · Feed the Future Innovation Lab for Collaborative Research on Grain Legumes • Tissue collection • DNA extraction

Feed the Future Innovation Lab for Collaborative Research on Grain Legumes

PCA based on elevation, new collection

2500-3000 masl

Page 18: GENETIC DIVERSITY OF THE GUATEMALAN CLIMBING BEAN COLLECTION · Feed the Future Innovation Lab for Collaborative Research on Grain Legumes • Tissue collection • DNA extraction

Feed the Future Innovation Lab for Collaborative Research on Grain Legumes

Association mapping Elevation

Pv02Pv01 Pv03 Pv04 Pv05 Pv11Pv10Pv08 Pv09Pv06 Pv07

Ring Ubox superfamily proteinRibosomal protein

HEN 4

• Flowering process

Page 19: GENETIC DIVERSITY OF THE GUATEMALAN CLIMBING BEAN COLLECTION · Feed the Future Innovation Lab for Collaborative Research on Grain Legumes • Tissue collection • DNA extraction

Feed the Future Innovation Lab for Collaborative Research on Grain Legumes

• Guatemalan climbing beans did not group with any of the previously defined races of common bean.

• Race Guatemala represents a new source of genetic diversity.

• Genomic regions were associated with several traits of economic importance.

• Genomic regions were associated with local adaptation in the Guatemalan climbing beans.

Conclusions

Page 20: GENETIC DIVERSITY OF THE GUATEMALAN CLIMBING BEAN COLLECTION · Feed the Future Innovation Lab for Collaborative Research on Grain Legumes • Tissue collection • DNA extraction

Feed the Future Innovation Lab for Collaborative Research on Grain Legumes

Acknowledgements

• Dr. Phillip McClean• Dr. Juan Osorno• Dr. Samira Mafi• Rian Lee• Julio Villatoro• Carlos Maldonado• Angela Miranda• Dr. Jill Hamilton• Dr. Ali Soltani