Genome-enabled parental analysis and predictions of ... · Genome-enabled parental analysis and...
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Genome-enabled parental analysis and predictions of breeding values in cassava
polycross mating scheme
Ikeogu Ugochukwu N.1,2*, Uzoechi A. Obioma1, Nwogu Ahamefule1, Ezenwaka
Lydia1, Ogbonna Alex1, Ezenwanyi Uba1, Linda Ezeji1, Ewa Favor1, Joseph Onyeka1, Adeyemi Olojede1, Peter Kulakow3, Egesi Chiedozie1 and Jean-Luc
Jannink2,4
1) National Root Crops Research Institute (NRCRI), Umudike, Nigeria; 2) Section of Plant Breeding, School of Integrated Plant Sciences, Cornell University, Ithaca, NY, USA.; 3) International Institute of Tropical Agriculture (IITA), Ibadan, Nigeria; 4) United States Department of Agriculture,
Agricultural Research Service, NY, USA *[email protected] Registrant ID# 3292
World Congress on Root and Tuber Crops Nanning, Guangxi, China, January 18-22, 2016
Conventional mating methods
§ Most widely used § Relatively precise – we have full control of the pedigree
§ Very simple and easy to implement
§ Expected higher genetic variability
§ Loss of parental control
2. Open pollinated
1. Full-sib
3. Polycross mating – not widely used
Definition: - Open pollination of a group of selected genotypes in isolation from other compatible genotypes
§ Limitations: similar to OP: o Loss of full pedigree
control- Pollen donor/Father o Low account of genetic
gain
An Isolated polycross field
Mating constraints- full sib crosses
• Reduced number of effective parental combinations
• Constrained genetic variability
• Variable flower maturation and poor synchronization - same flowers on the same inflorescence can open at different times
• Loss of potential genetic materials (flowers) in quality control measures : common practice to detach non pollinated flowers from a pollinated stalk
• Labor intensive and technically demanding – sensitivity: rough handling can effect fruit set
• Low expected number of progenies compared to other crops – as low as 2 seeds vs average of 300 in maize
Genomics era and implications in crop breeding:
Adopted from Dr. Karin Kassahn
Better marker information is giving rise to new or modified breeding methods
§ We can recover parental control § We can maintain high genetic
variability and increase genetic gain
§ We can save more money
Modified polycross scheme - paternity testing
What if we know the pollen donors?
• Paternity evaluation to recover parental control • Assess pollen donor rate and distribution • Estimate the inbreeding • Evaluate possible evidence of incompatibility among
pairs of parents • Possible to estimate genetic effects – GCA, SCA • Predict breeding values of polycross progenies using
genomic markers
Potentials of Genome-aided polycross scheme
• 438 clones were used to fit a prediction model
• 𝑦 = 𝑋𝛽 + 𝑍𝑢 + 𝑒
• 867 clones were used as selection candidates
• 22731 SNP markers • 31 parents with high GEBVs were selected
for bi-parental full-sib crosses from which 29 were used to design a polycross scheme
Choice of parents – genomic selection
Traits of interest – Selection index
Selection Index = biEBVi
Where i = HI , DMC, Starch, FYLD, Vigor,, CMD,CGM
b = P-1 Gv
p = phenotypic variance – covariance matrix
G = Genotypic variance-covariance matrix
V = economic weights (15,15,15,20,5,-10,-10,-10)
Economic weights were assigned to achieve a desired trait correlation
Field design and Establishment
u Observed maximum isolation – at least 100 m away
from neighboring fields
u Layout was designed to ensured adequate
randomization of clones – GenStat (Neighbor; Complete and quasi-
complete Latin Squares)
u Genotypes had similar flowering period
Schematic field layout of polycross design
Polycross design with 29 clones = 29x29 plots
Columns 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 Rows
1 7 18 19 3 12 6 28 20 11 13 21 1 26 4 10 23 9 15 5 16 29 24 22 14 17 25 2 8 27
2 18 3 7 6 19 20 12 13 28 1 11 4 21 23 26 15 10 16 9 24 5 14 29 25 22 8 17 27 2
3 19 7 12 18 28 3 11 6 21 20 26 13 10 1 9 4 5 23 29 15 22 16 17 24 2 14 27 25 8
4 3 6 18 20 7 13 19 1 12 4 28 23 11 15 21 16 26 24 10 14 9 25 5 8 29 27 22 2 17
5 12 19 28 7 11 18 21 3 26 6 10 20 9 13 5 1 29 4 22 23 17 15 2 16 27 24 8 14 25
6 6 20 3 13 18 1 7 4 19 23 12 15 28 16 11 24 21 14 26 25 10 8 9 27 5 2 29 17 22
7 28 12 11 19 21 7 26 18 10 3 9 6 5 20 29 13 22 1 17 4 2 23 27 15 8 16 25 24 14
8 20 13 6 1 3 4 18 23 7 15 19 16 12 24 28 14 11 25 21 8 26 27 10 2 9 17 5 22 29
9 11 28 21 12 26 19 10 7 9 18 5 3 29 6 22 20 17 13 2 1 27 4 8 23 25 15 14 16 24
10 13 1 20 4 6 23 3 15 18 16 7 24 19 14 12 25 28 8 11 27 21 2 26 17 10 22 9 29 5
11 21 11 26 28 10 12 9 19 5 7 29 18 22 3 17 6 2 20 27 13 8 1 25 4 14 23 24 15 16
12 1 4 13 23 20 15 6 16 3 24 18 14 7 25 19 8 12 27 28 2 11 17 21 22 26 29 10 5 9
13 26 21 10 11 9 28 5 12 29 19 22 7 17 18 2 3 27 6 8 20 25 13 14 1 24 4 16 23 15
14 4 23 1 15 13 16 20 24 6 14 3 25 18 8 7 27 19 2 12 17 28 22 11 29 21 5 26 9 10
15 10 26 9 21 5 11 29 28 22 12 17 19 2 7 27 18 8 3 25 6 14 20 24 13 16 1 15 4 23
16 23 15 4 16 1 24 13 14 20 25 6 8 3 27 18 2 7 17 19 22 12 29 28 5 11 9 21 10 26
17 9 10 5 26 29 21 22 11 17 28 2 12 27 19 8 7 25 18 14 3 24 6 16 20 15 13 23 1 4
18 15 16 23 24 4 14 1 25 13 8 20 27 6 2 3 17 18 22 7 29 19 5 12 9 28 10 11 26 21
19 5 9 29 10 22 26 17 21 2 11 27 28 8 12 25 19 14 7 24 18 16 3 15 6 23 20 4 13 1
20 16 24 15 14 23 25 4 8 1 27 13 2 20 17 6 22 3 29 18 5 7 9 19 10 12 26 28 21 11
21 29 5 22 9 17 10 2 26 27 21 8 11 25 28 14 12 24 19 16 7 15 18 23 3 4 6 1 20 13
22 24 14 16 25 15 8 23 27 4 2 1 17 13 22 20 29 6 5 3 9 18 10 7 26 19 21 12 11 28
23 22 29 17 5 2 9 27 10 8 26 25 21 14 11 24 28 16 12 15 19 23 7 4 18 1 3 13 6 20
24 14 25 24 8 16 27 15 2 23 17 4 22 1 29 13 5 20 9 6 10 3 26 18 21 7 11 19 28 12
25 17 22 2 29 27 5 8 9 25 10 14 26 24 21 16 11 15 28 23 12 4 19 1 7 13 18 20 3 6
26 25 8 14 27 24 2 16 17 15 22 23 29 4 5 1 9 13 10 20 26 6 21 3 11 18 28 7 12 19
27 2 17 27 22 8 29 25 5 14 9 24 10 16 26 15 21 23 11 4 28 1 12 13 19 20 7 6 18 3
28 8 27 25 2 14 17 24 22 16 29 15 5 23 9 4 10 1 26 13 21 20 11 6 28 3 12 18 19 7
29 27 2 8 17 25 22 14 29 24 5 16 9 15 10 23 26 4 21 1 11 13 28 20 12 6 19 3 7 18
Results
u Over 16,000 seeds generated from
29 families
u Sampled 950 individuals for
genotyping using GBS
u Average of 7 seeds from 4
individuals per family Differential seed yield
Expected analyses
u Paternity evaluation using genotype data • Non-exclusion probability
• Likelihood ratio
u Determine pollen donor rate, rate of outcrossing/ inbreeding
u Estimate genetic effects - GCA and SCA
u Compare predictions and response to selection from full-sib mating: • GBLUP
• Pedigree-BLUP
Added benefits of modified polycross scheme
u Reduced chances of family contaminations
u Revelation of unexpected technical errors – transplanting and genotyping errors
u Reduced cost of generating seeds especially in small breeding programs
Important note: Efforts should be made to ensure that the clones do not have very wide flowering periods
Acknowledgements
Committee members q Jean-Luc Jannink q Susan McCouch q Donald Viands
Jean-Luc & M. Sorrel’s Lab:
Thank you for Listening
Thank you