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Application	of	Biotechnology	
Tools	For	Rapid	Cultivar	
Development	And	Deployment:	
The	Case	Of	Cassava	And	Maize
Melaku	Gedil
Molecular	Geneticist/Breeder		
International	Institute	of	Tropical	Agriculture
Ibadan,	Nigeria
FAO	Regional	Meeting	on	Agricultural	Biotechnologies	
in	Sustainable	Food	Systems	and	Nutrition	in	Sub-Saharan	Africa
Addis	Abeba,	Ethiopia	November	20-24,	2017
Factors for Low Productivity
• Productivity	of	African	staple	crops	is	much	lower	
than	the	yield	potential	è Yield	gap
• Several	factors	contribute	to	the	reduction	of	yield	
Ø Seed,	management,	postharvest	loss,	diseases	
and	pests
• Genetic	improvement	is	acclaimed	as	the	major	
contributor	of	crop	productivity,	particularly	in	
developing	countries	where	numerous	stresses	are	
impacting	yield	in	the	backdrop	of	limited	resources	
by	subsistence	farmers	to	mitigate	these	scourges.
Mainstreaming	Marker-Assisted	Selection	
for	Accelerated	Cultivar	Development
• Plant	breeding	is	an	ongoing,	cyclical	process	in	which	
new	crop	varieties	are	continuously	being	developed	to	
improve	yield,	quality,	resistance	to	diseases	and	pests,	
and	other	desirable	traits.
• Involves	manipulating	naturally	occurring	genetic	
variations	to	identify	plants	with	desirable	characteristics	
– yield,	quality,	resilience	to	adverse	environment.
• Conventional	selection	practices	entail	evaluation	of	
thousands	of	candidate	lines	in	multiple	environments	
(locations	x	years)
Genetic Gain
The	success	of	breeding	program	is	measured	by	the	
magnitude	of	genetic	gain,	the	extent	of	change	that	can	
be	achieved	through	breeding	per	unit	of	time	and	cost.
Target	traits	include:	
• Yield	potential	– productivity
• Nutritional	characteristics,	quality	traits,	
• Stress	tolerance	– diseases,	drought….
Increasing	the	size	of	the	breeding	program	-
greater	selection	intensity
Faster	breeding	cycles
More	accurate	selection	(higher	heritability)
Adequate	genetic	variation
Data	Management	&	Decision	support	tools
Enhancing Genetic Gain and Breeding
Efficiency
Modernizing Plant Breeding
Molecular	breeding	complements	conventional	breeding	programs	by	
enhancing	selection	efficiency,	precision	of	trait	measurement,	shortening	
breeding	cycle,	and	reducing	cost.
The	most	common	Molecular	Breeding	approaches	are:
1. Marker-assisted	back-crossing	(MABC)	is	used	to	to	introgress genes	or	
desired	traits	from	un-adapted	genotypes	to	adapted/elite	cultivars	
2. Marker-assisted	recurrent	selection	(MARS)	is	used	to	accumulate	
superior	alleles	in	selected	genetic	background.
3. Genome	selection	(GS)	uses	genomic	prediction	(GP)	models	which	
combines	genome-wide	marker	data	with	phenotypic	data	in	a	training	
population	to	predict	the	genomic	estimated	breeding	values	(GEBV)	of	
untested	individuals
4. Forward	breeding	is	early	generation	selection	for	a	desired	trait	or	gene	
using	validated	predictive	marker	in	contrast	to background	selection,	
which	focuses	on	eliminating	unwanted	contribution	of	genetic	materials	
(aka.	linkage	drag),	typically	from	a donor	parent	during	trait introgression	
into	a	recurrent	elite	genotype.
Biotech	Intervention	in	Plant	BreedingGermplasm	
Genebank
Parental	
selection
Crossing	
Backcross
A	x	B
C	x	D
AxB x	CxD
Progeny	
selection
Field	
evaluation
Multi-
location	trial
On-farm	triial
Demonstration
Variety	release
Seed	
multiplication
Scale-up
X
Fingerprinting	
Profiling
•Diversity	
analysis
•Allele	mining
Molecular	
Breeding
•MABC
•MARS
•GS
Quality	Control	
DNA	based
•Homogeneity
•Purity
•True-to-type
Adoption	
tracking
•Improved	
varieties
•Farmers	
varieties
Pre-Breeding Field	Breeding Seed	System
Enablers/Motivation
• Affordable,	rapid	turn-around	time,	and	high	
throughput	genotyping
• Discovery	of	validated	predictive	markers	for	
key	traits
• Efficient	workflow	for	sample	processing	and	
data	management
• CG-wide	complementary	initiatives	(Bi-lateral	
projects,	GOBII,	EiB,	BigData,	CRP)
• National	programs	can	also	benefit	from	
these	developments
Data management and Decision
making tools
Breeders toolboxes and Comprehensive databases
• Crop specific or general
Genomic Open-Source Breeding Informatics Initiative (GOBII)
• GOBII will serve as the repository for all genotyping data from
HTPG project
• Enhance user interface for better decision making
Integrated Breeding Platform (IBP) – Breeding Management System
(BMS)
• Will	be	used	to	create	genotyping	experiments
• Streamline	breeding	workflow	for	better	efficiency
Other Initiatives
• Excellence	in	Breeding	(EiB)	platform
• Big	Data	platform
• CG-wide	Open	Access	resources
• Advanced electronic data collection through smartphone apps
• Uses novel algorithms for feature extraction and modeling plant phenotypes
• Comprehensive breeding database (www.cassavabase.org) created for
community
Data collection and storage modernized
Field Book 1KK
WWW.CASSAVABASE.ORG
Frequency	of	favorable	
alleles	increased	with	MARS	
Marker-assisted Recurrent Selection for Drought
Tolerance
Genetic	gain	for	grain	yield	
as	response	to	MARS
MLN
No	MLN
Improved	MLN	tolerance	of	elite	stress	
tolerant	lines
1.8	t/ha	testcross	yield	
increase	under	severe	MLN	
pressure
Yield	parity	in	absence	of	
MLN
Seed germination
and transplanting
(>10,000)
Extract DNA
(2500 samples)
Genomic
Selection of 150
parents
Recombination
of selected
parents
Harvest
seeds;
Phenotype
Genotype by GBS
at GDF
(Cornell Univ.)
Cassavabase
GEBV calculation
and Selection
One Year GS
breeding
cycle of
cassava
Cassavabase
Data repository
and Analysis tools
Advance to
Yield Trials
(PYT & AYT)
DataforRe-tratrainingofGSmodel
Jun
Jan
Sep Apr
One	year	Genome	Selection	Breeding	Cycle
Genomic	selection	shortens	cassava	
breeding	cycle	duration	from	5	to	1-2	years
Conventional	phenotype-
based	selection	(>	5	years)
Assessment	of	genetic	gains	from	
Genomic	Selection
Resistance	
to	CMD
Dry	matter	
content
Number	of	
roots/plot
Root	
weight/plot
●
●
●
●
●●
●●
●
●
●
●
●●
●
● ●●●●●
●
●●●●
C0 C1 C2
−0.72−0.6
●
C0 C1 C2
0.51.0
C0 C1 C2
46
●
C0 C1 C2
0.40.60.81.0
logFYLD
blups
●
●
●
●
C0 C1 C2
0.40.60.81.0
logRTNO
blups
●
C0 C1 C2
0.40.60.81.0
logRTWT
blups
●
●
●
●
●●
●●
●
●
●
●
●
●
●
●●
●
●●●
●
●●
●
●●
●
● ●●●●●
●
●●●●
C0 C1 C2
−0.72−0.68−0.64−0.60
MCMDS
blups
●
●
●
●
●
●
C0 C1 C2
0.51.01.52.02.5
TC
blups
●
●
●
C0 C1 C2
46810
DM
blups
●
C0 C1 C2
0.40.60.81.0
logFYLD
blups
●
●
●
●
C0 C1 C2
0.40.60.81.0
logRTNO
blups
●
C0 C1 C2
0.40.60.81.0
logRTWT
blups
●●●●●
●
●●●●
1 C2
MDS
●
●
●
●
●
●
C0 C1 C2
0.51.01.52.02.5
TC
blups
●
●
●
C0 C1 C2
46810
DM
blups
1 C2
YLD
●
●
●
●
C0 C1 C2
0.40.60.81.0
logRTNO
blups
●
C0 C1 C2
0.40.60.81.0
logRTWT
blups
				MCMDS																									DM																												RTNO																								RTWT	
Gene$c	variance	
• Boxplots	showing	the	distribution	average	genotype	effect	of	three	two	successive	
cycles	of	genomic	selection	(C1	and	C2)	and	founding	population	(C0).	
• Note	the	decrease	in	CMD,	increase	in	dry	matter	content,	root	number	and	root	
weight	after	two	cycles	of	Genomic	Selection.
• We	expect	to	release	varieties	with	excellent	resistance,	high	yield	and	starch	
content	developed	in	Phase	I	of	NextGen	project	in	the	next	few	years.
Other	Success	Stories
• Banana	Xanthomonas wilt
• Cassava	Brown	Streak	disease
• Maize	Striga tolerance
• Aflatoxin	resistance	in	maize
• Variety	adoption	tracking
• Quality	control	for	seed	companies
• Biocontrol	for	cassava	mealy	bug
– Fall	Army	Worm	control	in	progress
Adoption	and	Deployment:	
v Scaling	up,	Scaling	out
Summary	and	Opportunities
• Sufficient	Genomic	resources	are	available	for	all	of	our	crops
• Cost-effective	genotyping	services
• Repertoire	of	tools	and	methods
• Data	management	and	analysis
• Potential	for	collaboration/partnership	– Synergy
• Adoption	and	integration	of	biotech	requires	action in	terms	
of	conducive	policy	environment,	and	sustainable	investment	
into	research	and	education
– Infrastructure	– power,	internet
– Procurement	– lab	supplies,	reagents,	equipment
– Repair	and	maintenance
Melaku Gedil
Melaku Gedil

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Melaku Gedil