Marker assisted selection

Marker assisted selection.

© FAO: http://www.fao.org

1. Marker Assisted Selection
Prof. Dina El-Khishin
Agricultural Genetic Engineering Research Institute
(AGERI)
Utilization of Molecular Markers for PGRFA
Characterization and Pre-Breeding for Climate Changes Aug. 31
st
- Sept. 4
th
, 2014

2. Marker-Assisted Selection
A method of selecting desirable individuals
in a breeding scheme based on DNA
molecular marker patterns instead of, or in
addition to, their trait values.

A tool that can help plant breeders select
more efficiently for desirable crop traits.

MAS is not always advantageous, so careful
analysis of the costs and benefits relative
to conventional breeding methods is
necessary.

3. F
2
P
2
F
1
P
1
x
large populations consisting of
thousands of plants
PHENOTYPIC SELECTION
Field trials Glasshouse trials
Donor
Recipient
CONVENTIONAL PLANT BREEDING
Salinity screening in phytotron Bacterial blight screening Phosphorus deficiency plot

4. F
2
P
2
F
1
P
1 x
large populations consisting of
thousands of plants
Resistant Susceptible
MARKER-ASSISTED SELECTION (MAS)
MARKER-ASSISTED BREEDING
Method whereby phenotypic selection is based on DNA markers

5. Prerequisites for an efficient marker-assisted
selection program
High throughput DNA
extraction

6.  Markers

Markers (morphological, protein, cytological) can
also be used in MAS programs.

RFLP, SSR, RAPD, AFLP, SCAR, and SNP

For efficient MAS:
Ease of use
Small amount of DNA required
Low cost
Repeatability of results
High rate of polymorphism
Occurrence throughout the genome
Codominance

7.  Genetic maps.

Linkage maps provide a framework for detecting
marker-trait associations and for choosing markers
to employ in MAS.

Once a marker is found to be associated with a trait
in a given population, a dense molecular marker map
in a standard reference population will help identify
markers that are closer to, or that flank, the target
gene.

8.  Knowledge of associations
between molecular markers and
traits of interest.

The most crucial ingredient for
MAS is knowledge of markers that
are associated with traits
important to a breeding program.

9.  Data management system

Large numbers of samples are handled
in a MAS program, with each sample
potentially evaluated for multiple
markers.

This situation requires an efficient
system for labeling, storing, retrieving,
and analyzing large data sets, and
producing reports useful to the
breeder.

10. Potential advantages of MAS
 It can be performed on seedling material

thus reducing the time required before a plant’s
genotype is known.

In contrast, many important plant traits are
observable only when the plant has reached
flowering or harvest maturity.

Knowing a plant’s genotype before flowering can
be particularly useful in order to plan the
appropriate crosses between selected individuals.

11.  MAS is not affected by environmental
conditions.

Some crop production constraints (such as
disease, insect pests, temperature and moisture
stress) occur sporadically or non-uniformly.

Therefore, evaluating resistance to those
constraints may not be possible in a given year or
location.

MAS offers the chance to determine a plant’s
resistance level independent of environment.

12.  When recessive alleles determine traits of
interest

they cannot be detected through phenotypic
evaluation of heterozygous plants, because their
presence is masked by the dominant allele.

In a traditional backcross program, plants with
recessive alleles are identified by progeny
evaluation after self-pollination or testcrossing to a
recessive tester.

This time-consuming step can be eliminated in a
MAS program, because recessive alleles are
identified by linked markers.

13.  when multiple resistance genes are
pyramided together in the same variety
or breeding line,

the presence of each individual gene is
difficult to verify phenotypically.

The presence of one resistance gene may
conceal the effect of additional genes.

This problem can be overcome if markers
are available for each of the resistance
genes.

14.  Environmental variation in the field reduces
a trait’s heritability , the proportion of
phenotypic variation that is due to genetics.

In a low heritability situation,
progress from phenotypic selection will be slow,
because so much of the variation for the trait is
due to environmental variation, experimental
error, or genotype x environment interaction, and
will not be passed on to the next generation.

If a reliable marker for a trait is available, MAS
can result in greater progress than phenotypic
selection in such a situation.

15.  MAS may be cheaper and faster than conventional
phenotypic assays, depending on the trait.

e.g., evaluating nematode resistance is usually an
expensive operation because it requires artificial
inoculation of plants with nematode eggs, followed by a
labor-intensive technique to count the number of
nematodes present.

Selecting on the basis of a reliable marker would
probably be cost-effective in this case.

On the other hand, plant height is cheap and easy to
measure, so there may not be an economic advantage in
using markers for that trait.

16.  A consideration that may affect cost
effectiveness of MAS is that multiple
markers can be evaluated using the same
DNA sample.

Extraction of DNA from plant tissue is one of
the bottlenecks of MAS.

Once DNA is extracted and purified, it may be
used for multiple markers, for the same or
different traits, thus reducing the time and
cost per marker.

17. Potential drawbacks of MAS
Linkage maps of two chromosomes showing positions of
two resistance genes and nearby markers.

18.  MAS may be more expensive than conventional
techniques, especially for startup expenses and
labor costs.

Recombination between the marker and the
gene of interest may occur, leading to false
positives.

e.g., if the marker and the gene of interest are separated by 5 cM and selection
is based on the marker pattern, there is an approximately 5% chance of
selecting the wrong plant.

This is based on the general guideline that across short distances, 1 cM of
genetic distance is approximately equal to 1% recombination.

The breeder will need to decide the error rate that is acceptable in the MAS
program, keeping in mind that errors are also usually involved in phenotypic
evaluation.

19. Markers must be
tightly-linked to target loci!
•Ideally markers should be <5 cM from a gene or QTL
•Using a pair of flanking markers can greatly improve reliability but
increases time and cost
Marker A
QTL
5 cM
RELIABILITY FOR
SELECTION
Using marker A only:
1 – r
A = ~95%
Marker A
QTL
Marker
B
5 cM 5 cM
Using markers A and B:
1 - 2 r
Ar
B = ~99.5%

20. To avoid this last problem it may
be necessary to use flanking
markers on either side of the locus of
interest to increase the probability
that the desired gene is selected.

 Sometimes markers that were
used to detect a locus must be
converted to 'breeder-friendly'
markers that are more reliable and
easier to use.

21. Examples :

RFLP markers converted to STS markers
RFLP requires several steps and a large quantity of highly
purified DNA. STS can be detected via PCR using primers
developed from RFLP probe sequences.

Thus the same locus can be detected with the two types of
marker, but the STS marker is far more efficient.

 RAPD markers converted to SCAR markers
Results of RAPD reactions may vary from lab to lab, and
may be considered less reliable for MAS.

SCAR markers are developed by sequencing RAPD bands
and designing more specific 18-25 base PCR primers to
amplify the same DNA segment more reliably.

22. Markers must be polymorphic
1 2 3 4 5 6 7
8
1 2 3 4 5 6 7 8
RM84 RM296
P
1 P
2
P
1 P
2
Not polymorphic Polymorphic!

23.  Imprecise estimates of QTL locations and
effects may result in slower progress than
expected.

Many QTLs have large confidence intervals of 20
cM or more or their relative importance in
explaining trait inheritance has been over-
estimated.

 Markers developed for MAS in one
population may not be transferrable to other
populations,

either due to lack of marker polymorphism or the
absence of a marker-trait association.

24. (1) TISSUE SAMPLING
(2) DNA EXTRACTION
(3) PCR
(4) GEL ELECTROPHORESIS
(5) MARKER ANALYSIS
Conducting a MAS
program

25. MAS BREEDING SCHEMES
1.Marker-assisted backcrossing
2.Pyramiding
3.Early generation selection
4.‘Combined’ approaches

26. Marker-assisted backcrossing
(MAB)
•MAB has several advantages over conventional
backcrossing:
–Effective selection of target loci
–Minimize linkage drag
–Accelerated recovery of recurrent parent
1 2 3 4
Target locus
1 2 3 4
RECOMBINANT
SELECTION
1 2 3 4
BACKGROUND
SELECTION
TARGET LOCUS
SELECTION
FOREGROUND SELECTION BACKGROUND SELECTION

27. Pyramiding
•Widely used for combining multiple disease
resistance genes for specific races of a
pathogen

•Pyramiding is extremely difficult to achieve
using conventional methods

–Consider: phenotyping a single plant for multiple
forms of seedling resistance – almost impossible

•Important to develop ‘durable’ disease
resistance against different races

28. • Process of combining several genes, usually from 2
different parents, together into a single genotype
F
2
F
1
Gene A + B
P
1
Gene A
x P
1
Gene B
MAS
Select F2 plants that have Gene
A and Gene B
Genotypes
P
1: AAbb P
2: aaBB
F
1: AaBb
F
2
AB Ab aB ab
AB AABB AABb AaBB AaBb
Ab AABb AAbb AaBb Aabb
aB AaBB AaBb aaBB aaBb
ab AaBb Aabb aaBb aabb
x
Breeding plan
Hittalmani et al. (2000). Fine mapping and DNA marker-assisted pyramiding of the three major genes for blast resistance
in riceTheor. Appl. Genet. 100: 1121-1128
Liu et al. (2000). Molecular marker-facilitated pyramiding of different genes for powdery mildew resistance in wheat.
Plant Breeding 119: 21-24.

29. Early generation MAS
•MAS conducted at F2 or F3 stage
•Plants with desirable genes/QTLs are
selected and alleles can be ‘fixed’ in the
homozygous state
–plants with undesirable gene combinations can
be discarded
•Advantage for later stages of breeding
program because resources can be used
to focus on fewer lines


References:
Ribaut & Betran (1999). Single large-scale marker assisted selection (SLS-MAS). Mol Breeding 5: 21-24.

30. F
2
P
2
F
1
P
1 x
large populations (e.g. 2000 plants)
Resistant Susceptible
MAS for 1 QTL – 75% elimination of (3/4) unwanted genotypes
MAS for 2 QTLs – 94% elimination of (15/16) unwanted genotypes

31. P1 x P2
F1
PEDIGREE METHOD
F2
F3
F4
F5
F6
F7
F8 – F12
Phenotypic
screening
Plants space-
planted in rows
for individual
plant selection
Families grown in
progeny rows for
selection.
Preliminary yield
trials. Select
single plants.
Further
yield trials
Multi-location testing, licensing, seed
increase and cultivar release
P1 x P2
F1
F2
F3
MAS
SINGLE-LARGE SCALE MARKER -
ASSISTED SELECTION (SLS -
MAS)
F4
Families grown in
progeny rows for
selection.
Pedigree
selection based
on local needs
F6
F7
F5
F8 – F12
Multi-location testing, licensing, seed
increase and cultivar release
Only desirable
F3 lines planted
in field
breeding program can be efficiently scaled down to focus on fewer lines

32. Combined approaches
In some cases, a combination of phenotypic
screening and MAS approach may be useful

1.To maximize genetic gain (when some QTLs
have been unidentified from QTL mapping)

2.Level of recombination between marker and
QTL (in other words marker is not 100%
accurate)

3.To reduce population sizes for traits where
marker genotyping is cheaper or easier
than phenotypic screening

33. ‘Marker-directed’ phenotyping
BC
1F
1 phenotypes: R and S
P
1 (S) x P
2 (R)
F
1 (R)
x P
1 (S)
Recurrent
Parent
Donor
Parent
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
20 …
SAVE TIME &
REDUCE COSTS
*Especially for quality traits*
MARKER-ASSISTED SELECTION
(MAS)
PHENOTYPIC SELECTION
(Also called ‘tandem selection’)
• Use when markers are not
100% accurate or when
phenotypic screening is
more expensive compared
to marker genotyping
References:
Han et al (1997). Molecular marker-assisted selection for malting quality traits in barley. Mol Breeding 6:
427-437.

34. MAS: MARKER-ASSISTED SELECTION
- Plants are selected for one or more (up to 8-10) alleles

MABC: MARKER-ASSISTED BACKCROSSING
One or more (up to 6-8) donor alleles are transferred
to an elite line

MARS: MARKER-ASSISTED RECURRENT SELECTION
Selection for several (up to 20-30) mapped QTLs relies
on index (genetic) values computed for each individual
based on its haplotype at target QTLs


GWS: GENOME-WIDE SELECTION
Selection of genome-wide several loci that confer
tolerance/resistance/ superiority to traits of interest
using GEBVs based on genome-wide marker profiling
A variety of approaches

35. Conclusion

MAS is a methodology that has already
proved its value.

It is likely to become more valuable as a
larger number of genes are identified and
their functions and interactions elucidated.

Reduced costs and optimized strategies for
integrating MAS with phenotypic selection
are needed before the technology can reach
its full potential.

36. References

•Marker-Assisted Selection - Objectives and Overview
Patrick Byrne
Department of Soil and Crop Sciences at Colorado State University, USA
Kelley Richardson
Department of Crop and Soil Sciences at Oregon State University, USA

•MARKER-ASSISTED BREEDING FOR RICE IMPROVEMENT
Bert Collard & David Mackill
Plant Breeding, Genetics and Biotechnology (PBGB) Division, IRRI
[email protected] & [email protected]

•Towards utilization of genome sequence information for pigeonpea
improvement
By ICAR institutes, SAUs and ICRISAT

•MAS Breeding
University of Nebraska
Institute of Agriculture and Natural Resources

This presentation has been compiled from those references