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LINKAGE AND QTL ANALYSIS
Linkage
• When two genes lie in vicinity of each other on
a chromosome they tend to inherit together.
• The closer the two genes the more tight will
be linkage between them and the more often
they will be inherited together.
• A marker can be linked with an allele of
interest either in coupling or repulsion phase
Linkage and Quantitative trait locus ....
Linkage disequilibrium (LD)
• Two alleles at different loci that occur together on the same
chromosome (or gamete) more often than would be predicted
by random chance is known as linkage disequilibrium.
• It is a measure of co-segregation of alleles in a population.
• The difference between the coupling and repulsion product is
known as linkage disequilibrium ‘d’[(Ab) x (aB ) - (AB) x (ab) = d ].
• linkage disequilibrium is the basis for detection of linkage
between a gene and a marker
Establishment of linkage between marker
and the trait
Mapping populations are required for
establishing linkage between molecular marker
and the trait of interest.
It is prepared by studying segregation of
markers in the mapping population and their
association with the trait of interest.
Estimation of linkage distance
• Genetic linkage has to be determined essentially either from
backcross or F2 segregation data
• Linkage has to be established through genetic studies by applying
statistical tests.
• First step is detection of linkage and second step is estimation of
linkage in terms of centimorgan (cM).
• significant variation of observed number from the expected
number will indicate that the traits (genes) in question are
linked.
Linkage maps
• Linkage map is a map of the genes on a chromosome
based on linkage analysis.
• In terms of molecular markers, it is the relative
placement of markers on a chromosome based on
genetic linkage study involving a segregating population.
• Construction of genetic map can be very interesting as
during map construction one can gather data, which is
useful in systematic or evolutionary studies.
Gene mapping
• In constructing genetic maps, the amount of
information generated depends on three factors:
completeness of detection of recombinational
events, linkage distance between loci and number of
individuals assayed.
• Polymorphic parents and more informative markers
increase the number of loci that can be mapped
Quantitative trait loci (QTL)
• QTLs are short segments of DNA (locus) that have
some contribution towards the phenotypic value of
quantitative traits.
• Such locus may carry single or group of genes that are
tightly linked and mostly inherited together.
• Many such loci determine the total phenotypic value
of the trait (e.g., yield). Each of these loci are called
QTLs.
Basic steps in QTL analysis
1. Make cross and generate mapping population
2. Identify markers that are polymorphic
between the parents
3. Generate marker data
4. Generate linkage maps of molecular markers
5. Collect phenotypic measurements of QTL trait
6. Map QTLs (Association of QTL with marker).
Cluster analysis
• Given a set of varieties each of which belongs to one
set of class, the statistical/computational techniques
used to place the objects in the class to which they
belong is called cluster analysis.
• The number or proportion of shared bands is
expected to be larger if the two individuals are
biologically related. It is, therefore, important to
objectively measure the expected degree of similarity
due to chance or relatedness.
Scoring of markers and development of
molecular data set
Band 1 Band 2 Band 3 Band 4
Plant A 1 0 0 1
Plant B 0 1 0 1
Plant C 1 1 1 0
Plant D 1 1 0 1
Plant E 0 1 0 1
Plant F 1 0 0 1
Plant G 1 0 1 0
Softwares used for interpreting molecular data
• NTSYSpc (Numerical taxonomy and
multivariate analysis system) can be used to
discover pattern and structure in multivariate
data.
• neighbour-joining or UPGMA ((Unweighted Pair
Group Method with Arithmetic Mean) methods
for constructing dendrograms - phylogenetic
tree
Softwares and their application in molecular breeding
MAPMANAGER Application Interval mapping, multiple QTL modeling
Population F2 backcross, RIL, DH
Language Unix
QTLSTAT Application Interval mapping using non linear regression
Population F2 backcross, RIL, DH
Language Unix
PGRI Application t-test, conditional t-test, linear regression
Population F2 backcross, RIL, DH, F1, OP
Language Unix
QTL Cartographer Application t-test, Composite Interval mapping, permutation test,
bootstrap, jackknife
Population F2 backcross, RIL, DH
Language Unix/Mac/PC Windows
MAPQTL Application Interval mapping, MQM
Population F2 backcross, RIL, DH, F1
Language Vax/Unix/Mac/ PC Windows
Map Manager QT Application Interval mapping using regression, MQM
Population F2 backcross
Language MAC OS
QGENE Application linear regression
Population F2 backcross
Language MAC

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Linkage and Quantitative trait locus ....

  • 1. LINKAGE AND QTL ANALYSIS
  • 2. Linkage • When two genes lie in vicinity of each other on a chromosome they tend to inherit together. • The closer the two genes the more tight will be linkage between them and the more often they will be inherited together. • A marker can be linked with an allele of interest either in coupling or repulsion phase
  • 4. Linkage disequilibrium (LD) • Two alleles at different loci that occur together on the same chromosome (or gamete) more often than would be predicted by random chance is known as linkage disequilibrium. • It is a measure of co-segregation of alleles in a population. • The difference between the coupling and repulsion product is known as linkage disequilibrium ‘d’[(Ab) x (aB ) - (AB) x (ab) = d ]. • linkage disequilibrium is the basis for detection of linkage between a gene and a marker
  • 5. Establishment of linkage between marker and the trait Mapping populations are required for establishing linkage between molecular marker and the trait of interest. It is prepared by studying segregation of markers in the mapping population and their association with the trait of interest.
  • 6. Estimation of linkage distance • Genetic linkage has to be determined essentially either from backcross or F2 segregation data • Linkage has to be established through genetic studies by applying statistical tests. • First step is detection of linkage and second step is estimation of linkage in terms of centimorgan (cM). • significant variation of observed number from the expected number will indicate that the traits (genes) in question are linked.
  • 7. Linkage maps • Linkage map is a map of the genes on a chromosome based on linkage analysis. • In terms of molecular markers, it is the relative placement of markers on a chromosome based on genetic linkage study involving a segregating population. • Construction of genetic map can be very interesting as during map construction one can gather data, which is useful in systematic or evolutionary studies.
  • 8. Gene mapping • In constructing genetic maps, the amount of information generated depends on three factors: completeness of detection of recombinational events, linkage distance between loci and number of individuals assayed. • Polymorphic parents and more informative markers increase the number of loci that can be mapped
  • 9. Quantitative trait loci (QTL) • QTLs are short segments of DNA (locus) that have some contribution towards the phenotypic value of quantitative traits. • Such locus may carry single or group of genes that are tightly linked and mostly inherited together. • Many such loci determine the total phenotypic value of the trait (e.g., yield). Each of these loci are called QTLs.
  • 10. Basic steps in QTL analysis 1. Make cross and generate mapping population 2. Identify markers that are polymorphic between the parents 3. Generate marker data 4. Generate linkage maps of molecular markers 5. Collect phenotypic measurements of QTL trait 6. Map QTLs (Association of QTL with marker).
  • 11. Cluster analysis • Given a set of varieties each of which belongs to one set of class, the statistical/computational techniques used to place the objects in the class to which they belong is called cluster analysis. • The number or proportion of shared bands is expected to be larger if the two individuals are biologically related. It is, therefore, important to objectively measure the expected degree of similarity due to chance or relatedness.
  • 12. Scoring of markers and development of molecular data set Band 1 Band 2 Band 3 Band 4 Plant A 1 0 0 1 Plant B 0 1 0 1 Plant C 1 1 1 0 Plant D 1 1 0 1 Plant E 0 1 0 1 Plant F 1 0 0 1 Plant G 1 0 1 0
  • 13. Softwares used for interpreting molecular data • NTSYSpc (Numerical taxonomy and multivariate analysis system) can be used to discover pattern and structure in multivariate data. • neighbour-joining or UPGMA ((Unweighted Pair Group Method with Arithmetic Mean) methods for constructing dendrograms - phylogenetic tree
  • 14. Softwares and their application in molecular breeding MAPMANAGER Application Interval mapping, multiple QTL modeling Population F2 backcross, RIL, DH Language Unix QTLSTAT Application Interval mapping using non linear regression Population F2 backcross, RIL, DH Language Unix PGRI Application t-test, conditional t-test, linear regression Population F2 backcross, RIL, DH, F1, OP Language Unix QTL Cartographer Application t-test, Composite Interval mapping, permutation test, bootstrap, jackknife Population F2 backcross, RIL, DH Language Unix/Mac/PC Windows MAPQTL Application Interval mapping, MQM Population F2 backcross, RIL, DH, F1 Language Vax/Unix/Mac/ PC Windows Map Manager QT Application Interval mapping using regression, MQM Population F2 backcross Language MAC OS QGENE Application linear regression Population F2 backcross Language MAC