SlideShare a Scribd company logo
MOLECULAR MARKERS
Molecular markers are tags; used to identify specific genes and
locate them in relation to other genes
Submitted by
S.ADHIYAMAAN (2017603401)
I-M.Sc.,VEGETABLE SCIENCE
DEPT. OF VEGETABLE CROPS
HC & RI, TNAU, CBE.- 641 003
Outline
Introduction
Marker classification
Molecular techniques
Types of molecular marker
Application
Case study
• Sequence of Nucleic acids –segment of DNA
• Genetic linkage map
• Detect polymorphism, presence of gene
• Short/SNP/long segment
Markers are not normal genes – no biological effect
But identifiable DNA sequences found at specific locations of the
genome
Genetic marker – powerful tool to enhance the potential of R&D programs
Candidate
gene
Marker
geneDNA Markers
• Random marker- located at random sites in the genome and
their relevance to plant function is not known.
• Gene based marker- located within genes
• Functional marker – such gene based marker whose alleles
reliably reflect the functions of the alleles of concerned genes
Marker closed linked to the trait of interest will be inherited
together and rarely will be separated by recombination
• Laws of inheritance- Genetic linkage
MEIOSIS
QTL mapping’ is based on the principle that
genes and markers segregate via chromosome
recombination (called crossing-over) during
meiosis (i.e. sexual reproduction), thus allowing
their analysis in the progeny (Paterson, 1996)
Scope
• To select plant traits and develop new varieties
• Markers linked to gene of interest
• Enabling use of valuable gene (nutritional and non-nutritional factors )
• Evergreen Revolution (Borlaug, 2001; Swaminathan, 2007).
• Assist in conventional breeding
• Gene pyramid
India is placed at a dismal 97th rank among the 118
countries considered for the global hunger index.
-(The Hindu, Dec. 2016)
Perspectives
• Potential genetic gains per unit time
• Population improvement and germplasm enhancement
• New dimension to classical crop improvement
• Innovative management in gene banks
• Enhancement of antioxidants
• Improvements of organoleptic quality improve yield and quality traits
• Variability in popular cultivars
• Transferring QTLs for fruit quality traits
• Pigmentation biosynthetic pathways
Good molecular marker
(1) be polymorphic and evenly distributed throughout the genome,
(2) provide adequate resolution of genetic differences
(3) generate multiple, independent and reliable markers
(4) simple, quick and inexpensive
(5) need small amounts of tissue and DNA samples
(6) have linkage to distinct phenotypes, no epistasis
(7) require no prior information about the genome of an organism.
Good molecular marker
(8) Frequent occurrence in genome
(9) Selective neutral behaviour (the DNA sequences of any organism
are neutral to environmental conditions or management practices)
(10)Easy access
• But; difficult to find a marker which would meet all the above criteria
• SNP markers are close enough an ideal marker system (Xu Y,2010)
GENETICmarker
Morphological markers
Biochemical markers
Allozyme: one enzyme and
one locus
Isozyme: one enzyme,
more than one locus (gene
duplication; gene families)
Molecular markers
Biomarker
Cellular metabolites at
different stage
PHENOTYPE MARKER
Due to Ss, SS Genotype
Pumpkin- Yellow spot on upper surface
Watermelon- Non lobed leaf mutant
Variety= Durgapur Lal
Morphological marker- male sterility identification
•Bright green hypocotyls - Broccoli
•Glossy foliage - Brussels sprouts
•Potato leaf, green stem - Tomato
•Brown seed coat colour - Onion
Biochemical marker
PAGE
• Proteins (Isozymes) - dependant on
environmental factors, superior to
morphological markers
• less polymorphic differences (problem in
commercial breeds of plants)
• Enzymes are separated on the basis of net
charge and mass via electrophoresis gels.
•Particular protein visualized on a gel as bands of different mobility.
Protein marker – PAGE Analysis
• Four major molecular techniques are commonly applied to reveal
genetic variation.
 Polymerase chain reaction (PCR)
 Electrophoresis
 Hybridization
 DNA sequencing
POLYMERASE CHAIN REACTION
PCR is a procedure used to amplify (make multiple copies of) a specific
sequence of DNA
The method was invented by
Kary Banks Mullis in 1983, for
which he received the Nobel
Prize in Chemistry ten years
later
three temperature-
controlled steps
ELECTROPHORESIS
Migration rate
depend on electrical
charge and size
The term 'electrophoresis' literally means "to carry
with electricity"
Technique for separating the
components of a mixture of
charged molecules (proteins,
DNAs, or RNAs) in an electric field
within a gel or other support
HYBRIDIZATION
One of the most commonly used
nucleic acid hybridization techniques
is Southern blot hybridization
Southern blotting was named after
Edward M. Southern who developed
this procedure at Edinburgh
University in the 1975
SEQUENCING
The process of determining the order of the nucleotide bases along a DNA strand is
called sequencing
In 1977, 24 years after the discovery of the structure of DNA, two separate methods
for sequencing DNA were developed: chain termination method and chemical
degradation method
Chain elongation
proceeds until, by
chance, DNA
polymerase inserts a
dideoxynucleotide,
blocking further
elongation
the purines(A+G) are depurinated using formic acid,
the guanines (and to some extent the adenines) are methylated
by dimethyl sulfate, and the pyrimidines (C+T) are hydrolysed
using hydrazine. The addition of salt (sodium chloride) to the
hydrazine reaction inhibits the reaction of thymine for the C-
only reaction.
Maxam-Gilbert sequencing method
Sanger Sequencing method
HIGH THROUGHPUT GENOTYPING
• Analyzes a large number of samples for a very large number of
markers
Low multiplex- KASP TM and Pyrosequencing- refers to sequencing
by synthesis, a simple to use technique for accurate analysis of DNA
sequences
Moderate multiplex- Open array and TaqMan – a probe used to
detect specific sequences in PCR products by employing 5’ to 3’
exonuclease activity of the Taq DNA polymerase
High level multiplexing- Illunina GoldenGate and Affymetrix
Whole genome based array platform
TYPES OF MOLECULAR MARKERS
Linked marker - located very close to major genes of interest
Direct marker - it is part of gene of interest
cis marker - linked with the trait of interest (dominant genes)
trans marker - linked with the opposite allele (recessive traits )
Candidate marker = gene of interest
Jargons
TYPES OF MOLECULAR MARKERS
• Due to rapid developments in the field of molecular genetics,
a variety of molecular markers has emerged during the last
few decades
Biochemical
marker
Allozyme
Non-PCR
based marker
RFLP
PCR based
marker
Microsatellite, RAPD, AFLP, CAPS
(PCR-RFLP), ISSR, SSCP, SCAR,
SNP, etc.
Traditional
marker
systems
PCR
generation: in
vitro DNA
amplification
• Codominance or dominace
Dominant marker:
A marker shows dominant inheritance
with homozygous dominant individuals
indistinguishable from heterozygous
individuals
Codominant marker:
A marker in which both alleles are
expressed, thus heterozygous individuals
can be distinguished from either
homozygous state
NON PCR BASED MARKER
Restriction fragment length polymorphism (RFLP)
• RFLP were the first type of DNA markers to be studied.
• specific recognition sequences.
• should always produce the same set of fragments.
Restriction Fragment Length Polymorphism (RFLP)
• Genomic DNA digested with Restriction Enzymes
• DNA fragments separated via electrophoresis and transfer to
nylon membrane
• Membranes exposed to probes labeled with P32 via southern
hybridization
• Film exposed to X-Ray
RFLP
Parent P1 Parent P2
7 kb 5 kb 2 kb
Probe DNA Probe DNA
7 kb
5 kb
P1 P2
F1 plants
7 kb
5 kb
Co-dominant marker
RFLP
• Advantages
– Reproducible
– Co-dominant
– Simple
• Disadvantages
– Time consuming
– Expensive
– Use of radioactive
probes
PCR BASED MARKER
 Collection of plant material
 Isolation of DNA
 Quantification of DNA
 PCR amplification (RAPD/ISSR)
 Agarose gel electrophoresis
 Compilation of data
 Analysis by software (NTSYSpc, Popgene, GenAlex)
PCR based markers using arbitrary primers
RAPD
10-12 base pairs
several fragments
Size polymorphism
Advantages
Amplifies anonymous stretches of DNA using arbitrary primers
Fast and easy method for detecting polymorphisms
No sequence information needed
Disadvantages
 Dominant markers
 Reproducibility problems
Some variations in the RAPD technique
DNA amplification fingerprinting (DAF)
5bp single arbitrary primers
Identification of sex in papaya using OPA 06 primer (Somsri
et al, 2007)
Arbitrary primed Polymerase chain reaction (AP-PCR)
10-50 bp
Sequence Characterized Amplified Region (SCAR)
RAPD marker are sequenced and longer primers are
designed (22-24 bp) for specification amplification of
particular locus
The presence or absence of band indicates variation in
sequence
SCAR markers linked to the gene inducing beta-carotene
accumulation in Chinese cabbage (Fenglan et al, 2008)
Known sequence RAPD primer
Amplified Fragment Length Polymorphism (PCR + RFLP)
A variant of RAPD.
selectively amplifying a subset of restriction fragments restriction
endonucleases.
- Digestion
- Adaptor Ligation
- Amplification
- Electrophoresis
PROCEDURES
AFLP Markers
 Involves cleavage of DNA with two different enzymes
 Involves ligation of specific linker pairs to the digested DNA
 Subsets of the DNA are then amplified by PCR
 The PCR products are then separated on acrylamide gel
 AFLPs have stable amplification and good repeatability
 An additional advantage over RAPD is their reproducibility.
- Involves the use of RFLP and PCR techniques
- Compared with the widely used RFLP, AFLP is faster, less labour intensive
and provide more information.
SSR (Simple sequence repeat)
Site of the genome having a specific SSR Sequence is considered as a locus for the concerned SSR
sequence
DNA markers which developed by amplifying microsatellite in the genome
Sequence Primer
ACTGTCGACACACACACACACGCTAGCT (AC)7
TGACAGCTGTGTGTGTGTGTGCGATCGA
ACTGTCGACACACACACACACACGCTAGCT (AC)8
TGACAGCTGTGTGTGTGTGTGTGCGATCGA
ACTGTCGACACACACACACACACACACGCTAGCT (AC)10
TGACAGCTGTGTGTGTGTGTGTGTGTGCGATCGA
ACTGTCGACACACACACACACACACACACACGCTAGCT (AC)12
TGACAGCTGTGTGTGTGTGTGTGTGTGTGTGCGATCGA
AC
GA
AT
Electrophoretic analysis of PCR product
Parent 1 Parent 2
SSR Polymorphism
24 bp difference
(CTT)20 times (CTT)12 times
AA
BB
F1 hybrid
A A B B
A B
A
B
Co-dominant marker (diploid
species)- Heterozygous
individuals (AB) can be
distingusied from either
homozygous individuals (AA or
BB)
x
Parent 1 Parent 2
Single nucleotide polymorphism (SNP)
SNP
Any two unrelated individuals differ by one base pair every 1,000 or so, referred to as
SNPs.
Many SNPs have no effect on cell function and therefore can be used as molecular
markers.
Hybridization using fluorescent dyes
SNPs on a DNA strand
DNA markers which their polymorphism can be determined by single
nucleotide difference
SNP
• These are positions in a genome where same individuals have a nucleotide
(G) and other have a different nucleotide (C ).
• Huge number of SNPs present in each genome, at least one for every 10
kb of DNA.
• SNPs therefore enable very detailed genome maps to be constructed.
Start codon targeted polymorphism (SCoT)
• SCoT primer – 19 nt
• The amplification of a genomic region will take place when the
start codon of two genes are located within 2 kb of each other
• Dominant marker
Other markers
• Cleaved Amplified Polymorphic Sequence (CAPS/PCR-RFLP)
• Inter Simple Sequence Repeat (ISSR)
• Single-strand conformation Polymorphism (SSCP)
More recent markers
• Single-Nucleotide Polymorphism (SNP)
• Diversity Array Technology (DArT)
• Retrotransposon-based markers
Sequence-Specific Amplified Polymorphism (S-SAP)
Inter-retrotransposon Amplified Polymorphism (IRAP)
Retrotransposon-Microsatellite Amplified Polymorphism (REMAP)
Retrotransposon-Based Insertional Polymorphism (RBIP)
Markers differ with respect to important features:
• Genomic abundance
• Polymorphism level
• Locus specificity
• Reproducibility
• Technical requirements
• Financial investment
1. Assessment of genetic diversity
 Genetic diversity is the first hand
information.
 Excellent tool for accessing genetic
diversity.
 Direct utility in breeding programme.
 Genetic diversity using molecular
markers has been studied.
2. DNA fingerprinting for varietal identification
 Large number of cultivars in vegetable crops
 Breeders rights : DUS + molecular profiles
 Molecular profiles: biotechnologically developed varieties
 Characterization & protection of germplasm (esp. CMS lines)
 Genetic purity of F1 hybrids
GENOME SEQUENCED CROPS
Determining the order of nucleotide
 Cucumber - 367mb
 Potato - 844mb
 Chinese cabbage - 283.8mb
 Tomato - 900mb
 Melon -450mb
 Watermelon - 375mb
https://vegmarks.nivot.affrc.go.jp/VegMarks/app/mapSelect/Crop?crop_id=5
APPLICATION GENOME SEQUENCE
• Transcript protein and metabolite profiling
• QTL mapping
• Useful for functional genomics
• Detection in SNP and Mutational analysis
• TILLING or EcoTILLING
• Gene prediction
• Genome Characterization
• Genome evaluation
AID IN MUTATION BREEDING
Websites for nucleotide & protein database
3. Gene tagging
It refers to mapping of genes of economic importance close to known markers
Molecular marker very closely linked to gene act as a tag
Several genes of economic importance traits like resistance to diseases, insect, stress
tolerance, fertility restoration etc.
A pre-requisite for marker assisted selection (MAS) and map based gene cloning
Linkage maps indicate the position and relative genetic distances between
markers along chromosome. -----------QTL Mapping
 Genetic markers that are located in close proximity to genes (i.e.
tightly linked) may be referred to as gene ‘tags’
4. Sex identification
In plant kingdom dioecy (4% of angiosperm)
Development of male/ female specific markers
Early identification of male & female plants
Efficiency in improving of dioecious vegetables (Ivy gourd, Pointed gourd ,
Spine gourd, Asparagus etc.)
Codominants STS markers enabling the differentiation of XY from YY
males in asparagus were developed by Reamon Buttner and Jung (2002).
BAC-derived diagnostic markers for sex determination in asparagus by
Jamsri & co worker (2003)
5. Genetic mapping
QTL: A region of genome that is associated with an effect on a
quantitative trait.
Software's for QTL analysis: Mapmaker, PlabQTL & MapQTL
The three main steps of linkage map construction are:
(1) production of a mapping population (50-250)
(2) identification of polymorphism and
(3) linkage analysis of markers.
Basic procedure in QTL mapping
Development of mapping population
Genotyping and phenotyping of the mapping population
Construction of genetic maps using molecular marker data
Detection of QTL
Confirmation and validation of detected QTL
QTL analysis methods
 Single marker ANOVA
 Interval mapping
 Composite Interval Mapping
 Multiple Interval Mapping
• Genetic mapping is easier in self pollinated crops than
allogamy due to presence of polyploidy, IBD, recombinant
inbred (RI) takes more time
• Cross b/w heterozygotes and haploid parent , DH
Mapping populations
• The frequency of recombinant genotypes can be used to calculate
recombination fractions
• Markers that have a recombination frequency of 50% are described as
‘unlinked’ and assumed to be located far apart on the same
chromosome or on different chromosomes.
• Mapping functions are used to convert recombination fractions into
map units called centi-Morgans (cM)
Diagram indicating cross-over or recombination events between homologous chromosomes that occur during
meiosis. Gametes that are produced after meiosis are either parental (P) or recombinant (R). The smaller the
distance between two markers, the smaller the chance of recombination occurring between the two markers.
Therefore, recombination between markers G and H should occur more frequently than recombination
between markers E and F. This can be observed in a segregating mapping population. By analysing the number
of recombinants in a population, it could be determined that markers E and F are closer together compared to G
and H.
X
Development of saturated genetic maps
MAGIC POPULATION :Multiparent Advanced Generation InterCross
Potential of a tomato MAGIC population to decipher the genetic control of quantitative traits and detect causal
variants in the resequencing era
QTL cloned
TOMATO
Fruit shape – ovate
Fruit sugar
Fruit weight
Sw4.IQTL
POTATO
Resistance to Ro-1
quality trait cold sweetening
Flavonoid 3,5, hydroxylase
CAULIFLOWER
Orange gene (Or) - DNA J cysteine rich domain
 Candidate gene = Positional cloning complementation
6. Molecular Breeding
6.1 Marker assisted selection (MAS)
6.2 Marker Assisted Backcrossing (MABC)
6.3 Gene pyramiding
6.4 Combined approaches
Overall genetic performance of a breeding population will follow a
bell curve distribution
Markers allow breeders to find individuals in the right hand tail of the curve
more quickly, more consistently and at a more competitive cost.
Benefits of marker technology in MAS
• Speed
• Consistency
• Efficient
• Effective
• Tomato is the first crop in which QTL
mapping and MAS has been
demonstrated
• In 1981: MAS for metric traits using
isozyme markers
• In 1993: first time map-based cloning
• fw2.2 (fruit size)
• ovate (fruit shape)
•Se2.1 (stigma exsertion)
Steven Tanksley
Genesis of MAS
• Assembling multiple desirable genes from multiple parents into a single
genotype
• Genotype with all target gene
• Objective
1. Enhance trait performance
2. Increase durability
3. Broadening genetic base
Gene Pyramiding
The success of gene pyramiding are the inheritance model of the
genes for the target traits, linkage and pleiotropism between the
target trait and other traits
Problem
• Linkage drag
• Target gene tightly linked to gene with large negative
effects on other traits
Advantages of MAS
It can be performed on seedling material
It is not affected by environmental conditions.
Determination of recessive alleles.
Gene pyramiding.
Selecting traits with low heritability.
Testing specific traits (quarantine).
It is cheaper and faster.
Other opportunity in Biomarkers (PPV&FR)
• Patent DNA sequences
• Erythropoietin- stimulates RBC (4 B in 2001)
• Patent Gene
• Constraints:
• Restrict competition
• Leads to higher prices
• Curtails new inventions
MARKER GENE
Marker gene
Vector – Gene of interest + Promoter sequence + Marker gene
Types of Marker gene
• Reporter / Scoreable / Screenable gene
• Beta Glucuronidase
• Green Fluorescent Protein
• Firefly Luciferase
• Selectable Marker Gene
• Antibiotic Resistance marker
• Neomycin Phosphotransferase II
• Hygromycin Phosphotransferase
• Herbicide resistance marker
• Bar gene
• Aro A gene
Objective
• Ph-3 gene evaluation
• MAS
• Ultracontig
• Development of SCAR Marker
Introduction
• Ph-3 locus is resistant to Late blight (Phytophthora infestans) was
evaluated using molecular mapping of the TG328 and TG591 regions
(CAPS marker from Francis et al. 2012)
• which are tightly linked to the Ph-3 locus, was performed using F6 families
derived by crossing the LB-resistant accession “L3708” (Solanum
pimpinellifolium) with the LB-susceptible accession “AV107-4”
(S.lycopersicum)
Materials and methods
• The F2 plants were self-pollinated across generations, and 112 F6
recombinant inbred lines (RILs) were generated in a greenhouse at the
Pusan National University between 2008 and 2011.
• Ten inbred tomato accessions possessing resistance to diverse
array of diseases and horticultural characters were used for evaluation
of gene-based SCAR markers. (Hwang et al., 2012)
• DNA isolated from young true leaves by Hwang et al., (2012) method
Phenotypic evaluation of RILs
• The purified P. infestans isolate “KA2” was maintained at 22◦C on agar medium
for pathogen inoculation.
• sprayed on seedlings at the 4–5 true leaf stage.
• The inoculated seedlings were maintained in a moistened room at 20◦C for48 h
and were then transferred to a growth chamber maintained at 95% relative
humidity.
• After 3 days, each plant was evaluated visually for the disease severity index
(DSI)
• Disease severity rating (%) = (number of plants with symptom × DSI)
4 × number of plants
Disease severity rating (%) = X 100
Linkage evaluation of LB resistance with TG591 and TG328
• Genomic DNA sequence for RFLP clones obtained from SOL genomics
network using the marker search engine
• The ultracontig (SL2.4ch09) of the S.pimpinellifolium draft genome
sequence clone by a BLASTN search
• This ultracontig were confirmed
• Protein coding sequence CDS identified using ClustalW software
Visit this- https://solgenomics.net/
Development of the Ph-3 gene-based marker
using ClustalW software PCR primer designed
Genomic organization of the Ph-3 locus
The candidate gene sequence for Ph-3 were identified by BLAST
alignment of the forward and reverse genomic sequences of TG 328 and
TG591 clones in the S. pimpinellifolium draft-genome
Result
• Three PCR primer pairs (SCAR-Ph3-
1, SCAR-Ph3-2, and SCAR-Ph3-3),
which covered that regions
• Notably, for SCAR-Ph3-1 and
SCAR-Ph3-3, PCR bands that were
expected from any Ph-3 homolog in
“L3708”were detected whereas a
single PCR band (band a,b, g, and h
in Fig. 4)
MAS
Discussion
• In the present study, 4 Ph-3 homologs (Ph-3a, Ph-3b,Ph-3c, and Ph-
3d) showed a high level of resistance gene
• Evaluation of SCAR markers revealed polymorphisms between the
Ph-3 candidate alleles of “L3708” and most of the LB-susceptible
accessions tested, which indicated that these SCAR markers could be
efficiently used for introgression of the Ph-3 gene by MAS. Since
Ph-3 exhibited only partial resistance to LB and new pathogenic
strains that could completely overcome Ph-3 may still emerge,
pyramiding multiple LB-resistance genes, including Ph-4, Ph-5, and
other durable QTLs, should be seriously considered.
REFERENCE
• Singh B.D and N.S Shekhawat. (2018). Molecular plant breeding.
Scientific Publishers
• (India). New Delhi.
• M.K. Rana (2011). Breeding and Protection of Vegetables. New India
Publishing Agency. New Delhi.
• Tomar R.S. and coworkers. Molecular markers and plant biotechnology
• Collard B.C.Y. et al,. 2005, An introduction to markers, quantitative trait
loci (QTL) mapping and marker-assisted selection for crop improvement:
The basic concepts. Springer Euphytica (2005) 142: 169–196.
THANK YOU

More Related Content

What's hot

Qtl mapping
 Qtl mapping  Qtl mapping
Qtl mapping
Vinod Pawar
 
Application of molecular markers in Plant Breeding
Application of molecular markers in Plant BreedingApplication of molecular markers in Plant Breeding
Application of molecular markers in Plant Breeding
ShubhamYadu1
 
MARKER ASSISTED SELECTION
MARKER ASSISTED SELECTIONMARKER ASSISTED SELECTION
MARKER ASSISTED SELECTION
Gauravrajsinh Vaghela
 
TILLING & ECO-TILLING
TILLING & ECO-TILLINGTILLING & ECO-TILLING
TILLING & ECO-TILLING
Rachana Bagudam
 
Molecular Markers, their application in crop improvement
Molecular Markers, their application in crop improvementMolecular Markers, their application in crop improvement
Molecular Markers, their application in crop improvement
Mrinali Mandape
 
Genotyping by Sequencing
Genotyping by SequencingGenotyping by Sequencing
Genotyping by Sequencing
Senthil Natesan
 
marker assisted selection
marker assisted selectionmarker assisted selection
marker assisted selection
Vikas Kumar Singh
 
Mapping and QTL
Mapping and QTLMapping and QTL
Mapping and QTL
FAO
 
Molecular Marker and It's Applications
Molecular Marker and It's ApplicationsMolecular Marker and It's Applications
Molecular Marker and It's Applications
Suresh Antre
 
Quantitative trait loci (QTL) analysis and its applications in plant breeding
Quantitative trait loci (QTL) analysis and its applications in plant breedingQuantitative trait loci (QTL) analysis and its applications in plant breeding
Quantitative trait loci (QTL) analysis and its applications in plant breeding
PGS
 
Genotyping by sequencing
Genotyping by sequencingGenotyping by sequencing
Genotyping by sequencing
Bhavya Sree
 
Single Nucleotide Polymorphism Genotyping Using Kompetitive Allele Specific ...
Single Nucleotide Polymorphism Genotyping Using Kompetitive Allele Specific ...Single Nucleotide Polymorphism Genotyping Using Kompetitive Allele Specific ...
Single Nucleotide Polymorphism Genotyping Using Kompetitive Allele Specific ...
MANGLAM ARYA
 
Diversity Array technology
Diversity Array technologyDiversity Array technology
Diversity Array technology
Manjesh Saakre
 
Ssr assignment
Ssr assignmentSsr assignment
Ssr assignment
Dhiraj Singh
 
TRANSPOSON TAGGING
TRANSPOSON TAGGINGTRANSPOSON TAGGING
TRANSPOSON TAGGING
Mandeep Singh
 
Mapping
MappingMapping
Antisense RNA in crop
Antisense RNA in cropAntisense RNA in crop
Antisense RNA in crop
Vinod Pawar
 
Mapping population ppt
Mapping population pptMapping population ppt
Mapping population ppt
Srishti Aggrawal
 
Genome wide association studies seminar
Genome wide association studies seminarGenome wide association studies seminar
Genome wide association studies seminarVarsha Gayatonde
 
Molecular Markers
Molecular MarkersMolecular Markers

What's hot (20)

Qtl mapping
 Qtl mapping  Qtl mapping
Qtl mapping
 
Application of molecular markers in Plant Breeding
Application of molecular markers in Plant BreedingApplication of molecular markers in Plant Breeding
Application of molecular markers in Plant Breeding
 
MARKER ASSISTED SELECTION
MARKER ASSISTED SELECTIONMARKER ASSISTED SELECTION
MARKER ASSISTED SELECTION
 
TILLING & ECO-TILLING
TILLING & ECO-TILLINGTILLING & ECO-TILLING
TILLING & ECO-TILLING
 
Molecular Markers, their application in crop improvement
Molecular Markers, their application in crop improvementMolecular Markers, their application in crop improvement
Molecular Markers, their application in crop improvement
 
Genotyping by Sequencing
Genotyping by SequencingGenotyping by Sequencing
Genotyping by Sequencing
 
marker assisted selection
marker assisted selectionmarker assisted selection
marker assisted selection
 
Mapping and QTL
Mapping and QTLMapping and QTL
Mapping and QTL
 
Molecular Marker and It's Applications
Molecular Marker and It's ApplicationsMolecular Marker and It's Applications
Molecular Marker and It's Applications
 
Quantitative trait loci (QTL) analysis and its applications in plant breeding
Quantitative trait loci (QTL) analysis and its applications in plant breedingQuantitative trait loci (QTL) analysis and its applications in plant breeding
Quantitative trait loci (QTL) analysis and its applications in plant breeding
 
Genotyping by sequencing
Genotyping by sequencingGenotyping by sequencing
Genotyping by sequencing
 
Single Nucleotide Polymorphism Genotyping Using Kompetitive Allele Specific ...
Single Nucleotide Polymorphism Genotyping Using Kompetitive Allele Specific ...Single Nucleotide Polymorphism Genotyping Using Kompetitive Allele Specific ...
Single Nucleotide Polymorphism Genotyping Using Kompetitive Allele Specific ...
 
Diversity Array technology
Diversity Array technologyDiversity Array technology
Diversity Array technology
 
Ssr assignment
Ssr assignmentSsr assignment
Ssr assignment
 
TRANSPOSON TAGGING
TRANSPOSON TAGGINGTRANSPOSON TAGGING
TRANSPOSON TAGGING
 
Mapping
MappingMapping
Mapping
 
Antisense RNA in crop
Antisense RNA in cropAntisense RNA in crop
Antisense RNA in crop
 
Mapping population ppt
Mapping population pptMapping population ppt
Mapping population ppt
 
Genome wide association studies seminar
Genome wide association studies seminarGenome wide association studies seminar
Genome wide association studies seminar
 
Molecular Markers
Molecular MarkersMolecular Markers
Molecular Markers
 

Similar to Molecular markers: Outlook

markers and their role
markers and their rolemarkers and their role
markers and their role
GOPICHAND JADHAO
 
Role of molecular markers in vegetable crops
Role of molecular markers in vegetable cropsRole of molecular markers in vegetable crops
Role of molecular markers in vegetable crops
vanisree Padmanabhan
 
Marker and marker assisted breeding in flower crops
Marker and marker assisted breeding in flower crops Marker and marker assisted breeding in flower crops
Marker and marker assisted breeding in flower crops
Tabinda Wani
 
Molecular markers by tahura mariyam ansari
Molecular markers by tahura mariyam ansariMolecular markers by tahura mariyam ansari
Molecular markers by tahura mariyam ansari
Tahura Mariyam Ansari
 
Present status and recent developments on available molecular marker.pptx
Present status and recent developments on available molecular marker.pptxPresent status and recent developments on available molecular marker.pptx
Present status and recent developments on available molecular marker.pptx
PrabhatSingh628463
 
Molecular taxonomy
Molecular taxonomyMolecular taxonomy
Molecular taxonomy
Madhusudan Patra
 
Molecular markers types and applications
Molecular markers types and applicationsMolecular markers types and applications
Molecular markers types and applications
FAO
 
Gene mapping and DNA markers
Gene mapping and DNA markersGene mapping and DNA markers
Gene mapping and DNA markers
AFSATH
 
marker system presentation shiv shankar.pptx
marker system presentation shiv shankar.pptxmarker system presentation shiv shankar.pptx
marker system presentation shiv shankar.pptx
ShivshankarLoniya
 
Genetic mapping and sequencing
Genetic mapping and sequencingGenetic mapping and sequencing
Genetic mapping and sequencing
Aamna Tabassum
 
Molecular taxonomy
Molecular taxonomyMolecular taxonomy
Molecular taxonomy
Anil kumar
 
Molecular marker by anil bl gather
Molecular marker by anil bl gatherMolecular marker by anil bl gather
Molecular marker by anil bl gather
ANIL BL GATHER
 
Molecular markers - EASY!!
Molecular markers - EASY!!Molecular markers - EASY!!
Molecular markers - EASY!!
Shovan Das
 
Molecular markers used in biotechnology
Molecular markers used in biotechnology Molecular markers used in biotechnology
Molecular markers used in biotechnology
sana sana
 
Molecular markers and mas
Molecular markers and masMolecular markers and mas
Molecular markers and mas
SANJAY KUMAR SANADYA
 
Molecular Markers and Their Application in Animal Breed.pptx
Molecular Markers and Their Application in Animal Breed.pptxMolecular Markers and Their Application in Animal Breed.pptx
Molecular Markers and Their Application in Animal Breed.pptx
TrilokMandal2
 
Molecular markers
Molecular markersMolecular markers
Molecular markers
Aisha Shiyas
 
Genetic_Biomarkers.ppt
Genetic_Biomarkers.pptGenetic_Biomarkers.ppt
Genetic_Biomarkers.ppt
DrPedramKashiani
 
Molecular markers
Molecular markersMolecular markers
Molecular markers
Muhammed sadiq
 
Dna based tools in fish identification
Dna based tools in fish identificationDna based tools in fish identification
Dna based tools in fish identificationDEVIKA ANTHARJANAM
 

Similar to Molecular markers: Outlook (20)

markers and their role
markers and their rolemarkers and their role
markers and their role
 
Role of molecular markers in vegetable crops
Role of molecular markers in vegetable cropsRole of molecular markers in vegetable crops
Role of molecular markers in vegetable crops
 
Marker and marker assisted breeding in flower crops
Marker and marker assisted breeding in flower crops Marker and marker assisted breeding in flower crops
Marker and marker assisted breeding in flower crops
 
Molecular markers by tahura mariyam ansari
Molecular markers by tahura mariyam ansariMolecular markers by tahura mariyam ansari
Molecular markers by tahura mariyam ansari
 
Present status and recent developments on available molecular marker.pptx
Present status and recent developments on available molecular marker.pptxPresent status and recent developments on available molecular marker.pptx
Present status and recent developments on available molecular marker.pptx
 
Molecular taxonomy
Molecular taxonomyMolecular taxonomy
Molecular taxonomy
 
Molecular markers types and applications
Molecular markers types and applicationsMolecular markers types and applications
Molecular markers types and applications
 
Gene mapping and DNA markers
Gene mapping and DNA markersGene mapping and DNA markers
Gene mapping and DNA markers
 
marker system presentation shiv shankar.pptx
marker system presentation shiv shankar.pptxmarker system presentation shiv shankar.pptx
marker system presentation shiv shankar.pptx
 
Genetic mapping and sequencing
Genetic mapping and sequencingGenetic mapping and sequencing
Genetic mapping and sequencing
 
Molecular taxonomy
Molecular taxonomyMolecular taxonomy
Molecular taxonomy
 
Molecular marker by anil bl gather
Molecular marker by anil bl gatherMolecular marker by anil bl gather
Molecular marker by anil bl gather
 
Molecular markers - EASY!!
Molecular markers - EASY!!Molecular markers - EASY!!
Molecular markers - EASY!!
 
Molecular markers used in biotechnology
Molecular markers used in biotechnology Molecular markers used in biotechnology
Molecular markers used in biotechnology
 
Molecular markers and mas
Molecular markers and masMolecular markers and mas
Molecular markers and mas
 
Molecular Markers and Their Application in Animal Breed.pptx
Molecular Markers and Their Application in Animal Breed.pptxMolecular Markers and Their Application in Animal Breed.pptx
Molecular Markers and Their Application in Animal Breed.pptx
 
Molecular markers
Molecular markersMolecular markers
Molecular markers
 
Genetic_Biomarkers.ppt
Genetic_Biomarkers.pptGenetic_Biomarkers.ppt
Genetic_Biomarkers.ppt
 
Molecular markers
Molecular markersMolecular markers
Molecular markers
 
Dna based tools in fish identification
Dna based tools in fish identificationDna based tools in fish identification
Dna based tools in fish identification
 

More from Adhiyamaan Raj

Stability analysis
Stability analysisStability analysis
Stability analysis
Adhiyamaan Raj
 
Protected cultivation of parthenocarpic cucumber
Protected cultivation of parthenocarpic cucumberProtected cultivation of parthenocarpic cucumber
Protected cultivation of parthenocarpic cucumber
Adhiyamaan Raj
 
PROTECTED CULTIVATION OF CAPSICUM
PROTECTED CULTIVATION OF CAPSICUMPROTECTED CULTIVATION OF CAPSICUM
PROTECTED CULTIVATION OF CAPSICUM
Adhiyamaan Raj
 
PROTECTED CULTIVATION OF TOMATO
PROTECTED CULTIVATION OF TOMATOPROTECTED CULTIVATION OF TOMATO
PROTECTED CULTIVATION OF TOMATO
Adhiyamaan Raj
 
Sweet gourd (Momordica cochinchinensis)
Sweet gourd (Momordica cochinchinensis)Sweet gourd (Momordica cochinchinensis)
Sweet gourd (Momordica cochinchinensis)
Adhiyamaan Raj
 
Spine gourd
Spine gourd Spine gourd
Spine gourd
Adhiyamaan Raj
 
Sponge gourd
Sponge gourdSponge gourd
Sponge gourd
Adhiyamaan Raj
 
Flame photometer
Flame photometerFlame photometer
Flame photometer
Adhiyamaan Raj
 
POINTED GOURD
POINTED GOURD POINTED GOURD
POINTED GOURD
Adhiyamaan Raj
 
BREEDING FOR QUALITY TRAITS IN VEGETABLE CROPS
BREEDING FOR QUALITY TRAITS IN VEGETABLE CROPSBREEDING FOR QUALITY TRAITS IN VEGETABLE CROPS
BREEDING FOR QUALITY TRAITS IN VEGETABLE CROPS
Adhiyamaan Raj
 
MOLECULAR AND GENETIC APPROACHES IN PLANT GROWTH AND DEVELOPMENT
MOLECULAR AND GENETIC APPROACHES IN PLANT GROWTH AND DEVELOPMENTMOLECULAR AND GENETIC APPROACHES IN PLANT GROWTH AND DEVELOPMENT
MOLECULAR AND GENETIC APPROACHES IN PLANT GROWTH AND DEVELOPMENT
Adhiyamaan Raj
 
Botany of snake, bottle,ridge , ivy gourds
Botany of snake, bottle,ridge , ivy gourdsBotany of snake, bottle,ridge , ivy gourds
Botany of snake, bottle,ridge , ivy gourds
Adhiyamaan Raj
 
COMMERCIAL VARIETIES AND HYBRIDS IN KNOL KHOL
COMMERCIAL  VARIETIES AND HYBRIDS IN KNOL KHOLCOMMERCIAL  VARIETIES AND HYBRIDS IN KNOL KHOL
COMMERCIAL VARIETIES AND HYBRIDS IN KNOL KHOL
Adhiyamaan Raj
 
COMMERCIAL VARIETIES AND HYBRIDS IN CABBAGE AND CAULIFLOWER
COMMERCIAL  VARIETIES AND HYBRIDS IN CABBAGE AND CAULIFLOWERCOMMERCIAL  VARIETIES AND HYBRIDS IN CABBAGE AND CAULIFLOWER
COMMERCIAL VARIETIES AND HYBRIDS IN CABBAGE AND CAULIFLOWER
Adhiyamaan Raj
 
COMMERCIAL VARIETIES AND HYBRIDS IN FRENCH BEAN
COMMERCIAL  VARIETIES AND HYBRIDS IN FRENCH BEANCOMMERCIAL  VARIETIES AND HYBRIDS IN FRENCH BEAN
COMMERCIAL VARIETIES AND HYBRIDS IN FRENCH BEAN
Adhiyamaan Raj
 
COMMERCIAL VARIETIES AND HYBRIDS IN GARDEN PEA
COMMERCIAL  VARIETIES AND HYBRIDS IN GARDEN PEA COMMERCIAL  VARIETIES AND HYBRIDS IN GARDEN PEA
COMMERCIAL VARIETIES AND HYBRIDS IN GARDEN PEA
Adhiyamaan Raj
 
Producers surplus and market structure conduct performance
Producers surplus and market structure conduct performanceProducers surplus and market structure conduct performance
Producers surplus and market structure conduct performance
Adhiyamaan Raj
 
Importance of nematodes in horticultural crops and root knot nematode
Importance of nematodes in horticultural crops and root knot nematodeImportance of nematodes in horticultural crops and root knot nematode
Importance of nematodes in horticultural crops and root knot nematode
Adhiyamaan Raj
 
Role of shrubs in landscaping
Role of shrubs in landscaping Role of shrubs in landscaping
Role of shrubs in landscaping
Adhiyamaan Raj
 

More from Adhiyamaan Raj (19)

Stability analysis
Stability analysisStability analysis
Stability analysis
 
Protected cultivation of parthenocarpic cucumber
Protected cultivation of parthenocarpic cucumberProtected cultivation of parthenocarpic cucumber
Protected cultivation of parthenocarpic cucumber
 
PROTECTED CULTIVATION OF CAPSICUM
PROTECTED CULTIVATION OF CAPSICUMPROTECTED CULTIVATION OF CAPSICUM
PROTECTED CULTIVATION OF CAPSICUM
 
PROTECTED CULTIVATION OF TOMATO
PROTECTED CULTIVATION OF TOMATOPROTECTED CULTIVATION OF TOMATO
PROTECTED CULTIVATION OF TOMATO
 
Sweet gourd (Momordica cochinchinensis)
Sweet gourd (Momordica cochinchinensis)Sweet gourd (Momordica cochinchinensis)
Sweet gourd (Momordica cochinchinensis)
 
Spine gourd
Spine gourd Spine gourd
Spine gourd
 
Sponge gourd
Sponge gourdSponge gourd
Sponge gourd
 
Flame photometer
Flame photometerFlame photometer
Flame photometer
 
POINTED GOURD
POINTED GOURD POINTED GOURD
POINTED GOURD
 
BREEDING FOR QUALITY TRAITS IN VEGETABLE CROPS
BREEDING FOR QUALITY TRAITS IN VEGETABLE CROPSBREEDING FOR QUALITY TRAITS IN VEGETABLE CROPS
BREEDING FOR QUALITY TRAITS IN VEGETABLE CROPS
 
MOLECULAR AND GENETIC APPROACHES IN PLANT GROWTH AND DEVELOPMENT
MOLECULAR AND GENETIC APPROACHES IN PLANT GROWTH AND DEVELOPMENTMOLECULAR AND GENETIC APPROACHES IN PLANT GROWTH AND DEVELOPMENT
MOLECULAR AND GENETIC APPROACHES IN PLANT GROWTH AND DEVELOPMENT
 
Botany of snake, bottle,ridge , ivy gourds
Botany of snake, bottle,ridge , ivy gourdsBotany of snake, bottle,ridge , ivy gourds
Botany of snake, bottle,ridge , ivy gourds
 
COMMERCIAL VARIETIES AND HYBRIDS IN KNOL KHOL
COMMERCIAL  VARIETIES AND HYBRIDS IN KNOL KHOLCOMMERCIAL  VARIETIES AND HYBRIDS IN KNOL KHOL
COMMERCIAL VARIETIES AND HYBRIDS IN KNOL KHOL
 
COMMERCIAL VARIETIES AND HYBRIDS IN CABBAGE AND CAULIFLOWER
COMMERCIAL  VARIETIES AND HYBRIDS IN CABBAGE AND CAULIFLOWERCOMMERCIAL  VARIETIES AND HYBRIDS IN CABBAGE AND CAULIFLOWER
COMMERCIAL VARIETIES AND HYBRIDS IN CABBAGE AND CAULIFLOWER
 
COMMERCIAL VARIETIES AND HYBRIDS IN FRENCH BEAN
COMMERCIAL  VARIETIES AND HYBRIDS IN FRENCH BEANCOMMERCIAL  VARIETIES AND HYBRIDS IN FRENCH BEAN
COMMERCIAL VARIETIES AND HYBRIDS IN FRENCH BEAN
 
COMMERCIAL VARIETIES AND HYBRIDS IN GARDEN PEA
COMMERCIAL  VARIETIES AND HYBRIDS IN GARDEN PEA COMMERCIAL  VARIETIES AND HYBRIDS IN GARDEN PEA
COMMERCIAL VARIETIES AND HYBRIDS IN GARDEN PEA
 
Producers surplus and market structure conduct performance
Producers surplus and market structure conduct performanceProducers surplus and market structure conduct performance
Producers surplus and market structure conduct performance
 
Importance of nematodes in horticultural crops and root knot nematode
Importance of nematodes in horticultural crops and root knot nematodeImportance of nematodes in horticultural crops and root knot nematode
Importance of nematodes in horticultural crops and root knot nematode
 
Role of shrubs in landscaping
Role of shrubs in landscaping Role of shrubs in landscaping
Role of shrubs in landscaping
 

Recently uploaded

The basics of sentences session 5pptx.pptx
The basics of sentences session 5pptx.pptxThe basics of sentences session 5pptx.pptx
The basics of sentences session 5pptx.pptx
heathfieldcps1
 
Overview on Edible Vaccine: Pros & Cons with Mechanism
Overview on Edible Vaccine: Pros & Cons with MechanismOverview on Edible Vaccine: Pros & Cons with Mechanism
Overview on Edible Vaccine: Pros & Cons with Mechanism
DeeptiGupta154
 
Chapter 3 - Islamic Banking Products and Services.pptx
Chapter 3 - Islamic Banking Products and Services.pptxChapter 3 - Islamic Banking Products and Services.pptx
Chapter 3 - Islamic Banking Products and Services.pptx
Mohd Adib Abd Muin, Senior Lecturer at Universiti Utara Malaysia
 
Polish students' mobility in the Czech Republic
Polish students' mobility in the Czech RepublicPolish students' mobility in the Czech Republic
Polish students' mobility in the Czech Republic
Anna Sz.
 
Embracing GenAI - A Strategic Imperative
Embracing GenAI - A Strategic ImperativeEmbracing GenAI - A Strategic Imperative
Embracing GenAI - A Strategic Imperative
Peter Windle
 
special B.ed 2nd year old paper_20240531.pdf
special B.ed 2nd year old paper_20240531.pdfspecial B.ed 2nd year old paper_20240531.pdf
special B.ed 2nd year old paper_20240531.pdf
Special education needs
 
2024.06.01 Introducing a competency framework for languag learning materials ...
2024.06.01 Introducing a competency framework for languag learning materials ...2024.06.01 Introducing a competency framework for languag learning materials ...
2024.06.01 Introducing a competency framework for languag learning materials ...
Sandy Millin
 
Guidance_and_Counselling.pdf B.Ed. 4th Semester
Guidance_and_Counselling.pdf B.Ed. 4th SemesterGuidance_and_Counselling.pdf B.Ed. 4th Semester
Guidance_and_Counselling.pdf B.Ed. 4th Semester
Atul Kumar Singh
 
CLASS 11 CBSE B.St Project AIDS TO TRADE - INSURANCE
CLASS 11 CBSE B.St Project AIDS TO TRADE - INSURANCECLASS 11 CBSE B.St Project AIDS TO TRADE - INSURANCE
CLASS 11 CBSE B.St Project AIDS TO TRADE - INSURANCE
BhavyaRajput3
 
The approach at University of Liverpool.pptx
The approach at University of Liverpool.pptxThe approach at University of Liverpool.pptx
The approach at University of Liverpool.pptx
Jisc
 
Biological Screening of Herbal Drugs in detailed.
Biological Screening of Herbal Drugs in detailed.Biological Screening of Herbal Drugs in detailed.
Biological Screening of Herbal Drugs in detailed.
Ashokrao Mane college of Pharmacy Peth-Vadgaon
 
Francesca Gottschalk - How can education support child empowerment.pptx
Francesca Gottschalk - How can education support child empowerment.pptxFrancesca Gottschalk - How can education support child empowerment.pptx
Francesca Gottschalk - How can education support child empowerment.pptx
EduSkills OECD
 
Operation Blue Star - Saka Neela Tara
Operation Blue Star   -  Saka Neela TaraOperation Blue Star   -  Saka Neela Tara
Operation Blue Star - Saka Neela Tara
Balvir Singh
 
The Roman Empire A Historical Colossus.pdf
The Roman Empire A Historical Colossus.pdfThe Roman Empire A Historical Colossus.pdf
The Roman Empire A Historical Colossus.pdf
kaushalkr1407
 
The Accursed House by Émile Gaboriau.pptx
The Accursed House by Émile Gaboriau.pptxThe Accursed House by Émile Gaboriau.pptx
The Accursed House by Émile Gaboriau.pptx
DhatriParmar
 
Supporting (UKRI) OA monographs at Salford.pptx
Supporting (UKRI) OA monographs at Salford.pptxSupporting (UKRI) OA monographs at Salford.pptx
Supporting (UKRI) OA monographs at Salford.pptx
Jisc
 
How libraries can support authors with open access requirements for UKRI fund...
How libraries can support authors with open access requirements for UKRI fund...How libraries can support authors with open access requirements for UKRI fund...
How libraries can support authors with open access requirements for UKRI fund...
Jisc
 
A Strategic Approach: GenAI in Education
A Strategic Approach: GenAI in EducationA Strategic Approach: GenAI in Education
A Strategic Approach: GenAI in Education
Peter Windle
 
How to Make a Field invisible in Odoo 17
How to Make a Field invisible in Odoo 17How to Make a Field invisible in Odoo 17
How to Make a Field invisible in Odoo 17
Celine George
 
1.4 modern child centered education - mahatma gandhi-2.pptx
1.4 modern child centered education - mahatma gandhi-2.pptx1.4 modern child centered education - mahatma gandhi-2.pptx
1.4 modern child centered education - mahatma gandhi-2.pptx
JosvitaDsouza2
 

Recently uploaded (20)

The basics of sentences session 5pptx.pptx
The basics of sentences session 5pptx.pptxThe basics of sentences session 5pptx.pptx
The basics of sentences session 5pptx.pptx
 
Overview on Edible Vaccine: Pros & Cons with Mechanism
Overview on Edible Vaccine: Pros & Cons with MechanismOverview on Edible Vaccine: Pros & Cons with Mechanism
Overview on Edible Vaccine: Pros & Cons with Mechanism
 
Chapter 3 - Islamic Banking Products and Services.pptx
Chapter 3 - Islamic Banking Products and Services.pptxChapter 3 - Islamic Banking Products and Services.pptx
Chapter 3 - Islamic Banking Products and Services.pptx
 
Polish students' mobility in the Czech Republic
Polish students' mobility in the Czech RepublicPolish students' mobility in the Czech Republic
Polish students' mobility in the Czech Republic
 
Embracing GenAI - A Strategic Imperative
Embracing GenAI - A Strategic ImperativeEmbracing GenAI - A Strategic Imperative
Embracing GenAI - A Strategic Imperative
 
special B.ed 2nd year old paper_20240531.pdf
special B.ed 2nd year old paper_20240531.pdfspecial B.ed 2nd year old paper_20240531.pdf
special B.ed 2nd year old paper_20240531.pdf
 
2024.06.01 Introducing a competency framework for languag learning materials ...
2024.06.01 Introducing a competency framework for languag learning materials ...2024.06.01 Introducing a competency framework for languag learning materials ...
2024.06.01 Introducing a competency framework for languag learning materials ...
 
Guidance_and_Counselling.pdf B.Ed. 4th Semester
Guidance_and_Counselling.pdf B.Ed. 4th SemesterGuidance_and_Counselling.pdf B.Ed. 4th Semester
Guidance_and_Counselling.pdf B.Ed. 4th Semester
 
CLASS 11 CBSE B.St Project AIDS TO TRADE - INSURANCE
CLASS 11 CBSE B.St Project AIDS TO TRADE - INSURANCECLASS 11 CBSE B.St Project AIDS TO TRADE - INSURANCE
CLASS 11 CBSE B.St Project AIDS TO TRADE - INSURANCE
 
The approach at University of Liverpool.pptx
The approach at University of Liverpool.pptxThe approach at University of Liverpool.pptx
The approach at University of Liverpool.pptx
 
Biological Screening of Herbal Drugs in detailed.
Biological Screening of Herbal Drugs in detailed.Biological Screening of Herbal Drugs in detailed.
Biological Screening of Herbal Drugs in detailed.
 
Francesca Gottschalk - How can education support child empowerment.pptx
Francesca Gottschalk - How can education support child empowerment.pptxFrancesca Gottschalk - How can education support child empowerment.pptx
Francesca Gottschalk - How can education support child empowerment.pptx
 
Operation Blue Star - Saka Neela Tara
Operation Blue Star   -  Saka Neela TaraOperation Blue Star   -  Saka Neela Tara
Operation Blue Star - Saka Neela Tara
 
The Roman Empire A Historical Colossus.pdf
The Roman Empire A Historical Colossus.pdfThe Roman Empire A Historical Colossus.pdf
The Roman Empire A Historical Colossus.pdf
 
The Accursed House by Émile Gaboriau.pptx
The Accursed House by Émile Gaboriau.pptxThe Accursed House by Émile Gaboriau.pptx
The Accursed House by Émile Gaboriau.pptx
 
Supporting (UKRI) OA monographs at Salford.pptx
Supporting (UKRI) OA monographs at Salford.pptxSupporting (UKRI) OA monographs at Salford.pptx
Supporting (UKRI) OA monographs at Salford.pptx
 
How libraries can support authors with open access requirements for UKRI fund...
How libraries can support authors with open access requirements for UKRI fund...How libraries can support authors with open access requirements for UKRI fund...
How libraries can support authors with open access requirements for UKRI fund...
 
A Strategic Approach: GenAI in Education
A Strategic Approach: GenAI in EducationA Strategic Approach: GenAI in Education
A Strategic Approach: GenAI in Education
 
How to Make a Field invisible in Odoo 17
How to Make a Field invisible in Odoo 17How to Make a Field invisible in Odoo 17
How to Make a Field invisible in Odoo 17
 
1.4 modern child centered education - mahatma gandhi-2.pptx
1.4 modern child centered education - mahatma gandhi-2.pptx1.4 modern child centered education - mahatma gandhi-2.pptx
1.4 modern child centered education - mahatma gandhi-2.pptx
 

Molecular markers: Outlook

  • 1. MOLECULAR MARKERS Molecular markers are tags; used to identify specific genes and locate them in relation to other genes Submitted by S.ADHIYAMAAN (2017603401) I-M.Sc.,VEGETABLE SCIENCE DEPT. OF VEGETABLE CROPS HC & RI, TNAU, CBE.- 641 003
  • 3. • Sequence of Nucleic acids –segment of DNA • Genetic linkage map • Detect polymorphism, presence of gene • Short/SNP/long segment Markers are not normal genes – no biological effect But identifiable DNA sequences found at specific locations of the genome Genetic marker – powerful tool to enhance the potential of R&D programs Candidate gene Marker geneDNA Markers
  • 4. • Random marker- located at random sites in the genome and their relevance to plant function is not known. • Gene based marker- located within genes • Functional marker – such gene based marker whose alleles reliably reflect the functions of the alleles of concerned genes
  • 5. Marker closed linked to the trait of interest will be inherited together and rarely will be separated by recombination • Laws of inheritance- Genetic linkage MEIOSIS QTL mapping’ is based on the principle that genes and markers segregate via chromosome recombination (called crossing-over) during meiosis (i.e. sexual reproduction), thus allowing their analysis in the progeny (Paterson, 1996)
  • 6. Scope • To select plant traits and develop new varieties • Markers linked to gene of interest • Enabling use of valuable gene (nutritional and non-nutritional factors ) • Evergreen Revolution (Borlaug, 2001; Swaminathan, 2007). • Assist in conventional breeding • Gene pyramid India is placed at a dismal 97th rank among the 118 countries considered for the global hunger index. -(The Hindu, Dec. 2016)
  • 7. Perspectives • Potential genetic gains per unit time • Population improvement and germplasm enhancement • New dimension to classical crop improvement • Innovative management in gene banks • Enhancement of antioxidants • Improvements of organoleptic quality improve yield and quality traits • Variability in popular cultivars • Transferring QTLs for fruit quality traits • Pigmentation biosynthetic pathways
  • 8. Good molecular marker (1) be polymorphic and evenly distributed throughout the genome, (2) provide adequate resolution of genetic differences (3) generate multiple, independent and reliable markers (4) simple, quick and inexpensive (5) need small amounts of tissue and DNA samples (6) have linkage to distinct phenotypes, no epistasis (7) require no prior information about the genome of an organism.
  • 9. Good molecular marker (8) Frequent occurrence in genome (9) Selective neutral behaviour (the DNA sequences of any organism are neutral to environmental conditions or management practices) (10)Easy access • But; difficult to find a marker which would meet all the above criteria • SNP markers are close enough an ideal marker system (Xu Y,2010)
  • 10. GENETICmarker Morphological markers Biochemical markers Allozyme: one enzyme and one locus Isozyme: one enzyme, more than one locus (gene duplication; gene families) Molecular markers Biomarker Cellular metabolites at different stage
  • 11. PHENOTYPE MARKER Due to Ss, SS Genotype Pumpkin- Yellow spot on upper surface Watermelon- Non lobed leaf mutant Variety= Durgapur Lal
  • 12. Morphological marker- male sterility identification •Bright green hypocotyls - Broccoli •Glossy foliage - Brussels sprouts •Potato leaf, green stem - Tomato •Brown seed coat colour - Onion
  • 13. Biochemical marker PAGE • Proteins (Isozymes) - dependant on environmental factors, superior to morphological markers • less polymorphic differences (problem in commercial breeds of plants) • Enzymes are separated on the basis of net charge and mass via electrophoresis gels. •Particular protein visualized on a gel as bands of different mobility.
  • 14. Protein marker – PAGE Analysis
  • 15. • Four major molecular techniques are commonly applied to reveal genetic variation.  Polymerase chain reaction (PCR)  Electrophoresis  Hybridization  DNA sequencing
  • 16. POLYMERASE CHAIN REACTION PCR is a procedure used to amplify (make multiple copies of) a specific sequence of DNA The method was invented by Kary Banks Mullis in 1983, for which he received the Nobel Prize in Chemistry ten years later three temperature- controlled steps
  • 17. ELECTROPHORESIS Migration rate depend on electrical charge and size The term 'electrophoresis' literally means "to carry with electricity" Technique for separating the components of a mixture of charged molecules (proteins, DNAs, or RNAs) in an electric field within a gel or other support
  • 18. HYBRIDIZATION One of the most commonly used nucleic acid hybridization techniques is Southern blot hybridization Southern blotting was named after Edward M. Southern who developed this procedure at Edinburgh University in the 1975
  • 19. SEQUENCING The process of determining the order of the nucleotide bases along a DNA strand is called sequencing In 1977, 24 years after the discovery of the structure of DNA, two separate methods for sequencing DNA were developed: chain termination method and chemical degradation method Chain elongation proceeds until, by chance, DNA polymerase inserts a dideoxynucleotide, blocking further elongation the purines(A+G) are depurinated using formic acid, the guanines (and to some extent the adenines) are methylated by dimethyl sulfate, and the pyrimidines (C+T) are hydrolysed using hydrazine. The addition of salt (sodium chloride) to the hydrazine reaction inhibits the reaction of thymine for the C- only reaction.
  • 22. HIGH THROUGHPUT GENOTYPING • Analyzes a large number of samples for a very large number of markers Low multiplex- KASP TM and Pyrosequencing- refers to sequencing by synthesis, a simple to use technique for accurate analysis of DNA sequences Moderate multiplex- Open array and TaqMan – a probe used to detect specific sequences in PCR products by employing 5’ to 3’ exonuclease activity of the Taq DNA polymerase High level multiplexing- Illunina GoldenGate and Affymetrix Whole genome based array platform
  • 23. TYPES OF MOLECULAR MARKERS Linked marker - located very close to major genes of interest Direct marker - it is part of gene of interest cis marker - linked with the trait of interest (dominant genes) trans marker - linked with the opposite allele (recessive traits ) Candidate marker = gene of interest Jargons
  • 24. TYPES OF MOLECULAR MARKERS • Due to rapid developments in the field of molecular genetics, a variety of molecular markers has emerged during the last few decades Biochemical marker Allozyme Non-PCR based marker RFLP PCR based marker Microsatellite, RAPD, AFLP, CAPS (PCR-RFLP), ISSR, SSCP, SCAR, SNP, etc. Traditional marker systems PCR generation: in vitro DNA amplification
  • 25. • Codominance or dominace Dominant marker: A marker shows dominant inheritance with homozygous dominant individuals indistinguishable from heterozygous individuals Codominant marker: A marker in which both alleles are expressed, thus heterozygous individuals can be distinguished from either homozygous state
  • 26. NON PCR BASED MARKER
  • 27. Restriction fragment length polymorphism (RFLP) • RFLP were the first type of DNA markers to be studied. • specific recognition sequences. • should always produce the same set of fragments.
  • 28. Restriction Fragment Length Polymorphism (RFLP) • Genomic DNA digested with Restriction Enzymes • DNA fragments separated via electrophoresis and transfer to nylon membrane • Membranes exposed to probes labeled with P32 via southern hybridization • Film exposed to X-Ray
  • 29. RFLP Parent P1 Parent P2 7 kb 5 kb 2 kb Probe DNA Probe DNA 7 kb 5 kb P1 P2 F1 plants 7 kb 5 kb Co-dominant marker
  • 30. RFLP • Advantages – Reproducible – Co-dominant – Simple • Disadvantages – Time consuming – Expensive – Use of radioactive probes
  • 32.  Collection of plant material  Isolation of DNA  Quantification of DNA  PCR amplification (RAPD/ISSR)  Agarose gel electrophoresis  Compilation of data  Analysis by software (NTSYSpc, Popgene, GenAlex) PCR based markers using arbitrary primers
  • 33. RAPD 10-12 base pairs several fragments Size polymorphism
  • 34. Advantages Amplifies anonymous stretches of DNA using arbitrary primers Fast and easy method for detecting polymorphisms No sequence information needed Disadvantages  Dominant markers  Reproducibility problems
  • 35. Some variations in the RAPD technique DNA amplification fingerprinting (DAF) 5bp single arbitrary primers Identification of sex in papaya using OPA 06 primer (Somsri et al, 2007) Arbitrary primed Polymerase chain reaction (AP-PCR) 10-50 bp
  • 36. Sequence Characterized Amplified Region (SCAR) RAPD marker are sequenced and longer primers are designed (22-24 bp) for specification amplification of particular locus The presence or absence of band indicates variation in sequence SCAR markers linked to the gene inducing beta-carotene accumulation in Chinese cabbage (Fenglan et al, 2008) Known sequence RAPD primer
  • 37. Amplified Fragment Length Polymorphism (PCR + RFLP) A variant of RAPD. selectively amplifying a subset of restriction fragments restriction endonucleases. - Digestion - Adaptor Ligation - Amplification - Electrophoresis PROCEDURES
  • 38. AFLP Markers  Involves cleavage of DNA with two different enzymes  Involves ligation of specific linker pairs to the digested DNA  Subsets of the DNA are then amplified by PCR  The PCR products are then separated on acrylamide gel  AFLPs have stable amplification and good repeatability  An additional advantage over RAPD is their reproducibility. - Involves the use of RFLP and PCR techniques - Compared with the widely used RFLP, AFLP is faster, less labour intensive and provide more information.
  • 39. SSR (Simple sequence repeat) Site of the genome having a specific SSR Sequence is considered as a locus for the concerned SSR sequence DNA markers which developed by amplifying microsatellite in the genome Sequence Primer ACTGTCGACACACACACACACGCTAGCT (AC)7 TGACAGCTGTGTGTGTGTGTGCGATCGA ACTGTCGACACACACACACACACGCTAGCT (AC)8 TGACAGCTGTGTGTGTGTGTGTGCGATCGA ACTGTCGACACACACACACACACACACGCTAGCT (AC)10 TGACAGCTGTGTGTGTGTGTGTGTGTGCGATCGA ACTGTCGACACACACACACACACACACACACGCTAGCT (AC)12 TGACAGCTGTGTGTGTGTGTGTGTGTGTGTGCGATCGA AC GA AT
  • 40. Electrophoretic analysis of PCR product Parent 1 Parent 2 SSR Polymorphism 24 bp difference (CTT)20 times (CTT)12 times AA BB F1 hybrid A A B B A B A B Co-dominant marker (diploid species)- Heterozygous individuals (AB) can be distingusied from either homozygous individuals (AA or BB) x Parent 1 Parent 2
  • 42. SNP Any two unrelated individuals differ by one base pair every 1,000 or so, referred to as SNPs. Many SNPs have no effect on cell function and therefore can be used as molecular markers. Hybridization using fluorescent dyes SNPs on a DNA strand DNA markers which their polymorphism can be determined by single nucleotide difference
  • 43. SNP • These are positions in a genome where same individuals have a nucleotide (G) and other have a different nucleotide (C ). • Huge number of SNPs present in each genome, at least one for every 10 kb of DNA. • SNPs therefore enable very detailed genome maps to be constructed.
  • 44. Start codon targeted polymorphism (SCoT) • SCoT primer – 19 nt • The amplification of a genomic region will take place when the start codon of two genes are located within 2 kb of each other • Dominant marker
  • 45. Other markers • Cleaved Amplified Polymorphic Sequence (CAPS/PCR-RFLP) • Inter Simple Sequence Repeat (ISSR) • Single-strand conformation Polymorphism (SSCP) More recent markers • Single-Nucleotide Polymorphism (SNP) • Diversity Array Technology (DArT) • Retrotransposon-based markers Sequence-Specific Amplified Polymorphism (S-SAP) Inter-retrotransposon Amplified Polymorphism (IRAP) Retrotransposon-Microsatellite Amplified Polymorphism (REMAP) Retrotransposon-Based Insertional Polymorphism (RBIP)
  • 46. Markers differ with respect to important features: • Genomic abundance • Polymorphism level • Locus specificity • Reproducibility • Technical requirements • Financial investment
  • 47.
  • 48. 1. Assessment of genetic diversity  Genetic diversity is the first hand information.  Excellent tool for accessing genetic diversity.  Direct utility in breeding programme.  Genetic diversity using molecular markers has been studied.
  • 49. 2. DNA fingerprinting for varietal identification  Large number of cultivars in vegetable crops  Breeders rights : DUS + molecular profiles  Molecular profiles: biotechnologically developed varieties  Characterization & protection of germplasm (esp. CMS lines)  Genetic purity of F1 hybrids
  • 50. GENOME SEQUENCED CROPS Determining the order of nucleotide  Cucumber - 367mb  Potato - 844mb  Chinese cabbage - 283.8mb  Tomato - 900mb  Melon -450mb  Watermelon - 375mb https://vegmarks.nivot.affrc.go.jp/VegMarks/app/mapSelect/Crop?crop_id=5
  • 51. APPLICATION GENOME SEQUENCE • Transcript protein and metabolite profiling • QTL mapping • Useful for functional genomics • Detection in SNP and Mutational analysis • TILLING or EcoTILLING • Gene prediction • Genome Characterization • Genome evaluation
  • 52. AID IN MUTATION BREEDING
  • 53.
  • 54. Websites for nucleotide & protein database
  • 55. 3. Gene tagging It refers to mapping of genes of economic importance close to known markers Molecular marker very closely linked to gene act as a tag Several genes of economic importance traits like resistance to diseases, insect, stress tolerance, fertility restoration etc. A pre-requisite for marker assisted selection (MAS) and map based gene cloning Linkage maps indicate the position and relative genetic distances between markers along chromosome. -----------QTL Mapping  Genetic markers that are located in close proximity to genes (i.e. tightly linked) may be referred to as gene ‘tags’
  • 56. 4. Sex identification In plant kingdom dioecy (4% of angiosperm) Development of male/ female specific markers Early identification of male & female plants Efficiency in improving of dioecious vegetables (Ivy gourd, Pointed gourd , Spine gourd, Asparagus etc.) Codominants STS markers enabling the differentiation of XY from YY males in asparagus were developed by Reamon Buttner and Jung (2002). BAC-derived diagnostic markers for sex determination in asparagus by Jamsri & co worker (2003)
  • 57. 5. Genetic mapping QTL: A region of genome that is associated with an effect on a quantitative trait. Software's for QTL analysis: Mapmaker, PlabQTL & MapQTL The three main steps of linkage map construction are: (1) production of a mapping population (50-250) (2) identification of polymorphism and (3) linkage analysis of markers.
  • 58. Basic procedure in QTL mapping Development of mapping population Genotyping and phenotyping of the mapping population Construction of genetic maps using molecular marker data Detection of QTL Confirmation and validation of detected QTL
  • 59. QTL analysis methods  Single marker ANOVA  Interval mapping  Composite Interval Mapping  Multiple Interval Mapping
  • 60. • Genetic mapping is easier in self pollinated crops than allogamy due to presence of polyploidy, IBD, recombinant inbred (RI) takes more time • Cross b/w heterozygotes and haploid parent , DH
  • 62. • The frequency of recombinant genotypes can be used to calculate recombination fractions • Markers that have a recombination frequency of 50% are described as ‘unlinked’ and assumed to be located far apart on the same chromosome or on different chromosomes. • Mapping functions are used to convert recombination fractions into map units called centi-Morgans (cM)
  • 63.
  • 64. Diagram indicating cross-over or recombination events between homologous chromosomes that occur during meiosis. Gametes that are produced after meiosis are either parental (P) or recombinant (R). The smaller the distance between two markers, the smaller the chance of recombination occurring between the two markers. Therefore, recombination between markers G and H should occur more frequently than recombination between markers E and F. This can be observed in a segregating mapping population. By analysing the number of recombinants in a population, it could be determined that markers E and F are closer together compared to G and H.
  • 66. MAGIC POPULATION :Multiparent Advanced Generation InterCross Potential of a tomato MAGIC population to decipher the genetic control of quantitative traits and detect causal variants in the resequencing era
  • 67. QTL cloned TOMATO Fruit shape – ovate Fruit sugar Fruit weight Sw4.IQTL POTATO Resistance to Ro-1 quality trait cold sweetening Flavonoid 3,5, hydroxylase CAULIFLOWER Orange gene (Or) - DNA J cysteine rich domain  Candidate gene = Positional cloning complementation
  • 68. 6. Molecular Breeding 6.1 Marker assisted selection (MAS) 6.2 Marker Assisted Backcrossing (MABC) 6.3 Gene pyramiding 6.4 Combined approaches
  • 69. Overall genetic performance of a breeding population will follow a bell curve distribution Markers allow breeders to find individuals in the right hand tail of the curve more quickly, more consistently and at a more competitive cost.
  • 70. Benefits of marker technology in MAS • Speed • Consistency • Efficient • Effective
  • 71. • Tomato is the first crop in which QTL mapping and MAS has been demonstrated • In 1981: MAS for metric traits using isozyme markers • In 1993: first time map-based cloning • fw2.2 (fruit size) • ovate (fruit shape) •Se2.1 (stigma exsertion) Steven Tanksley Genesis of MAS
  • 72.
  • 73. • Assembling multiple desirable genes from multiple parents into a single genotype • Genotype with all target gene • Objective 1. Enhance trait performance 2. Increase durability 3. Broadening genetic base Gene Pyramiding
  • 74. The success of gene pyramiding are the inheritance model of the genes for the target traits, linkage and pleiotropism between the target trait and other traits Problem • Linkage drag • Target gene tightly linked to gene with large negative effects on other traits
  • 75. Advantages of MAS It can be performed on seedling material It is not affected by environmental conditions. Determination of recessive alleles. Gene pyramiding. Selecting traits with low heritability. Testing specific traits (quarantine). It is cheaper and faster.
  • 76. Other opportunity in Biomarkers (PPV&FR) • Patent DNA sequences • Erythropoietin- stimulates RBC (4 B in 2001) • Patent Gene • Constraints: • Restrict competition • Leads to higher prices • Curtails new inventions
  • 78. Marker gene Vector – Gene of interest + Promoter sequence + Marker gene
  • 79. Types of Marker gene • Reporter / Scoreable / Screenable gene • Beta Glucuronidase • Green Fluorescent Protein • Firefly Luciferase • Selectable Marker Gene • Antibiotic Resistance marker • Neomycin Phosphotransferase II • Hygromycin Phosphotransferase • Herbicide resistance marker • Bar gene • Aro A gene
  • 80.
  • 81. Objective • Ph-3 gene evaluation • MAS • Ultracontig • Development of SCAR Marker
  • 82. Introduction • Ph-3 locus is resistant to Late blight (Phytophthora infestans) was evaluated using molecular mapping of the TG328 and TG591 regions (CAPS marker from Francis et al. 2012) • which are tightly linked to the Ph-3 locus, was performed using F6 families derived by crossing the LB-resistant accession “L3708” (Solanum pimpinellifolium) with the LB-susceptible accession “AV107-4” (S.lycopersicum)
  • 83. Materials and methods • The F2 plants were self-pollinated across generations, and 112 F6 recombinant inbred lines (RILs) were generated in a greenhouse at the Pusan National University between 2008 and 2011. • Ten inbred tomato accessions possessing resistance to diverse array of diseases and horticultural characters were used for evaluation of gene-based SCAR markers. (Hwang et al., 2012) • DNA isolated from young true leaves by Hwang et al., (2012) method
  • 84. Phenotypic evaluation of RILs • The purified P. infestans isolate “KA2” was maintained at 22◦C on agar medium for pathogen inoculation. • sprayed on seedlings at the 4–5 true leaf stage. • The inoculated seedlings were maintained in a moistened room at 20◦C for48 h and were then transferred to a growth chamber maintained at 95% relative humidity. • After 3 days, each plant was evaluated visually for the disease severity index (DSI) • Disease severity rating (%) = (number of plants with symptom × DSI) 4 × number of plants Disease severity rating (%) = X 100
  • 85. Linkage evaluation of LB resistance with TG591 and TG328 • Genomic DNA sequence for RFLP clones obtained from SOL genomics network using the marker search engine • The ultracontig (SL2.4ch09) of the S.pimpinellifolium draft genome sequence clone by a BLASTN search • This ultracontig were confirmed • Protein coding sequence CDS identified using ClustalW software Visit this- https://solgenomics.net/
  • 86.
  • 87. Development of the Ph-3 gene-based marker using ClustalW software PCR primer designed Genomic organization of the Ph-3 locus The candidate gene sequence for Ph-3 were identified by BLAST alignment of the forward and reverse genomic sequences of TG 328 and TG591 clones in the S. pimpinellifolium draft-genome
  • 88. Result • Three PCR primer pairs (SCAR-Ph3- 1, SCAR-Ph3-2, and SCAR-Ph3-3), which covered that regions • Notably, for SCAR-Ph3-1 and SCAR-Ph3-3, PCR bands that were expected from any Ph-3 homolog in “L3708”were detected whereas a single PCR band (band a,b, g, and h in Fig. 4)
  • 89. MAS
  • 90. Discussion • In the present study, 4 Ph-3 homologs (Ph-3a, Ph-3b,Ph-3c, and Ph- 3d) showed a high level of resistance gene • Evaluation of SCAR markers revealed polymorphisms between the Ph-3 candidate alleles of “L3708” and most of the LB-susceptible accessions tested, which indicated that these SCAR markers could be efficiently used for introgression of the Ph-3 gene by MAS. Since Ph-3 exhibited only partial resistance to LB and new pathogenic strains that could completely overcome Ph-3 may still emerge, pyramiding multiple LB-resistance genes, including Ph-4, Ph-5, and other durable QTLs, should be seriously considered.
  • 91. REFERENCE • Singh B.D and N.S Shekhawat. (2018). Molecular plant breeding. Scientific Publishers • (India). New Delhi. • M.K. Rana (2011). Breeding and Protection of Vegetables. New India Publishing Agency. New Delhi. • Tomar R.S. and coworkers. Molecular markers and plant biotechnology • Collard B.C.Y. et al,. 2005, An introduction to markers, quantitative trait loci (QTL) mapping and marker-assisted selection for crop improvement: The basic concepts. Springer Euphytica (2005) 142: 169–196.

Editor's Notes

  1. Hybridization and wide corss, scientist resorted to use genetic marker
  2. → traditional markers, highly dependent on environmental factors, time consuming, labour intensive; need large populations of plants and large plots of land or greenhouse space.