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FUNCTIONAL GENOMICS
DEEPALI DASH
02/PP/Ph. D/17
Dept. Of Plant Physiology
Genomics is the field of genetics that attempt to understand the content,
organisation, function and evolution of genetic information contained in whole
genome.
GENOMICS
Types of genomics:
•Structural genomics: Structural Genomics is a worldwide effort aimed at determining the
three-dimensional structures of gene products in an efficient and high-throughput mode.
•Comparative genomics : Comparative genomics is a field of biological research in which
the genomic features of different organisms are compared. The genomic features may
include the DNA sequence, genes, gene order, regulatory sequences, and
other genomic structural landmarks
•Functional genomics : Functional genomics is the worldwide experimental
approach to access the function of gene by making use of information and reagent provided
by structural genomics. - Hieter & Boguski 1997
Functional Genomics Approaches
Transcriptomics
Proteomics
Metabolomics
Interactomics
Epigenetics
Nutrigenomics
Functional Genomics Approaches
1. Transcriptomics: Transcriptomics studies measure gene
expression at the transcript or RNA level.
2. Proteomics: Proteomics approaches focus on which proteins
are expressed in a biological system but may also include
studies of protein structure.
3. Metabolomics: Metabolomics is the study of all metabolites
in a biological system
4. Interactomics: Together, transcriptomics, proteomics,
metabolomics describe the transcripts, proteins and
metabolites of a biological system and expected to provide a
complete model of the biological systems being studied.
Interactomics, is of specific relevance to
agriculture systems, particularly in understanding
disease. Interactomics is the study of the molecular
interactions and encompasses host– pathogen
interactions
5.Epigenetics: Epigenetics studies non-heritable
changes in the genome (e.g., DNA methylation and
histone modification) that affects observed phenotypes.
6. Nutrigenomics:. Nutrigenomics (or ‘nutritional
genomics’) focuses on understanding how diet affects
gene expression.
Conti…
•Transcription profiling
This is one of the most popular study types, also known as
'expression profiling'. It involves the quantification of gene
expression of many genes in cells or tissue samples at the
transcription (RNA) level.
The quantification can be done by collecting biological
samples and extracting RNA (in most cases, total RNA) following
a treatment or at fixed time-points in a time-series, thereby
creating 'snap-shots' of expression patterns.
Branches of Functional Genomics
Fig. schematic transcription profiling process
Genotyping
Genotyping studies are those which identify differences
in the DNA sequence (i.e genotype) of a sample. with the aim of
identifying differences in the genotype which may explain the
difference in phenotype.
Genotyping studies can be designed to identify DNA
sequence differences at three levels:
•Single nucleotide polymorphisms (SNPs, pronounced ‘snips’):
SNP analysis focuses on differences in the DNA sequence at the
single nucleotide level.
Example: SNP-profiling of plasma DNA in breast cancer patients
•Copy number variations (CNVs): CNVs refer to an increase or
decrease in the number of copies of a segment of DNA (e.g. a
gene, or a locus-specific DNA repeat element). Each 'copy' can be
as short as 50 bases or up to 100 kilo bases.
Example: A genome-wide copy number variant study of suicidal
behavior
•Structural variations: they are an order of magnitude larger
than CNVs and often cover megabases of DNA.
Example: Transcription profiling by high throughput sequencing
of different maize lines to discover and characterise 'presence-
absence variation' in the maize genome
Conti…
Epigenetic profiling
Epigenetics is the study of how biochemical
modifications or physical interaction of DNA/chromatin
affect gene regulation in a cell.
At the DNA level, methylation of CpG
dinucleotides (often located near gene promoters) can be
detected by first converting unmethylated cytosines
into uracil using bisulfite, which allows methylated and
unmethylated cytosines to be distinguished.
.
Example: Quantitative sequencing of 5-methylcytosine
and 5-hydroxymethylcytosine
DNA/RNA-protein interactions
Transcription factors, ribosomes and other
DNA/RNA-binding proteins can bind to nucleic acid
sequences and influence the transcription
and translation of genes. The immunoprecipitation
technique has also been applied to study protein
binding sites on RNA.
Meta-analysis
Meta-analysis is a branch of functional genomics in
which data from pre-existing experiments is combined to
create statistically more powerful models of a biological
process. This type of analyses has become popular as it
allows the identification of subtle events that could not be
detected in smaller studies. Functional genomics databases
such as ArrayExpress and Expression Atlas play an
important role in these studies as reliable, well annotated
sources of functional genomics data.
Example: Genome-wide analysis of over 106,000
individuals identifies 9 neuroticism-associated loci
Techniques in Functional Genome Analysis
1.Classical techniques and tools
• Inserstional mutagenesis : Insertional mutagenesis is mutagenesis of
DNA by the insertion of one or more bases.
e.g. Transposons and T- DNA tagging
• Sequence based mutagenesis : It is a molecular biology method that is
used to make specific and intentional changes to the DNA sequence of a
gene.
e.g. Physical and chemical mutagenesis
•Tarrget gene mutagenesis: Homologous recombination can be used to
produce specific mutation in an organism. Vector containing DNA sequence
similar to the gene to be modified is introduced to the cell, and by a process
of recombination replaces the target gene in the chromosome.
e.g. RNAi, Sense and antisense expression
2. Mordern techniques and tools
a. sequence based approaches
EST
SAGE
b. microarray based approaches
Expressed sequence tags
•ESTs are short sequences of cDNA typically 200-400 nucleotides in length.
•Obtained from either 5’ end or 3’ end of cDNA inserts of cDNA library.
DRAWBACKS OF USING E.S.T
• Automatically generated without
verification thus contain high error rates.
• There is often contamination by vector
sequence , introns, ribosomal RNA,
mitochondrial RNA.
• ESTs represent only partial sequences
of genes.
ADVANTAGES OF E.S.T
• Provide a rough estimate of genes that
are actively expressed in a genome under
a particular physiological condition.
• Help in discovering new genes, due to
random sequencing of cDNA clones.
• EST libraries can be easily generated
EST INDEX CONSTRUCTION
“A collection of nonredundant and annotated EST sequence is known as gene
index construction
STEPS INVOLVED
• Remove vector contaminants
• masks repeats using Vecscreen
• Clustering (associates EST sequences with unique
genes)
• Derive consensus sequences results in longer contigs
• Coding region is defined by excluding introns and 3’-
untranslated sequences.
• coding sequence translated into protein sequence
• Alignment of these complied ESTs with genomic
sequence
Microarraybasedapproaches
A microarray is a pattern of ssDNA probes which
areimmobilized on a surface called a chip or a slide.
• Microarrays use hybridization to detect a specificDNA
or RNA in a sample.
• DNA microarray uses a million different probes, fixed
on a solid surface.
• Microarray technology evolved from Southern
blotting.
• To analyze the expression of thousands ofgenes in
single reaction, very quickly and in anefficient manner.
Application of Functional Genomics
Functional genomics
Functional genomics
Functional genomics
Functional genomics
Functional genomics

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Functional genomics

  • 1. FUNCTIONAL GENOMICS DEEPALI DASH 02/PP/Ph. D/17 Dept. Of Plant Physiology
  • 2. Genomics is the field of genetics that attempt to understand the content, organisation, function and evolution of genetic information contained in whole genome. GENOMICS Types of genomics: •Structural genomics: Structural Genomics is a worldwide effort aimed at determining the three-dimensional structures of gene products in an efficient and high-throughput mode. •Comparative genomics : Comparative genomics is a field of biological research in which the genomic features of different organisms are compared. The genomic features may include the DNA sequence, genes, gene order, regulatory sequences, and other genomic structural landmarks •Functional genomics : Functional genomics is the worldwide experimental approach to access the function of gene by making use of information and reagent provided by structural genomics. - Hieter & Boguski 1997
  • 3.
  • 4.
  • 6. Functional Genomics Approaches 1. Transcriptomics: Transcriptomics studies measure gene expression at the transcript or RNA level. 2. Proteomics: Proteomics approaches focus on which proteins are expressed in a biological system but may also include studies of protein structure. 3. Metabolomics: Metabolomics is the study of all metabolites in a biological system 4. Interactomics: Together, transcriptomics, proteomics, metabolomics describe the transcripts, proteins and metabolites of a biological system and expected to provide a complete model of the biological systems being studied.
  • 7. Interactomics, is of specific relevance to agriculture systems, particularly in understanding disease. Interactomics is the study of the molecular interactions and encompasses host– pathogen interactions 5.Epigenetics: Epigenetics studies non-heritable changes in the genome (e.g., DNA methylation and histone modification) that affects observed phenotypes. 6. Nutrigenomics:. Nutrigenomics (or ‘nutritional genomics’) focuses on understanding how diet affects gene expression. Conti…
  • 8. •Transcription profiling This is one of the most popular study types, also known as 'expression profiling'. It involves the quantification of gene expression of many genes in cells or tissue samples at the transcription (RNA) level. The quantification can be done by collecting biological samples and extracting RNA (in most cases, total RNA) following a treatment or at fixed time-points in a time-series, thereby creating 'snap-shots' of expression patterns. Branches of Functional Genomics
  • 9. Fig. schematic transcription profiling process
  • 10. Genotyping Genotyping studies are those which identify differences in the DNA sequence (i.e genotype) of a sample. with the aim of identifying differences in the genotype which may explain the difference in phenotype. Genotyping studies can be designed to identify DNA sequence differences at three levels: •Single nucleotide polymorphisms (SNPs, pronounced ‘snips’): SNP analysis focuses on differences in the DNA sequence at the single nucleotide level. Example: SNP-profiling of plasma DNA in breast cancer patients
  • 11. •Copy number variations (CNVs): CNVs refer to an increase or decrease in the number of copies of a segment of DNA (e.g. a gene, or a locus-specific DNA repeat element). Each 'copy' can be as short as 50 bases or up to 100 kilo bases. Example: A genome-wide copy number variant study of suicidal behavior •Structural variations: they are an order of magnitude larger than CNVs and often cover megabases of DNA. Example: Transcription profiling by high throughput sequencing of different maize lines to discover and characterise 'presence- absence variation' in the maize genome Conti…
  • 12. Epigenetic profiling Epigenetics is the study of how biochemical modifications or physical interaction of DNA/chromatin affect gene regulation in a cell. At the DNA level, methylation of CpG dinucleotides (often located near gene promoters) can be detected by first converting unmethylated cytosines into uracil using bisulfite, which allows methylated and unmethylated cytosines to be distinguished. . Example: Quantitative sequencing of 5-methylcytosine and 5-hydroxymethylcytosine
  • 13. DNA/RNA-protein interactions Transcription factors, ribosomes and other DNA/RNA-binding proteins can bind to nucleic acid sequences and influence the transcription and translation of genes. The immunoprecipitation technique has also been applied to study protein binding sites on RNA.
  • 14. Meta-analysis Meta-analysis is a branch of functional genomics in which data from pre-existing experiments is combined to create statistically more powerful models of a biological process. This type of analyses has become popular as it allows the identification of subtle events that could not be detected in smaller studies. Functional genomics databases such as ArrayExpress and Expression Atlas play an important role in these studies as reliable, well annotated sources of functional genomics data. Example: Genome-wide analysis of over 106,000 individuals identifies 9 neuroticism-associated loci
  • 15. Techniques in Functional Genome Analysis 1.Classical techniques and tools • Inserstional mutagenesis : Insertional mutagenesis is mutagenesis of DNA by the insertion of one or more bases. e.g. Transposons and T- DNA tagging • Sequence based mutagenesis : It is a molecular biology method that is used to make specific and intentional changes to the DNA sequence of a gene. e.g. Physical and chemical mutagenesis •Tarrget gene mutagenesis: Homologous recombination can be used to produce specific mutation in an organism. Vector containing DNA sequence similar to the gene to be modified is introduced to the cell, and by a process of recombination replaces the target gene in the chromosome. e.g. RNAi, Sense and antisense expression
  • 16. 2. Mordern techniques and tools a. sequence based approaches EST SAGE b. microarray based approaches
  • 17. Expressed sequence tags •ESTs are short sequences of cDNA typically 200-400 nucleotides in length. •Obtained from either 5’ end or 3’ end of cDNA inserts of cDNA library. DRAWBACKS OF USING E.S.T • Automatically generated without verification thus contain high error rates. • There is often contamination by vector sequence , introns, ribosomal RNA, mitochondrial RNA. • ESTs represent only partial sequences of genes. ADVANTAGES OF E.S.T • Provide a rough estimate of genes that are actively expressed in a genome under a particular physiological condition. • Help in discovering new genes, due to random sequencing of cDNA clones. • EST libraries can be easily generated
  • 18. EST INDEX CONSTRUCTION “A collection of nonredundant and annotated EST sequence is known as gene index construction STEPS INVOLVED • Remove vector contaminants • masks repeats using Vecscreen • Clustering (associates EST sequences with unique genes) • Derive consensus sequences results in longer contigs • Coding region is defined by excluding introns and 3’- untranslated sequences. • coding sequence translated into protein sequence • Alignment of these complied ESTs with genomic sequence
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  • 21. Microarraybasedapproaches A microarray is a pattern of ssDNA probes which areimmobilized on a surface called a chip or a slide. • Microarrays use hybridization to detect a specificDNA or RNA in a sample. • DNA microarray uses a million different probes, fixed on a solid surface. • Microarray technology evolved from Southern blotting. • To analyze the expression of thousands ofgenes in single reaction, very quickly and in anefficient manner.
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Editor's Notes

  1. Metabolomics: Metabolomics is the study of all metabolites in a biological system and while these are typically not coded for in the genome, they are produced during cell, tissue or organism metabolism
  2. The quantification can be done by collecting biological samples and extracting RNA (in most cases, total RNA) following a treatment or at fixed time-points in a time-series, thereby creating 'snap-shots' of expression patterns. For common reference genomes with well-annotated transcripts and genes (e.g. the human genome), a researcher can choose to focus on quantifying transcription of all or a subset of transcripts, genes, coding exons, non-coding RNA, and so forth.
  3. The genomic DNA samples are often obtained from two contrasting groups of samples, e.g. drought-resistant rice cultivars vs. drought-sensitive counterparts,
  4. One common extension of genotyping studies in humans are genome-wide association studies (GWAS). Samples from cases (e.g. rheumatoid arthritis patients) and controls (e.g. healthy individuals) are genotyped across specific sites in the genome, followed by statistical analysis to find SNPs which are significantly more prevalent in one group (e.g. the disease cases). Such SNPs may then suggest an association between the SNPs and disease susceptibility.
  5. At the chromatin level, modifications of the tails of histone proteins (e.g. methylation, acetylation) can be mapped by 'immunoprecipitation', where chromatin and proteins are chemically cross-linked reversibly. The genomic DNA associated with the modification/protein of interest is then 'pulled-down' (precipitated) with specific antibodies raised against the modification/protein. After precipitation, the cross-linking is reversed to release the genomic DNA for further analysis
  6. Insertional mutations can occur naturally, mediated by virus or transposon, or can be artificially created for research purposes in the lab. Target gene mutagenesis This method can be used to introduce a mutation or knock out a gene, for example as used in the production of knockout mice