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APPLIED BIOINFORMATICS
Topic: Evolutionary Analysis Significance
What is evolution?
• The gradual development of something
especially from a simple to a more complex
form.
OR
• The process by which different kinds of living
organisms are thought to have developed and
diversified from earlier forms during the history
of the earth.
Evolution occurs as a result of
following processes:
• Mutation
• Natural selection
• Genetic drift
Mutation Genetic drift
What is evolutionary analysis?
• Evolutionary analysis is a set of techniques for
studying long term phenotypical evolution.
• It is also called adaptive dynamics.
Phylogenetic analysis has two major
components:
1. Phylogeny inference or “tree building”
The inference of the branching orders, and
ultimately the evolutionary relationships,
between “taxa” (entities such as genes,
populations, species, etc.)
2. Character and rate analysis
Using phylogenies as analytical frameworks
for rigorous understanding of the evolution of
various traits
Phylogenetic analysis involves :
• Organismal relationships
• Gene/Protein relationships
Organismal relationships
• Improving our understanding of organismal
relationships
Gene/Protein relationships
Homolog, ortholog, paralog
• Homologs: Have common origins but may or may
not have common activity.
• Orthologs: Homologs produced only by speciation.
They tend to have similar function.
• Paralogs: Homologs produced by gene duplication.
They tend to have differing functions.
PHYLOGENETIC DATA ANALYSIS:
A straightforward phylogenetic analysis consists of
four steps:
• 1. Alignment (both building the data model and
extracting a phylogenetic dataset)
• 2. Determining the substitution model
• 3. Tree building
• 4. Tree evaluation
1. Alignment of Sequences
VTISCTGSSSNIGAG-NHVKWYQQLPG
VTISCTGTSSNIGS--ITVNWYQQLPG
LRLSCSSSGFIFSS--YAMYWVRQAPG
LSLTCTVSGTSFDD--YYSTWVRQPPG
PEVTCVVVDVSHEDPQVKFNWYVDG--
ATLVCLISDFYPGA--VTVAWKADS--
AALGCLVKDYFPEP--VTVSWNSG---
VSLTCLVKGFYPSD--IAVEWESNG--
The sole purpose of
multiple sequence
alignments is to
place homologous
positions of
homologous
sequences into the
same column.
2. Determining the substitution model
• Substitution at amino acids and base pairing
level takes place.
• After determining the substitution model tree
building occurs.
3. Tree building
4. Tree Evaluation
• Evaluation of tree helps in understanding the
relationship between organisms.
• In this step we interpret the results by
studying the evolutionary trees.
Significance of phylogenetic analysis
• How genes, genomes and species evolve?
• How sequences came to be the way they are
today?
• General principles that enable us to predict
how they will change in the future?
Significance in various fields
• Classification
• Forensics
• Identifying the origion of pathogens
• Conservation
• Bioinformatics and computing
Phylogenetic Analysis Significance in
Classification
• Phylogenetic analysis based on sequence data
provides us more accurate description of
relatedness than was available before advent of
molecular sequencing.
Phylogenetic Analysis Significance in
Forensics
• Phylogenetic analysis is used to access DNA
evidence presented in court cases.
Significance in Identifying the origion of
pathogens
• Can be used to learn more about a new
pathogen outbreak.
• This includes finding about which species the
pathogen is related.
• Likely source of transmission.
Phylogenetic Analysis Significance in
Conservation
• Phylogenetic analysis can help to inform
conservation policy when conservation
biologists have to make tough decisions about
which species they try to prevent from
becoming extinct.
Significance in Bioinformatics and
computing
• Many of the algorithms developed for
phylogenetic analysis have been used to
develop software in other fields.
Applied bioinformatics

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Applied bioinformatics

  • 2. What is evolution? • The gradual development of something especially from a simple to a more complex form. OR • The process by which different kinds of living organisms are thought to have developed and diversified from earlier forms during the history of the earth.
  • 3. Evolution occurs as a result of following processes: • Mutation • Natural selection • Genetic drift
  • 5. What is evolutionary analysis? • Evolutionary analysis is a set of techniques for studying long term phenotypical evolution. • It is also called adaptive dynamics.
  • 6. Phylogenetic analysis has two major components: 1. Phylogeny inference or “tree building” The inference of the branching orders, and ultimately the evolutionary relationships, between “taxa” (entities such as genes, populations, species, etc.) 2. Character and rate analysis Using phylogenies as analytical frameworks for rigorous understanding of the evolution of various traits
  • 7. Phylogenetic analysis involves : • Organismal relationships • Gene/Protein relationships
  • 8. Organismal relationships • Improving our understanding of organismal relationships
  • 10. • Homologs: Have common origins but may or may not have common activity. • Orthologs: Homologs produced only by speciation. They tend to have similar function. • Paralogs: Homologs produced by gene duplication. They tend to have differing functions.
  • 11. PHYLOGENETIC DATA ANALYSIS: A straightforward phylogenetic analysis consists of four steps: • 1. Alignment (both building the data model and extracting a phylogenetic dataset) • 2. Determining the substitution model • 3. Tree building • 4. Tree evaluation
  • 12. 1. Alignment of Sequences VTISCTGSSSNIGAG-NHVKWYQQLPG VTISCTGTSSNIGS--ITVNWYQQLPG LRLSCSSSGFIFSS--YAMYWVRQAPG LSLTCTVSGTSFDD--YYSTWVRQPPG PEVTCVVVDVSHEDPQVKFNWYVDG-- ATLVCLISDFYPGA--VTVAWKADS-- AALGCLVKDYFPEP--VTVSWNSG--- VSLTCLVKGFYPSD--IAVEWESNG-- The sole purpose of multiple sequence alignments is to place homologous positions of homologous sequences into the same column.
  • 13. 2. Determining the substitution model • Substitution at amino acids and base pairing level takes place. • After determining the substitution model tree building occurs.
  • 15. 4. Tree Evaluation • Evaluation of tree helps in understanding the relationship between organisms. • In this step we interpret the results by studying the evolutionary trees.
  • 16. Significance of phylogenetic analysis • How genes, genomes and species evolve? • How sequences came to be the way they are today? • General principles that enable us to predict how they will change in the future?
  • 17. Significance in various fields • Classification • Forensics • Identifying the origion of pathogens • Conservation • Bioinformatics and computing
  • 18. Phylogenetic Analysis Significance in Classification • Phylogenetic analysis based on sequence data provides us more accurate description of relatedness than was available before advent of molecular sequencing.
  • 19. Phylogenetic Analysis Significance in Forensics • Phylogenetic analysis is used to access DNA evidence presented in court cases.
  • 20. Significance in Identifying the origion of pathogens • Can be used to learn more about a new pathogen outbreak. • This includes finding about which species the pathogen is related. • Likely source of transmission.
  • 21. Phylogenetic Analysis Significance in Conservation • Phylogenetic analysis can help to inform conservation policy when conservation biologists have to make tough decisions about which species they try to prevent from becoming extinct.
  • 22. Significance in Bioinformatics and computing • Many of the algorithms developed for phylogenetic analysis have been used to develop software in other fields.

Notes de l'éditeur

  1. Mutation: the changing of the structure of a gene, resulting in a variant form that may be transmitted to subsequent generations, caused by the alteration of single base units in DNA, or the deletion, insertion, or rearrangement of larger sections of genes or chromosomes. Natural selection: the process whereby organisms better adapted to their environment tend to survive and produce more offspring. The theory of its action was first fully expounded by Charles Darwin and is now believed to be the main process that brings about evolution. Genetic drift: variation in the relative frequency of different genotypes in a small population, owing to the chance disappearance of particular genes as individuals die or do not reproduce.
  2. Phylogenetics phylogenetics is the study of evolutionary relatedness among various groups of organisms (e.g., species, populations).