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SURENDER RAWAT 
Msc. Microbial Biotechnology 
Roll No. 1784
SIGNIFICANCE OF MICROORGANISMS
INTRODUCTION 
• Total number of prokaryotic cells on earth 4–6 × 1030 
• Less than 0.1% are culturable 
• Yet to discover the correct culture conditions for culturing the rest 99.9% 
• Metagenomics presently offers a way to access unculturable microorganisms 
because it is a culture-independent way to study them. 
• It involves extracting DNA directly from an environmental sample –e.g. 
seawater, soil, the human gut – and then studying the DNA sample.
Metagenomics 
“The application of modern genomics techniques to the study of communities of 
microbial organisms directly in their natural environments, bypassing the need for 
isolation and lab cultivation of individual species” 
- Kevin Chen and Lior Pachter 
• Study of metagenomes, genetic material recovered directly 
from environmental samples. 
• Also reffered as Environmental genomics, ecogenomics, or community genomics. 
• The term "metagenomics" was first used by Jo Handelsman, 
Jon Clardy, Robert M. Goodman, and others, 
and first appeared in publication in 1998
HISTORY 
• Late 17th century, Anton van Leeuwenhoek : 
• First metagenomicist who directly studied organisms from pond water and his own teeth. 
• 1920’s: 
• Cell culture evolved, 16 S rRNA sequencing of culturable microbes 
• If an organism could not be cultured, it could not be classified. 
• 1980’s: 
• Discrepancies observed: 
• (1) Number of organisms under microscope in conflict with amount on plates. 
• Ex: Aquatic culture differed by 4-6 orders of magnitude from direct observation. 
• (2) Cellular activities in situ conflicted with activities in culture. 
• Ex: Sulfolobus acidocaldarius in hot springs grew at lower temperatures than required 
for culture. 
• (3) Cells are viable but unculturable. 
• Norman Pace proposed the idea of cloning DNA directly from environmental samples in 1985 
• The first report was published by Pace and colleagues in 1991 which reported non fuctional genes.
Healy reported the metagenomic isolation of functional genes from "zoolibraries" 
constructed from a complex culture of environmental organisms grown in the 
laboratory on dried grasses in 1995 
After leaving the Pace laboratory, Edward DeLong continued in the field and has 
published work that has largely laid the groundwork for environmental phylogenies based 
on signature 16S sequences, beginning with his group's construction of libraries 
from marine samples 
In 2002, Mya Breitbart & Forest Rohwer, and colleagues used shotgun sequencing to show that 
200 liters of seawater contains over 5000 different viruses. 
In 2003, Craig Venter led the Global Ocean Sampling Expedition (GOS), circumnavigating the 
globe and collecting metagenomic samples throughout the journey. All of these samples are 
sequenced using shotgun sequencing, in hopes that new genomes (and therefore new organisms) 
would be identified. 
The pilot project, conducted in the Sargasso Sea, found DNA from nearly 2000 different species, 
including 148 types of bacteria never before seen.
Venter has circumnavigated the globe and thoroughly explored the West Coast of the 
United States, and completed a two-year expedition to explore 
the Baltic, Mediterranean and Black Seas. Analysis of the metagenomic data collected 
during this journey revealed two groups of organisms, one composed of taxa adapted to 
environmental conditions of 'feast or famine', and a second composed of relatively fewer 
but more abundantly and widely distributed taxa primarily composed of plankton 
In 2004, Gene Tyson, Jill Banfield, and colleagues at the University of California, 
Berkeley and the Joint Genome Institute sequenced DNA extracted from an acid mine 
drainage system 
In 2005 Stephan C. Schuster at Penn State University and colleagues published the first 
sequences of an environmental sample generated with high-throughput sequencing, in this 
case massively parallel pyrosequencing developed by 454 Life Sciences
METAGENOMICS AND SYMBIOSIS 
Many microorganisms with symbiotic relationships with their hosts are difficult to 
culture away from the host are prime candidates for metagenomics. 
• Eg. the Aphid and Buchnera, 
• First example of genomics on an uncultured microorganism. 
• lost almost 2000 genes since it entered the symbiotic relationship 200–250 million 
years ago. 
• It contains only 564 genes 
• Does not conduct many of the life functions 
The deep-sea tube worm, Riftia pachyptila, and a bacterium (Boetius, 2005). 
• These creatures live in harsh environments near thermal vents 2600m below the 
ocean surface. 
• The tube worm provides the bacterium with carbon dioxide, hydrogen sulfide and 
oxygen, which it accumulates from the seawater. 
• The bacterium, converts the carbon dioxide to amino acids and sugars needed by 
the tube worm, using the hydrogen sulfide for energy
Extreme environments 
Halophilic environments Glacial 
Deep sea Desert
METAGENOME OF EXTREME HABITATS 
• Metagenomic analyses of seawater revealed some interesting aspects 
of ocean-dwelling microorganisms. 
• More than one million genes were sequenced and deposited in the 
public databases. 
• Groups of bacteria that were not previously known to transduce light 
energy appear to contain genes for such a function eg. Rhodopsin. 
• Metagenomic analysis of the biofilm led to the computer-based 
reconstruction of the genomes of some of the community members. 
• A model for the cycling of carbon, nitrogen and metals in the acid 
mine drainage environment was developed.
GUT METAGENOMICS 
• The human intestinal microbiota is composed 
of 1013 to 1014 microorganisms 
• Collective genome (‘‘microbiome’’) contains 
at least 100 times as many genes as our own 
genome. 
• About 10 to 100 trillion microbes inhabit our 
gastrointestinal tract. 
• The greatest number residing in the distal gut. 
• They synthesize essential amino acids and 
vitamins and process components of 
otherwise indigestible contributions to our 
diet
GUT METAGENOMICS 
• 70 divisions of Bacteria and 13 divisions of Archaea described to date 
• The distal gut and fecal microbiota was dominated by just two bacterial divisions, 
the Bacteroidetes and the Firmicutes, which made up 999% of the identified 
phylogenetic types, and by one prominent methanogenic archaeon, 
Methanobrevibacter smithii. 
• The human distal gut microbiome is estimated to contain ˃100 times as many 
genes as our 2.85–billion base pair (bp) human genome. 
• Oral metagenome is also done 
Metagenomic studies have revealed that each person carries a unique microbial community in his 
or her gastrointestinal tract; in fact these communities have been called a ‘second fingerprint’ 
because they provide a personal signature for each of us.
ACID MINE DRAINAGE METAGENOME 
 Low Diversity 
6 species identified with 16 S rRNA 
 10X coverage of dominant species 
 Leptospirillum 
 Ferroplasma 
 Identified genes 
 ion transport 
 iron-oxidation 
• carbon fixation 
 N2-fixation genes found only in a minor community member 
Leptospirillum
Metagenomics 
• Scope of diversity: Sargasso Sea 
– Oligotrophic environment 
– More diverse than expected 
• Sequenced 1x109 bases 
• Found 1.2 million new genes 
• 794,061 open reading frames with no known function 
• 69,718 open reading frames for energy transduction 
– 782 rhodopsin-like photoreceptors 
• 1412 rRNA genes, 148 previously unknown phylotypes 
(97% similarity cut off) 
– α- and γ- Proteobacteria dominant groups 
Venter, J.C. 2004. Science 304:66
METHODOLOGY 
• Data Storage: 
– Metagenomic Library – 2 Approaches 
• Function-Driven: Focuses on activity of target protein and clones that express a given 
trait. 
• Sequence-Driven: Relies on conserved DNA to design PCR primers and hybrdization 
probes; gives functional information about the organism. 
•rRNA: 
–“Evolutionary Chronometer:” Very slow mutation rate. 
–Universal and functionally similar 
–16S rRNA sequences used. 
•Data Collection Methods: 
–Initially, direct sequencing of RNA and sequencing reverse transcription generated DNA. 
–Progressed to PCR
TWO APPROACHES FOR METAGENOMIC STUDY
TWO APPROACHES FOR METAGENOMICS 
• In the first approach, known as 
‘sequence-driven metagenomics’, 
DNA from the environment of 
interest is sequenced and 
subjected to computational 
analysis. 
• The metagenomic sequences are 
compared to sequences deposited 
in publicly available databases such 
as GENBANK. 
• The genes are then collected into 
groups of similar predicted 
function, and the distribution of 
various functions and types of 
proteins that conduct those 
functions can be assessed. 
• In the second approach, ‘function-driven 
metagenomics’, the DNA 
extracted from the environment is 
also captured and stored in a 
surrogate host, but instead of 
sequencing it, scientists screen the 
captured fragments of DNA, or 
‘clones’, for a certain function. 
• The function must be absent in the 
surrogate host so that acquisition 
of the function can be attributed to 
the metagenomic DNA.
LIMITATIONS OF TWO APPROACHES 
• The sequence driven approach 
• limited existing knowledge: if a metagenomic gene does not look like a gene 
of known function deposited in the databases, then little can be learned 
about the gene or its product from sequence alone. 
• The function driven approach 
• most genes from organisms in wild communities cannot be expressed easily 
by a given surrogate host 
Therefore, the two approaches are complementary and should be pursued in 
parallel.
TECHNIQUE 
Nucleic Acid Extraction: 
Cell Extraction and Direct Lysis 
Cell lysis (chemical, enzymatic or mechanical) followed by removal of cell 
fragments and nucleic acid precipitation and purification. 
• Genome enrichment: 
• Sample enrichment enhances the screening of metagenomic libraries for a 
particular gene of interest, the proportion of which is generally smaller than 
the total nucleic acid content. 
• Stable isotope probing (SIP) and 5-Bromo-2-deoxyuridine labeling of DNA or 
RNA, followed by density-gradient centrifugal separation. 
• Suppressive subtractive hybridization (SSH) 
• Phage display 
• DNA microarray
GENERAL METHODOLOGY 
• Nucleic acid extraction and enrichment technologies 
• Genome and gene enrichment 
• Metagenomic libraries 
• Transcriptome libraries 
• Metagenome sequencing
Gene Targeting: 
PCR is used to probe genomes for specific metabolic or biodegradative 
capabilities 
•Primer design based on known sequence information 
•Amplification limited mainly to gene fragments rather than full-length 
genes, requiring additional procedures to attain the full-length genes 
•RT-PCR has been used to recover genes from environmental samples since 
RNA is a more sensitive biomarker than DNA 
• Metagenome sequencing: 
• Complete metagenomes sequencing using large fragments of genomic DNA 
from uncultured microorganisms. 
• The objectives have been to sequence and identify the thousands of viral 
and prokaryotic genomes as well as lower eukaryotic species present in 
small environmental samples such as a gram of soil or liter of seawater.
Shotgun sequencing
Metagenomics and applications 
• Successful products 
• • Antibiotics 
• • Antibiotic resistance pathways 
• • Anti-cancer drugs 
• • Degradation pathways 
• Lipases, amylases, nucleases, hemolytic 
• • Transport proteins
LIMITATIONS 
• – Too much data? 
• • Most genes are not identifiable 
• – Contamination, chimeric clone sequences 
• – Extraction problems 
• – Requires proteomics or expression studies to demonstrate phenotypic 
characteristics 
• – Need a standard method for annotating genomes 
• – Requires high throughput instrumentation – not readily available to most 
institutions 
• Can only progress as library technology progresses, including sequencing 
technology
FUTURE OF METAGENOMICS 
• To identify new enzymes & antibiotics 
• To assess the effects of age, diet, and pathologic states (e.g., 
inflammatory bowel diseases, obesity, and cancer) on the distal gut 
microbiome of humans living in different environments 
• Study of more exotic habitats 
• Study antibiotic resistance in soil microbes 
• Improved bioinformatics will quicken analysis for library profiling 
• Investigating ancient DNA remnants 
• Discoveries such as phylogenic tags (rRNA genes, etc) will give 
momentum to the growing field 
• Learning novel pathways will lead to knowledge about the current 
nonculturable bacteria to then culture these systems
Metagenomics

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Metagenomics

  • 1. SURENDER RAWAT Msc. Microbial Biotechnology Roll No. 1784
  • 3. INTRODUCTION • Total number of prokaryotic cells on earth 4–6 × 1030 • Less than 0.1% are culturable • Yet to discover the correct culture conditions for culturing the rest 99.9% • Metagenomics presently offers a way to access unculturable microorganisms because it is a culture-independent way to study them. • It involves extracting DNA directly from an environmental sample –e.g. seawater, soil, the human gut – and then studying the DNA sample.
  • 4. Metagenomics “The application of modern genomics techniques to the study of communities of microbial organisms directly in their natural environments, bypassing the need for isolation and lab cultivation of individual species” - Kevin Chen and Lior Pachter • Study of metagenomes, genetic material recovered directly from environmental samples. • Also reffered as Environmental genomics, ecogenomics, or community genomics. • The term "metagenomics" was first used by Jo Handelsman, Jon Clardy, Robert M. Goodman, and others, and first appeared in publication in 1998
  • 5. HISTORY • Late 17th century, Anton van Leeuwenhoek : • First metagenomicist who directly studied organisms from pond water and his own teeth. • 1920’s: • Cell culture evolved, 16 S rRNA sequencing of culturable microbes • If an organism could not be cultured, it could not be classified. • 1980’s: • Discrepancies observed: • (1) Number of organisms under microscope in conflict with amount on plates. • Ex: Aquatic culture differed by 4-6 orders of magnitude from direct observation. • (2) Cellular activities in situ conflicted with activities in culture. • Ex: Sulfolobus acidocaldarius in hot springs grew at lower temperatures than required for culture. • (3) Cells are viable but unculturable. • Norman Pace proposed the idea of cloning DNA directly from environmental samples in 1985 • The first report was published by Pace and colleagues in 1991 which reported non fuctional genes.
  • 6. Healy reported the metagenomic isolation of functional genes from "zoolibraries" constructed from a complex culture of environmental organisms grown in the laboratory on dried grasses in 1995 After leaving the Pace laboratory, Edward DeLong continued in the field and has published work that has largely laid the groundwork for environmental phylogenies based on signature 16S sequences, beginning with his group's construction of libraries from marine samples In 2002, Mya Breitbart & Forest Rohwer, and colleagues used shotgun sequencing to show that 200 liters of seawater contains over 5000 different viruses. In 2003, Craig Venter led the Global Ocean Sampling Expedition (GOS), circumnavigating the globe and collecting metagenomic samples throughout the journey. All of these samples are sequenced using shotgun sequencing, in hopes that new genomes (and therefore new organisms) would be identified. The pilot project, conducted in the Sargasso Sea, found DNA from nearly 2000 different species, including 148 types of bacteria never before seen.
  • 7. Venter has circumnavigated the globe and thoroughly explored the West Coast of the United States, and completed a two-year expedition to explore the Baltic, Mediterranean and Black Seas. Analysis of the metagenomic data collected during this journey revealed two groups of organisms, one composed of taxa adapted to environmental conditions of 'feast or famine', and a second composed of relatively fewer but more abundantly and widely distributed taxa primarily composed of plankton In 2004, Gene Tyson, Jill Banfield, and colleagues at the University of California, Berkeley and the Joint Genome Institute sequenced DNA extracted from an acid mine drainage system In 2005 Stephan C. Schuster at Penn State University and colleagues published the first sequences of an environmental sample generated with high-throughput sequencing, in this case massively parallel pyrosequencing developed by 454 Life Sciences
  • 8. METAGENOMICS AND SYMBIOSIS Many microorganisms with symbiotic relationships with their hosts are difficult to culture away from the host are prime candidates for metagenomics. • Eg. the Aphid and Buchnera, • First example of genomics on an uncultured microorganism. • lost almost 2000 genes since it entered the symbiotic relationship 200–250 million years ago. • It contains only 564 genes • Does not conduct many of the life functions The deep-sea tube worm, Riftia pachyptila, and a bacterium (Boetius, 2005). • These creatures live in harsh environments near thermal vents 2600m below the ocean surface. • The tube worm provides the bacterium with carbon dioxide, hydrogen sulfide and oxygen, which it accumulates from the seawater. • The bacterium, converts the carbon dioxide to amino acids and sugars needed by the tube worm, using the hydrogen sulfide for energy
  • 9. Extreme environments Halophilic environments Glacial Deep sea Desert
  • 10. METAGENOME OF EXTREME HABITATS • Metagenomic analyses of seawater revealed some interesting aspects of ocean-dwelling microorganisms. • More than one million genes were sequenced and deposited in the public databases. • Groups of bacteria that were not previously known to transduce light energy appear to contain genes for such a function eg. Rhodopsin. • Metagenomic analysis of the biofilm led to the computer-based reconstruction of the genomes of some of the community members. • A model for the cycling of carbon, nitrogen and metals in the acid mine drainage environment was developed.
  • 11. GUT METAGENOMICS • The human intestinal microbiota is composed of 1013 to 1014 microorganisms • Collective genome (‘‘microbiome’’) contains at least 100 times as many genes as our own genome. • About 10 to 100 trillion microbes inhabit our gastrointestinal tract. • The greatest number residing in the distal gut. • They synthesize essential amino acids and vitamins and process components of otherwise indigestible contributions to our diet
  • 12. GUT METAGENOMICS • 70 divisions of Bacteria and 13 divisions of Archaea described to date • The distal gut and fecal microbiota was dominated by just two bacterial divisions, the Bacteroidetes and the Firmicutes, which made up 999% of the identified phylogenetic types, and by one prominent methanogenic archaeon, Methanobrevibacter smithii. • The human distal gut microbiome is estimated to contain ˃100 times as many genes as our 2.85–billion base pair (bp) human genome. • Oral metagenome is also done Metagenomic studies have revealed that each person carries a unique microbial community in his or her gastrointestinal tract; in fact these communities have been called a ‘second fingerprint’ because they provide a personal signature for each of us.
  • 13. ACID MINE DRAINAGE METAGENOME  Low Diversity 6 species identified with 16 S rRNA  10X coverage of dominant species  Leptospirillum  Ferroplasma  Identified genes  ion transport  iron-oxidation • carbon fixation  N2-fixation genes found only in a minor community member Leptospirillum
  • 14. Metagenomics • Scope of diversity: Sargasso Sea – Oligotrophic environment – More diverse than expected • Sequenced 1x109 bases • Found 1.2 million new genes • 794,061 open reading frames with no known function • 69,718 open reading frames for energy transduction – 782 rhodopsin-like photoreceptors • 1412 rRNA genes, 148 previously unknown phylotypes (97% similarity cut off) – Îą- and Îł- Proteobacteria dominant groups Venter, J.C. 2004. Science 304:66
  • 15. METHODOLOGY • Data Storage: – Metagenomic Library – 2 Approaches • Function-Driven: Focuses on activity of target protein and clones that express a given trait. • Sequence-Driven: Relies on conserved DNA to design PCR primers and hybrdization probes; gives functional information about the organism. •rRNA: –“Evolutionary Chronometer:” Very slow mutation rate. –Universal and functionally similar –16S rRNA sequences used. •Data Collection Methods: –Initially, direct sequencing of RNA and sequencing reverse transcription generated DNA. –Progressed to PCR
  • 16. TWO APPROACHES FOR METAGENOMIC STUDY
  • 17. TWO APPROACHES FOR METAGENOMICS • In the first approach, known as ‘sequence-driven metagenomics’, DNA from the environment of interest is sequenced and subjected to computational analysis. • The metagenomic sequences are compared to sequences deposited in publicly available databases such as GENBANK. • The genes are then collected into groups of similar predicted function, and the distribution of various functions and types of proteins that conduct those functions can be assessed. • In the second approach, ‘function-driven metagenomics’, the DNA extracted from the environment is also captured and stored in a surrogate host, but instead of sequencing it, scientists screen the captured fragments of DNA, or ‘clones’, for a certain function. • The function must be absent in the surrogate host so that acquisition of the function can be attributed to the metagenomic DNA.
  • 18. LIMITATIONS OF TWO APPROACHES • The sequence driven approach • limited existing knowledge: if a metagenomic gene does not look like a gene of known function deposited in the databases, then little can be learned about the gene or its product from sequence alone. • The function driven approach • most genes from organisms in wild communities cannot be expressed easily by a given surrogate host Therefore, the two approaches are complementary and should be pursued in parallel.
  • 19. TECHNIQUE Nucleic Acid Extraction: Cell Extraction and Direct Lysis Cell lysis (chemical, enzymatic or mechanical) followed by removal of cell fragments and nucleic acid precipitation and purification. • Genome enrichment: • Sample enrichment enhances the screening of metagenomic libraries for a particular gene of interest, the proportion of which is generally smaller than the total nucleic acid content. • Stable isotope probing (SIP) and 5-Bromo-2-deoxyuridine labeling of DNA or RNA, followed by density-gradient centrifugal separation. • Suppressive subtractive hybridization (SSH) • Phage display • DNA microarray
  • 20. GENERAL METHODOLOGY • Nucleic acid extraction and enrichment technologies • Genome and gene enrichment • Metagenomic libraries • Transcriptome libraries • Metagenome sequencing
  • 21. Gene Targeting: PCR is used to probe genomes for specific metabolic or biodegradative capabilities •Primer design based on known sequence information •Amplification limited mainly to gene fragments rather than full-length genes, requiring additional procedures to attain the full-length genes •RT-PCR has been used to recover genes from environmental samples since RNA is a more sensitive biomarker than DNA • Metagenome sequencing: • Complete metagenomes sequencing using large fragments of genomic DNA from uncultured microorganisms. • The objectives have been to sequence and identify the thousands of viral and prokaryotic genomes as well as lower eukaryotic species present in small environmental samples such as a gram of soil or liter of seawater.
  • 23. Metagenomics and applications • Successful products • • Antibiotics • • Antibiotic resistance pathways • • Anti-cancer drugs • • Degradation pathways • Lipases, amylases, nucleases, hemolytic • • Transport proteins
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  • 26. LIMITATIONS • – Too much data? • • Most genes are not identifiable • – Contamination, chimeric clone sequences • – Extraction problems • – Requires proteomics or expression studies to demonstrate phenotypic characteristics • – Need a standard method for annotating genomes • – Requires high throughput instrumentation – not readily available to most institutions • Can only progress as library technology progresses, including sequencing technology
  • 27. FUTURE OF METAGENOMICS • To identify new enzymes & antibiotics • To assess the effects of age, diet, and pathologic states (e.g., inflammatory bowel diseases, obesity, and cancer) on the distal gut microbiome of humans living in different environments • Study of more exotic habitats • Study antibiotic resistance in soil microbes • Improved bioinformatics will quicken analysis for library profiling • Investigating ancient DNA remnants • Discoveries such as phylogenic tags (rRNA genes, etc) will give momentum to the growing field • Learning novel pathways will lead to knowledge about the current nonculturable bacteria to then culture these systems