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Microbes Can Grow On
                 Anything
• Energy
    – Light
    – Organic and inorganic chemicals
• Carbon
    – Organic degradation
    – Inorganic “fixation”
        • CO2, CO, CH4
• Contol global cycling of most nutrients
    – N, S, P,
    – Can manipulate just about every form
QuickTime™ and a
TIFF (Uncompressed) decompressor
   are needed to see this picture.
Extremophily
Type        Conditions

Temperature Thermophiles,
              Psychorphile

pH          Alkaliphiles,
              Acidiphiles

Pressure    Barophile

Salt        Halophiles

Radiation   Radiophiles
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   are needed to see this picture.
How Survive at 100°C

• Change amino acid composition of all
  proteins
• Change composition of membranes
• Add enzymes to repair heat specific damage
  (e.g., deamination of DNA)
• Changing which metals are used as
  cofactors in biological processes
• Cell wall coatings
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How Survive at High Salt

• High salt will cause water to want to flow out of
  cell
• Compensate by increasing solute concentrations in
  cell
• Many organisms use different solutes
• Extreme halophiles fill up inside of cell with salts
  also
• Enzymes from these organisms work well in
  industrial applications where salts are present
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   are needed to see this picture.
How Survive Desiccation?

•   Spore formation
•   Increase solute concentration
•   Starvation tolerance
•   Repair desiccation damage
But ….
Great Plate Count Anomaly




 Culturing   Microscope

  Count        Count
Great Plate Count Anomaly




 Culturing          Microscope

  Count      <<<<     Count
Environmental Microbiology Era I:
       Who is out There?
rRNA Revolution
           • Morphology and
             physiology evolve too
             rapidly
           • Molecular systematics
             is the only way
           • 16s rRNA is the
             choice
           • Three domains
             discovered
PCR Saves the Day
Solving the Plate Count Anomaly

                    PCR



    Culturing   Microscope

     Count        Count
Compare PCR Amplified rRNA
 To Those of Cultured Species




                                Eisen et
                                al. 1992
Majority of Microbes are “Uncultured”
       Numbers and Diversity
Problems with rRNA PCR

• Doesn’t predict biology of organisms well

• Doesn’t work for viruses

• Not very quantitative
Environmental Microbiology Era II:
      What are they Doing?
Metagenomics by Large Inserts

•   Isolate, by filtration, all microbes in a sample
•   Extract total DNA in very large pieces
•   Clone those pieces as BACs into E.coli to get enough.
•   ID BACs of interest (e.g., containing rRNA)
•   Sequence and analyze the BACs like a bacterial genome
Sample



                                                                Gene
         Filter        Extract      Clone            Sequence
                       DNA                                      List
         concentrate                Into
                                    BACs
Phylogenetic Anchors




                   Beja et al. 2000
Using a rRNA anchor
                         allowed the
                   identification of a new
                    form of phototrophy:
                      Proteorhodopsin




Beja et al. 2000
Beja O, et.al., Science 2000 289:1902-6, Nature (2001) 411: 786-789
Limits of Large Insert Approach

• Large insert libraries less random and less
  representative than small inserts
• Lower throughput
• Requires some thinking
Enviornmental Microbiology Era III:
Environmental Shotgun Sequencing
Environmental Shotgun Sequencing


                        shotgun



Warner Brothers, Inc.
                                  sequence
Assemble Fragments

sequencer output

                   assemble
                   fragments

                   Closure &

                   Annotation
Baumannia cicadellinicola genome project:
1° symbionts of the Glassy-winged Sharpshooter

                                • Sap feeding insects

                                • Carriers of Xylella
                                fastidiosa that causes
                                Pierce’s disease of
                                grapevines


                                 • There are >20000
                                 sharpshooter species,
Glassy-winged Sharpshooter       within which
                                 intracellular symbiotic
                                 bacteria are wildspread
Co-Symbiosis?
Sargasso Sea Shotgun Sequencing

                    QuickTime™ and a
               TIFF (LZW) decompressor



                                              shotgun
            are needed to see this picture.




                    QuickTime™ and a
               TIFF (LZW) decompressor
            are needed to see this picture.




                                                         sequence




                                               Analysis led by Venter Institute.
                                               Eisen lab contributions by
                                               Dongying Wu, Martin Wu,
                                               Jonathan Badger
Can Learn By “Black Box”
        Approach
Binning Much More Difficult in
      Complex Communities
A                                T
B                                U
C                                V
D                                W
E                                X
F                                Y
G                                Z
rRNA Phylotypes




                  Venter et al., 2004
taxonomic content per SHOTGUN 16S

100%


90%


80%


70%


60%


50%


40%


30%


20%


10%


 0%
       G G G G G G G G G G G G G G G G G G G G G G G G G G G G G G G G G G
       S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S-
       02 03 04 05 06 07 08 09 10 11 12 13 14 15 16 17 18 19 20 21 22 23 25 26 27 28 29 30 31 32 33 34 35 36
                                                      Station
Shotgun Sequencing Allows Use of
 Alternative Anchors (e.g., RecA)




                           Venter et al., 2004
Other Markers Give Similar Phylotpyes
                                           Sargasso Phylotypes

        0.5

       0.45

        0.4

       0.35
                                                                                                                   EFG
        0.3
                                                                                                                   EFTu
                                                                                                                   HSP70
       0.25
                                                                                                                   RecA
        0.2                                                                                                        RpoB
                                                                                                                   rRNA
      0.15
Weighted % of Clones

        0.1

       0.05

          0

                                                                     CFB
                                                          Chlorobi
                                           Firmicutes                 Chloroflexi
                                                                                  Fusobacteria
                                                                           Spirochaetes
                                    Cyanobacteria
                                                Actinobacteria                               Euryarchaeota
                                                                                                   Crenarchaeota
        BetaproteobacteriaDeltaproteobacteria
  Alphaproteobacteria
                   Epsilonproteobacteria
            Gammaproteobacteria                                                 Deinococcus-Thermus
                                                Major Phylogenetic Group
Shotgun Sequencing Detects More
  Diversity than PCR-methods
Biased Sampling of Genomes
Biased Sampling of Genomes
Proteobacteria
 TM6
OS-K
                        • At least 40
Acidobacteria
Termite Group
 OP8
                          phyla of
Nitrospira
Bacteroides               bacteria
Chlorobi
Fibrobacteres
Marine GroupA
 WS3
Gemmimonas
Firmicutes
Fusobacteria
Actinobacteria
 OP9
Cyanobacteria
Synergistes
Deferribacteres
Chrysiogenetes
NKB19
Verrucomicrobia
Chlamydia
 OP3
Planctomycetes
Spriochaetes
Coprothmermobacter
OP10
Thermomicrobia
Chloroflexi
 TM7
Deinococcus-Thermus
Dictyoglomus
Aquificae
Thermudesulfobacteria
Thermotogae
 OP1
OP11
Proteobacteria
 TM6
OS-K
                        • At least 40
Acidobacteria
Termite Group
 OP8
                          phyla of
Nitrospira
Bacteroides
                          bacteria
Chlorobi
Fibrobacteres
Marine GroupA           • Genome
 WS3
Gemmimonas
Firmicutes
                          sequences are
Fusobacteria
Actinobacteria
                          mostly from
 OP9
Cyanobacteria             three phyla
Synergistes
Deferribacteres
Chrysiogenetes
NKB19
Verrucomicrobia
Chlamydia
 OP3
Planctomycetes
Spriochaetes
Coprothmermobacter
OP10
Thermomicrobia
Chloroflexi
 TM7
Deinococcus-Thermus
Dictyoglomus
Aquificae
Thermudesulfobacteria
Thermotogae
 OP1
OP11
Proteobacteria
 TM6
OS-K
                        • At least 40
Acidobacteria
Termite Group
 OP8
                          phyla of
Nitrospira
Bacteroides
                          bacteria
Chlorobi
Fibrobacteres
Marine GroupA           • Genome
 WS3
Gemmimonas
Firmicutes
                          sequences are
Fusobacteria
Actinobacteria
                          mostly from
 OP9
Cyanobacteria             three phyla
Synergistes
Deferribacteres
Chrysiogenetes          • Some other
NKB19
Verrucomicrobia
Chlamydia                 phyla are
 OP3
Planctomycetes
Spriochaetes
                          only sparsely
Coprothmermobacter
OP10                      sampled
Thermomicrobia
Chloroflexi
 TM7
Deinococcus-Thermus
Dictyoglomus
Aquificae
Thermudesulfobacteria
Thermotogae
 OP1
OP11
Proteobacteria
 TM6
OS-K
                        • At least 40
Acidobacteria
Termite Group
 OP8
                          phyla of
Nitrospira
Bacteroides
                          bacteria
Chlorobi
Fibrobacteres
Marine GroupA
                        • Genome
 WS3
Gemmimonas                sequences are
Firmicutes
Fusobacteria              mostly from
Actinobacteria
 OP9
Cyanobacteria
                          three phyla
Synergistes
Deferribacteres
Chrysiogenetes
                        • Some other
NKB19
Verrucomicrobia
Chlamydia
                          phyla are only
 OP3
Planctomycetes            sparsely
Spriochaetes
Coprothmermobacter
OP10
                          sampled
Thermomicrobia
Chloroflexi
 TM7
                        • Solution:
Deinococcus-Thermus
Dictyoglomus
Aquificae
                          sequence more
Thermudesulfobacteria
Thermotogae               phyla
 OP1
OP11

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Microbes run the planet - Jonathan Eisen slides from #scifoo 2006

  • 1. Microbes Can Grow On Anything • Energy – Light – Organic and inorganic chemicals • Carbon – Organic degradation – Inorganic “fixation” • CO2, CO, CH4 • Contol global cycling of most nutrients – N, S, P, – Can manipulate just about every form
  • 2. QuickTime™ and a TIFF (Uncompressed) decompressor are needed to see this picture.
  • 3. Extremophily Type Conditions Temperature Thermophiles, Psychorphile pH Alkaliphiles, Acidiphiles Pressure Barophile Salt Halophiles Radiation Radiophiles
  • 4.
  • 5. QuickTime™ and a TIFF (Uncompressed) decompressor are needed to see this picture.
  • 6. How Survive at 100°C • Change amino acid composition of all proteins • Change composition of membranes • Add enzymes to repair heat specific damage (e.g., deamination of DNA) • Changing which metals are used as cofactors in biological processes • Cell wall coatings
  • 7. QuickTime™ and a TIFF (Uncompressed) decompressor are needed to see this picture.
  • 8.
  • 9. QuickTime™ and a TIFF (Uncompressed) decompressor are needed to see this picture.
  • 10. How Survive at High Salt • High salt will cause water to want to flow out of cell • Compensate by increasing solute concentrations in cell • Many organisms use different solutes • Extreme halophiles fill up inside of cell with salts also • Enzymes from these organisms work well in industrial applications where salts are present
  • 11.
  • 12. QuickTime™ and a TIFF (Uncompressed) decompressor are needed to see this picture.
  • 13. How Survive Desiccation? • Spore formation • Increase solute concentration • Starvation tolerance • Repair desiccation damage
  • 14.
  • 16. Great Plate Count Anomaly Culturing Microscope Count Count
  • 17. Great Plate Count Anomaly Culturing Microscope Count <<<< Count
  • 18. Environmental Microbiology Era I: Who is out There?
  • 19. rRNA Revolution • Morphology and physiology evolve too rapidly • Molecular systematics is the only way • 16s rRNA is the choice • Three domains discovered
  • 21. Solving the Plate Count Anomaly PCR Culturing Microscope Count Count
  • 22. Compare PCR Amplified rRNA To Those of Cultured Species Eisen et al. 1992
  • 23. Majority of Microbes are “Uncultured” Numbers and Diversity
  • 24. Problems with rRNA PCR • Doesn’t predict biology of organisms well • Doesn’t work for viruses • Not very quantitative
  • 25. Environmental Microbiology Era II: What are they Doing?
  • 26. Metagenomics by Large Inserts • Isolate, by filtration, all microbes in a sample • Extract total DNA in very large pieces • Clone those pieces as BACs into E.coli to get enough. • ID BACs of interest (e.g., containing rRNA) • Sequence and analyze the BACs like a bacterial genome Sample Gene Filter Extract Clone Sequence DNA List concentrate Into BACs
  • 27. Phylogenetic Anchors Beja et al. 2000
  • 28. Using a rRNA anchor allowed the identification of a new form of phototrophy: Proteorhodopsin Beja et al. 2000
  • 29. Beja O, et.al., Science 2000 289:1902-6, Nature (2001) 411: 786-789
  • 30. Limits of Large Insert Approach • Large insert libraries less random and less representative than small inserts • Lower throughput • Requires some thinking
  • 31. Enviornmental Microbiology Era III: Environmental Shotgun Sequencing
  • 32. Environmental Shotgun Sequencing shotgun Warner Brothers, Inc. sequence
  • 33. Assemble Fragments sequencer output assemble fragments Closure & Annotation
  • 34. Baumannia cicadellinicola genome project: 1° symbionts of the Glassy-winged Sharpshooter • Sap feeding insects • Carriers of Xylella fastidiosa that causes Pierce’s disease of grapevines • There are >20000 sharpshooter species, Glassy-winged Sharpshooter within which intracellular symbiotic bacteria are wildspread
  • 35.
  • 37. Sargasso Sea Shotgun Sequencing QuickTime™ and a TIFF (LZW) decompressor shotgun are needed to see this picture. QuickTime™ and a TIFF (LZW) decompressor are needed to see this picture. sequence Analysis led by Venter Institute. Eisen lab contributions by Dongying Wu, Martin Wu, Jonathan Badger
  • 38. Can Learn By “Black Box” Approach
  • 39. Binning Much More Difficult in Complex Communities A T B U C V D W E X F Y G Z
  • 40. rRNA Phylotypes Venter et al., 2004
  • 41. taxonomic content per SHOTGUN 16S 100% 90% 80% 70% 60% 50% 40% 30% 20% 10% 0% G G G G G G G G G G G G G G G G G G G G G G G G G G G G G G G G G G S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- S- 02 03 04 05 06 07 08 09 10 11 12 13 14 15 16 17 18 19 20 21 22 23 25 26 27 28 29 30 31 32 33 34 35 36 Station
  • 42. Shotgun Sequencing Allows Use of Alternative Anchors (e.g., RecA) Venter et al., 2004
  • 43. Other Markers Give Similar Phylotpyes Sargasso Phylotypes 0.5 0.45 0.4 0.35 EFG 0.3 EFTu HSP70 0.25 RecA 0.2 RpoB rRNA 0.15 Weighted % of Clones 0.1 0.05 0 CFB Chlorobi Firmicutes Chloroflexi Fusobacteria Spirochaetes Cyanobacteria Actinobacteria Euryarchaeota Crenarchaeota BetaproteobacteriaDeltaproteobacteria Alphaproteobacteria Epsilonproteobacteria Gammaproteobacteria Deinococcus-Thermus Major Phylogenetic Group
  • 44. Shotgun Sequencing Detects More Diversity than PCR-methods
  • 47. Proteobacteria TM6 OS-K • At least 40 Acidobacteria Termite Group OP8 phyla of Nitrospira Bacteroides bacteria Chlorobi Fibrobacteres Marine GroupA WS3 Gemmimonas Firmicutes Fusobacteria Actinobacteria OP9 Cyanobacteria Synergistes Deferribacteres Chrysiogenetes NKB19 Verrucomicrobia Chlamydia OP3 Planctomycetes Spriochaetes Coprothmermobacter OP10 Thermomicrobia Chloroflexi TM7 Deinococcus-Thermus Dictyoglomus Aquificae Thermudesulfobacteria Thermotogae OP1 OP11
  • 48. Proteobacteria TM6 OS-K • At least 40 Acidobacteria Termite Group OP8 phyla of Nitrospira Bacteroides bacteria Chlorobi Fibrobacteres Marine GroupA • Genome WS3 Gemmimonas Firmicutes sequences are Fusobacteria Actinobacteria mostly from OP9 Cyanobacteria three phyla Synergistes Deferribacteres Chrysiogenetes NKB19 Verrucomicrobia Chlamydia OP3 Planctomycetes Spriochaetes Coprothmermobacter OP10 Thermomicrobia Chloroflexi TM7 Deinococcus-Thermus Dictyoglomus Aquificae Thermudesulfobacteria Thermotogae OP1 OP11
  • 49. Proteobacteria TM6 OS-K • At least 40 Acidobacteria Termite Group OP8 phyla of Nitrospira Bacteroides bacteria Chlorobi Fibrobacteres Marine GroupA • Genome WS3 Gemmimonas Firmicutes sequences are Fusobacteria Actinobacteria mostly from OP9 Cyanobacteria three phyla Synergistes Deferribacteres Chrysiogenetes • Some other NKB19 Verrucomicrobia Chlamydia phyla are OP3 Planctomycetes Spriochaetes only sparsely Coprothmermobacter OP10 sampled Thermomicrobia Chloroflexi TM7 Deinococcus-Thermus Dictyoglomus Aquificae Thermudesulfobacteria Thermotogae OP1 OP11
  • 50. Proteobacteria TM6 OS-K • At least 40 Acidobacteria Termite Group OP8 phyla of Nitrospira Bacteroides bacteria Chlorobi Fibrobacteres Marine GroupA • Genome WS3 Gemmimonas sequences are Firmicutes Fusobacteria mostly from Actinobacteria OP9 Cyanobacteria three phyla Synergistes Deferribacteres Chrysiogenetes • Some other NKB19 Verrucomicrobia Chlamydia phyla are only OP3 Planctomycetes sparsely Spriochaetes Coprothmermobacter OP10 sampled Thermomicrobia Chloroflexi TM7 • Solution: Deinococcus-Thermus Dictyoglomus Aquificae sequence more Thermudesulfobacteria Thermotogae phyla OP1 OP11

Editor's Notes

  1. An example of the reasons predicting function is difficult comes from our work on Deincooccus radiodurans , the most radiation resistant organism known. When TIGR sequenced the genome of this species (just before I got to TIGR) I helped look at the predicted DNA repair genes in the genome in the hope that this analysis would tell us something about this species radiation resistance. I was very interested in this since my Ph.D was on comparative studies of DNA repair, especially in extremophiles.
  2. Extension of rRNA analysis to uncultured organisms using PCR
  3. Phylogenetic analysis of rRNAs led to the discovery of archaea
  4. Functional prediction using a gene tree is just like predicting the biology of a species using a species tree
  5. This is a tree of a rRNA gene that was found on a large DNA fragment isolated from the Monterey Bay. This rRNA gene groups in a tree with genes from members of the gamma Proteobacteria a group that includes E. coli as well as many environmental bacteria. This rRNA phylotype has been found to be a dominant species in many ocean ecosystems.
  6. Metagenomics involves cloning large DNA fragments from environmental samples and then selecting specific fragments for further sequencing. The selection of specific fragments can be based on mapping rRNA genes to them, mapping functional genes, or by first doing end-sequencing and then selecting fragments with interesting end-sequences.
  7. This is a tree of a rRNA gene that was found on a large DNA fragment isolated from the Monterey Bay. This rRNA gene groups in a tree with genes from members of the gamma Proteobacteria a group that includes E. coli as well as many environmental bacteria. This rRNA phylotype has been found to be a dominant species in many ocean ecosystems.
  8. Metagenomic analysis led to the discovery of a new form of phototrophy in the ocean
  9. PCR primers designed from the metagenomic sequences were then used to discover additional forms of the proteorhodopsin that is the basis for the new form of phototrophy
  10. This is a tree of a rRNA gene that was found on a large DNA fragment isolated from the Monterey Bay. This rRNA gene groups in a tree with genes from members of the gamma Proteobacteria a group that includes E. coli as well as many environmental bacteria. This rRNA phylotype has been found to be a dominant species in many ocean ecosystems. clone from the Sargasso Sea. This shows that this