function-driven metagenomics jo handelsman. what is function-driven metagenomics? clone dna directly...
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Function-Driven Metagenomics
Jo Handelsman
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What is Function-Driven Metagenomics?
•Clone DNA directly from environmental sample
•Screen clones for expressed functions
Advantage:Not limited by sequence recognition
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Points to Consider About Metagenomics
• Genes in environment have relevance to human health
• Model systems necessary to develop ecological principles governing the human microbiome
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Function-Driven Metagenomics
• Approach
• Example #1: Antibiotic resistance genes in soil
• Example #2: Insect gut microbiome
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Collect soil
Extract DNA
Digest
Metagenomic library construction
Ligate into vector
Transform E. coli
Screen transformants
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Example #1 Antibiotic Resistance Genes in Soil• Antibiotic resistance is a significant and
growing problem
• Where do resistance genes originate?
Goal:Identify the source, diversity, and
movement of antibiotic resistance genes in the environment
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Why Soil?
• Most antibiotics originate from soil bacteria
• Most antibiotic producers carry resistance genes
• Other soil organisms must contend with antibiotics
• Soil is the richest microbial environment we know of (5,000-10,000 species; enormous strain variation)
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6’-N-acetyltranferase
Aminoglycoside modification sites
Adapted from Kotra et al. 2000. Antimicrobial Agents & Chemotherapy
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Nodes
Probability >0.90
Probability between 0.80 and 0.90
Probability between0.70 and 0.80
Probability between 0.50 and 0.70
unmarked
Phylogenetic analysis of aminoglycoside resistance genes (acetyltransferases)
Resistance genes from soil form a new clade of acetyltransferases.
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NH
N
O
S
O OH
R2
A1) R1=
NH2
O
R2= HA3) R1= H2N
N
S
NO
R2=
O
R1
A2) R1=
OHR2=
NN
NN S
OH
NO
R
OOH
R=
HN NH
S
A) B)
NO
HN
OR
S
O
OH
R= R=
R=
A) C)
D)
NH2
OH
B) R=HO
NH2
E) R= O
N
N
O
O
N
O
Penicillin core A. Penicillin G. B-E, semi-synthetic β-lactam antibiotics. B. Amoxicillin. C. Ampicillin. D. Carbenicillin. E. Piperacillin.
Carbapenem coreB. R = imipenem.
Cephalosporin coreA1. Cephalexin. A2. Cefamandole. A3. Cefotaxime.
-Lactam antibiotics
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Enzymatic Inactivation of -lactams
Classes of -lactamases- A, C, and D = serine β-lactamases
- B = metallo-β-lactamases
NO
HN
OR
S
O
OH
R= R=
R=
A) C)
D)
NH2
OH
B) R=HO
NH2
E) R= O
N
N
O
O
N
O
NH
N
O
S
O OH
R2
A1) R1=
NH2
O
R2= HA3) R1= H2N
N
S
NO
R2=
O
R1
A2) R1=
OHR2=
NN
NN S
OH
NO
R
OOH
R=
HN NH
S
A) B)
Penicillin core Cephalosporin core
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Examples of-lactam Resistance in Soil Metagenome
Clone Insert Size
Resistance Resistance Gene Similarity
βLR1 6.1 ampicillin cephalothin
67% identity to
class A serine β-lactamase
Burkholderia
βLR2 12.1 amoxicillin
45% identity to
metallo β-lactamase
Janthinobacterium
βLR3 10.1 ceftazidime
48% identity to
class B β-lactamase
Chryseobacterium
βLR16 8.0
carbenicillin
(24o C)33% identity to
membrane protein Magnetospirillum
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Metagenomics and Antibiotic Resistance
• Functional screening identified resistance genes that would not have been recognized by sequence alone
• Soil contains new clades of genes for resistance to aminoglycosides and β-lactams
• Do these genes move from soil to clinical settings?
• Do agricultural practices such as spraying apple trees with streptomycin affect the frequency of antibiotic resistance genes in soil?
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Example #2Gypsy Moth
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Ecological Questions
• What is the basis for robustness of a gut community?
• How does interspecies microbial signaling affect robustness?
Gypsy moth gut contains a simple model community with 5-10 species
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Dissect larvae, separate bacteria
Extract DNA
Digest
Metagenomic library construction
Ligate into vector
Transform E. coli
Screen transformants
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Search for Community Signals
• Screen clones for ability to induce quorum sensing
• Quorum sensing is bacterial communication
• Usually mediated by acylated homoserine lactones
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500 bp
PROBABLE OXIDOREDUCTASE PROTEIN
PUTATIVE OXYGENASE SUBUNIT PROTEIN
CONSERVED HYPOTHETICAL PROTEIN
CONSERVED HYPOTHETICAL PROTEIN
PUTATIVE TRANSMEMBRANE PROTEIN
69.7%78.0%
Ralstonia solanacearum
GMI1000 genome 2547-7634 bp,
reversed
Gypsy moth metagenomic clone pBSS3
Gypsy Moth Midgut Quorum Sensing Inducing Clone
Putative oxygenase and conserved hypothetical protein required for production of signal
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Scheme for Synthesis of Quorum Sensing Inducer
N
O
O
N
O
N
OH
N
O
OH
N
OH
O
Indoxyl
Isatin
O2O2Dioxindole
2-hydroxyindoxyl
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Insect Gut Signal
• Indoxyl respresents a new class of quorum sensing inducer
• Genes would not have been recognized by sequence analysis alone
• Signal affects community structure
• Impact of signal on community robustness are in progress
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Thanks to….
Soil MetagenomeHeather Allen Luke MoeChristian ReisenfeldLynn Williamson Brad BorleeChanghui GuanJitsupang (Koy) Rodbumrer
NIH, NSF, and HHMI
Insect MicrobiomeNichole BroderickChanghui GuanBen Shen/Jinhua JuKen Raffa