SlideShare una empresa de Scribd logo
1 de 69
Interspecies Systems Biology:
Nutritional Regulatory Networks
A.J. Marian Walhout
Interspecies Systems Biology
Intraspecies Systems Biology
Development
Behavior
Physiology
Disease
Intraspecies systems biology - Networks
Protein-protein
interaction networks
Gene regulatory
networks
Metabolic networks
?
Protein-protein
interaction networks
Gene regulatory
networks
Metabolic networks
? ?
Intraspecies systems biology - Networks
Nutrition
Interspecies biology
Symbiosis
Pathogenesis
Interspecies systems biology
Symbiosis
Nutrition
Pathogenesis
Two effects of nutrition
?
How is metabolism regulated in
response to diet?
?
?
?
How is metabolism regulated in
response to diet?
Superworm: nematode C. elegans
• Hermaphrodite
• ~3 days development
• ~2 week life span
• Lineage known - 959 cells
• Transparent – GFP transgenics
• RNAi, transgenics, mutants
• Well annotated genome
• Feed individual bacterial species
• Model for diet
• Model for microbiota
Does bacterial diet affect
C. elegans physiology?
Life history traits
Development
Fertility
Lifespan (aging)
E. coli OP50
Standard Laboratory Diet
E. coli HT115
Used for RNAi feeding
Comamonas DA1877
Soil isolate
Measure developmental time, reproduction and lifespan
MacNeil et al., Cell 2013
The life cycle of the worm
Dietary changes in life-history traits
O
P50
H
T115
A B C
Totalnumberofoffspring
D
A1877
MacNeil et al Figure 1
0
50
100
150
200
250
300
O
P50H
T115D
A1877
0
10
20
30
40
50
60
70
80
90
100
1
5
9
13
17
21
25
29
DA1877
OP50
HT115
0
10
20
30
40
50
60
70
80
90
100
Adult
Late L4
Mid-late L4
Mid L4
Early L4
L3
Percenttotalanimals
Percentsurvival
Days after L4
Reproduction
Comamonas: faster development, fewer offspring,
shorter lifespan
Development Lifespan
OP50 = E. coli
DA1877 = Comamonas
MacNeil et al., Cell 2013
Dietary changes in gene expression
Nutrigenomics
Microarray expression profiling of worms
fed different bacterial diets
46 272368
Core downregulated
CUB domain
Lectin
GST
Metabolic enzyme
Transporter
Neuropeptide
Worm specific
Transcription
Other
Core upregulated
n=41 n=46
A set of core diet-response genes
MacNeil et al., Cell 2013
Are these changes transcriptional?
Core downregulated
CUB domain
Lectin
GST
Metabolic enzyme
Transporter
Neuropeptide
Worm specific
Transcription
Other
n=46
A proxy gene
acdh-1
Repressed >300-fold on Comamonas diet
MacNeil et al., Cell 2013
Transgenic C. elegans reporter strains
GFPPacdh-1
E. coli OP50
Comamonas DA1877
5 mM
OP50HT115DA1877
A C
exp x25 exp x25
B D
DA1877 (long exp
The dietary response is transcriptional
Pacdh-1::GFP – 1.5 kb promoter
A dietary sensor in living animals
E. coli OP50
Comamonas DA1877
5 mM
OP50HT115DA1877
exp x25 exp x25
B D
DA1877 (long exp
NGM
OP50
MacNeil et al., Cell 2013
Starvation represses Pacdh-1
E. coli OP50
Starvation
Does a Comamonas diet mimic starvation?
MacNeil et al., Cell 2013
E. coli OP50
GFP ON
Comamonas DA1877
GFP OFF
Prediction: if Comamonas is nutrient poor,
mixing it with E. coli should alleviate this
Comamonas DA1877
+
E. coli OP50
GFP ? MacNeil et al., Cell 2013
The dietary and starvation responses are
distinct
DA1877
OP50*
*Exposure time 1/20
DA1877
1/200
DA1877
1/500
DA1877
1/1000
DA1877
1/10 000
DA1877
1/100 000
DA1877
OP50
1/20 exposure
1/100 DA1877
Also accelerated development and similar gene expression
changes under 1/1000 dilution
Small amounts of one diet can have
dramatic effects on gene expression
and physiology, even when mixed with
another diet
Unhealthy?+ =
Healthy?+ =
Comamonas DA1877 produces dilutable compound
to which worms respond
Two interpretations with very
different implications
Physiology – life history traits
?
?How does C. elegans respond to
E. coli and Comamonas diets?
C. elegans genetics
Which bacterial molecules affect
gene expression and life history traits?
Bacterial genetics
Interspecies systems biology
C. elegans target of rapamycin (TOR)
and insulin signaling pathways
are not involved in the response
to Comamonas
MacNeil et al., Cell 2013
What are the gene regulatory networks
involved in the response to Comamonas?
The response to Comamonas is transcriptional
Comamonas makes a compound or signal
Transcription factors?
Signaling pathways?
What are the gene regulatory networks
involved in the response to Comamonas?
Forward and reverse genetic screens
Activators
146
Worms cannot respond
to Comamonas diet
Repressors
35
Multiple NHRs
(worms have 271!)
Most repressors are metabolic
genes, not transcription factors
Watson, MacNeil et al., Cell 2013
TCA cycle
Glycine
cleavage
Mutations in
human
homologs of
repressors
give rise to
inborn
metabolic
diseases
treated by
dietary
intervention
? ?
How does C. elegans respond to
E. coli and Comamonas diets?
C. elegans genetics
Which bacterial molecules affect
gene expression and life history traits?
Bacterial genetics
Interspecies systems biology
Screen I: E. coli deletion collection
Watson et al., Cell 2014
70 genes
7 genes
Screen II: Comamonas transposon mutagenesis
5 hits Lesley MacNeil
Watson et al., Cell 2014
From mutants to metabolites
Sequence Comamonas genome – identify genes
Map E. coli and Comamonas mutant genes onto metabolic
network using KEGG
Annotate biological processes/pathways
Annotate candidate metabolites –
mutant gene leads to buildup of precursor
and lack of product
A bacterial metabolic network implicated
in the C. elegans dietary response
Watson et al., Cell 2014
Metabolite screen:
Supplement metabolites to C. elegans dietary sensor
on either bacterial diet in increasing concentrations
Watson et al., Cell 2014
Metabolites increasing GFP on Comamonas
Watson et al., Cell 2014
Metabolites decreasing GFP on E. coli
Watson et al., Cell 2014
Ado-Cbl and Me-Cbl are two forms
of vitamin B12
Mutation in either
C. elegans gene
interferes with the
response to Comamonas
Watson, MacNeil et al., Cell 2013
Vitamin B12 is in the C. elegans
dietary response network
Is vitamin B12 the
Comamonas dilutable
molecule?
Mass spectrometry of bacteria
Amy Caudy (U Toronto)
Vitamin B12 levels in Comamonas are
orders of magnitude higher than in E. coli
Watson et al., Cell 2014
Vitamin B12 pathway status correlates
perfectly with dietary sensor activity
Vitamin B12 pathway status correlates
perfectly with dietary sensor activity
A metabolic network connecting
the two vitamin B12 pathways
Me-Cbl
Ado-Cbl
Propionyl-CoA
Watson et al., Cell 2014
How does the gene regulatory network
respond to Comamonas or E. coli?
B12 fails to repress GFP expression in
propionyl-CoA breakdown mutants
Vitamin B12 is not sufficient to
drive sensor repression
Model: balance between
Vitamin B12 and propionyl-CoA
Chemical epistasis:
add both B12 and propionic acid
Excess propionic acid is epistatic to
Vitamin B12
Watson et al., Cell 2014
Excess propionic acid is epistatic to
Vitamin B12
Watson et al., Cell 2014
So far all experiments with sensor
Does vitamin B12 mimic broad
Changes in C. elegans gene
Expression elicited by
Comamonas diet?
qRT-PCR of 28 Comamonas-response genes
Vitamin B12 mimics Comamonas-induced
changes in C. elegans gene expression
Two types of B12-regulated genes
Type 1:
responsive to propionic acid
Type 2:
not responsive to propionic acid
Watson et al., Cell 2014
Does vitamin B12 supplementation by Comamonas
Explain its effects on C. elegans life history traits?
Vitamin B12 accelerates C. elegans development
B12 reduces fertility
B12 has no effect on lifespan
Watson et al., Cell 2014
How does B12 accelerate development?
Watson et al., Cell 2014
Vitamin B12 developmental acceleration
occurs via methionine/SAM cycle
Mutants in propionic acid breakdown are accelerated by B12
Mutants in methionine/SAM cycle are not accelerated by B12
Watson et al., Cell 2014
Which metabolite drives
developmental acceleration?
Watson et al., Cell 2014
SAM production is important for
developmental acceleration
Watson et al., Cell 2014
What is the physiological role of the
Other B12 pathway?
Metabolites increasing GFP on Comamonas
Comamonas E. coli
Watson et al., Cell 2014
Vitamin B12 mitigates propionic
acid toxitiy
Watson et al., Cell 2014
Functions of vitamin B12
development
PA toxicity
Vitamin B12
Propionic acid
Conclusions
C. elegans and bacteria are a
powerful interspecies system:
Nutritional networks
Effects of microbiota (SCFAs/vitamin B12)
Acknowledgements
Lesley MacNeil
Emma Watson
Safak Yilmaz
Ashlyn Ritter
Jote Bulcha
Juan Fuxman Bass
Aurian Garcia Gonzales
Gabrielle Giese
Amy Holdorf
Mike Hoy
Rudi Kaushik
Akihiro Mori
Shaleen Shrestha
Alex Tamburino
Efsun Arda
(now at Stanford)
Julie Zhu (UMMS)
Adam Rosebrock
Amy Caudy (U Toronto)
NIDDK
NIGMS

Más contenido relacionado

La actualidad más candente

Comparison of carbon nutrition for pathogenic & commensal e. coli strains...
Comparison of carbon nutrition for pathogenic & commensal e. coli strains...Comparison of carbon nutrition for pathogenic & commensal e. coli strains...
Comparison of carbon nutrition for pathogenic & commensal e. coli strains...Andrew Fabich
 
Complement System in Immunology- Immunology
Complement System in Immunology- ImmunologyComplement System in Immunology- Immunology
Complement System in Immunology- ImmunologyMuhammad Yousaf
 
Appl Microbiol Biotechnol
Appl Microbiol Biotechnol Appl Microbiol Biotechnol
Appl Microbiol Biotechnol Charles Zhang
 
Metabolic co-dependence gives rise to collective oscillations within biofilms.
Metabolic co-dependence gives rise to collective oscillations within biofilms.Metabolic co-dependence gives rise to collective oscillations within biofilms.
Metabolic co-dependence gives rise to collective oscillations within biofilms.Kazuya Horibe
 
Complement System
Complement SystemComplement System
Complement SystemSaranraj P
 
Nutrition Research - Decreased ZnT-2 transporter expression in offspring prod...
Nutrition Research - Decreased ZnT-2 transporter expression in offspring prod...Nutrition Research - Decreased ZnT-2 transporter expression in offspring prod...
Nutrition Research - Decreased ZnT-2 transporter expression in offspring prod...Aroldo Trejo
 
Production of Antibody Fragments
Production of Antibody FragmentsProduction of Antibody Fragments
Production of Antibody FragmentsEchoHan4
 
Magic™ Yeast Expression
Magic™ Yeast ExpressionMagic™ Yeast Expression
Magic™ Yeast ExpressionEchoHan4
 
Several strategies for increasing the solubility of recombinant proteins
Several strategies for increasing the solubility of recombinant proteinsSeveral strategies for increasing the solubility of recombinant proteins
Several strategies for increasing the solubility of recombinant proteinsEchoHan4
 
ABCG transporters characterization
ABCG transporters characterizationABCG transporters characterization
ABCG transporters characterizationBiku Baral
 
Fulkerson Capstone
Fulkerson CapstoneFulkerson Capstone
Fulkerson Capstonesr320
 
The known unknowns of antigen processing and presentation
The known unknowns of antigen processing and presentationThe known unknowns of antigen processing and presentation
The known unknowns of antigen processing and presentationCAS0609
 

La actualidad más candente (20)

B cell activation and antibody production
B cell activation and antibody productionB cell activation and antibody production
B cell activation and antibody production
 
Complement system
Complement systemComplement system
Complement system
 
Comparison of carbon nutrition for pathogenic & commensal e. coli strains...
Comparison of carbon nutrition for pathogenic & commensal e. coli strains...Comparison of carbon nutrition for pathogenic & commensal e. coli strains...
Comparison of carbon nutrition for pathogenic & commensal e. coli strains...
 
Online version
Online versionOnline version
Online version
 
Unit4 biotechnology
Unit4 biotechnologyUnit4 biotechnology
Unit4 biotechnology
 
Complement System in Immunology- Immunology
Complement System in Immunology- ImmunologyComplement System in Immunology- Immunology
Complement System in Immunology- Immunology
 
Appl Microbiol Biotechnol
Appl Microbiol Biotechnol Appl Microbiol Biotechnol
Appl Microbiol Biotechnol
 
Processes Of Life
Processes Of LifeProcesses Of Life
Processes Of Life
 
Metabolic co-dependence gives rise to collective oscillations within biofilms.
Metabolic co-dependence gives rise to collective oscillations within biofilms.Metabolic co-dependence gives rise to collective oscillations within biofilms.
Metabolic co-dependence gives rise to collective oscillations within biofilms.
 
Complement System
Complement SystemComplement System
Complement System
 
Nutrition Research - Decreased ZnT-2 transporter expression in offspring prod...
Nutrition Research - Decreased ZnT-2 transporter expression in offspring prod...Nutrition Research - Decreased ZnT-2 transporter expression in offspring prod...
Nutrition Research - Decreased ZnT-2 transporter expression in offspring prod...
 
Production of Antibody Fragments
Production of Antibody FragmentsProduction of Antibody Fragments
Production of Antibody Fragments
 
Magic™ Yeast Expression
Magic™ Yeast ExpressionMagic™ Yeast Expression
Magic™ Yeast Expression
 
Several strategies for increasing the solubility of recombinant proteins
Several strategies for increasing the solubility of recombinant proteinsSeveral strategies for increasing the solubility of recombinant proteins
Several strategies for increasing the solubility of recombinant proteins
 
Biotechnological applications
Biotechnological applicationsBiotechnological applications
Biotechnological applications
 
ABCG transporters characterization
ABCG transporters characterizationABCG transporters characterization
ABCG transporters characterization
 
Fulkerson Capstone
Fulkerson CapstoneFulkerson Capstone
Fulkerson Capstone
 
The known unknowns of antigen processing and presentation
The known unknowns of antigen processing and presentationThe known unknowns of antigen processing and presentation
The known unknowns of antigen processing and presentation
 
S0007114515001592a
S0007114515001592aS0007114515001592a
S0007114515001592a
 
Hammerman ORG 7-3
Hammerman ORG 7-3Hammerman ORG 7-3
Hammerman ORG 7-3
 

Destacado

Genomics 2011 lecture 2
Genomics 2011 lecture 2Genomics 2011 lecture 2
Genomics 2011 lecture 2iainj88
 
Probe labeling
Probe labelingProbe labeling
Probe labelingAman Ullah
 
Lec16 Realtime PCR
Lec16 Realtime PCRLec16 Realtime PCR
Lec16 Realtime PCRsr320
 
281 lec29 mol_tech1
281 lec29 mol_tech1281 lec29 mol_tech1
281 lec29 mol_tech1hhalhaddad
 
RNA isolation
RNA isolationRNA isolation
RNA isolationzara khan
 
Molecular probes kashmeera n.a.
Molecular probes   kashmeera n.a.Molecular probes   kashmeera n.a.
Molecular probes kashmeera n.a.Kashmeera N.A.
 
molecular biology techniques -jaypee university of information technology- ra...
molecular biology techniques -jaypee university of information technology- ra...molecular biology techniques -jaypee university of information technology- ra...
molecular biology techniques -jaypee university of information technology- ra...RAVI RANJAN
 
281 lec30 mol_tech2
281 lec30 mol_tech2281 lec30 mol_tech2
281 lec30 mol_tech2hhalhaddad
 
B.Tech Biotechnology II Elements of Biotechnology Unit 4 DNA Fingerprinting
B.Tech Biotechnology II Elements of Biotechnology Unit 4 DNA FingerprintingB.Tech Biotechnology II Elements of Biotechnology Unit 4 DNA Fingerprinting
B.Tech Biotechnology II Elements of Biotechnology Unit 4 DNA FingerprintingRai University
 
Back to basics: Fundamental Concepts and Special Considerations in RNA Isolation
Back to basics: Fundamental Concepts and Special Considerations in RNA IsolationBack to basics: Fundamental Concepts and Special Considerations in RNA Isolation
Back to basics: Fundamental Concepts and Special Considerations in RNA IsolationQIAGEN
 
molecular biology techniques -jaypee university of information technology- ra...
molecular biology techniques -jaypee university of information technology- ra...molecular biology techniques -jaypee university of information technology- ra...
molecular biology techniques -jaypee university of information technology- ra...RAVI RANJAN
 
Lectut btn-202-ppt-l22. hybridization procedures
Lectut btn-202-ppt-l22. hybridization proceduresLectut btn-202-ppt-l22. hybridization procedures
Lectut btn-202-ppt-l22. hybridization proceduresRishabh Jain
 
DNA microarray
DNA microarrayDNA microarray
DNA microarrayS Rasouli
 
Preparation and isolation of genomic
Preparation and isolation of genomicPreparation and isolation of genomic
Preparation and isolation of genomicMubashar Ali
 
Genome organisation in eukaryotes...........!!!!!!!!!!!
Genome organisation in eukaryotes...........!!!!!!!!!!!Genome organisation in eukaryotes...........!!!!!!!!!!!
Genome organisation in eukaryotes...........!!!!!!!!!!!manish chovatiya
 
Dna isolation Principle
Dna isolation PrincipleDna isolation Principle
Dna isolation PrincipleAnkita Gurao
 

Destacado (20)

Genomics 2011 lecture 2
Genomics 2011 lecture 2Genomics 2011 lecture 2
Genomics 2011 lecture 2
 
Probe labeling
Probe labelingProbe labeling
Probe labeling
 
Lec16 Realtime PCR
Lec16 Realtime PCRLec16 Realtime PCR
Lec16 Realtime PCR
 
281 lec29 mol_tech1
281 lec29 mol_tech1281 lec29 mol_tech1
281 lec29 mol_tech1
 
RNA isolation
RNA isolationRNA isolation
RNA isolation
 
Molecular probes kashmeera n.a.
Molecular probes   kashmeera n.a.Molecular probes   kashmeera n.a.
Molecular probes kashmeera n.a.
 
molecular biology techniques -jaypee university of information technology- ra...
molecular biology techniques -jaypee university of information technology- ra...molecular biology techniques -jaypee university of information technology- ra...
molecular biology techniques -jaypee university of information technology- ra...
 
RT PCR
RT PCRRT PCR
RT PCR
 
281 lec30 mol_tech2
281 lec30 mol_tech2281 lec30 mol_tech2
281 lec30 mol_tech2
 
B.Tech Biotechnology II Elements of Biotechnology Unit 4 DNA Fingerprinting
B.Tech Biotechnology II Elements of Biotechnology Unit 4 DNA FingerprintingB.Tech Biotechnology II Elements of Biotechnology Unit 4 DNA Fingerprinting
B.Tech Biotechnology II Elements of Biotechnology Unit 4 DNA Fingerprinting
 
Back to basics: Fundamental Concepts and Special Considerations in RNA Isolation
Back to basics: Fundamental Concepts and Special Considerations in RNA IsolationBack to basics: Fundamental Concepts and Special Considerations in RNA Isolation
Back to basics: Fundamental Concepts and Special Considerations in RNA Isolation
 
molecular biology techniques -jaypee university of information technology- ra...
molecular biology techniques -jaypee university of information technology- ra...molecular biology techniques -jaypee university of information technology- ra...
molecular biology techniques -jaypee university of information technology- ra...
 
Lectut btn-202-ppt-l22. hybridization procedures
Lectut btn-202-ppt-l22. hybridization proceduresLectut btn-202-ppt-l22. hybridization procedures
Lectut btn-202-ppt-l22. hybridization procedures
 
DNA microarray
DNA microarrayDNA microarray
DNA microarray
 
Pseudomonas
PseudomonasPseudomonas
Pseudomonas
 
Preparation and isolation of genomic
Preparation and isolation of genomicPreparation and isolation of genomic
Preparation and isolation of genomic
 
Genome organisation in eukaryotes...........!!!!!!!!!!!
Genome organisation in eukaryotes...........!!!!!!!!!!!Genome organisation in eukaryotes...........!!!!!!!!!!!
Genome organisation in eukaryotes...........!!!!!!!!!!!
 
Plasmid isolation
Plasmid isolationPlasmid isolation
Plasmid isolation
 
Dna isolation Principle
Dna isolation PrincipleDna isolation Principle
Dna isolation Principle
 
DNA microarray
DNA microarrayDNA microarray
DNA microarray
 

Similar a NetBioSIG2014-Keynote by Marian Walhout

Asse fegato-intestino: quali le evidenze attuali? - Gastrolearning®
Asse fegato-intestino: quali le evidenze attuali? - Gastrolearning®Asse fegato-intestino: quali le evidenze attuali? - Gastrolearning®
Asse fegato-intestino: quali le evidenze attuali? - Gastrolearning®Gastrolearning
 
Dr. Tom Burkey - Host-Microbe Interactions: Effects on nutrition and physiology
Dr. Tom Burkey - Host-Microbe Interactions: Effects on nutrition and physiologyDr. Tom Burkey - Host-Microbe Interactions: Effects on nutrition and physiology
Dr. Tom Burkey - Host-Microbe Interactions: Effects on nutrition and physiologyJohn Blue
 
Gut microbiomes as pharmacological target
Gut microbiomes as pharmacological targetGut microbiomes as pharmacological target
Gut microbiomes as pharmacological targetAdeel Zafar
 
Hyperlipidemia & Diabetes & Gut Microbiota
Hyperlipidemia & Diabetes & Gut Microbiota Hyperlipidemia & Diabetes & Gut Microbiota
Hyperlipidemia & Diabetes & Gut Microbiota Seyed Davar Siadat
 
Increase your Understanding of the Pathogenesis of Gluten Spectrum Disorders
Increase your Understanding of the Pathogenesis of Gluten Spectrum DisordersIncrease your Understanding of the Pathogenesis of Gluten Spectrum Disorders
Increase your Understanding of the Pathogenesis of Gluten Spectrum DisordersCell Science Systems
 
Nutrition and the periodontium
Nutrition and the periodontiumNutrition and the periodontium
Nutrition and the periodontiumDR.MD.SHADAB ANWAR
 
Moving into the Post-MetagenomicEra of Gut Microbiome Research
Moving into the Post-MetagenomicEra of Gut Microbiome ResearchMoving into the Post-MetagenomicEra of Gut Microbiome Research
Moving into the Post-MetagenomicEra of Gut Microbiome ResearchJonathan Clarke
 
We Are More Than What We Eat Dietary Interventions Depend on Sex and Genetic ...
We Are More Than What We Eat Dietary Interventions Depend on Sex and Genetic ...We Are More Than What We Eat Dietary Interventions Depend on Sex and Genetic ...
We Are More Than What We Eat Dietary Interventions Depend on Sex and Genetic ...InsideScientific
 
Prebiotics & Immunity
Prebiotics & ImmunityPrebiotics & Immunity
Prebiotics & ImmunitySupta Sarkar
 
Factors influencing conversion of beta carotene to vitamin
Factors influencing conversion of beta  carotene to vitaminFactors influencing conversion of beta  carotene to vitamin
Factors influencing conversion of beta carotene to vitaminPoojapunjabi19
 
Gut microbiota
Gut microbiotaGut microbiota
Gut microbiotaSaurav Das
 
Sub-optimal phenotypes of double-knockout of E.coli
Sub-optimal phenotypes of double-knockout of E.coliSub-optimal phenotypes of double-knockout of E.coli
Sub-optimal phenotypes of double-knockout of E.coliDr Fatumina Abukar
 
CS9CD_Gutierrez_Hill_Leslie_Marsh_Final
CS9CD_Gutierrez_Hill_Leslie_Marsh_FinalCS9CD_Gutierrez_Hill_Leslie_Marsh_Final
CS9CD_Gutierrez_Hill_Leslie_Marsh_FinalLaurie Hill
 
Computational Approaches to Study Microbiome
Computational Approaches to Study MicrobiomeComputational Approaches to Study Microbiome
Computational Approaches to Study MicrobiomeAlireza Kashani
 
Systems Nutrition of the Gut-Liver Axis and the Role of the Microbiome
Systems Nutrition of the Gut-Liver Axis and the Role of the MicrobiomeSystems Nutrition of the Gut-Liver Axis and the Role of the Microbiome
Systems Nutrition of the Gut-Liver Axis and the Role of the MicrobiomeNorwich Research Park
 
Gasbarrini A. Microbiota, Antibiotici e Probiotici in Gastroenterologia. ASMa...
Gasbarrini A. Microbiota, Antibiotici e Probiotici in Gastroenterologia. ASMa...Gasbarrini A. Microbiota, Antibiotici e Probiotici in Gastroenterologia. ASMa...
Gasbarrini A. Microbiota, Antibiotici e Probiotici in Gastroenterologia. ASMa...Gianfranco Tammaro
 

Similar a NetBioSIG2014-Keynote by Marian Walhout (20)

Asse fegato-intestino: quali le evidenze attuali? - Gastrolearning®
Asse fegato-intestino: quali le evidenze attuali? - Gastrolearning®Asse fegato-intestino: quali le evidenze attuali? - Gastrolearning®
Asse fegato-intestino: quali le evidenze attuali? - Gastrolearning®
 
Dr. Tom Burkey - Host-Microbe Interactions: Effects on nutrition and physiology
Dr. Tom Burkey - Host-Microbe Interactions: Effects on nutrition and physiologyDr. Tom Burkey - Host-Microbe Interactions: Effects on nutrition and physiology
Dr. Tom Burkey - Host-Microbe Interactions: Effects on nutrition and physiology
 
Gut microbiomes as pharmacological target
Gut microbiomes as pharmacological targetGut microbiomes as pharmacological target
Gut microbiomes as pharmacological target
 
Hyperlipidemia & Diabetes & Gut Microbiota
Hyperlipidemia & Diabetes & Gut Microbiota Hyperlipidemia & Diabetes & Gut Microbiota
Hyperlipidemia & Diabetes & Gut Microbiota
 
Increase your Understanding of the Pathogenesis of Gluten Spectrum Disorders
Increase your Understanding of the Pathogenesis of Gluten Spectrum DisordersIncrease your Understanding of the Pathogenesis of Gluten Spectrum Disorders
Increase your Understanding of the Pathogenesis of Gluten Spectrum Disorders
 
Nutrition and the periodontium
Nutrition and the periodontiumNutrition and the periodontium
Nutrition and the periodontium
 
Moving into the Post-MetagenomicEra of Gut Microbiome Research
Moving into the Post-MetagenomicEra of Gut Microbiome ResearchMoving into the Post-MetagenomicEra of Gut Microbiome Research
Moving into the Post-MetagenomicEra of Gut Microbiome Research
 
We Are More Than What We Eat Dietary Interventions Depend on Sex and Genetic ...
We Are More Than What We Eat Dietary Interventions Depend on Sex and Genetic ...We Are More Than What We Eat Dietary Interventions Depend on Sex and Genetic ...
We Are More Than What We Eat Dietary Interventions Depend on Sex and Genetic ...
 
Prebiotics & Immunity
Prebiotics & ImmunityPrebiotics & Immunity
Prebiotics & Immunity
 
Factors influencing conversion of beta carotene to vitamin
Factors influencing conversion of beta  carotene to vitaminFactors influencing conversion of beta  carotene to vitamin
Factors influencing conversion of beta carotene to vitamin
 
Gut microbiota
Gut microbiotaGut microbiota
Gut microbiota
 
Sub-optimal phenotypes of double-knockout of E.coli
Sub-optimal phenotypes of double-knockout of E.coliSub-optimal phenotypes of double-knockout of E.coli
Sub-optimal phenotypes of double-knockout of E.coli
 
Ramakrishnan
RamakrishnanRamakrishnan
Ramakrishnan
 
CS9CD_Gutierrez_Hill_Leslie_Marsh_Final
CS9CD_Gutierrez_Hill_Leslie_Marsh_FinalCS9CD_Gutierrez_Hill_Leslie_Marsh_Final
CS9CD_Gutierrez_Hill_Leslie_Marsh_Final
 
Computational Approaches to Study Microbiome
Computational Approaches to Study MicrobiomeComputational Approaches to Study Microbiome
Computational Approaches to Study Microbiome
 
Systems Nutrition of the Gut-Liver Axis and the Role of the Microbiome
Systems Nutrition of the Gut-Liver Axis and the Role of the MicrobiomeSystems Nutrition of the Gut-Liver Axis and the Role of the Microbiome
Systems Nutrition of the Gut-Liver Axis and the Role of the Microbiome
 
Calcium
CalciumCalcium
Calcium
 
9
99
9
 
AmpC
AmpCAmpC
AmpC
 
Gasbarrini A. Microbiota, Antibiotici e Probiotici in Gastroenterologia. ASMa...
Gasbarrini A. Microbiota, Antibiotici e Probiotici in Gastroenterologia. ASMa...Gasbarrini A. Microbiota, Antibiotici e Probiotici in Gastroenterologia. ASMa...
Gasbarrini A. Microbiota, Antibiotici e Probiotici in Gastroenterologia. ASMa...
 

Más de Alexander Pico

NRNB Annual Report 2018
NRNB Annual Report 2018NRNB Annual Report 2018
NRNB Annual Report 2018Alexander Pico
 
NRNB Annual Report 2017
NRNB Annual Report 2017NRNB Annual Report 2017
NRNB Annual Report 2017Alexander Pico
 
2016 Cytoscape 3.3 Tutorial
2016 Cytoscape 3.3 Tutorial2016 Cytoscape 3.3 Tutorial
2016 Cytoscape 3.3 TutorialAlexander Pico
 
NRNB Annual Report 2016: Overall
NRNB Annual Report 2016: OverallNRNB Annual Report 2016: Overall
NRNB Annual Report 2016: OverallAlexander Pico
 
Technology R&D Theme 3: Multi-scale Network Representations
Technology R&D Theme 3: Multi-scale Network RepresentationsTechnology R&D Theme 3: Multi-scale Network Representations
Technology R&D Theme 3: Multi-scale Network RepresentationsAlexander Pico
 
Technology R&D Theme 2: From Descriptive to Predictive Networks
Technology R&D Theme 2: From Descriptive to Predictive NetworksTechnology R&D Theme 2: From Descriptive to Predictive Networks
Technology R&D Theme 2: From Descriptive to Predictive NetworksAlexander Pico
 
Technology R&D Theme 1: Differential Networks
Technology R&D Theme 1: Differential NetworksTechnology R&D Theme 1: Differential Networks
Technology R&D Theme 1: Differential NetworksAlexander Pico
 
Overall Vision for NRNB: 2015-2020
Overall Vision for NRNB: 2015-2020Overall Vision for NRNB: 2015-2020
Overall Vision for NRNB: 2015-2020Alexander Pico
 
2015 Cytoscape 3.2 Tutorial
2015 Cytoscape 3.2 Tutorial2015 Cytoscape 3.2 Tutorial
2015 Cytoscape 3.2 TutorialAlexander Pico
 
NetBioSIG2014-FlashJournalClub by Frank Kramer
NetBioSIG2014-FlashJournalClub by Frank KramerNetBioSIG2014-FlashJournalClub by Frank Kramer
NetBioSIG2014-FlashJournalClub by Frank KramerAlexander Pico
 
NetBioSIG2014-Talk by Salvatore Loguercio
NetBioSIG2014-Talk by Salvatore LoguercioNetBioSIG2014-Talk by Salvatore Loguercio
NetBioSIG2014-Talk by Salvatore LoguercioAlexander Pico
 
NetBioSIG2014-Intro by Alex Pico
NetBioSIG2014-Intro by Alex PicoNetBioSIG2014-Intro by Alex Pico
NetBioSIG2014-Intro by Alex PicoAlexander Pico
 
NetBioSIG2014-Talk by Traver Hart
NetBioSIG2014-Talk by Traver HartNetBioSIG2014-Talk by Traver Hart
NetBioSIG2014-Talk by Traver HartAlexander Pico
 
NetBioSIG2014-Talk by Tijana Milenkovic
NetBioSIG2014-Talk by Tijana MilenkovicNetBioSIG2014-Talk by Tijana Milenkovic
NetBioSIG2014-Talk by Tijana MilenkovicAlexander Pico
 
NetBioSIG2014-Talk by Yu Xia
NetBioSIG2014-Talk by Yu XiaNetBioSIG2014-Talk by Yu Xia
NetBioSIG2014-Talk by Yu XiaAlexander Pico
 
NetBioSIG2014-Talk by Ashwini Patil
NetBioSIG2014-Talk by Ashwini PatilNetBioSIG2014-Talk by Ashwini Patil
NetBioSIG2014-Talk by Ashwini PatilAlexander Pico
 
NetBioSIG2014-Talk by David Amar
NetBioSIG2014-Talk by David AmarNetBioSIG2014-Talk by David Amar
NetBioSIG2014-Talk by David AmarAlexander Pico
 
NetBioSIG2014-Talk by Hyunghoon Cho
NetBioSIG2014-Talk by Hyunghoon ChoNetBioSIG2014-Talk by Hyunghoon Cho
NetBioSIG2014-Talk by Hyunghoon ChoAlexander Pico
 
NetBioSIG2014-Talk by Gerald Quon
NetBioSIG2014-Talk by Gerald QuonNetBioSIG2014-Talk by Gerald Quon
NetBioSIG2014-Talk by Gerald QuonAlexander Pico
 
Visualization and Analysis of Dynamic Networks
Visualization and Analysis of Dynamic Networks Visualization and Analysis of Dynamic Networks
Visualization and Analysis of Dynamic Networks Alexander Pico
 

Más de Alexander Pico (20)

NRNB Annual Report 2018
NRNB Annual Report 2018NRNB Annual Report 2018
NRNB Annual Report 2018
 
NRNB Annual Report 2017
NRNB Annual Report 2017NRNB Annual Report 2017
NRNB Annual Report 2017
 
2016 Cytoscape 3.3 Tutorial
2016 Cytoscape 3.3 Tutorial2016 Cytoscape 3.3 Tutorial
2016 Cytoscape 3.3 Tutorial
 
NRNB Annual Report 2016: Overall
NRNB Annual Report 2016: OverallNRNB Annual Report 2016: Overall
NRNB Annual Report 2016: Overall
 
Technology R&D Theme 3: Multi-scale Network Representations
Technology R&D Theme 3: Multi-scale Network RepresentationsTechnology R&D Theme 3: Multi-scale Network Representations
Technology R&D Theme 3: Multi-scale Network Representations
 
Technology R&D Theme 2: From Descriptive to Predictive Networks
Technology R&D Theme 2: From Descriptive to Predictive NetworksTechnology R&D Theme 2: From Descriptive to Predictive Networks
Technology R&D Theme 2: From Descriptive to Predictive Networks
 
Technology R&D Theme 1: Differential Networks
Technology R&D Theme 1: Differential NetworksTechnology R&D Theme 1: Differential Networks
Technology R&D Theme 1: Differential Networks
 
Overall Vision for NRNB: 2015-2020
Overall Vision for NRNB: 2015-2020Overall Vision for NRNB: 2015-2020
Overall Vision for NRNB: 2015-2020
 
2015 Cytoscape 3.2 Tutorial
2015 Cytoscape 3.2 Tutorial2015 Cytoscape 3.2 Tutorial
2015 Cytoscape 3.2 Tutorial
 
NetBioSIG2014-FlashJournalClub by Frank Kramer
NetBioSIG2014-FlashJournalClub by Frank KramerNetBioSIG2014-FlashJournalClub by Frank Kramer
NetBioSIG2014-FlashJournalClub by Frank Kramer
 
NetBioSIG2014-Talk by Salvatore Loguercio
NetBioSIG2014-Talk by Salvatore LoguercioNetBioSIG2014-Talk by Salvatore Loguercio
NetBioSIG2014-Talk by Salvatore Loguercio
 
NetBioSIG2014-Intro by Alex Pico
NetBioSIG2014-Intro by Alex PicoNetBioSIG2014-Intro by Alex Pico
NetBioSIG2014-Intro by Alex Pico
 
NetBioSIG2014-Talk by Traver Hart
NetBioSIG2014-Talk by Traver HartNetBioSIG2014-Talk by Traver Hart
NetBioSIG2014-Talk by Traver Hart
 
NetBioSIG2014-Talk by Tijana Milenkovic
NetBioSIG2014-Talk by Tijana MilenkovicNetBioSIG2014-Talk by Tijana Milenkovic
NetBioSIG2014-Talk by Tijana Milenkovic
 
NetBioSIG2014-Talk by Yu Xia
NetBioSIG2014-Talk by Yu XiaNetBioSIG2014-Talk by Yu Xia
NetBioSIG2014-Talk by Yu Xia
 
NetBioSIG2014-Talk by Ashwini Patil
NetBioSIG2014-Talk by Ashwini PatilNetBioSIG2014-Talk by Ashwini Patil
NetBioSIG2014-Talk by Ashwini Patil
 
NetBioSIG2014-Talk by David Amar
NetBioSIG2014-Talk by David AmarNetBioSIG2014-Talk by David Amar
NetBioSIG2014-Talk by David Amar
 
NetBioSIG2014-Talk by Hyunghoon Cho
NetBioSIG2014-Talk by Hyunghoon ChoNetBioSIG2014-Talk by Hyunghoon Cho
NetBioSIG2014-Talk by Hyunghoon Cho
 
NetBioSIG2014-Talk by Gerald Quon
NetBioSIG2014-Talk by Gerald QuonNetBioSIG2014-Talk by Gerald Quon
NetBioSIG2014-Talk by Gerald Quon
 
Visualization and Analysis of Dynamic Networks
Visualization and Analysis of Dynamic Networks Visualization and Analysis of Dynamic Networks
Visualization and Analysis of Dynamic Networks
 

Último

Chemistry 4th semester series (krishna).pdf
Chemistry 4th semester series (krishna).pdfChemistry 4th semester series (krishna).pdf
Chemistry 4th semester series (krishna).pdfSumit Kumar yadav
 
Nightside clouds and disequilibrium chemistry on the hot Jupiter WASP-43b
Nightside clouds and disequilibrium chemistry on the hot Jupiter WASP-43bNightside clouds and disequilibrium chemistry on the hot Jupiter WASP-43b
Nightside clouds and disequilibrium chemistry on the hot Jupiter WASP-43bSérgio Sacani
 
Pulmonary drug delivery system M.pharm -2nd sem P'ceutics
Pulmonary drug delivery system M.pharm -2nd sem P'ceuticsPulmonary drug delivery system M.pharm -2nd sem P'ceutics
Pulmonary drug delivery system M.pharm -2nd sem P'ceuticssakshisoni2385
 
Hire 💕 9907093804 Hooghly Call Girls Service Call Girls Agency
Hire 💕 9907093804 Hooghly Call Girls Service Call Girls AgencyHire 💕 9907093804 Hooghly Call Girls Service Call Girls Agency
Hire 💕 9907093804 Hooghly Call Girls Service Call Girls AgencySheetal Arora
 
GBSN - Microbiology (Unit 2)
GBSN - Microbiology (Unit 2)GBSN - Microbiology (Unit 2)
GBSN - Microbiology (Unit 2)Areesha Ahmad
 
Labelling Requirements and Label Claims for Dietary Supplements and Recommend...
Labelling Requirements and Label Claims for Dietary Supplements and Recommend...Labelling Requirements and Label Claims for Dietary Supplements and Recommend...
Labelling Requirements and Label Claims for Dietary Supplements and Recommend...Lokesh Kothari
 
Pests of cotton_Borer_Pests_Binomics_Dr.UPR.pdf
Pests of cotton_Borer_Pests_Binomics_Dr.UPR.pdfPests of cotton_Borer_Pests_Binomics_Dr.UPR.pdf
Pests of cotton_Borer_Pests_Binomics_Dr.UPR.pdfPirithiRaju
 
Forensic Biology & Its biological significance.pdf
Forensic Biology & Its biological significance.pdfForensic Biology & Its biological significance.pdf
Forensic Biology & Its biological significance.pdfrohankumarsinghrore1
 
Recombinant DNA technology (Immunological screening)
Recombinant DNA technology (Immunological screening)Recombinant DNA technology (Immunological screening)
Recombinant DNA technology (Immunological screening)PraveenaKalaiselvan1
 
SAMASTIPUR CALL GIRL 7857803690 LOW PRICE ESCORT SERVICE
SAMASTIPUR CALL GIRL 7857803690  LOW PRICE  ESCORT SERVICESAMASTIPUR CALL GIRL 7857803690  LOW PRICE  ESCORT SERVICE
SAMASTIPUR CALL GIRL 7857803690 LOW PRICE ESCORT SERVICEayushi9330
 
GUIDELINES ON SIMILAR BIOLOGICS Regulatory Requirements for Marketing Authori...
GUIDELINES ON SIMILAR BIOLOGICS Regulatory Requirements for Marketing Authori...GUIDELINES ON SIMILAR BIOLOGICS Regulatory Requirements for Marketing Authori...
GUIDELINES ON SIMILAR BIOLOGICS Regulatory Requirements for Marketing Authori...Lokesh Kothari
 
High Class Escorts in Hyderabad ₹7.5k Pick Up & Drop With Cash Payment 969456...
High Class Escorts in Hyderabad ₹7.5k Pick Up & Drop With Cash Payment 969456...High Class Escorts in Hyderabad ₹7.5k Pick Up & Drop With Cash Payment 969456...
High Class Escorts in Hyderabad ₹7.5k Pick Up & Drop With Cash Payment 969456...chandars293
 
Recombination DNA Technology (Nucleic Acid Hybridization )
Recombination DNA Technology (Nucleic Acid Hybridization )Recombination DNA Technology (Nucleic Acid Hybridization )
Recombination DNA Technology (Nucleic Acid Hybridization )aarthirajkumar25
 
SCIENCE-4-QUARTER4-WEEK-4-PPT-1 (1).pptx
SCIENCE-4-QUARTER4-WEEK-4-PPT-1 (1).pptxSCIENCE-4-QUARTER4-WEEK-4-PPT-1 (1).pptx
SCIENCE-4-QUARTER4-WEEK-4-PPT-1 (1).pptxRizalinePalanog2
 
PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...
PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...
PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...Sérgio Sacani
 
Formation of low mass protostars and their circumstellar disks
Formation of low mass protostars and their circumstellar disksFormation of low mass protostars and their circumstellar disks
Formation of low mass protostars and their circumstellar disksSérgio Sacani
 
Hubble Asteroid Hunter III. Physical properties of newly found asteroids
Hubble Asteroid Hunter III. Physical properties of newly found asteroidsHubble Asteroid Hunter III. Physical properties of newly found asteroids
Hubble Asteroid Hunter III. Physical properties of newly found asteroidsSérgio Sacani
 
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...Sérgio Sacani
 
Seismic Method Estimate velocity from seismic data.pptx
Seismic Method Estimate velocity from seismic  data.pptxSeismic Method Estimate velocity from seismic  data.pptx
Seismic Method Estimate velocity from seismic data.pptxAlMamun560346
 
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune WaterworldsBiogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune WaterworldsSérgio Sacani
 

Último (20)

Chemistry 4th semester series (krishna).pdf
Chemistry 4th semester series (krishna).pdfChemistry 4th semester series (krishna).pdf
Chemistry 4th semester series (krishna).pdf
 
Nightside clouds and disequilibrium chemistry on the hot Jupiter WASP-43b
Nightside clouds and disequilibrium chemistry on the hot Jupiter WASP-43bNightside clouds and disequilibrium chemistry on the hot Jupiter WASP-43b
Nightside clouds and disequilibrium chemistry on the hot Jupiter WASP-43b
 
Pulmonary drug delivery system M.pharm -2nd sem P'ceutics
Pulmonary drug delivery system M.pharm -2nd sem P'ceuticsPulmonary drug delivery system M.pharm -2nd sem P'ceutics
Pulmonary drug delivery system M.pharm -2nd sem P'ceutics
 
Hire 💕 9907093804 Hooghly Call Girls Service Call Girls Agency
Hire 💕 9907093804 Hooghly Call Girls Service Call Girls AgencyHire 💕 9907093804 Hooghly Call Girls Service Call Girls Agency
Hire 💕 9907093804 Hooghly Call Girls Service Call Girls Agency
 
GBSN - Microbiology (Unit 2)
GBSN - Microbiology (Unit 2)GBSN - Microbiology (Unit 2)
GBSN - Microbiology (Unit 2)
 
Labelling Requirements and Label Claims for Dietary Supplements and Recommend...
Labelling Requirements and Label Claims for Dietary Supplements and Recommend...Labelling Requirements and Label Claims for Dietary Supplements and Recommend...
Labelling Requirements and Label Claims for Dietary Supplements and Recommend...
 
Pests of cotton_Borer_Pests_Binomics_Dr.UPR.pdf
Pests of cotton_Borer_Pests_Binomics_Dr.UPR.pdfPests of cotton_Borer_Pests_Binomics_Dr.UPR.pdf
Pests of cotton_Borer_Pests_Binomics_Dr.UPR.pdf
 
Forensic Biology & Its biological significance.pdf
Forensic Biology & Its biological significance.pdfForensic Biology & Its biological significance.pdf
Forensic Biology & Its biological significance.pdf
 
Recombinant DNA technology (Immunological screening)
Recombinant DNA technology (Immunological screening)Recombinant DNA technology (Immunological screening)
Recombinant DNA technology (Immunological screening)
 
SAMASTIPUR CALL GIRL 7857803690 LOW PRICE ESCORT SERVICE
SAMASTIPUR CALL GIRL 7857803690  LOW PRICE  ESCORT SERVICESAMASTIPUR CALL GIRL 7857803690  LOW PRICE  ESCORT SERVICE
SAMASTIPUR CALL GIRL 7857803690 LOW PRICE ESCORT SERVICE
 
GUIDELINES ON SIMILAR BIOLOGICS Regulatory Requirements for Marketing Authori...
GUIDELINES ON SIMILAR BIOLOGICS Regulatory Requirements for Marketing Authori...GUIDELINES ON SIMILAR BIOLOGICS Regulatory Requirements for Marketing Authori...
GUIDELINES ON SIMILAR BIOLOGICS Regulatory Requirements for Marketing Authori...
 
High Class Escorts in Hyderabad ₹7.5k Pick Up & Drop With Cash Payment 969456...
High Class Escorts in Hyderabad ₹7.5k Pick Up & Drop With Cash Payment 969456...High Class Escorts in Hyderabad ₹7.5k Pick Up & Drop With Cash Payment 969456...
High Class Escorts in Hyderabad ₹7.5k Pick Up & Drop With Cash Payment 969456...
 
Recombination DNA Technology (Nucleic Acid Hybridization )
Recombination DNA Technology (Nucleic Acid Hybridization )Recombination DNA Technology (Nucleic Acid Hybridization )
Recombination DNA Technology (Nucleic Acid Hybridization )
 
SCIENCE-4-QUARTER4-WEEK-4-PPT-1 (1).pptx
SCIENCE-4-QUARTER4-WEEK-4-PPT-1 (1).pptxSCIENCE-4-QUARTER4-WEEK-4-PPT-1 (1).pptx
SCIENCE-4-QUARTER4-WEEK-4-PPT-1 (1).pptx
 
PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...
PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...
PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...
 
Formation of low mass protostars and their circumstellar disks
Formation of low mass protostars and their circumstellar disksFormation of low mass protostars and their circumstellar disks
Formation of low mass protostars and their circumstellar disks
 
Hubble Asteroid Hunter III. Physical properties of newly found asteroids
Hubble Asteroid Hunter III. Physical properties of newly found asteroidsHubble Asteroid Hunter III. Physical properties of newly found asteroids
Hubble Asteroid Hunter III. Physical properties of newly found asteroids
 
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
 
Seismic Method Estimate velocity from seismic data.pptx
Seismic Method Estimate velocity from seismic  data.pptxSeismic Method Estimate velocity from seismic  data.pptx
Seismic Method Estimate velocity from seismic data.pptx
 
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune WaterworldsBiogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
 

NetBioSIG2014-Keynote by Marian Walhout

  • 1. Interspecies Systems Biology: Nutritional Regulatory Networks A.J. Marian Walhout
  • 2. Interspecies Systems Biology Intraspecies Systems Biology Development Behavior Physiology Disease
  • 3. Intraspecies systems biology - Networks Protein-protein interaction networks Gene regulatory networks Metabolic networks ?
  • 4. Protein-protein interaction networks Gene regulatory networks Metabolic networks ? ? Intraspecies systems biology - Networks
  • 7. Two effects of nutrition
  • 8. ? How is metabolism regulated in response to diet? ?
  • 9. ? ? How is metabolism regulated in response to diet?
  • 10. Superworm: nematode C. elegans • Hermaphrodite • ~3 days development • ~2 week life span • Lineage known - 959 cells • Transparent – GFP transgenics • RNAi, transgenics, mutants • Well annotated genome • Feed individual bacterial species • Model for diet • Model for microbiota
  • 11. Does bacterial diet affect C. elegans physiology? Life history traits Development Fertility Lifespan (aging)
  • 12. E. coli OP50 Standard Laboratory Diet E. coli HT115 Used for RNAi feeding Comamonas DA1877 Soil isolate Measure developmental time, reproduction and lifespan MacNeil et al., Cell 2013
  • 13. The life cycle of the worm
  • 14. Dietary changes in life-history traits O P50 H T115 A B C Totalnumberofoffspring D A1877 MacNeil et al Figure 1 0 50 100 150 200 250 300 O P50H T115D A1877 0 10 20 30 40 50 60 70 80 90 100 1 5 9 13 17 21 25 29 DA1877 OP50 HT115 0 10 20 30 40 50 60 70 80 90 100 Adult Late L4 Mid-late L4 Mid L4 Early L4 L3 Percenttotalanimals Percentsurvival Days after L4 Reproduction Comamonas: faster development, fewer offspring, shorter lifespan Development Lifespan OP50 = E. coli DA1877 = Comamonas MacNeil et al., Cell 2013
  • 15. Dietary changes in gene expression Nutrigenomics Microarray expression profiling of worms fed different bacterial diets
  • 16. 46 272368 Core downregulated CUB domain Lectin GST Metabolic enzyme Transporter Neuropeptide Worm specific Transcription Other Core upregulated n=41 n=46 A set of core diet-response genes MacNeil et al., Cell 2013 Are these changes transcriptional?
  • 17. Core downregulated CUB domain Lectin GST Metabolic enzyme Transporter Neuropeptide Worm specific Transcription Other n=46 A proxy gene acdh-1 Repressed >300-fold on Comamonas diet MacNeil et al., Cell 2013
  • 18. Transgenic C. elegans reporter strains GFPPacdh-1 E. coli OP50 Comamonas DA1877
  • 19. 5 mM OP50HT115DA1877 A C exp x25 exp x25 B D DA1877 (long exp The dietary response is transcriptional Pacdh-1::GFP – 1.5 kb promoter A dietary sensor in living animals E. coli OP50 Comamonas DA1877 5 mM OP50HT115DA1877 exp x25 exp x25 B D DA1877 (long exp NGM OP50 MacNeil et al., Cell 2013
  • 20. Starvation represses Pacdh-1 E. coli OP50 Starvation Does a Comamonas diet mimic starvation? MacNeil et al., Cell 2013
  • 21. E. coli OP50 GFP ON Comamonas DA1877 GFP OFF Prediction: if Comamonas is nutrient poor, mixing it with E. coli should alleviate this Comamonas DA1877 + E. coli OP50 GFP ? MacNeil et al., Cell 2013
  • 22. The dietary and starvation responses are distinct DA1877 OP50* *Exposure time 1/20 DA1877 1/200 DA1877 1/500 DA1877 1/1000 DA1877 1/10 000 DA1877 1/100 000 DA1877 OP50 1/20 exposure 1/100 DA1877 Also accelerated development and similar gene expression changes under 1/1000 dilution
  • 23. Small amounts of one diet can have dramatic effects on gene expression and physiology, even when mixed with another diet
  • 24. Unhealthy?+ = Healthy?+ = Comamonas DA1877 produces dilutable compound to which worms respond Two interpretations with very different implications
  • 25. Physiology – life history traits
  • 26. ? ?How does C. elegans respond to E. coli and Comamonas diets? C. elegans genetics Which bacterial molecules affect gene expression and life history traits? Bacterial genetics Interspecies systems biology
  • 27. C. elegans target of rapamycin (TOR) and insulin signaling pathways are not involved in the response to Comamonas MacNeil et al., Cell 2013
  • 28. What are the gene regulatory networks involved in the response to Comamonas? The response to Comamonas is transcriptional Comamonas makes a compound or signal Transcription factors? Signaling pathways?
  • 29. What are the gene regulatory networks involved in the response to Comamonas? Forward and reverse genetic screens Activators 146 Worms cannot respond to Comamonas diet Repressors 35 Multiple NHRs (worms have 271!)
  • 30. Most repressors are metabolic genes, not transcription factors Watson, MacNeil et al., Cell 2013
  • 31.
  • 33. Mutations in human homologs of repressors give rise to inborn metabolic diseases treated by dietary intervention
  • 34.
  • 35. ? ? How does C. elegans respond to E. coli and Comamonas diets? C. elegans genetics Which bacterial molecules affect gene expression and life history traits? Bacterial genetics Interspecies systems biology
  • 36. Screen I: E. coli deletion collection Watson et al., Cell 2014 70 genes 7 genes
  • 37. Screen II: Comamonas transposon mutagenesis 5 hits Lesley MacNeil Watson et al., Cell 2014
  • 38. From mutants to metabolites Sequence Comamonas genome – identify genes Map E. coli and Comamonas mutant genes onto metabolic network using KEGG Annotate biological processes/pathways Annotate candidate metabolites – mutant gene leads to buildup of precursor and lack of product
  • 39. A bacterial metabolic network implicated in the C. elegans dietary response Watson et al., Cell 2014
  • 40. Metabolite screen: Supplement metabolites to C. elegans dietary sensor on either bacterial diet in increasing concentrations Watson et al., Cell 2014
  • 41. Metabolites increasing GFP on Comamonas Watson et al., Cell 2014
  • 42. Metabolites decreasing GFP on E. coli Watson et al., Cell 2014
  • 43. Ado-Cbl and Me-Cbl are two forms of vitamin B12 Mutation in either C. elegans gene interferes with the response to Comamonas
  • 44. Watson, MacNeil et al., Cell 2013 Vitamin B12 is in the C. elegans dietary response network
  • 45. Is vitamin B12 the Comamonas dilutable molecule? Mass spectrometry of bacteria
  • 46. Amy Caudy (U Toronto) Vitamin B12 levels in Comamonas are orders of magnitude higher than in E. coli Watson et al., Cell 2014
  • 47. Vitamin B12 pathway status correlates perfectly with dietary sensor activity
  • 48. Vitamin B12 pathway status correlates perfectly with dietary sensor activity
  • 49. A metabolic network connecting the two vitamin B12 pathways Me-Cbl Ado-Cbl Propionyl-CoA Watson et al., Cell 2014
  • 50. How does the gene regulatory network respond to Comamonas or E. coli?
  • 51. B12 fails to repress GFP expression in propionyl-CoA breakdown mutants
  • 52. Vitamin B12 is not sufficient to drive sensor repression Model: balance between Vitamin B12 and propionyl-CoA Chemical epistasis: add both B12 and propionic acid
  • 53. Excess propionic acid is epistatic to Vitamin B12 Watson et al., Cell 2014
  • 54. Excess propionic acid is epistatic to Vitamin B12 Watson et al., Cell 2014
  • 55. So far all experiments with sensor Does vitamin B12 mimic broad Changes in C. elegans gene Expression elicited by Comamonas diet? qRT-PCR of 28 Comamonas-response genes
  • 56. Vitamin B12 mimics Comamonas-induced changes in C. elegans gene expression Two types of B12-regulated genes Type 1: responsive to propionic acid Type 2: not responsive to propionic acid Watson et al., Cell 2014
  • 57. Does vitamin B12 supplementation by Comamonas Explain its effects on C. elegans life history traits?
  • 58. Vitamin B12 accelerates C. elegans development B12 reduces fertility B12 has no effect on lifespan Watson et al., Cell 2014
  • 59. How does B12 accelerate development? Watson et al., Cell 2014
  • 60. Vitamin B12 developmental acceleration occurs via methionine/SAM cycle Mutants in propionic acid breakdown are accelerated by B12 Mutants in methionine/SAM cycle are not accelerated by B12 Watson et al., Cell 2014
  • 61. Which metabolite drives developmental acceleration? Watson et al., Cell 2014
  • 62. SAM production is important for developmental acceleration Watson et al., Cell 2014
  • 63. What is the physiological role of the Other B12 pathway?
  • 64. Metabolites increasing GFP on Comamonas Comamonas E. coli Watson et al., Cell 2014
  • 65. Vitamin B12 mitigates propionic acid toxitiy Watson et al., Cell 2014
  • 66. Functions of vitamin B12 development PA toxicity
  • 68. Conclusions C. elegans and bacteria are a powerful interspecies system: Nutritional networks Effects of microbiota (SCFAs/vitamin B12)
  • 69. Acknowledgements Lesley MacNeil Emma Watson Safak Yilmaz Ashlyn Ritter Jote Bulcha Juan Fuxman Bass Aurian Garcia Gonzales Gabrielle Giese Amy Holdorf Mike Hoy Rudi Kaushik Akihiro Mori Shaleen Shrestha Alex Tamburino Efsun Arda (now at Stanford) Julie Zhu (UMMS) Adam Rosebrock Amy Caudy (U Toronto) NIDDK NIGMS

Notas del editor

  1. Surprisingly, the majority of repressors were not TFs. Instead 24 of the 33 genes encode metabolic enzymes found in four specific pathways.
  2. One other interesting realization that we made was that most of the metabolic repressors found in our screens that could reverse the transcriptional diet response in C elegans have human orthologs associated with mendelian diseases. Here is a disease network with all the metabolic repressors from our screens connected to their human orthologs. These human orthologs are connected to their associated inborn metabolic disorders. Most of these orders are managed clinically by dietary intervention, and here on the right are dietary components that patients must avoid (red) or supplement (green), and as you can see these disorders have a lot of similarities in their dietary treatments.