Redirecting Evolution - · PDF fileRedirecting Evolution. ... Rich Bonneau, NYU; ... Lee Hood,...

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Nitin S. Baliga Professor Institute for Systems Biology, Seattle “Ask not what you can do for evolution, ask what evolution can do for you” Redirecting Evolution

Transcript of Redirecting Evolution - · PDF fileRedirecting Evolution. ... Rich Bonneau, NYU; ... Lee Hood,...

Nitin S. Baliga Professor

Institute for Systems Biology, Seattle

“Ask not what you can do for evolution,ask what evolution can do for you”

Redirecting Evolution

A salty solution

Biology has much more to offer…

Courtesy: Calvin J. Hamilton

Grand applications

Decoding complexity

Modified from Innovech WordPress

genome… …parts… …circuits

Acquisition of complexity: Conditionally activated control inside genes

Koide, Reiss, et al. (2009) MSB

DNA

RNA

Protein

Metabolites

Phenotype

Genotype

ENVIRONMENT

Genetic information processing is dynamic

Systems Approach:Perturb, Observe and Model

Environmental Perturbations

Phenotypes

Genes/Proteins

Parts of a system

Consequences of small changes resonate

throughout the network

Baliga NS, Science (2008)

Tagkopolous et al., Science (2008)

Constrained Evolution

Barrett et al. PNAS (2005); Baliga NS, Science (2008) ; Tagkopolous et al., Science (2008)

II. Few dominant states

I. Interlocked architecture

Anticipation of linked changes

Whitehead et al., PLoS One (2008); Kaur et al., MSB (2010)

Explosion of technologies

System wide data:looking at the same phenomenon through different lenses

• Concentrations of molecules

– Transcription starts, stops

– mRNA levels

– Protein levels

• Interactions among

molecules

– functional

relationships/associations

(phylogenetic pattern)

– genome organization

(operons, chromosomal

proximity)

• Enzyme reactions

• Modifications of molecules

Reiss et al, BMC Bioinformatics (2006), Bonneau et al., Genome Biology (2006)

Reverse engineering biological circuits

De novo discovery of a subcircuit

Inferelator:Learning regulatory influences

Bonneau et al Genome Biology (2006)

Data-driven discovery of a biological sub-circuit

Bonneau et al, Cell, 2007

Bonneau et al. (2007) Cell; Baliga NS (2008) Science

Predicting new cellular behaviors

Bonneau et al. (2007) Cell; Baliga NS (2008) Science

Traversing scales

Tracking individual cells

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0 500 1000 1500

Time (min)

Me

an

Flu

ore

sce

nce

Copper (via tracer)

Single cell yvgX (via GFP)

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Time (min)

Me

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Flu

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Tracking individual cells

Copper (via tracer)

Multiple single cells yvgX (via GFP)

Koide, Pang and Baliga,(2009) Nat Rev Micro

Rational Systems Re-engineering

Reengineer circuits

Rich Bonneau, NYU; Marc Facciotti, UC Davis; Paul Shannon, ISB; Vesteinn Thorsson, ISB

Tie Koide, U of Sao Paulo; Amy Schmid, Duke U; Kenia Whitehead Lee Hood, Bill Longabaugh, Jocelyne DiRuggiero, Carl Johnson

John Tainer and MAGGIE investigators

Funding from NSF, NIH, DoE, DoD, Battelle, Luxembourg and NASA

Acknowledgements

http://baliga.systemsbiology.net

Classes of cis-regulatory motifs

6 TBPs

7 TFBs

Acquisition of complexity:I. Gene Family Expansion

Turkarslan et al. in preparation; Facciotti et al., (2007) PNAS

Snapshots of regulons

1 2

3 4

Ensembles of networks

TF1

TF2

TF2

TF3

Snapshots of a regulon

1 2

3 4

Ensemble networks TF1 TF2

crtB1

C