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Design Principles in Biology :. a consequence of evolution and natural selection Rui Alves University of Lleida ralves@cmb.udl.es. Climbing down mount improbable. Overtime , edged stones would accumulate on the slope . Smooth , round, stones accumulate at the bottom.
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DesignPrinciples in Biology: a consequence of evolution and natural selection Rui Alves University of Lleida ralves@cmb.udl.es
Climbingdownmount improbable • Overtime, edgedstoneswould accumulateontheslope. • Smooth, round, stones accumulate at the bottom. DesignPrinciples: - Smooth, roundishrocks roll downthemountain. - Edged, flat, rocksdon’t.
Design principles in molecular biology • Similarly, if a topology or set of parameters can be shown to create a molecular network that functionally outperforms all other possible alternatives in a given set of conditions, one can talk about a design principle for the system under those conditions. [sensu engineering]
Index of talk • How to identify design principles in molecular networks • Design principles in: • Gene expression • Metabolic networks • Signal transduction • Development • Design principles, what are they good for? • Summary
First step, define the alternatives Regulator Regulator _ + Gene Gene X0 X1 X2 X3 X0 X1 X2 X3
First step, define the alternatives X3 X0 X1 X2 X3 How strong should the feedback be? t
Then, create models for each alternative Regulator Regulator _ + Gene Gene
Then, create models for each alternative X0 X1 X2 X3 X0 X1 X2 X3
Characterization of networkbehavior Biological functional effectiveness criteria for the network. Alternativedesigns … Comparison of behaviorbetweennetworks X1 … Xj … X1 … Xj … Mathematical models Enforce mathematical controls before analyzing model behavior
Index of talk • How to identify design principles in molecular networks • Design principles in: • Gene expression • Metabolic networks • Signal transduction • Development • Design principles, what are they good for? • Summary
The demand theory for gene expression Regulator Regulator _ • Are there situations where positive regulation of gene expression outperforms negative regulation of gene expression and vice versa? + Gene Gene
Regulating gene expression has principles Regulator Regulator _ • Positive regulator: • More effective when gene product in demand for large fraction of life cycle. • Less noise sensitive if signal is low. • Negative regulator: • More effective when gene product in demand for small fraction of life cycle. • Less noise sensitive if signal is high. + Gene Gene Genetics 149:1665; PNAS 103:3999; PNAS 104:7151;Nature405: 590
Glycogen Trehalose Regulating gene expression has principles
Index of talk • How to identify design principles • Design principles in: • Gene expression • Metabolic networks • Signal transduction • Development • Design principles, what are they good for? • Summary
Negative overall feedback is a design principle in metabolic biosynthesis • Negative overall feedback: • More effective in coupling production to demand. • More robust to fluctuations. X0 X1 X2 X3 Bioinformatics 16:786; Biophysical J. 79:2290
Index of talk • How to identify design principles • Design principles in: • Gene expression • Metabolic networks • Signal transduction • Development • Design principles, what are they good for? • Summary
Bifunctional sensors can be a design principle in signal transduction Signal Sensor Sensor Efector Deactivator Efector Effect • Bifunctional sensor: • Performs best against cross talk • Independent deactivator: • Better integrator of signals Mol. Microbiol. 48:25; Mol. Microbiol. 68: 1196
Index of talk • How to identify design principles • Design principles in: • Gene expression • Metabolic networks • Signal transduction • Development • Design principles, what are they good for? • Summary
Design principles in development Regulator Regulator _ Signal Highdemand, lowsignal + Signal _ Gene Gene + Highdemand, highsignal Lowdemand, lowsignal Lowdemand, highsignal Genetics 149:1665; PNAS 103:3999; PNAS 104:7151;Nature 405: 590
Index of talk • How to identify design principles • Design principles in: • Gene expression • Metabolic networks • Signal transduction • Development • Design principles, what are they good for? • Summary
Biological design principles are good to understand why biology works as it does • Biological design principles may connect molecular determinants to functional effectiveness. Expression of important genes Heat shock Growthrate time time BMC Bioinformatics 7:184
Underlying assumption • Evolution of molecular networks can be treated as modules. • Work in the group of Uri Alon suggests that • networks evolving to meet simultaneous goals evolve in a modular fashion • Networks evolving to meet a single goal evolve globally • Modularity seems like a reasonable first assumption PNAS 102:13773; PLOS CompBiol 4:e1000206;BMC Evolbiol7: 169
The good news about function • Sometimes, you get stuff for free!!! • For example: • networks that are responsive to signals, just because they are responsive may have inbuilt buffering of noise. • Functions that are associated with marginally stable proteins are favored because due to the large dimensions of sequence space most randomly selected sequences have a structure that is marginally stable. PNAS 100:14463; PNAS 103:6435; Proteins 46:105
How can biological design principles be applied? • Design of molecular circuits with specific behaviors!! Bistablesystems Unstablesystems StableSystems Oscilations Cell 113: 597; PLoSComputBiol. 5:e1000319; PNAS 106: 6435
Index of talk • How to identify design principles • Design principles in: • Gene expression • Metabolic networks • Signal transduction • Development • Design principles, what are they good for? • Summary
Summary • Design principles can be found in molecular networks. • Such principles can sometimes be connected to selection for function effectiveness. • Even in the absence of such a connection, if they are valid they can be used to build biological circuits with specific behaviors.
Acknowledgments Programa Ramon y CajalMCyT MCyT FCT NIH Mike Savageau Albert Sorribas Armindo Salvador Oleg Igoshin