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Establishing Baseline Performance Scores for the CAGEN Robust Gene Response Challenge Shaunak Sen Caltech CDS Dec 14, 2011
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CAGEN - Critical Assessment of Genetically Engineered Networks - Systematize the design of genetic networks (address issues of robustness, connectability) - Facilitate applications, for ex. in agriculture, medicine
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CAGEN Challenge #1 : Robust Gene Response 1)Detectable: >10 fold induction 2)Robust: Low variability across cells & temperatures 3)Fast: Quick response Time IPTG Addition YFP induction 1 X 0 >10 X 0 Speed Low Variability INPUT OUTPUT Induce OUTPUT (YFP) in response to INPUT (IPTG), so that,
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Critical Assessment of Selected Designs Challenge Specifications Self Assessment by Participants Purpose: Establish Baseline Performance Score for Self Assessment And Critical Assessment Purpose Establish Baseline Performance ANNOUNCEMENT SELECTION
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Performance metric to score robustness and speed of designs x PxPx X Worst Case Time integral of square error Normalizing factor (equilibrium amplitude of reference trace) j = 1, 2, 3, … 15 (at least 5 traces for 3 temperatures) r(t) is a trace chosen as reference, M is equilibrium amplitude of r(t), T 1 is time when r(t) is 10% of M, and T 2 is time after which r(t) stays within 10% of M. Time Input Output Small
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Single cell dynamics are measured for a simple reference design, for different temperatures YFP P inducible E. coli 30 °C32 °C34 °C #1??? #2??? yfp P lac IPTG #1 cI-yfp P lac IPTG #2
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Movies YFP P inducible
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Reference trace exhibits > 10x induction Time (minutes) Mean Fluorescence (a.u.) No induction Camera Bgd. Cell division 10x induction
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Baseline Performance Score for Self Assessment Performance scores for inducible protein expression circuits Time (minutes) Mean Fluorescence (a.u.) yfp P lac IPTG #1Reference trace (32 °C) Traces at 32 °C Traces at 34 °C Traces at 30 °C Time (minutes) Mean Fluorescence (a.u.) cI-yfp P lac IPTG #2 Reference trace (34 °C) Traces at 34 °C Traces at 30 °C S = 1.45S = 1.22
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Critical assessment will be on a μfluidic platform allowing for controlled induction time GFP P inducible E. coli 30 °C32 °C34 °C ??? gfp P lac IPTG Simulation/ Eric Klavins Benefit #1. Exact induction time measurement. Benefit #2: Similar decay time measurement.
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Movie GFP P lac
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Single-Cell Dynamics with Controlled Induction Time S = 2.29
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x PxPx X Population level metric to estimate performance score Population Dynamics/ Flow Cytometry Single-Cell Dynamics/ Microscopy
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Future Work Fast Linear Amplifier in 3 Steps Time Input Output Time Input Output Small 3. Linear Response 2. Fast Decay 1. Fast Increase (this CAGEN Challenge) Input Output Small
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