Title:
1Pathway-PonderingMetabolic Engineering Problem
Space
Srebrenka Robic Department of Biology Agnes Scott
College Kam Dahlquist Department of
Biology Loyola Marymount University
June 16, 2007 BioQUEST Summer Workshop
2Classical Text Book Representation of
Glycolysis from Alberts et al. Molecular Biology
of the Cell
- Balancing the check book
- Carbons
- ATP
- NAD/NADH
3The Two Fates of Pyruvate from Alberts et al.
Molecular Biology of the Cell
Fermentation
TCA Cycle
4Struggles with Teaching Metabolism
- Memorizing steps and intermediates
- Getting lost in the details
- Static pictures do not convey the dynamics of
metabolic flux - Linking metabolic pathways to each other
- Anabolic and catabolic processes
- Linking metabolic pathways to other cellular
processes - Regulation of gene expression
5What are Your Challenges/Goals when Teaching
Metabolism?
- Students do not understand resident molecule idea
(sources, sinks) - Plants have mitochondria
- More than glucose metabolism
- Obsessed by oxygen (Marion!)
- Relative amounts and recycling (consumed vs.
recycled catalytic amounts) - Invertebrates- diversity of metabolism
- Link metabolism with evolution
(Audience responses)
6We Would Like to Use This Paradigm When Teaching
Metabolism (Thanks, Brian!)
Genes
Molecular Biology
Genetics
Individual, Population, Ecosystem
Proteins
Phenotype
Biochemisty
7Learning Objectives
- Energetics
- storage of energy in bonds
- controlled release of chemical energy
- Oxidation/reduction
- links between carbon metabolism and recycling of
redox agents - Connections and coupling of various processes
- flux of chemical intermediates
- connections between different pathways (anabolism
and catabolism) - Regulation
- feedback loops
- subcellular location
- gene regulation
- Diversity of metabolism
- variation within populations
- variation between species
- biogeochemical cycles
8Metabolic Engineering Problem Space
https//engineering.purdue.edu/ChE/Research/Bioche
m/Biochem-01.jpg
9Who Needs a Bucket of Pyruvate?
- Food additive, nutriceutical, and a weight
control supplement - Starting material for synthesis of
pharmaceutically active ingredients (amino acids,
Trp, Ala, and L-DOPA) - Starting point for other industrial fermentations
World market volume gt100 tons (potential for 1000
tons) a year
http//vitaminsbeautycare.com/images/Pyruva20Powd
er.jpg
10Chemical versus Biological Synthesisof Pyruvate
- CHEMICAL SYNTHESIS
- Synthesis from tartarate (pyrolysis) involves
toxic organic solvents - Cost 8650/ton
- BIOLOGICAL SYNTHESIS
- Green synthesis
- Typically made in E. coli or Torulopsis glabrata
(yeast) - Cost 1255/ton
Can we do better than that? Can we improve the
biological production of pyruvate?
11Pathway Pondering
- What do you need to know?
- Is there variation from organism to organism in
rates of production of pyruvate? - Is there is an easy chemical modification of
pyruvate that sequesters it from the organism? - At what temperature/pH do you need to extract,
grow culture? - Is there a way to extract without damaging
organism (recylcable and ongoing fermentation)? - If pyruvate is link in a pathway, you need to
shut off the next step, take it out of oxygen
environment. - Can different pathways coming into pyruvate come
in at different rates so start with something
else besides glucose? - What regulatory agency does this have to go under?
(Audience responses)
12Pathway Pondering
- How is pyruvate made in E. coli?
- What are some of the possible fates of pyruvate
in E. coli? - Is pyruvate production optimized in E. coli?
- What steps would you modify if you wanted to
engineer an E. coli strain that makes more
pyruvate? - How would you engineer a different microorganism
to produce more pyruvate?
13http//karamatsu.shinshu-u.ac.jp/lab/ferment/ikeda
_e2.jpg
14Central Carbon Metabolism in E. coli
Causey et al. (2004) PNAS 101 2235-2240
15Thinking Like a Bioengineer
- What makes a good pyruvate producing strain?
- What parameters might you want to measure and how
would you compare your strain to already existing
strains? - How might you model the cost of production?
- How would you take into account the environmental
impact? - How do you engineer the strain without killing it?
16Cassey et al. Data Available for Exploration in
an MS Excel File
17Growth Rate versus Pyruvate Production
Red TC44 strain
Data from Causey et al. (2004) PNAS 101
2235-2240 analyzed by Srebrenka
18Visualizing Pathways
Biwer et al. (2005) Ind Eng Chem Res 44 3124-3133
19Pyruvate Metabolism in E. coli (KEGG)
20http//www.ecocyc.org
21Mutations in E. coli TC44 strain shown in GenMAPP
22Other Questions, Datasets, Tools
Genes
Molecular Biology
Genetics
Individual, Population, Ecosystem
Proteins
Phenotype
Biochemisty
23Other Questions, Datasets, Tools
- What are the differences between pyruvate
pathways in other organisms (Saccharomyces,
Lactobacilli, etc.) compared to E. coli? - How would you engineer other organisms for
pyruvate production? - Analyzing cost and environmental impact of
pyruvate synthesis - Evolution of metabolic pathways
- Metagenomics, meta metabolic pathways in
ecosystems, bioremediation
24Metabolism Pathway Databases
- KEGG at http//www.genome.ad.jp/kegg/
- EcoCyc at http//ecocyc.org/
- MPD at http//www.gwu.edu/mpb/ (limited but has
thermodyanmic information) - GenMAPP software at http//www.GenMAPP.org