daniel klein-marcuschamer, parayil kumaran ajikumar and gregory stephanopoulos

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Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

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Page 1: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar

and Gregory Stephanopoulos

Page 2: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

Table of Contents

• Introduction• Taxol

• Lycopene, Isoprenoids, Carotenoids• Background, Pathway

• Three Problems• Substrate availability• Intermediate build-up• Increase storage capacity

• Conclusion

Page 3: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

http://www.shipping-worldwide.com/bigstockphoto_Warehouse_2012713.jpg

Page 4: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos
Page 5: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos
Page 6: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos
Page 7: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos
Page 8: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos
Page 9: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos
Page 10: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos
Page 11: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

Taxol

https://upload.wikimedia.org/wikipedia/commons/thumb/5/59/Taxol.svg/1280px-Taxol.svg.png

Page 12: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

Taxol

Page 13: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

Taxol

It’s Complicated

Page 14: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

Taxol

It’s Complicated=

$$$$

Page 15: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

Metabolic Engineering:‘de novo engineered microbes’

http://www.earthtimes.org/nsimages/files/genetic_engineering_gm_encyclopaedia.jpg

Page 16: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

Metabolic Engineering:‘de novo engineered microbes’

http://www.earthtimes.org/nsimages/files/genetic_engineering_gm_encyclopaedia.jpg

Page 17: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

Metabolic Engineering:‘de novo engineered microbes’

http://www.earthtimes.org/nsimages/files/genetic_engineering_gm_encyclopaedia.jpg

Page 18: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

Metabolic Engineering:‘de novo engineered microbes’

http://www.earthtimes.org/nsimages/files/genetic_engineering_gm_encyclopaedia.jpg

Page 19: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

Metabolic Engineering:‘de novo engineered microbes’

http://www.earthtimes.org/nsimages/files/genetic_engineering_gm_encyclopaedia.jpg

Page 20: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

Metabolic Engineering:‘de novo engineered microbes’

http://www.earthtimes.org/nsimages/files/genetic_engineering_gm_encyclopaedia.jpg

Page 21: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

Metabolic Engineering:‘de novo engineered microbes’

http://www.earthtimes.org/nsimages/files/genetic_engineering_gm_encyclopaedia.jpg

Page 22: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

Metabolic Engineering:‘de novo engineered microbes’

http://rsif.royalsocietypublishing.org/content/10/78/20120671

Page 23: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

Metabolic Engineering:‘de novo engineered microbes’

http://www.rcsb.org/pdb/101/motm.do?momID=152

http://rsif.royalsocietypublishing.org/content/10/78/20120671

Page 24: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

Metabolic Engineering:‘de novo engineered microbes’

http://www.brooklyn.cuny.edu/bc/ahp/LAD/C7/graphics/C7_atp_1.GIF

http://www.rcsb.org/pdb/101/motm.do?momID=152

http://rsif.royalsocietypublishing.org/content/10/78/20120671

Page 25: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos
Page 26: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos
Page 27: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos
Page 28: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

?

Page 29: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

Isoprenoids

Page 30: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

Isoprenoids

x

Page 31: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

Isoprenoids

x

Page 32: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

Isoprenoids

x

Page 33: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

Isoprenoids

x

http://seniorhousingforum.net/sites/seniorhousingforum.net/files/2014/03/drugsinhand.jpg

http://recipes.saladmaster.com/sites/default/files/styles/large/public/istock_000016591318xsmall_0.jpg?itok=ZrVwUlCW

http://www.inkworldmagazine.com/contents/displayImage/29681

Page 34: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

Isoprenoids

x

http://gizmodo.com/5887825/what-are-steroids

Page 35: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

Carotenoids

8

Page 36: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

Carotenoids

Tetraterpenoid

8

Page 37: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

Lycopene

http://hookedoniron.com/wp-content/uploads/2011/04/lycopene.jpg

Page 38: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

MEP & MVA PathwaysMethylerythritol Phosphate

Mevalonic Acid

Page 39: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

MEP & MVA PathwaysMethylerythritol Phosphate

Mevalonic Acid

IPP & DMAPPIsopentenyl Pyrophosphate

Dimethylallyl Diphosphate

Page 40: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

MEP & MVA PathwaysMethylerythritol Phosphate

Mevalonic Acid

IPP & DMAPPIsopentenyl Pyrophosphate

Dimethylallyl Diphosphate

Isoprenoids

Page 41: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

The big picture

Page 42: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos
Page 43: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos
Page 44: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

The big picture

Page 45: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

The Three Problems:

1. Ensuring Substrate Availability2. Balancing Intermediate Pools

3. Improving Storage Capacity for End Products

Page 46: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

Ensuring Substrate Availability

• Focus on increasing the availability of substrates (IPP, DMAPP, FPP).

Page 47: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

Ensuring Substrate Availability

• Focus on increasing the availability of substrates (IPP, DMAPP, FPP).

Page 48: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

A) Stoichiometric Flux Balance Analysis

• A method of modelling a metabolic network to identify enzymes which heavily influence carbon flux.

(PT5-idi / PT5-ispDF / PT5-dxs)

Page 49: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

A) Stoichiometric Flux Balance Analysis

• A method of modelling a metabolic network to identify enzymes which heavily influence carbon flux.

(PT5-idi- / PT5-ispDF- / PT5-dxs-)

Page 50: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

B) Metabolic Control Structure

• Diverts carbon flux to lycopene during the stationary phase of growth.• PT5-idi and PT5-pps under glnAp2.

Page 51: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

B) Metabolic Control Structure

• Diverts carbon flux to lycopene during the stationary phase of growth.• PT5-idi and PT5-pps under glnAp2.

Page 52: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

C) Rational Strain Design

• Mevalonate pathway from S. cerevisiae cloned into E. coli.• Amorphadiene synthase.

Page 53: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

C) Rational Strain Design

• Mevalonate pathway from S. cerevisiae cloned into E. coli.• Amorphadiene synthase.

Page 54: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

C) Rational Strain Design

• Mevalonate pathway from S. cerevisiae cloned into E. coli.• Amorphadiene synthase.

Page 55: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

C) Rational Strain Design

• Mevalonate pathway from S. cerevisiae cloned into E. coli.• Amorphadiene synthase.

Page 56: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

D) Modification of Native Proteins•

• Monoterpenes and diterpenes produced from substrates geranyl diphosphate (GPP) and geranylgeranyl diphosphate (GGPP).

Page 57: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

D) Modification of Native Proteins•

• Monoterpenes and diterpenes produced from substrates geranyl diphosphate (GPP) and geranylgeranyl diphosphate (GGPP).• FPP synthase (ispA) point mutant.

This isn’t right!

Page 58: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos
Page 59: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

E) Randomized Overexpression

• Eight clones of random enzymes in the MEP/DOXP pathway.• T5-phage promoter.

Page 60: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

E) Randomized Overexpression

• Eight clones of random enzymes in the MEP/DOXP pathway.• T5-phage promoter crtEBIY operon.• Screened for increased B-carotene accumulation.

Page 61: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

http://www.discoveryandinnovation.com/BIOL202/notes/images/generalized_transduction.jpg

Page 62: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

F) Knockout Library Approach

• Screened an E. coli genomic library in the presence of carotenogenic genes.• appY and crl.

Page 63: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

F) Knockout Library Approach

• Screened an E. coli genomic library in the presence of carotenogenic genes.• appY and crl.

Who would’ve thought?

Page 64: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

G) Investigation of Carotenogenic Genes• Tao et. al (2005) produced a transposon mutagenesis

library in E. coli.• crtEXYIB operon on a ColE1 plasmid.

Page 65: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

G) Investigation of Carotenogenic Genes• Tao et. al (2005) produced a transposon mutagenesis

library in E. coli.• crtEXYIB operon on a ColE1 plasmid.

Page 66: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

Balancing Intermediate Pools

http://aje.oxfordjournals.org/content/162/10/953/F1.large.jpg

Page 67: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

A) mRNA Stability

• Smolke et. al (2001) altered mRNA processing signals on crtY /crtI. • 300-fold variation in ϐ-carotene and lycopene

production.

Page 68: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

• Library of mRNA processing signals.• Auxotrophic reporter strain expressing GFP.

Decreased HMG-CoA synthase / HMG-CoA reductase mRNA levels = more mevalonate

production!

Page 69: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

• Library of mRNA processing signals.• Auxotrophic reporter strain expressing GFP.

Decreased HMG-CoA synthase / HMG-CoA reductase mRNA levels = more mevalonate

production!

Page 70: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

B) Operon mRNA Levels and PermutationS• FPP zeaxanthin, Bacillus subtilis.

Page 71: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

B) Operon mRNA Levels and PermutationS• FPP zeaxanthin, Bacillus subtilis.• One variant showed a 35% increase in zeaxanthin

production.

Page 72: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

C) Global mRNA Manipulation

• Random mutagenesis of housekeeping E. coli sigma factor (σD).• Some strains demonstrated increased carotenoid yields

by up to 50%.

Page 73: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

C) Global mRNA Manipulation

• Random mutagenesis of housekeeping E. coli sigma factor (σD).• Some strains demonstrated increased carotenoid yields by

up to 50%.

Take home message: gene deletion and overexpression are not always ideal solutions for managing

intermediate pools.

Page 74: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

Improving Storage Capacity FOR End Products

• Isoprenoid end products can potentially be toxic at high concentrations.

Page 75: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

Improving Storage Capacity FOR End Products

• Isoprenoid end products can potentially be toxic at high concentrations.

Detergents and the absence of light implicated in affecting lycopene yields.

Page 76: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

Improving Storage Capacity FOR End Products

• Isoprenoid end products can potentially be toxic at high concentrations.

Detergents and the absence of light implicated in affecting lycopene yields.

Page 77: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

IN CONCLUSION

Increased energy costs + environmental concerns with traditional methods of chemical synthesis = microbes!

Page 78: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

IN CONCLUSION

Increased energy costs + environmental concerns with traditional methods of chemical synthesis = microbes!

Page 79: Daniel Klein-Marcuschamer, Parayil Kumaran Ajikumar and Gregory Stephanopoulos

IN CONCLUSION

Increased energy costs + environmental concerns with traditional methods of chemical synthesis = microbes!