SlideShare a Scribd company logo
1 of 45
Download to read offline
Michael Smanski, Ph.D.
Assistant Professor
University of Minnesota
May 15, 2018
A Guide to DNA Assembly for
Drug Discovery
Leveraging DNA
Assembly for Natural
Product Biosynthesis
Mike Smanski
University of Minnesota
May 15, 2018
• Introduction to key concepts in DNA assembly as it relates to engineering
metabolic pathways
• Argument for the importance of combinatorial DNA assembly projects in natural
product biosynthesis
• Example application to illustrate how DNA assembly methods were used to
produce a valuable natural product scaffold
• New directions/questions that are important for pushing genetic engineering into
more complex multi-part systems
Goals for the Webinar
DNA Synthesis: de novo construction of oligonucleotides
and larger molecules from nucleotide monomers
“DNA Synthesis” versus “DNA Assembly”
DNA Assembly: combinatorial concatenation of pre-
synthesized parts to produce functional genetic constructs
What do We Mean by “Genetic Parts”?
Nielsen AAK, Segall-Shapiro TH, Voigt CA Curr. Opin. Chem. Biol. (2013)
Genetic parts: a sequence of DNA that encodes a
biological function or behavior. This can include
information storage (e.g. CDS), transcription or
translation control (e.g. promoter), etc. Genetic parts
can be combined to make more complex functional
units.
The iGEM Registry of Standard Biological Parts
Important Biological Capabilities Require Massively Multi-Part Genetic Systems
N2
NH3
Nitrogen Fixation
Electron transfer
Protein glycosylationNatural product biosynthesis
What are “Natural Products”
Natural Products are Privileged Structures for Drug Discovery
Rapamycin (Rapamune®)
Bleomycin (Blenoxane®)
Calicheamicin (Mylotarg®)
Newman & Cragg (2012) J. Nat. Prod. 75:311-335
Heterologous Production of Natural Products
Actinorhodin (100%) Clorobiocin (104%)
Myxochromide S (500%)
Daptomycin (2%)
Nonactin (25%)
Puromycin (10%)Natural product biosynthesis
Drug Discovery Pipelines Require Access to Hundreds of Grams of Material
Koehn and Carter (2005) Nat. Rev. Drug Disc. 4:206-220
~103 increase in material
requirements for each stage in drug
discovery/development
Gene Expression is Finicky but Important for Heterologous Production
• Gene expression changes
upon host transfer
Smanski et al. Shen (2012) J. Nat. Prod. 75:2158-2167
Robert G. Egbert, and Eric Klavins PNAS 2012;109:16817-16822
• Even conservative host
changes can break a system
Gene Expression is Finicky but Important for Heterologous Production
• Gene expression changes
upon host transfer
• Permuting expression over
multiple genes dramatically
impacts system performance
Gene Expression is Finicky but Important for Heterologous Production
• Even conservative host
changes can break a system
• Gene expression changes
upon host transfer
Smanski et al. Voigt (2014) Nat. Biotechnol. 32:1241-1249
• Optimal gene expression is
nuanced and non-obvious
Gene Expression is Finicky but Important for Heterologous Production
Ajikumar PK and Stephanopoulos G (2010) Science 330:70-74
• Permuting expression over
multiple genes dramatically
impacts system performance
• Even conservative host
changes can break a system
• Gene expression changes
upon host transfer
Approach: Reconstructing Biosynthetic Gene Clusters from Parts
Advantages:
• Role of every element is known
• Independent control of gene
expression levels
• Ability to build and test many
variant designs
Algorithmic DNA Assembly Pipeline: Key Features
Genetic
Parts:
Partial Gene
Clusters:
Algorithmic DNA Assembly Pipeline For High-Throughput Plasmid Construction
Cistron-level
Constructs:
Algorithmic DNA Assembly Pipeline For High-Throughput Plasmid Construction
Full Gene
Clusters:
Proof-of-concept: Biosynthesis of a Natural Product of Unknown Origin
Serofendic Acid
Serofendic Acid has Diverse Therapeutic Potential
Prevents glutamate neurotoxicity
Kume, T et al. (2002) PNAS 99:3288-3293.
Decreases damage from
myocardial ischemia
Ioroi, T et al. (2014) J Pharmacol Sci 126:274-280.
Decreases neurological damage from stroke
Nakamura, T et al. (2008) Eur J Pharmacol 586:3288-3293.
Retro- Biosynthetic Approach to Design a Pathway Towards Serofendic Acid
v
v
v
v
v
v
v
v
Toyota, M et al. (2005) Org Lett 7:3929-3932.
Serofendic Acid
Serofendic Acid
Platencin
Tuberculosinol Neoverrucosanes
Cyslabdan Verrucosane
CyclooctatinBrasilicardins
GGPPS
eCPSeAS?
???
Retro- Biosynthetic Approach to Design a Pathway Towards Serofendic Acid
Serofendic Acid
GGPPS
eCPSeAS?
???
Chemical synthesis
Retro- Biosynthetic Approach to Design a Pathway Towards Serofendic Acid
Serofendic Acid
GGPPS
eCPSeAS?
???
Chemical synthesis
Streptomyces albidoflavus
NRRL S-1813
Retro- Biosynthetic Approach to Design a Pathway Towards Serofendic Acid
Mini-Library Designed and Built to Screen for Ent-atiserenoic Acid Production
8 designs vary according to:
• Promoter strength
• Ribosome binding site strength
• Gene content
parts
cistrons
partial clusters
full clusters
Isoprenoid precursors
Initial Library of Synthetic Gene Clusters Produces Ent-atiserenoic Acid &
Congeners
(A) 6-Electron Oxidation of Methyl Group by P450 Monooxygenase PtnO2
Oxidation by PtnO2, a
new cytochrome P450,
shows high
regioselectivity.
(B) Poorly-Tuned Gene Expression Leads to Shunt Metabolite Production
P450 competes with
Terpene Cyclase in vivo.
(C) Poorly-Tuned Gene Expression Allows Interference by Non-Pathway Enzymes
Well-balanced pathway avoids
shunting by endogenous enzymes
Semi-Synthesis of Serofendic Acid and Derivatives
- Initial extraction yielded 40 mg / L ent-Atiserenoic acid.
- Formal synthesis completed without methylester protecting group
- Semi-synthesis reduced complexity from 17 to 4 steps and increased yield
~10-fold
- Facile derivatization of ent-Atiserenoic acid demonstrated
Toyota, M. et al., Org. Letters(2005) 7:3929
(PhSeO)O2
C6H6, reflux
1. NaSMe
THF, H2O
2. BH3THF
THF
Davis
Oxaziridine
(80%)
(27%)
(100%)
Current Efforts are Focused on Improving Titer Through Multivariate Optimization
[target multi-gene system]
Current efforts are focused on improving titer through multivariate optimization
Methylerythritol Phosphate Pathway
Dxs IspC IspD IspE IspF IspG
IspH
Idi
5-level fractional factorial design:
• 8 genes (MEP pathway plus isomerase)
• 5 expression levels per gene
• Spans 2 orders of magnitude
• Unique promoter set for each gene
• 125 total constructs required out of 58 = 390,625
possible combinations
Current Efforts are Focused on Improving Titer Through Multivariate Optimization
Preliminary Results Show Several Improved Strains
Preliminary Results Show Several Improved Strains
Robustness to Varying Expression Levels Will Not Be the Same for Every System
Diterpene
Biosynthesis
Nitrogen
Fixation
Secondary
Metabolism
Primary
Metabolism
Discrete
Enzymes
Multi-protein
Complexes
vs.
vs.
Extending the DNA Assembly Pipeline for New Compound Discovery
Uncharacterized BGCs from Disease-
Suppressive Soil isolates
Family of Putative Thiazole-Containing Molecules
Wildtype CDS
Codon altered CDS
Thiazole BGC with proposed role
in interspecies signaling.
Summary: DNA Assembly for Engineering Natural Product Biosynthesis
Natural Product Biosynthesis
• Independent control of gene
expression is important for high-
titer heterologous production
• Developed an algorithmic DNA
assembly pipeline compatible
with Streptomyces
• Demonstrated a new sustainable
route to Serofendic acid, a
diterpenoid natural product of
unknown origin
Dr. Maciej Maselko
Dr. Christopher Stach
Dr. Dimitri Perusse
Suzie Hsu
Stephen Heinsch
Carolyn Malecha
Matt Zinselmeier
Thomas Hougard
Mariela Rivera-DeJesus
Blake Everett
Funding and Support
BTI Biocatalysis Grant
UMN Futures Grant
Damon Runyon Cancer
Research Foundation
Joint Genome Institute
DARPA
Collaborators
Linda Kinkel (UMN)
Dr. Lindsey Hansen
Dr. Zewei Song
Dan Schlatter
Global Headquarters, New Jersey
GenScript: Your Reliable Research Partner
41
• Serving life scientists for more than 15 years as a leading CRO (Contract Research
Organization) offering a variety of services, reagents and products
• Headquarters in Piscataway, NJ
• Facilities and branches in China, Europe & Japan
• The number one gene synthesis provider in the world
• 30,000 customers in 90+ countries
• Recipient of CRO Leadership Award in productivity and regulatory affairs
• ≥30,000 journal article citations
• An iGEM partner
• The only commercial entity invited to participate in the Synthetic Yeast Genome
project (Sc2.0)
• A member of GP-write advisory board due expertise in gene synthesis
Synthetic Biology Portfolio
Combinatorial
DNA Libraries
DNA FragmentsGene Synthesis
Fast, Reliable & Efficient
Let DNA Building Experts Speed Up Your Metabolic Pathway and
Microbial Strain Engineering Process!
Partnering with Us
Benefiting from 15+ years of expertise in complex DNA synthesis & assembly
Worldwide Leader
Easy access to highly-customizable & high-throughput industrial grade
enabling tools
Comprehensive Services
Speed up the build phase of your development cycle with
time/cost-efficient options
Fast & Efficient
Join the long list of leading life scientists in academia
& industry who have advanced their synthetic biology
projects with us.
Trusted
43
Partnering With Us: IP Protection
44
For any questions,
please visit:
www.genscript.com/synthetic-
biology.html
or email:
William.tan@genscript.com
gene@genscript.com
45
Gene Peptide
Antibody
Catalog ProductsDiscovery
Protein
Thank you!

More Related Content

What's hot

Gene transfer techniques
Gene transfer techniquesGene transfer techniques
Gene transfer techniquesDev Hingra
 
Linkedin Gen Script
Linkedin Gen ScriptLinkedin Gen Script
Linkedin Gen Scripthowardhuang
 
Site directed mutagenesis
Site  directed mutagenesisSite  directed mutagenesis
Site directed mutagenesisZain Khadim
 
Lectut btn-202-ppt-l35. genetic transformation
Lectut btn-202-ppt-l35. genetic transformationLectut btn-202-ppt-l35. genetic transformation
Lectut btn-202-ppt-l35. genetic transformationRishabh Jain
 
Genscript overview 030110[1]
Genscript overview 030110[1]Genscript overview 030110[1]
Genscript overview 030110[1]nicole_niu
 
Rdna technology
Rdna technologyRdna technology
Rdna technologyStiti Dash
 
Dna transfer techniques
Dna transfer techniquesDna transfer techniques
Dna transfer techniquesOliullahRafi
 
Biotechnology Principles and Processes
Biotechnology Principles and ProcessesBiotechnology Principles and Processes
Biotechnology Principles and ProcessesMuralidhar Shingri
 
Souther and northern blotting systems
Souther and northern blotting systemsSouther and northern blotting systems
Souther and northern blotting systemsAnkit R. Chaudhary
 
Gene transfer by physical methods
Gene transfer by physical methodsGene transfer by physical methods
Gene transfer by physical methodsJirainneSerra
 
Protein engineering
Protein engineeringProtein engineering
Protein engineeringBen Mair
 
recombinant DNA with subtopics
recombinant DNA with subtopicsrecombinant DNA with subtopics
recombinant DNA with subtopicsssabakazmi
 
Introduction to whole-cell modeling lecture | Whole-cell modeling summer scho...
Introduction to whole-cell modeling lecture | Whole-cell modeling summer scho...Introduction to whole-cell modeling lecture | Whole-cell modeling summer scho...
Introduction to whole-cell modeling lecture | Whole-cell modeling summer scho...Jonathan Karr
 
Genetic transformation
Genetic transformationGenetic transformation
Genetic transformationTrishala Pagar
 
gene manipulation
gene manipulationgene manipulation
gene manipulationMANU MOHAN
 
MDC Connects: Proteins, structures and how to get them
MDC Connects: Proteins, structures and how to get themMDC Connects: Proteins, structures and how to get them
MDC Connects: Proteins, structures and how to get themMedicines Discovery Catapult
 
2nd CRISPR Congress Boston, 23-25 February 2016
2nd CRISPR Congress Boston, 23-25 February 2016 2nd CRISPR Congress Boston, 23-25 February 2016
2nd CRISPR Congress Boston, 23-25 February 2016 Diane McKenna
 

What's hot (20)

Synthetic Genome
Synthetic Genome Synthetic Genome
Synthetic Genome
 
Gene transfer techniques
Gene transfer techniquesGene transfer techniques
Gene transfer techniques
 
Synthetic biology
Synthetic biologySynthetic biology
Synthetic biology
 
Linkedin Gen Script
Linkedin Gen ScriptLinkedin Gen Script
Linkedin Gen Script
 
Site directed mutagenesis
Site  directed mutagenesisSite  directed mutagenesis
Site directed mutagenesis
 
Lectut btn-202-ppt-l35. genetic transformation
Lectut btn-202-ppt-l35. genetic transformationLectut btn-202-ppt-l35. genetic transformation
Lectut btn-202-ppt-l35. genetic transformation
 
Genscript overview 030110[1]
Genscript overview 030110[1]Genscript overview 030110[1]
Genscript overview 030110[1]
 
Rdna technology
Rdna technologyRdna technology
Rdna technology
 
Dna transfer techniques
Dna transfer techniquesDna transfer techniques
Dna transfer techniques
 
Biotechnology Principles and Processes
Biotechnology Principles and ProcessesBiotechnology Principles and Processes
Biotechnology Principles and Processes
 
Souther and northern blotting systems
Souther and northern blotting systemsSouther and northern blotting systems
Souther and northern blotting systems
 
Gene transfer by physical methods
Gene transfer by physical methodsGene transfer by physical methods
Gene transfer by physical methods
 
Protein engineering
Protein engineeringProtein engineering
Protein engineering
 
recombinant DNA with subtopics
recombinant DNA with subtopicsrecombinant DNA with subtopics
recombinant DNA with subtopics
 
Introduction to whole-cell modeling lecture | Whole-cell modeling summer scho...
Introduction to whole-cell modeling lecture | Whole-cell modeling summer scho...Introduction to whole-cell modeling lecture | Whole-cell modeling summer scho...
Introduction to whole-cell modeling lecture | Whole-cell modeling summer scho...
 
Genetic transformation
Genetic transformationGenetic transformation
Genetic transformation
 
gene manipulation
gene manipulationgene manipulation
gene manipulation
 
MDC Connects: Proteins, structures and how to get them
MDC Connects: Proteins, structures and how to get themMDC Connects: Proteins, structures and how to get them
MDC Connects: Proteins, structures and how to get them
 
Transfection
TransfectionTransfection
Transfection
 
2nd CRISPR Congress Boston, 23-25 February 2016
2nd CRISPR Congress Boston, 23-25 February 2016 2nd CRISPR Congress Boston, 23-25 February 2016
2nd CRISPR Congress Boston, 23-25 February 2016
 

Similar to A guide to harnessing dna assembly for drug discovery

Protein Engineering Strategies
Protein Engineering StrategiesProtein Engineering Strategies
Protein Engineering StrategiesSOURIKDEY1
 
JBEI Research Highlights - October 2017
JBEI Research Highlights - October 2017 JBEI Research Highlights - October 2017
JBEI Research Highlights - October 2017 Irina Silva
 
JBEI Publications November 2020
JBEI Publications November 2020JBEI Publications November 2020
JBEI Publications November 2020SaraHarmon4
 
Kurtz biomanufacturing
Kurtz biomanufacturingKurtz biomanufacturing
Kurtz biomanufacturingbio-link
 
JBEI Research Highlights - May 2019
JBEI Research Highlights - May 2019JBEI Research Highlights - May 2019
JBEI Research Highlights - May 2019Irina Silva
 
Sample Prep Solutions for Microbiome Research
Sample Prep Solutions for Microbiome ResearchSample Prep Solutions for Microbiome Research
Sample Prep Solutions for Microbiome ResearchQIAGEN
 
JBEI highlights March 2016
JBEI highlights March 2016JBEI highlights March 2016
JBEI highlights March 2016Irina Silva
 
Día 19 - Noel Chen - Introducción a Novogene
Día 19 - Noel Chen - Introducción a Novogene Día 19 - Noel Chen - Introducción a Novogene
Día 19 - Noel Chen - Introducción a Novogene Alejandro Borges
 
Isolation of rhizobium species from soil and to
Isolation of rhizobium species from soil and toIsolation of rhizobium species from soil and to
Isolation of rhizobium species from soil and totusha madan
 
Genetically engineered bacteria: chemical factories of the future?
Genetically engineered bacteria: chemical factories of the future?Genetically engineered bacteria: chemical factories of the future?
Genetically engineered bacteria: chemical factories of the future?Greg Crowther
 
Advanced genetic tools for plant biotechnology
Advanced genetic tools for plant biotechnology Advanced genetic tools for plant biotechnology
Advanced genetic tools for plant biotechnology muhammad shoaib
 
Genome-editing-in-plants_FilipaLara.pptx
Genome-editing-in-plants_FilipaLara.pptxGenome-editing-in-plants_FilipaLara.pptx
Genome-editing-in-plants_FilipaLara.pptxPawanTiwari672779
 
Pipeline or pipe dream - Midlands Micro Meeting UK - mon 15 sep 2014
Pipeline or pipe dream - Midlands Micro Meeting UK - mon 15 sep 2014Pipeline or pipe dream - Midlands Micro Meeting UK - mon 15 sep 2014
Pipeline or pipe dream - Midlands Micro Meeting UK - mon 15 sep 2014Torsten Seemann
 
2015 07 09__epigenetic_profiling_environmental_health_sciences_v42
2015 07 09__epigenetic_profiling_environmental_health_sciences_v422015 07 09__epigenetic_profiling_environmental_health_sciences_v42
2015 07 09__epigenetic_profiling_environmental_health_sciences_v42Prof. Wim Van Criekinge
 
Directed evolution
Directed evolutionDirected evolution
Directed evolutionIfrah Ishaq
 
Strain improvement in microbial genetics .pptx
Strain improvement in microbial genetics .pptxStrain improvement in microbial genetics .pptx
Strain improvement in microbial genetics .pptxHamdiMichaelCC
 
Introduction to Bioprocessing Sample Slides
Introduction to Bioprocessing Sample SlidesIntroduction to Bioprocessing Sample Slides
Introduction to Bioprocessing Sample SlidesPeteDeOlympio
 

Similar to A guide to harnessing dna assembly for drug discovery (20)

Protein Engineering Strategies
Protein Engineering StrategiesProtein Engineering Strategies
Protein Engineering Strategies
 
JBEI Research Highlights - October 2017
JBEI Research Highlights - October 2017 JBEI Research Highlights - October 2017
JBEI Research Highlights - October 2017
 
JBEI Publications November 2020
JBEI Publications November 2020JBEI Publications November 2020
JBEI Publications November 2020
 
Kurtz biomanufacturing
Kurtz biomanufacturingKurtz biomanufacturing
Kurtz biomanufacturing
 
JBEI Research Highlights - May 2019
JBEI Research Highlights - May 2019JBEI Research Highlights - May 2019
JBEI Research Highlights - May 2019
 
Enzymology
Enzymology Enzymology
Enzymology
 
Sample Prep Solutions for Microbiome Research
Sample Prep Solutions for Microbiome ResearchSample Prep Solutions for Microbiome Research
Sample Prep Solutions for Microbiome Research
 
JBEI highlights March 2016
JBEI highlights March 2016JBEI highlights March 2016
JBEI highlights March 2016
 
Día 19 - Noel Chen - Introducción a Novogene
Día 19 - Noel Chen - Introducción a Novogene Día 19 - Noel Chen - Introducción a Novogene
Día 19 - Noel Chen - Introducción a Novogene
 
Isolation of rhizobium species from soil and to
Isolation of rhizobium species from soil and toIsolation of rhizobium species from soil and to
Isolation of rhizobium species from soil and to
 
Genetically engineered bacteria: chemical factories of the future?
Genetically engineered bacteria: chemical factories of the future?Genetically engineered bacteria: chemical factories of the future?
Genetically engineered bacteria: chemical factories of the future?
 
Advanced genetic tools for plant biotechnology
Advanced genetic tools for plant biotechnology Advanced genetic tools for plant biotechnology
Advanced genetic tools for plant biotechnology
 
Synthetic Biology in plants
Synthetic Biology in plants Synthetic Biology in plants
Synthetic Biology in plants
 
Genome-editing-in-plants_FilipaLara.pptx
Genome-editing-in-plants_FilipaLara.pptxGenome-editing-in-plants_FilipaLara.pptx
Genome-editing-in-plants_FilipaLara.pptx
 
Pipeline or pipe dream - Midlands Micro Meeting UK - mon 15 sep 2014
Pipeline or pipe dream - Midlands Micro Meeting UK - mon 15 sep 2014Pipeline or pipe dream - Midlands Micro Meeting UK - mon 15 sep 2014
Pipeline or pipe dream - Midlands Micro Meeting UK - mon 15 sep 2014
 
2015 07 09__epigenetic_profiling_environmental_health_sciences_v42
2015 07 09__epigenetic_profiling_environmental_health_sciences_v422015 07 09__epigenetic_profiling_environmental_health_sciences_v42
2015 07 09__epigenetic_profiling_environmental_health_sciences_v42
 
Directed evolution
Directed evolutionDirected evolution
Directed evolution
 
Strain improvement in microbial genetics .pptx
Strain improvement in microbial genetics .pptxStrain improvement in microbial genetics .pptx
Strain improvement in microbial genetics .pptx
 
Introduction to Bioprocessing Sample Slides
Introduction to Bioprocessing Sample SlidesIntroduction to Bioprocessing Sample Slides
Introduction to Bioprocessing Sample Slides
 
Adrian_Joseph
Adrian_JosephAdrian_Joseph
Adrian_Joseph
 

Recently uploaded

The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfEnterprise Knowledge
 
Understanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitectureUnderstanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitecturePixlogix Infotech
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)Gabriella Davis
 
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure serviceWhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure servicePooja Nehwal
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking MenDelhi Call girls
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonetsnaman860154
 
Maximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxMaximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxOnBoard
 
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...shyamraj55
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking MenDelhi Call girls
 
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Allon Mureinik
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityPrincipled Technologies
 
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slidevu2urc
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonAnna Loughnan Colquhoun
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘RTylerCroy
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024Rafal Los
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdfhans926745
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesSinan KOZAK
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountPuma Security, LLC
 
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024BookNet Canada
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationRadu Cotescu
 

Recently uploaded (20)

The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
 
Understanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitectureUnderstanding the Laravel MVC Architecture
Understanding the Laravel MVC Architecture
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure serviceWhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonets
 
Maximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxMaximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptx
 
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men
 
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivity
 
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slide
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt Robison
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen Frames
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path Mount
 
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organization
 

A guide to harnessing dna assembly for drug discovery

  • 1. Michael Smanski, Ph.D. Assistant Professor University of Minnesota May 15, 2018 A Guide to DNA Assembly for Drug Discovery
  • 2. Leveraging DNA Assembly for Natural Product Biosynthesis Mike Smanski University of Minnesota May 15, 2018
  • 3. • Introduction to key concepts in DNA assembly as it relates to engineering metabolic pathways • Argument for the importance of combinatorial DNA assembly projects in natural product biosynthesis • Example application to illustrate how DNA assembly methods were used to produce a valuable natural product scaffold • New directions/questions that are important for pushing genetic engineering into more complex multi-part systems Goals for the Webinar
  • 4. DNA Synthesis: de novo construction of oligonucleotides and larger molecules from nucleotide monomers “DNA Synthesis” versus “DNA Assembly” DNA Assembly: combinatorial concatenation of pre- synthesized parts to produce functional genetic constructs
  • 5. What do We Mean by “Genetic Parts”? Nielsen AAK, Segall-Shapiro TH, Voigt CA Curr. Opin. Chem. Biol. (2013) Genetic parts: a sequence of DNA that encodes a biological function or behavior. This can include information storage (e.g. CDS), transcription or translation control (e.g. promoter), etc. Genetic parts can be combined to make more complex functional units.
  • 6. The iGEM Registry of Standard Biological Parts
  • 7. Important Biological Capabilities Require Massively Multi-Part Genetic Systems N2 NH3 Nitrogen Fixation Electron transfer Protein glycosylationNatural product biosynthesis
  • 8. What are “Natural Products”
  • 9. Natural Products are Privileged Structures for Drug Discovery Rapamycin (Rapamune®) Bleomycin (Blenoxane®) Calicheamicin (Mylotarg®) Newman & Cragg (2012) J. Nat. Prod. 75:311-335
  • 10. Heterologous Production of Natural Products Actinorhodin (100%) Clorobiocin (104%) Myxochromide S (500%) Daptomycin (2%) Nonactin (25%) Puromycin (10%)Natural product biosynthesis
  • 11. Drug Discovery Pipelines Require Access to Hundreds of Grams of Material Koehn and Carter (2005) Nat. Rev. Drug Disc. 4:206-220 ~103 increase in material requirements for each stage in drug discovery/development
  • 12. Gene Expression is Finicky but Important for Heterologous Production • Gene expression changes upon host transfer Smanski et al. Shen (2012) J. Nat. Prod. 75:2158-2167
  • 13. Robert G. Egbert, and Eric Klavins PNAS 2012;109:16817-16822 • Even conservative host changes can break a system Gene Expression is Finicky but Important for Heterologous Production • Gene expression changes upon host transfer
  • 14. • Permuting expression over multiple genes dramatically impacts system performance Gene Expression is Finicky but Important for Heterologous Production • Even conservative host changes can break a system • Gene expression changes upon host transfer Smanski et al. Voigt (2014) Nat. Biotechnol. 32:1241-1249
  • 15. • Optimal gene expression is nuanced and non-obvious Gene Expression is Finicky but Important for Heterologous Production Ajikumar PK and Stephanopoulos G (2010) Science 330:70-74 • Permuting expression over multiple genes dramatically impacts system performance • Even conservative host changes can break a system • Gene expression changes upon host transfer
  • 16. Approach: Reconstructing Biosynthetic Gene Clusters from Parts Advantages: • Role of every element is known • Independent control of gene expression levels • Ability to build and test many variant designs
  • 17. Algorithmic DNA Assembly Pipeline: Key Features
  • 18. Genetic Parts: Partial Gene Clusters: Algorithmic DNA Assembly Pipeline For High-Throughput Plasmid Construction Cistron-level Constructs: Algorithmic DNA Assembly Pipeline For High-Throughput Plasmid Construction Full Gene Clusters:
  • 19. Proof-of-concept: Biosynthesis of a Natural Product of Unknown Origin Serofendic Acid
  • 20. Serofendic Acid has Diverse Therapeutic Potential Prevents glutamate neurotoxicity Kume, T et al. (2002) PNAS 99:3288-3293. Decreases damage from myocardial ischemia Ioroi, T et al. (2014) J Pharmacol Sci 126:274-280. Decreases neurological damage from stroke Nakamura, T et al. (2008) Eur J Pharmacol 586:3288-3293.
  • 21. Retro- Biosynthetic Approach to Design a Pathway Towards Serofendic Acid v v v v v v v v Toyota, M et al. (2005) Org Lett 7:3929-3932. Serofendic Acid
  • 22. Serofendic Acid Platencin Tuberculosinol Neoverrucosanes Cyslabdan Verrucosane CyclooctatinBrasilicardins GGPPS eCPSeAS? ??? Retro- Biosynthetic Approach to Design a Pathway Towards Serofendic Acid
  • 23. Serofendic Acid GGPPS eCPSeAS? ??? Chemical synthesis Retro- Biosynthetic Approach to Design a Pathway Towards Serofendic Acid
  • 24. Serofendic Acid GGPPS eCPSeAS? ??? Chemical synthesis Streptomyces albidoflavus NRRL S-1813 Retro- Biosynthetic Approach to Design a Pathway Towards Serofendic Acid
  • 25. Mini-Library Designed and Built to Screen for Ent-atiserenoic Acid Production 8 designs vary according to: • Promoter strength • Ribosome binding site strength • Gene content parts cistrons partial clusters full clusters Isoprenoid precursors
  • 26. Initial Library of Synthetic Gene Clusters Produces Ent-atiserenoic Acid & Congeners
  • 27. (A) 6-Electron Oxidation of Methyl Group by P450 Monooxygenase PtnO2 Oxidation by PtnO2, a new cytochrome P450, shows high regioselectivity.
  • 28. (B) Poorly-Tuned Gene Expression Leads to Shunt Metabolite Production P450 competes with Terpene Cyclase in vivo.
  • 29. (C) Poorly-Tuned Gene Expression Allows Interference by Non-Pathway Enzymes Well-balanced pathway avoids shunting by endogenous enzymes
  • 30. Semi-Synthesis of Serofendic Acid and Derivatives - Initial extraction yielded 40 mg / L ent-Atiserenoic acid. - Formal synthesis completed without methylester protecting group - Semi-synthesis reduced complexity from 17 to 4 steps and increased yield ~10-fold - Facile derivatization of ent-Atiserenoic acid demonstrated Toyota, M. et al., Org. Letters(2005) 7:3929 (PhSeO)O2 C6H6, reflux 1. NaSMe THF, H2O 2. BH3THF THF Davis Oxaziridine (80%) (27%) (100%)
  • 31. Current Efforts are Focused on Improving Titer Through Multivariate Optimization [target multi-gene system]
  • 32. Current efforts are focused on improving titer through multivariate optimization Methylerythritol Phosphate Pathway Dxs IspC IspD IspE IspF IspG IspH Idi 5-level fractional factorial design: • 8 genes (MEP pathway plus isomerase) • 5 expression levels per gene • Spans 2 orders of magnitude • Unique promoter set for each gene • 125 total constructs required out of 58 = 390,625 possible combinations
  • 33. Current Efforts are Focused on Improving Titer Through Multivariate Optimization
  • 34. Preliminary Results Show Several Improved Strains
  • 35. Preliminary Results Show Several Improved Strains
  • 36. Robustness to Varying Expression Levels Will Not Be the Same for Every System Diterpene Biosynthesis Nitrogen Fixation Secondary Metabolism Primary Metabolism Discrete Enzymes Multi-protein Complexes vs. vs.
  • 37. Extending the DNA Assembly Pipeline for New Compound Discovery Uncharacterized BGCs from Disease- Suppressive Soil isolates
  • 38. Family of Putative Thiazole-Containing Molecules Wildtype CDS Codon altered CDS Thiazole BGC with proposed role in interspecies signaling.
  • 39. Summary: DNA Assembly for Engineering Natural Product Biosynthesis Natural Product Biosynthesis • Independent control of gene expression is important for high- titer heterologous production • Developed an algorithmic DNA assembly pipeline compatible with Streptomyces • Demonstrated a new sustainable route to Serofendic acid, a diterpenoid natural product of unknown origin
  • 40. Dr. Maciej Maselko Dr. Christopher Stach Dr. Dimitri Perusse Suzie Hsu Stephen Heinsch Carolyn Malecha Matt Zinselmeier Thomas Hougard Mariela Rivera-DeJesus Blake Everett Funding and Support BTI Biocatalysis Grant UMN Futures Grant Damon Runyon Cancer Research Foundation Joint Genome Institute DARPA Collaborators Linda Kinkel (UMN) Dr. Lindsey Hansen Dr. Zewei Song Dan Schlatter
  • 41. Global Headquarters, New Jersey GenScript: Your Reliable Research Partner 41 • Serving life scientists for more than 15 years as a leading CRO (Contract Research Organization) offering a variety of services, reagents and products • Headquarters in Piscataway, NJ • Facilities and branches in China, Europe & Japan • The number one gene synthesis provider in the world • 30,000 customers in 90+ countries • Recipient of CRO Leadership Award in productivity and regulatory affairs • ≥30,000 journal article citations • An iGEM partner • The only commercial entity invited to participate in the Synthetic Yeast Genome project (Sc2.0) • A member of GP-write advisory board due expertise in gene synthesis
  • 42. Synthetic Biology Portfolio Combinatorial DNA Libraries DNA FragmentsGene Synthesis Fast, Reliable & Efficient Let DNA Building Experts Speed Up Your Metabolic Pathway and Microbial Strain Engineering Process!
  • 43. Partnering with Us Benefiting from 15+ years of expertise in complex DNA synthesis & assembly Worldwide Leader Easy access to highly-customizable & high-throughput industrial grade enabling tools Comprehensive Services Speed up the build phase of your development cycle with time/cost-efficient options Fast & Efficient Join the long list of leading life scientists in academia & industry who have advanced their synthetic biology projects with us. Trusted 43
  • 44. Partnering With Us: IP Protection 44
  • 45. For any questions, please visit: www.genscript.com/synthetic- biology.html or email: William.tan@genscript.com gene@genscript.com 45 Gene Peptide Antibody Catalog ProductsDiscovery Protein Thank you!