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Dr. Markus Roggen
VP Extraction
OutCo, San Diego
Cannabis Chemistry
Industrial Applications of Chemistry & Innovation and
Entrepreneurship BONUS lecture
www.outco.com
• My gateway drugs
• My descent into drugs
• My daily drug use
• My other habits
• Why you should join in
• How to get your fix
2
Abstract
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3
Where do I come
from?
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• Born in Germany
• M/Sci Chemistry, Imperial College London, UK
• PhD Organic Chemistry, ETH Zürich, CH
• PostDoc PhyOrg Chemistry, TSRI, USA
• Laboratory Director, DaVinci Laboratory, CA, USA
• VP Extraction, OutCo, CA, USA
• Climbing Guide, Europe
• Triathlete, USA
4
Where do I come from?
www.outco.com
• Germany: Process Optimization
• Imperial College: Design of Experiment
• ETH Zürich: Tolerance to Pain and Suffering
• Scripps Research: Life Perspective
• DaVinci Laboratory: Analytical Chemistry
• OutCo: Research Platform
• Climbing: Teaching, Leadership
• Triathlon: Connections
5
Where do I come from?
www.outco.com
6
How did I get into
drugs?
www.outco.com
6
How did I get into
drugs?
Serendipity!
www.outco.com
• Four options for chemists:
• Academia
• Industry
• Startup
• Traitor
• Three ways to get a job:
• Be amazing
• Be pushy
• Know the right people
8
How did I get here?
www.outco.com
• Cannabis Industry is in its infancy
• Great scarcity of scientists
• Potential for large impact and fast rise
• More than just science
• Sin industries pay better
• Prohibition did not work
9
Why drugs?
www.outco.com
10
Cannabis Science
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• Biology: Plant shape, strains, cultivation
• Biochemistry: Active Molecules, biosynthesis
• Organic Chemistry: Synthesis
• Medicinal Chemistry: Receptors, synthetic cannabinoids
• Analytical Chemistry: Testing
• Physical Chemistry: Melting Point, shatter
• Food Chemistry: Consumption methods
• Chemical Engineering: DoE
• Mechanical Engineering: Rosin
11
Cannabis Science
www.outco.com
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CannaBio
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The Cannabis Plant
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The Cannabis Plant
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Outdoor:
•Low facility and operations costs
•Only one harvest per year
Indoor:
•Multiple harvests per year
•High facility and operations costs
Greenhouse:
•Uses sunlight
•High facility costs
Grow Environment
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0.45
0.55
0.65
0.75
0.85
0.95
0 5 10 15 20 25 30
WaterActivity
Day of cure
Water Activity
0
2
4
6
8
10
12
0
0.2
0.4
0.6
0.8
1
1.2
1.4
1.6
0 5 10 15 20 25
Day of cure
Terpenes
Limonene Bisabolol Linalool
bCP Myrcene Humulene
• Dry to preserve plant
• ”Cure” plants to develop flavor and make ”smoke-able”
Post Processing
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• Trim to maximize aesthetics and smoke-ability of buds
• 1.5 lbs/day·person (we produce 180 lbs per month)
Post Processing
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18
CannaMolecules
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So many molecules we should keep track of
19
What is in the plant
>140 Cannabinoids >200 Terpenes
~30 Flavonoids
Alcohols, Phenols
Aldehydes, Ketones
Alkaloids
Carbohydrates, Fatty Acids
Lactones
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20
What is in the plant
Biosynthesis: Eur. J. Biochem. 268, 1596 (2001)
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21
What is in the plant
THC
• The reason we are all here
• Psychoactive
Decarboxylation
THC Acid (THCA)
• Naturally occurring
• Not Psychoactive
CBN
• Not naturally occurring
• Low Psychoactivity
Oxidation
CBD
• Non-psychoactive
• Assumed beneficial health properties
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• Indica vs. Sativa
• Strain and Cultivars
22
Cannabis strains
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• Let’s think about Chemovars
23
Cannabis strains
DOI: 10.1089/can.2016.0017
DOI: 10.1089/can.2016.0040
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24
Cannabis strains
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25
CannMed
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26
What is all the fuss about
Anandamide
From Sanskrit ”ananda” for Joy, Bliss
2-Arachidonoylglycerol
Present in relatively high levels
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27
What is all the fuss about
Cell 167, 750, October 20, 2016
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• Chronic pain and spasticity: moderate-quality evidence
• Nausea and vomiting due to chemotherapy: low-quality
• Weight gain in HIV infection: low-quality evidence
• Sleep disorders: low-quality evidence
• Tourette syndrome: low-quality evidence
• 79 trials, 6462 participants from >23000 publications
• 4 trials were judged at low risk of bias
Medical Effects of Cannabinoids
JAMA June 23/30, 2015, 313, Number 24 2456
DOI: 10.17226/24625
www.outco.com
• National Institute on Drug Abuse (NIDA) is the only legal
producer of Cannabis for use in US research studies
Medical Studies on Cannabis
DOI: 10.1038/srep46528
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• Over 50,000 death/year in USA due to opioids
• States with legal cannabis have a 25% lower mortality rate
Medical Studies on Cannabis
doi:
10.1001/jamainternmed.2014.4005
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31
Synthetic Cannabinoids
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• THC: Partial agonist to CB1 & CB2
• CBD: Antagonist for CB1 & CB2
• 2-AG: Full agonist for CB1
32
Terms and Conditions
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• Not synthesized cannabinoid, but synthesized for
endocannabinoid receptor interaction
• John William Hoffman: Full agonist, 5x greater than
THC, death reported
• Alexandros Makriyannis: 100x greater than THC
• Raphael Mechoulam: Initial discovery of
endocannabinoids
• Pfizer: Synthesized in the 1970s and 1980s
• Alan C. Spivey: Solid-Phase Synthesis of
Rimonabant Analogs
33
Synthetic Cannabinoids
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34
CannOrganic
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35
Stereodivergent Total Synthesis of THC
Angew. Chem. Int. Ed. 2014, 53, 13898
D9
-Tetrahydrocannabinols**
on Krautwald, David Sarlah, and
D9
-Tetrahydrocannabinols**
on Krautwald, David Sarlah, and
• Allylic Alcohol and Enal
• Two chiral catalysts:
• Ir/(P,olefin) complex
• Secondary amine
• All possible stereoisomers of
γ,δ-unsaturated aldehyde
product
• Ring-closing metathesis
Grubbs 2cd
• Pinnick oxidation/Methylation
• Methylation to 3rd-Alcohol
• Deprotection
• Aryl etherification
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36
Hemp and CBD Isolate
EIHA
• Fiber: light weight papers, insulation material and bio
composites (Bike parts: Dr. Kunal Masania, IC MechEng)
• Shivs: animal bedding and construction
• Hemp seeds: hemp seed oil, human food and animal feed
• Isolation of CBD
• 33,000 ha cultivated in 2016 in Europe
• Bulk synthesis of CBD please!
www.outco.com
37
CannAnal
www.outco.com
Some quantitative
methods:
• Taste testing
• TLC (Quantitative?)
• IR (Quantitative?)
• GC-FID (Decarboxylation)
• LC-UV/Vis (Overlap)
• LC-MS/MS (Expensive)
• NMR (still working on it)
Problems:
• 10 Ref. Standards
• No official methods
• Little understanding by
regulatory body
• Little interest by industry
• No pesticide guidelines
• High solvent limits
• Edibles are difficult
matrix to prepare
Thoughts on Testing
US herbal pharmacopoeia: cannabis monography
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CannaPhys
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40
What extracts are out there?
Kief Dry Sift
BHO
Glass
ShatterCrumble
Ethanol CO2 Oil
Terp Sauce
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41
Munchies
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Inhalation
Fast acting, high peak concentrations of cannabinoids
Danger of lipoid pneumonia
Ingestion
Slower, gradual uptake of cannabinoids
THC is metabolized to 11-OH-THC in the liver
11-OH-THC is more potent and active than THC
Danger of overdosing due to delayed effect
Topical
Targeted application for localized problems
Will not fail drug test
Delivery
DOI: 10.1089/can.2015.0004
DOI: 10.1089/can.2015.0012
www.outco.com
Pick your poison:
Buds
Oil, Shatter, Glass, Wax (budder, crumble, honeycomb)
Sublingual, Cream, Tablet, Drink, Edible
Product Variations
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44
What is an Extract?
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45
CannExtract
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Extraction Methods
Butane (Hydrocarbons) Alcohol
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Extraction Methods
Butane (Hydrocarbons) Alcohol (Ethanol) Carbon Dioxide (SFE)
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• Production Yield
• Production Costs
• Extract Constitution/Quality
• Legal Aspects
48
What is the best Extraction System?
www.outco.com
For what:
• Yield per Run YpR
• Yield per Week YpW
• Cannabinoid Conc. CC
• Terpene Content TC
• Recovery Rec
49
Optimizing your Extraction (SFE)
With what:
• Temperature T
• Pressure P
• Time t
• Flow Rate FR
• Particle Size PS
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For what:
• Yield per Run YpR
• Yield per Week YpW
• Cannabinoid Conc. CC
• Terpene Content TC
• Recovery Rec
50
Optimizing your Extraction Process
With what:
• Temperature T
• Pressure P
• Time t
• Flow Rate FR
• Particle Size PS
www.outco.com
For what:
• Recovery Rec
Optimizing your Extraction Process
With what:
• Time t
0
100
200
300
400
0 5 10 15 20 25 30 35 40
YieldTHC(g)
Time (t)
Optimizing Run TimeExperiment t (h) Rec (g)
1 4 53.0
2 8 103
3 18 263
4 34 367
Raw n/a 500
Mass Transfer
Diffusion
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For what:
• Yield per Run YpR
• Yield per Week YpW
• Cannabinoid Conc. CC
• Terpene Content TC
• Recovery Rec
52
Optimizing your Extraction Process
With what:
• Temperature T
• Pressure P
• Time t
• Flow Rate FR
• Particle Size PS
www.outco.com
For what:
• Recovery Rec
Optimizing your Extraction Process
With what:
• Particle Size PS
Experiment PS (mm) Rec (g)
1 6 215
2 4 230
3 2 235
4 1 253
210
220
230
240
250
260
0 1 2 3 4 5 6 7
YpR(g)
PS (mm)
Optimizing Particle Size
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Optimizing your Extraction Process
0
0.05
0.1
0.15
0.2
0.25
0.3
0 2 4 6 8 10 12 14 16 18
%Weight
Terpene
Effect of Milling on Terpene Cocentrations
Food Blender 0.5mm 1mm 2mm 4mm 6mm 10mm 1mm (700rpm) 10mm (700rpm) Reference
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55
Design of Experiment to the Rescue
• Test multiple factors simultaneously
• Few test for whole space response surface
• Higher order effects of factors
• Fast and efficient
www.outco.com
Designing the first DoE
1. Defining the problem
• Extracting Cannabis with a 20L, 2000psi SFE
2. Determine the response
• Yield THC
• Percentage Terpenes
3. Determine the factors
• Temperature and Pressure
4. Additional things to keep in mind
• Comparison
• Replication
• Blocking
• Orthogonality
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Critical Point: 304.25 K & 72.9 atm
Factor no. Factors lower level upper level Unit
1 Temperature 34 60 °C
2 Pressure 1100 1900 psi
Expt. no. Temp (˚C) Pressure (psi)
A 34 1100
B 34 1900
C1 47 1500
C2 47 1500
D 60 1100
E 60 1900
Temperature (˚C)
Pressure (psi)
Yield THC (g)
34
60 1100
1900
47
1500
0
Executing the DoE
Temperature (˚C)
Pressure (psi)
Yield THC (g)
34
60 1100
1900
47
1500
0
400
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y0+ ixi+ iixi
2+ ijxixj
i
i i j
Calculating response surface of DoE
A Taylor expansion describes the response surface.
Matrix algebra solves the Taylor expansion.
Y=bX
b=(X’X)-1X’Y
a=bX
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a= 14.9 xT + 123 xp + 18.4 xTxp
59
Analyzing the DoE, THC Recovery (Super)
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a= - 14.9 xT - 11.7 xp + 16.8 xTxp
60
Analyzing the DoE, %Terpene (Super)
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61
Visual Guide to Extracts
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SFE, 900.0 – 1900 psi, 5.0 – 60 ˚C, 22h max
62
Compare Sub- and Supercritical
Response Sub Super
THC Recovery 60% 80%
Terpene Fraction 52% at 34% yield 63% at 82% yield
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• THC extracts faster than THCA
• THC to THCA ratio adjusted by SFE
63
Lessons learned in SFE
% Decarboxylation S.M. 7h 22h
Exp. B 8.0% 25% 10%
Exp. J 14% 25% 14%
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• CBD extracts faster than THC
• CBD to THC ratio adjusted by SFE
64
Lessons learned in SFE
CBD/THC S.M. 7h 22h
Exp. A 4.1E-03 1.3E-02 5.0E-03
Exp. J 1.7E-04 1.3E-03 3.1E-03
Bonus: Decarboxylation of
CBDA slower than for THCA
J. of Supercritical Fluids, 2010, 603
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• Enrichment in minor cannabinoids
• CBG enrichment by SFE
65
Lessons learned in SFE
CBG/total Canna. S.M. 7h 22h
Exp. B 2.9% 6.% 2.9%
Exp. J 3.0% 13% 4.9%
J. of Supercritical Fluids, 2010, 603
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Changing terpene profiles in SFE
• Sativa: rich in monoterpenes
• Indica: rich in sesquiterpenes
66
Lessons learned in SFE
Hazekamp, et al.; Cannabis and Cannabinoid Research 2016, 202
7h 22h
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67
CannEngineering
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Extraction Methods (Mechanical Manipulation)
Kief Tumbling Rosin Press Water Extraction
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69
Other Separation Methods
Ice Water Hash
• ~80% cannabinoid concentration
• ~25% recovery achieved
• Little effect on molecular makeup
150 micron 25 micron
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Rosin Press
• Optimized for yield and quality by DoE
• ~72% recovery achieved
• Little effect on molecular makeup
70
Other Separation Methods
Rosin Yield Rosin Quality
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X
71
Other Separation Methods
www.outco.com
Further Reading
• Roggen, M.; Clear vs. Pure: How Fallacies and Ignorance
of Extraction Misrepresent the Cannabis Flower. Cannabis
Industry Journal August 3rd, Online Editorial
• Cortina, C.; Roggen, M.; Comply! Terpene and Testing
Aug./Sept. 2017, 36-41
• Grauerholz, B.; Roggen, M.; Journey Down the Production
Pipeline. Terpene and Testing June/July 2017, 35-39
• Roggen, M.; Best Before Dates. Terpene and Testing
Online Editorial
• Roggen, M.; How to optimize your extraction operation. A
case study in supercritical CO2 extraction. Terpene and
Testing May/June 2017, 35-40
www.outco.com
• Cannabis sativa: The Plant of the Thousand and
One Molecules (doi: 10.3389/fpls.2016.00019)
• Changes in Cannabis Potency Over the Last 2
Decades (1995–2014): Analysis of Current Data in
the United States
(doi:10.1016/j.biopsych.2016.01.004)
• American Herbal Pharmacopoeia, Cannabis
Inflorescence, 2013
Further Reading
www.outco.com
QA: Chris Cortina
Formulation:
Taylor Trah
Extraction:
Blake Grauerholz
Production:
Matt Zbiec
mroggen@outco.com
www.outco.com
75
Why it’s different
than biotech?
www.outco.com
• Mature industries have set career paths and
hierarchies
• All your coworkers are PhDs from the same
universities
• There is literature about what you have to do
• People have no idea what you do, but they
admire it
76
Why it’s different than biotech?
www.outco.com
• Conversion between THC and CBD is not an
oxidation
• No testing regulation for CA, yet
• Solvent limits are ridiculously high in CO (e.g.
butane: 5000ppm, xylenes: 2170ppm)
• Indica vs. Sativa
• Organic, Artists
77
Thoughts on Cannabis vs. Science
www.outco.com
78
How to get into the
cannabis field?
www.outco.com
• Better not to know the “right” people
• Join an “established” company
• Start your own thing
• Come from a position of strength
• Don’t beg
79
How to get into the cannabis field?
www.outco.com
• Most companies are expanding
• Bring your outside expertise
• Location, location, location!
• Company culture is even more important
80
Established cannabis companies
www.outco.com
• What is your idea?
• For ancillary consider Canopy San Diego
• For hands-on research: Talk to me!
81
Start your own
www.outco.com
82
What to look out for?
www.outco.com
• Licenses
• Legality
• Background
• What is your / their risk limit?
• Company culture
• Look past the window-dressing
83
What to look out for?
www.outco.com
84
Why do it?
www.outco.com
• Startups are stressful
• I had to get fingerprinted for my job
• I change clothes and backpack when I travel
• No job security in startups
• Cannabis is schedule 1, there is Jeff Sessions!
• Startups are glorious
• I work with illegal drugs!
• Startups have great perks
• We work in warehouses outside of the city!
85
Don’t!

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Cannabis Chemistry Industrial Applications of Chemistry & Innovation and Entrepreneurship BONUS lecture

  • 1. www.outco.com 1 Dr. Markus Roggen VP Extraction OutCo, San Diego Cannabis Chemistry Industrial Applications of Chemistry & Innovation and Entrepreneurship BONUS lecture
  • 2. www.outco.com • My gateway drugs • My descent into drugs • My daily drug use • My other habits • Why you should join in • How to get your fix 2 Abstract
  • 4. www.outco.com • Born in Germany • M/Sci Chemistry, Imperial College London, UK • PhD Organic Chemistry, ETH Zürich, CH • PostDoc PhyOrg Chemistry, TSRI, USA • Laboratory Director, DaVinci Laboratory, CA, USA • VP Extraction, OutCo, CA, USA • Climbing Guide, Europe • Triathlete, USA 4 Where do I come from?
  • 5. www.outco.com • Germany: Process Optimization • Imperial College: Design of Experiment • ETH Zürich: Tolerance to Pain and Suffering • Scripps Research: Life Perspective • DaVinci Laboratory: Analytical Chemistry • OutCo: Research Platform • Climbing: Teaching, Leadership • Triathlon: Connections 5 Where do I come from?
  • 6. www.outco.com 6 How did I get into drugs?
  • 7. www.outco.com 6 How did I get into drugs? Serendipity!
  • 8. www.outco.com • Four options for chemists: • Academia • Industry • Startup • Traitor • Three ways to get a job: • Be amazing • Be pushy • Know the right people 8 How did I get here?
  • 9. www.outco.com • Cannabis Industry is in its infancy • Great scarcity of scientists • Potential for large impact and fast rise • More than just science • Sin industries pay better • Prohibition did not work 9 Why drugs?
  • 11. www.outco.com • Biology: Plant shape, strains, cultivation • Biochemistry: Active Molecules, biosynthesis • Organic Chemistry: Synthesis • Medicinal Chemistry: Receptors, synthetic cannabinoids • Analytical Chemistry: Testing • Physical Chemistry: Melting Point, shatter • Food Chemistry: Consumption methods • Chemical Engineering: DoE • Mechanical Engineering: Rosin 11 Cannabis Science
  • 15. www.outco.com Outdoor: •Low facility and operations costs •Only one harvest per year Indoor: •Multiple harvests per year •High facility and operations costs Greenhouse: •Uses sunlight •High facility costs Grow Environment
  • 16. www.outco.com 0.45 0.55 0.65 0.75 0.85 0.95 0 5 10 15 20 25 30 WaterActivity Day of cure Water Activity 0 2 4 6 8 10 12 0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6 0 5 10 15 20 25 Day of cure Terpenes Limonene Bisabolol Linalool bCP Myrcene Humulene • Dry to preserve plant • ”Cure” plants to develop flavor and make ”smoke-able” Post Processing
  • 17. www.outco.com • Trim to maximize aesthetics and smoke-ability of buds • 1.5 lbs/day·person (we produce 180 lbs per month) Post Processing
  • 19. www.outco.com So many molecules we should keep track of 19 What is in the plant >140 Cannabinoids >200 Terpenes ~30 Flavonoids Alcohols, Phenols Aldehydes, Ketones Alkaloids Carbohydrates, Fatty Acids Lactones
  • 20. www.outco.com 20 What is in the plant Biosynthesis: Eur. J. Biochem. 268, 1596 (2001)
  • 21. www.outco.com 21 What is in the plant THC • The reason we are all here • Psychoactive Decarboxylation THC Acid (THCA) • Naturally occurring • Not Psychoactive CBN • Not naturally occurring • Low Psychoactivity Oxidation CBD • Non-psychoactive • Assumed beneficial health properties
  • 22. www.outco.com • Indica vs. Sativa • Strain and Cultivars 22 Cannabis strains
  • 23. www.outco.com • Let’s think about Chemovars 23 Cannabis strains DOI: 10.1089/can.2016.0017 DOI: 10.1089/can.2016.0040
  • 26. www.outco.com 26 What is all the fuss about Anandamide From Sanskrit ”ananda” for Joy, Bliss 2-Arachidonoylglycerol Present in relatively high levels
  • 27. www.outco.com 27 What is all the fuss about Cell 167, 750, October 20, 2016
  • 28. www.outco.com • Chronic pain and spasticity: moderate-quality evidence • Nausea and vomiting due to chemotherapy: low-quality • Weight gain in HIV infection: low-quality evidence • Sleep disorders: low-quality evidence • Tourette syndrome: low-quality evidence • 79 trials, 6462 participants from >23000 publications • 4 trials were judged at low risk of bias Medical Effects of Cannabinoids JAMA June 23/30, 2015, 313, Number 24 2456 DOI: 10.17226/24625
  • 29. www.outco.com • National Institute on Drug Abuse (NIDA) is the only legal producer of Cannabis for use in US research studies Medical Studies on Cannabis DOI: 10.1038/srep46528
  • 30. www.outco.com • Over 50,000 death/year in USA due to opioids • States with legal cannabis have a 25% lower mortality rate Medical Studies on Cannabis doi: 10.1001/jamainternmed.2014.4005
  • 32. www.outco.com • THC: Partial agonist to CB1 & CB2 • CBD: Antagonist for CB1 & CB2 • 2-AG: Full agonist for CB1 32 Terms and Conditions
  • 33. www.outco.com • Not synthesized cannabinoid, but synthesized for endocannabinoid receptor interaction • John William Hoffman: Full agonist, 5x greater than THC, death reported • Alexandros Makriyannis: 100x greater than THC • Raphael Mechoulam: Initial discovery of endocannabinoids • Pfizer: Synthesized in the 1970s and 1980s • Alan C. Spivey: Solid-Phase Synthesis of Rimonabant Analogs 33 Synthetic Cannabinoids
  • 35. www.outco.com 35 Stereodivergent Total Synthesis of THC Angew. Chem. Int. Ed. 2014, 53, 13898 D9 -Tetrahydrocannabinols** on Krautwald, David Sarlah, and D9 -Tetrahydrocannabinols** on Krautwald, David Sarlah, and • Allylic Alcohol and Enal • Two chiral catalysts: • Ir/(P,olefin) complex • Secondary amine • All possible stereoisomers of γ,δ-unsaturated aldehyde product • Ring-closing metathesis Grubbs 2cd • Pinnick oxidation/Methylation • Methylation to 3rd-Alcohol • Deprotection • Aryl etherification
  • 36. www.outco.com 36 Hemp and CBD Isolate EIHA • Fiber: light weight papers, insulation material and bio composites (Bike parts: Dr. Kunal Masania, IC MechEng) • Shivs: animal bedding and construction • Hemp seeds: hemp seed oil, human food and animal feed • Isolation of CBD • 33,000 ha cultivated in 2016 in Europe • Bulk synthesis of CBD please!
  • 38. www.outco.com Some quantitative methods: • Taste testing • TLC (Quantitative?) • IR (Quantitative?) • GC-FID (Decarboxylation) • LC-UV/Vis (Overlap) • LC-MS/MS (Expensive) • NMR (still working on it) Problems: • 10 Ref. Standards • No official methods • Little understanding by regulatory body • Little interest by industry • No pesticide guidelines • High solvent limits • Edibles are difficult matrix to prepare Thoughts on Testing US herbal pharmacopoeia: cannabis monography
  • 40. www.outco.com 40 What extracts are out there? Kief Dry Sift BHO Glass ShatterCrumble Ethanol CO2 Oil Terp Sauce
  • 42. www.outco.com Inhalation Fast acting, high peak concentrations of cannabinoids Danger of lipoid pneumonia Ingestion Slower, gradual uptake of cannabinoids THC is metabolized to 11-OH-THC in the liver 11-OH-THC is more potent and active than THC Danger of overdosing due to delayed effect Topical Targeted application for localized problems Will not fail drug test Delivery DOI: 10.1089/can.2015.0004 DOI: 10.1089/can.2015.0012
  • 43. www.outco.com Pick your poison: Buds Oil, Shatter, Glass, Wax (budder, crumble, honeycomb) Sublingual, Cream, Tablet, Drink, Edible Product Variations
  • 47. www.outco.com Extraction Methods Butane (Hydrocarbons) Alcohol (Ethanol) Carbon Dioxide (SFE)
  • 48. www.outco.com • Production Yield • Production Costs • Extract Constitution/Quality • Legal Aspects 48 What is the best Extraction System?
  • 49. www.outco.com For what: • Yield per Run YpR • Yield per Week YpW • Cannabinoid Conc. CC • Terpene Content TC • Recovery Rec 49 Optimizing your Extraction (SFE) With what: • Temperature T • Pressure P • Time t • Flow Rate FR • Particle Size PS
  • 50. www.outco.com For what: • Yield per Run YpR • Yield per Week YpW • Cannabinoid Conc. CC • Terpene Content TC • Recovery Rec 50 Optimizing your Extraction Process With what: • Temperature T • Pressure P • Time t • Flow Rate FR • Particle Size PS
  • 51. www.outco.com For what: • Recovery Rec Optimizing your Extraction Process With what: • Time t 0 100 200 300 400 0 5 10 15 20 25 30 35 40 YieldTHC(g) Time (t) Optimizing Run TimeExperiment t (h) Rec (g) 1 4 53.0 2 8 103 3 18 263 4 34 367 Raw n/a 500 Mass Transfer Diffusion
  • 52. www.outco.com For what: • Yield per Run YpR • Yield per Week YpW • Cannabinoid Conc. CC • Terpene Content TC • Recovery Rec 52 Optimizing your Extraction Process With what: • Temperature T • Pressure P • Time t • Flow Rate FR • Particle Size PS
  • 53. www.outco.com For what: • Recovery Rec Optimizing your Extraction Process With what: • Particle Size PS Experiment PS (mm) Rec (g) 1 6 215 2 4 230 3 2 235 4 1 253 210 220 230 240 250 260 0 1 2 3 4 5 6 7 YpR(g) PS (mm) Optimizing Particle Size
  • 54. www.outco.com Optimizing your Extraction Process 0 0.05 0.1 0.15 0.2 0.25 0.3 0 2 4 6 8 10 12 14 16 18 %Weight Terpene Effect of Milling on Terpene Cocentrations Food Blender 0.5mm 1mm 2mm 4mm 6mm 10mm 1mm (700rpm) 10mm (700rpm) Reference
  • 55. www.outco.com 55 Design of Experiment to the Rescue • Test multiple factors simultaneously • Few test for whole space response surface • Higher order effects of factors • Fast and efficient
  • 56. www.outco.com Designing the first DoE 1. Defining the problem • Extracting Cannabis with a 20L, 2000psi SFE 2. Determine the response • Yield THC • Percentage Terpenes 3. Determine the factors • Temperature and Pressure 4. Additional things to keep in mind • Comparison • Replication • Blocking • Orthogonality
  • 57. www.outco.com Critical Point: 304.25 K & 72.9 atm Factor no. Factors lower level upper level Unit 1 Temperature 34 60 °C 2 Pressure 1100 1900 psi Expt. no. Temp (˚C) Pressure (psi) A 34 1100 B 34 1900 C1 47 1500 C2 47 1500 D 60 1100 E 60 1900 Temperature (˚C) Pressure (psi) Yield THC (g) 34 60 1100 1900 47 1500 0 Executing the DoE Temperature (˚C) Pressure (psi) Yield THC (g) 34 60 1100 1900 47 1500 0 400
  • 58. www.outco.com y0+ ixi+ iixi 2+ ijxixj i i i j Calculating response surface of DoE A Taylor expansion describes the response surface. Matrix algebra solves the Taylor expansion. Y=bX b=(X’X)-1X’Y a=bX
  • 59. www.outco.com a= 14.9 xT + 123 xp + 18.4 xTxp 59 Analyzing the DoE, THC Recovery (Super)
  • 60. www.outco.com a= - 14.9 xT - 11.7 xp + 16.8 xTxp 60 Analyzing the DoE, %Terpene (Super)
  • 62. www.outco.com SFE, 900.0 – 1900 psi, 5.0 – 60 ˚C, 22h max 62 Compare Sub- and Supercritical Response Sub Super THC Recovery 60% 80% Terpene Fraction 52% at 34% yield 63% at 82% yield
  • 63. www.outco.com • THC extracts faster than THCA • THC to THCA ratio adjusted by SFE 63 Lessons learned in SFE % Decarboxylation S.M. 7h 22h Exp. B 8.0% 25% 10% Exp. J 14% 25% 14%
  • 64. www.outco.com • CBD extracts faster than THC • CBD to THC ratio adjusted by SFE 64 Lessons learned in SFE CBD/THC S.M. 7h 22h Exp. A 4.1E-03 1.3E-02 5.0E-03 Exp. J 1.7E-04 1.3E-03 3.1E-03 Bonus: Decarboxylation of CBDA slower than for THCA J. of Supercritical Fluids, 2010, 603
  • 65. www.outco.com • Enrichment in minor cannabinoids • CBG enrichment by SFE 65 Lessons learned in SFE CBG/total Canna. S.M. 7h 22h Exp. B 2.9% 6.% 2.9% Exp. J 3.0% 13% 4.9% J. of Supercritical Fluids, 2010, 603
  • 66. www.outco.com Changing terpene profiles in SFE • Sativa: rich in monoterpenes • Indica: rich in sesquiterpenes 66 Lessons learned in SFE Hazekamp, et al.; Cannabis and Cannabinoid Research 2016, 202 7h 22h
  • 68. www.outco.com Extraction Methods (Mechanical Manipulation) Kief Tumbling Rosin Press Water Extraction
  • 69. www.outco.com 69 Other Separation Methods Ice Water Hash • ~80% cannabinoid concentration • ~25% recovery achieved • Little effect on molecular makeup 150 micron 25 micron
  • 70. www.outco.com Rosin Press • Optimized for yield and quality by DoE • ~72% recovery achieved • Little effect on molecular makeup 70 Other Separation Methods Rosin Yield Rosin Quality
  • 72. www.outco.com Further Reading • Roggen, M.; Clear vs. Pure: How Fallacies and Ignorance of Extraction Misrepresent the Cannabis Flower. Cannabis Industry Journal August 3rd, Online Editorial • Cortina, C.; Roggen, M.; Comply! Terpene and Testing Aug./Sept. 2017, 36-41 • Grauerholz, B.; Roggen, M.; Journey Down the Production Pipeline. Terpene and Testing June/July 2017, 35-39 • Roggen, M.; Best Before Dates. Terpene and Testing Online Editorial • Roggen, M.; How to optimize your extraction operation. A case study in supercritical CO2 extraction. Terpene and Testing May/June 2017, 35-40
  • 73. www.outco.com • Cannabis sativa: The Plant of the Thousand and One Molecules (doi: 10.3389/fpls.2016.00019) • Changes in Cannabis Potency Over the Last 2 Decades (1995–2014): Analysis of Current Data in the United States (doi:10.1016/j.biopsych.2016.01.004) • American Herbal Pharmacopoeia, Cannabis Inflorescence, 2013 Further Reading
  • 74. www.outco.com QA: Chris Cortina Formulation: Taylor Trah Extraction: Blake Grauerholz Production: Matt Zbiec mroggen@outco.com
  • 76. www.outco.com • Mature industries have set career paths and hierarchies • All your coworkers are PhDs from the same universities • There is literature about what you have to do • People have no idea what you do, but they admire it 76 Why it’s different than biotech?
  • 77. www.outco.com • Conversion between THC and CBD is not an oxidation • No testing regulation for CA, yet • Solvent limits are ridiculously high in CO (e.g. butane: 5000ppm, xylenes: 2170ppm) • Indica vs. Sativa • Organic, Artists 77 Thoughts on Cannabis vs. Science
  • 78. www.outco.com 78 How to get into the cannabis field?
  • 79. www.outco.com • Better not to know the “right” people • Join an “established” company • Start your own thing • Come from a position of strength • Don’t beg 79 How to get into the cannabis field?
  • 80. www.outco.com • Most companies are expanding • Bring your outside expertise • Location, location, location! • Company culture is even more important 80 Established cannabis companies
  • 81. www.outco.com • What is your idea? • For ancillary consider Canopy San Diego • For hands-on research: Talk to me! 81 Start your own
  • 83. www.outco.com • Licenses • Legality • Background • What is your / their risk limit? • Company culture • Look past the window-dressing 83 What to look out for?
  • 85. www.outco.com • Startups are stressful • I had to get fingerprinted for my job • I change clothes and backpack when I travel • No job security in startups • Cannabis is schedule 1, there is Jeff Sessions! • Startups are glorious • I work with illegal drugs! • Startups have great perks • We work in warehouses outside of the city! 85 Don’t!

Editor's Notes

  1. NIDA pot is has less variety and lower concentrations than state-legal offerings Low supply of NIDA material Limited insights into the chemical, biological and pharmacological properties, and medical potential of cannabis
  2. 2kg plant matter, 6 hours run time.
  3. 2kg plant matter, 6 hours run time.
  4. Let’s start designing this DoE Defining the problem Extracting Cannabis with a 20L, 2000psi SFE Determine the response Yield THC Percentage Terpenes Determine the factors Temperature and Pressure Constant: Time, flow rate, Additional things to keep in mind Comparison: Ensure that every experiment is done on the same conditions, e.g. particle size, extract weight, extract type, operator Replication: Rerun experiments to evaluate variance and standard deviation Blocking: Do the experiments in one sweep to mitigate unexpected trouble Orthogonality: Chose factors that complement each other, not overlay, like time and flow rate
  5. Considering all these points, we arrive at a design with the following limits: Temperature 34 to 60˚C and pressure 1100 to 1900 psi. Please note the choice of units, both metric and imperial. Take it as a stand in for the current state of cannabis: Still torn between worlds.   To cover the whole space of possible pressure and temperature combinations we chose a star design. We replicated the central point conditions.
  6. The Taylor expansion includes second order behavior, namely the correlation between temperature and pressure and their influence on the system. All factors are paired with a coefficient ß to scale their influence on the system. Y is the result (response) matrix, X is the parameter (factor) matrix, and b is the coefficient matrix.
  7. Federal visa for federally illegal job.