Bioprocess in silico: design, optimize, and scale faster

Cambridge, MA
Joined April 2022
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Introducing Optimization 10 years of experiments → 1 afternoon. From good-enough to global optima.
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Thanks for highlighting @ArkBiotech's work. We're proud to be pioneering the tech essential for the biorevolution, from cultivated meat to life-saving medications. @SenFettermanPA the choice is clear: we either seize the opportunity to anchor this future right here in America (Make More Sh*T in America 🇺🇸), or we risk watching more jobs slip through our fingers to overseas competitors. Senator - would love to show you around Ark and discuss how we can strengthen US supply chains, bolster our economy, and improve national security.
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Congratulations to @BeneMeat on getting EU approval for cultivated cat and dog food! vegconomist.com/food-and-bev…
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There’s been a lot written about challenges facing the cultivated meat industry recently. But what these articles ignore is: the science is there. The industry is on the precipice of mass adoption. Now it's time to solve scale. ark-biotech.com/post/scale-t…
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Meat used to be a luxury for the select few. The refrigerated railroad car changed this. Cultivated meat is the next chapter, and better bioreactors will play a key role in bringing cheap, fresh cultivated meat to the masses.  ark-biotech.com/post/railcar…
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Ark Biotech retweeted
Ark is one of those rare places that combines - sharp, passionate, kind colleagues, - a cutting-edge yet tractable technical challenge, and - a compelling mission to make the world a better place. Let's build a better food system together, one line of code at a time!
We're hiring software engineers, modelers, and data scientists to build the the world’s first intelligent bioreactor operating system, so that cultivated meat can reach the masses. ark-biotech.com/careers
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We're hiring software engineers, modelers, and data scientists to build the the world’s first intelligent bioreactor operating system, so that cultivated meat can reach the masses. ark-biotech.com/careers
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Cultivated meat is ushering in a new era of meat production where fortunes will be made and lost and geographic centers of power will shift. The question is who will lead it? ark-biotech.com/post/geopoli…
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But, traditional stirred tank bioreactors will not be able to scale to what is needed for price-parity without sacrificing performance This is why Ark is building fit-for-purpose bioreactors that are 10X+ bigger and 90% cheaper
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4. Reduce capital spend Bigger bioreactors is the biggest lever to reduce capital cost. This is because Bioreactor variable costs scale at a factor <1 With larger bioreactors, you reduce the number of external equipment needed a
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A fed-batch or continuous process is the most cost effective: Fed-batch minimizes media spend but requires more bioreactor capacity (bigger footprint). Conversely, continuous minimizes the need for bioreactor capacity, but requires more spend on media.
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Perfusion - media is continuously removed with new media being added at the same time. The cells stay in the bioreactor, enabling them to access fresh media Continuous - Cells + media are continuously removed with new media being added
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3. 4 main bioprocess modes Batch - the ingredients are put in the bioreactor and left to grow until end of process Fed Batch - start with bioreactor partially filled and then add in more media at later time to give cells boost of nutrients
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2. Improve biomass yields: Cell density needs to match high-performing cell lines in pharma industry. Ways to do: Optimizing cell lines by natural or genetic altering Removing constraints such as metabolic waste build up Optimizing for mass increase during differentiation
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1. Media is the biggest cost: Reducing cost to $1/L + can support reaching price parity. Ways to cut costs: Optimized recipes 1:1 ingredient replacements (finding cheaper ingredients that have same functionality) Buying in bulk Recycling media (using leftover stock)
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3. Optimizing the bioprocess - the ideal recipe, including environmental parameters like temperature and oxygenation and modes of operation 4. Reducing capital spend (Using equipment that is cheaper or that has economies of scale, like a stock pot vs. a frying pan)
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4 ways to reduce cost: 1. Develop cheaper media (cheaper ingredients) 2. Improving biomass yields - using cells and/or media that enables more product for similar input (similar to using dried beans that expand when cooked)
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It can be useful to think of the process of making cultivated meat as similar to the process of making soup. It requires: * Ingredients (growth media and cells) * Recipe (bioprocess) * Cooking equipment (bioreactor - the vessel)
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Cultivated meat is at an inflection point. We’ve proven that we can grow delicious meat without the downside of conventional animal agriculture. Now’s the time to scale-up production and drive down cost. Here’s our roadmap to making that happen (🧵):
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