Our Investment in LabGenius: creating a new industry paradigm in protein therapeutics with machine learning and automation

Atomico
Atomico
Oct 29, 2020 · 2 min read
Image for post
Image for post

Since the first protein-based drug was approved almost 40 years ago, proteins have been used to treat large debilitating conditions like cancer and autoimmune disease. Today they represent 30% of the total pharmaceutical market, with the top 10 generating over $5B in annual revenue each. Yet the way we discover these treatments has not changed in decades — it is still manual, based on human-led hypothesis, trial-and-error approaches, inconsistent and incomplete data. With low hanging fruits picked many years ago, R&D productivity has massively declined: today, getting just one protein to market takes more than a decade and costs over $2B dollars. It’s a classic example of an industry reaching a bottleneck that can only be solved through digitization and technology.

Abstracting from the specifics of biology, think of discovering proteins like a (very) complex search and maths problem: it requires solving a multi-parameter equation with a huge number of possible combinations (often greater than the number of atoms in the universe) but without having a map of the search space, or being able to test solutions in parallel and at pace. Solving such complexity without technology is virtually impossible.

James Field experienced first hand these limitations during his PhD and wanted to rethink the R&D stack from ground up. He founded LabGenius to build a systematic, machine learning-driven platform that merges the worlds of atoms and bits to fundamentally redesign the process of discovering protein therapeutics.

LabGenius’ platform combines robotic automation, synthetic biology, and machine learning in a closed loop, which enables the team to systematically search through billions of potential protein designs and rapidly test those that are predicted to be high performing. The platform generates a flywheel effect: the more the engine tests, the more proprietary data is accumulated, the more accurate the ML models get, the more complete the biological “maps” become. This industry paradigm shift has the potential to make protein R&D significantly faster, more efficient, and able to surface novel drugs that would not have been found via the “old way”.

Atomico is proud to announce its investment in LabGenius, alongside our friends from Lux, Obvious, Kindred and Inovia. We have known James for many years, and have been impressed by his incredible ambition, the caliber of the team, and the power of the technology they built. As part of the funding, Partner Irina Haivas will join the board.

LabGenius represents a new generation of companies at the intersection of technology and biology. We believe this category will overtake traditional industry over the next decades, and are incredibly excited to join the LabGenius journey.

Want to hear more about what Atomico is up to? Follow us on Twitter or join our newsletter.

Atomico

Atomico partners with Europe’s most ambitious tech founders…

Atomico

Written by

Atomico

We partner with Europe’s most ambitious tech founders at Series A and beyond.

Atomico

Atomico

Atomico partners with Europe’s most ambitious tech founders at Series A and beyond. Our experienced team includes entrepreneurs and executives from the world’s most successful technology firms.

Atomico

Written by

Atomico

We partner with Europe’s most ambitious tech founders at Series A and beyond.

Atomico

Atomico

Atomico partners with Europe’s most ambitious tech founders at Series A and beyond. Our experienced team includes entrepreneurs and executives from the world’s most successful technology firms.

Medium is an open platform where 170 million readers come to find insightful and dynamic thinking. Here, expert and undiscovered voices alike dive into the heart of any topic and bring new ideas to the surface. Learn more

Follow the writers, publications, and topics that matter to you, and you’ll see them on your homepage and in your inbox. Explore

If you have a story to tell, knowledge to share, or a perspective to offer — welcome home. It’s easy and free to post your thinking on any topic. Write on Medium

Get the Medium app

A button that says 'Download on the App Store', and if clicked it will lead you to the iOS App store
A button that says 'Get it on, Google Play', and if clicked it will lead you to the Google Play store