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American Focus > Blog > Tech and Science > Biotech firm aims to create ‘ChatGPT of biology’ – will it work?
Tech and Science

Biotech firm aims to create ‘ChatGPT of biology’ – will it work?

Last updated: June 17, 2025 7:30 pm
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Biotech firm aims to create ‘ChatGPT of biology’ – will it work?
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Basecamp researchers gathering genetic data in Malta

Greg Funnell

A revolutionary biotech company named Basecamp Research has been diligently collecting genetic data from microbes residing in extreme environments across the globe. This ambitious endeavor has led to the discovery of over a million species and nearly 10 billion genes previously unknown to science. The company aims to leverage this extensive database of Earth’s biodiversity to train an advanced biological model, often likened to a “ChatGPT of biology,” to unlock profound insights into life on our planet. However, the outcome of this bold initiative remains uncertain.

While the accumulation of genetic sequences is undeniably valuable, some experts, such as Jörg Overmann from the Leibniz Institute DSMZ in Germany, caution that merely expanding the known genetic landscape may not translate into significant discoveries in fields like drug development or chemistry without a deeper understanding of the organisms under study. The sheer volume of data does not guarantee accelerated insights into novel biological functions, as emphasized by Overmann.

In recent years, the scientific community has witnessed the emergence of sophisticated machine learning models designed to analyze vast biological datasets. Notably, AlphaFold, a groundbreaking AI system developed by Google DeepMind, can predict the 3D structure of proteins based solely on genetic information, earning its creators a prestigious Nobel prize in chemistry. Despite advancements in generative biology models, researchers like Frances Ding from the University of California, Berkeley, highlight the limitations stemming from biased datasets that predominantly feature well-known species like E. coli and humans.

Addressing this gap in biodiversity data, Basecamp Research embarked on an ambitious mission to explore extreme habitats that had been underrepresented in scientific sampling efforts. Their database now encompasses samples from diverse locations worldwide, encompassing a wide array of prokaryotic organisms, including bacteria, microbes, and fungi. Through genetic analysis, the company identified a plethora of genes that diverge from the conventional genetic pool shared across various life forms, estimating the inclusion of over a million species and approximately 9.8 billion novel genes with potential protein-coding functions.

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Their vision of constructing a comprehensive biological model akin to ChatGPT rests on the premise of introducing AI systems to a rich tapestry of nature, enhancing their understanding of biological mechanisms. With Earth potentially hosting trillions of microbial species, the discovery of abundant new genetic material by Basecamp is deemed inevitable by experts like Leopold Parts from the Wellcome Sanger Institute.

Despite the enthusiasm surrounding Basecamp’s initiative, skepticism lingers regarding the transformative impact of their vast genetic database. The true value of these newfound proteins in terms of novel functionalities remains uncertain, prompting experts to urge the company to demonstrate the practical utility of their discoveries. Additionally, the challenge of predicting the functions of entirely novel genes poses a significant obstacle to leveraging this data for training advanced AI models, as highlighted by Overmann.

While Basecamp’s endeavor represents a pioneering step towards expanding our understanding of Earth’s biological diversity, the road to harnessing this treasure trove of genetic information for groundbreaking scientific breakthroughs may necessitate a blend of cutting-edge AI technologies and traditional laboratory investigations.

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