Biologists Question Whether AI Can Decode the Human Genome's Regulatory Complexity
From 1990 to 2003, the Human Genome Project successfully mapped nearly all of the 3 billion chemical components of the human genome, revealing that only around 2 percent are protein-coding genes. A significant challenge lies in deciphering the regulatory functions of the remaining DNA, and some scientists express skepticism about whether AI systems like Evo 2, Genos, and Google DeepMind's AlphaGenome can tackle this issue. Karen Adelman from Harvard Medical School suggests that genes might not be the most fascinating aspect of the genome. Meanwhile, Wendy Bickmore from the University of Edinburgh points out the gaps in knowledge regarding enhancers and cell type data. The piece references Adrian Woolfson's upcoming 2026 book, On the Future of Species, stressing the value of extra-genetic information, while Bickmore remains optimistic about AI's potential to enhance human understanding in this area.
Key facts
- The Human Genome Project sequenced nearly all of the human genome's roughly 3 billion chemical building blocks between 1990 and 2003
- Only about 2 percent of the human genome consists of protein-coding genes
- Genomic foundation models discussed include Evo 2, Genos, and Google DeepMind's AlphaGenome
- Karen Adelman studies gene regulation at Harvard Medical School
- Wendy Bickmore is a genome biologist at the University of Edinburgh
- Barbara McClintock received the 1983 Nobel Prize in Physiology or Medicine for discovering transposons
- Adrian Woolfson cofounded the California biotech company Genyro and published On the Future of Species in April 2026
- The human genome contains hundreds of thousands, perhaps millions, of enhancers
Entities
Artists
- Karen Adelman
- Wendy Bickmore
- Adrian Woolfson
- Evelyn Fox
- Barbara McClintock
- Douglas Hofstadter
Institutions
- Quanta Magazine
- Simons Foundation
- Harvard Medical School
- University of Edinburgh
- Google DeepMind
- Genyro
- Wired
Locations
- California
- United States