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AI uncovers hidden DNA switch that activates most human genes

Scientists at UC San Diego used artificial intelligence to identify the DNA pattern of the initiator, a key element that turns on about 60% of human genes.

A group of researchers at the University of California, San Diego have leveraged AI to decode the initiator, a DNA element that marks where a gene’s information begins to be expressed. By measuring gene-expression outcomes for about 500,000 different initiator sequences, they trained a machine-learning system that could pinpoint the characteristic pattern of this switch. Applying the model to the human genome revealed that roughly 60% of genes contain the initiator.

According to professor James T. Kadonaga, the model now offers strong predictions of initiator presence, opening a path to anticipate the impact of harmful mutations. The findings also provide a foundation for engineering synthetic promoters that can precisely control gene activity. Overall, the study highlights the power of combining high-throughput experiments with AI to unravel the complex code governing when and where genes are turned on.

Why it matters

Understanding the DNA switch that activates genes can help predict disease-linked mutations and enable precise gene-therapy tools.

In this story

initiatorgene expressionAI modelDNA sequencegenetic switchmutationssynthetic promotersmachine learning
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