黑料传送门

The genomes of phages 鈥� viruses that infect bacteria 鈥� are largely composed of 鈥渄ark matter鈥�: genes that encode proteins whose functions remain unknown. Less than four years ago, a team led by Prof. at the Weizmann Institute of Science identified a new type of protein within this viral dark matter and dubbed it a 鈥渟ponge.鈥� Viral sponge proteins are porous and specialize in trapping molecules within deep pockets 鈥� much like a sponge that absorbs water. For phages, however, this sponge serves as a weapon: It traps communication molecules that are essential to bacterial immune systems, allowing the phage to take control of the bacterium and multiply inside it unhindered.

Until recently, very few sponge proteins had been found. Their genetic sequences differ greatly from one another, making them difficult to detect. Now, using an innovative research approach that combines artificial intelligence with experimental biology, researchers in Sorek鈥檚 lab have uncovered new families of sponge proteins that disrupt immune communication in bacteria. The findings, , reveal how viruses silence the immune system鈥檚 alarm signals, and shed light on the importance of communication disruption in the billion-year-long war between viruses and bacteria.

In the new study, the researchers examined the structures of sponge proteins identified so far and noticed a recurring architectural pattern that could be used to discover new proteins of this type. 鈥淭hey are all small, composed of several identical subunits and contain deep pockets,鈥� explains Sorek. 鈥淭hese pockets carry a positive electrical charge, allowing them to absorb immune alarm molecules, which are typically negatively charged.鈥�

“”A student鈥檚 keen observation helped us identify a new family of sponge proteins 鈥� a reminder that human insight still matters in the age of AI”

Insights like these used to have limited practical value, but the AI revolution has changed that. 鈥淲e realized that with advanced AI tools such as Google鈥檚 AlphaFold, we could scan an enormous number of proteins and search for those with positively charged pockets capable of trapping immune molecules,鈥� says Dr. Nitzan Tal, who led the new study in Sorek鈥檚 lab. 鈥淭his allowed us to reveal new functions of phage proteins based solely on their structure.鈥�

The scientists scanned a database of 32 million genes encoding phage proteins, from 2 million phage genomes, and used AlphaFold to predict their three-dimensional structures. 鈥淲e found more than 120 candidates whose structures matched our criteria, and moved on to experimental testing,鈥� says Tal.

The researchers then tested the effectiveness of each candidate against five bacterial immune systems, using a new method developed by research student Jeremy Garb in Sorek鈥檚 lab. The approach enabled the team to perform all the tests simultaneously rather than conducting hundreds of separate experiments. These experiments revealed a new family of sponge proteins that the researchers named Lockin. The AI model predicted that these proteins should consist of six identical subunits arranged in a circular structure resembling flower petals. In collaboration with Prof. Philip J. Kranzusch鈥檚 team at the Dana-Farber Cancer Institute in Boston, the researchers determined the structure of one family member using X-ray crystallography, confirming the prediction and deciphering exactly how the immune alarm molecule is captured.

鈥淭he huge database of viral proteins we analyzed was mostly obtained from sequencing environmental DNA samples that include a large mixture of phages,鈥� says Sorek. 鈥淭his allowed us to discover the Lockin proteins, which appeared in hundreds of phages that have never been isolated in the lab.鈥�

Along with AI-based predictions, the researchers used additional innovative strategies. 鈥淩omi Hadary, another research student in my lab, noticed that genes that encoded known sponge proteins tend to be fused together in phage genomes,鈥� explains Sorek. 鈥淭his insight allowed us to identify an additional family of sponge proteins, called Sequestin, based on the fact that their genes are fused to those of known sponges. It goes to show that, even in the age of artificial intelligence, there is still great value in the keen observations of human scientists.鈥�

Yet another protein family discovered in the study, called Acb5, initially puzzled the researchers. 鈥淭hese proteins were very similar to sponge proteins, but we discovered that they not only trap alarm molecules 鈥� they also cut them,鈥� says Tal. 鈥淭his was surprising because they didn鈥檛 have the structural features typical of molecular cutting tools. This discovery shows how systematic structural scanning can overturn previous scientific assumptions.鈥�

The protein families identified in this study appear in the genomes of thousands of different phages in nature. The researchers also found that a single phage can carry a broad arsenal of sponges and enzymes that neutralize immune alarm molecules. Together, these findings show that proteins disrupting immune communication give phages a significant advantage in their arms race with bacteria.

鈥淚t鈥檚 not yet known whether viruses that infect plants, animals and humans also use sponge proteins, but the computational and experimental approach we developed makes it possible to test this,鈥� adds Sorek. 鈥淚f they do, sponge proteins could become targets for the development of antiviral therapies in the future. Our discovery method doesn鈥檛 require prior knowledge of protein function, and it doesn鈥檛 rely on spotting similarities in genetic sequences or on growing viruses in the lab. It is therefore a powerful tool for uncovering additional immune-related proteins that share structural patterns.鈥�