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Which Crucial Protein Elicited Mpox Vaccine Through AI?

by Manjubashini on Dec 15 2025 9:35 AM
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AI spinned out monkeypox virus research through the discovery of unique protein as a target for mpox antibody therapies.

Which Crucial Protein Elicited Mpox Vaccine Through AI?
The AI breakthrough in monkeypox (Mpox) vaccine research obtained a unique protein, OPG153, on the surface of Mpox virus.
The key protein acts as an essential antigen for producing neutralizing antibodies and developing better vaccines (1 Trusted Source
Antigen-agnostic identification of poxvirus broadly neutralizing antibodies targeting OPG153

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).

This landmark reverse vaccinology discovery was made by scientists from the University of Texas at Austin and published in Science Translational Medicine.

With the novel AlphaFold AI to guide their work, researchers used viral surface protein and successfully prompted mice to produce antibodies against Mpox virus (MPXV).

The innovation opens a new avenue for designing faster and superior antibody drugs, particularly for most vulnerable groups like children and immunocompromised people.


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A Simpler, Scalable Vaccine Approach Emerges from the Global Mpox Outbreak

In 2022, Mpox began to spread around the world, causing flulike symptoms and painful rashes and lesions for more than 150,000 people, while causing almost 500 deaths. Vaccines developed to fight smallpox were repurposed amid the outbreak to help the most vulnerable patients, but that vaccine is complicated and costly, due to its manufacture from a whole, weakened virus.

Unlike a whole-virus vaccine that’s big and complicated to produce, our innovation is just a single protein that’s easy to make,” said Jason McLellan, a professor of molecular biosciences at The University of Texas at Austin and co-lead author of the study.

The study’s other lead authors, Rino Rappuoli and Emanuele Andreano at the Fondazione Biotecnopolo di Siena in Italy, helped identify 12 antibodies that effectively neutralize MPXV. Using the blood of patients who had been previously infected with the virus or vaccinated against it, the researchers identified the antibodies but did not know what parts of the virus they targeted.


Mpox's Antigen was Found with the Help of Alphafold AI

That’s because MPXV has dozens of different proteins on its surface. The scientists knew at least one of these surface proteins was critical to spread infection, and that it could be blocked by some of the newly identified antibodies.

But which ones? They needed to find the right match—between surface protein and antibody—for any new drug or tool to help seed prevention of the infection, known as an antigen.

Enter the Texas team and AI. McLellan and his lab at UT Austin used the AlphaFold 3 model to predict which of the roughly 35 proteins on the surface of the virus the antibodies strongly bind to. The model predicted with high confidence that some antibodies would bind to a viral surface protein called OPG153, and follow-up work verified the result.

This suggested that the protein would be a good target for developing new antibody therapies to treat mpox or for use in a vaccine to coax a person’s immune system to fight the virus.


Mpox Vaccine Research Provides New Strategy Against Bioterrorism Threats

“It would have taken years to find this target without AI,” said McLellan, the Robert A. Welch Chair in Chemistry and one of the leaders of Texas Biologics, a research group at UT Austin working to develop new drugs and other medical advances.

“It was really exciting because no one had ever considered it before for vaccine or antibody development. It had never been shown to be a target of neutralizing antibodies.”

MPXV is closely related to the virus that causes smallpox, so this discovery could potentially lead to better vaccines or therapies for smallpox, which poses a high risk as a bioterrorism weapon, given its easy transmission and high death rates.


Reverse Vaccinology Paves the Way for Next-Generation Mpox and Smallpox Vaccines

The team is now working to develop versions of the vaccine antigen and antibodies that are more effective at fighting disease while cheaper and easier to produce than existing versions that use a weakened version of a closely related poxvirus.

Ultimately, the researchers hope to test vaccine antigens and antibody therapies to protect against Mpox and smallpox in people. McLellan calls the approach used in this study “reverse vaccinology.”

“We started with people who survived infection with monkeypox virus, isolated antibodies that they naturally produced and worked backward to find what part of the virus acted as the antigen for those antibodies. Then we engineered the antigen to elicit similar antibodies in mice,” McLellan said.

Reference:
  1. Antigen-agnostic identification of poxvirus broadly neutralizing antibodies targeting OPG153 - (https://www.science.org/doi/10.1126/scitranslmed.aeb3840)

Source-Eurekalert



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