Computer-Designed Proteins: Could These Become a New Class of Drugs?
This is an artist impression of computer-designed mini protein binders targeting Influenza hemagglutinin. Many effectively bind and neutralize the virus. Image credit: Cognition Studio (Seattle) with assistance of Daniel-Adriano Silva and Lance Stewart.
Scientists at the Institute for Protein Design have created a way to generate thousands of different mini-protein binders as possible drug candidates. The proteins can be custom tailored to specific therapeutic targets. Recently, a set of these proteins were successfully tested in mice against the flu, and another group of these binders was able to protect brain cells against the botulism neurotoxin.
These computer-designed proteins, which did not previously exist in nature, combine the stability and bioavailability of small molecule drugs with the specificity and potency of larger biologics. They would not require refrigeration, and they likely would be simple for patients to take.
"These mini-protein binders have the potential of becoming a new class of drugs that bridge the gap between small molecule drugs and biologics. Like monoclonal antibodies, they can be designed to bind to targets with high selectivity, but they are more stable and easier to produce and to administer," said David Baker, who led the multi-institutional research project. He is a professor of biochemistry at the University of Washington School of Medicine and director of the UW Institute for Protein Design.
Baker and his colleagues report their findings in an article published online, Sept. 27, in the journal Nature.
Aaron Chevalier, Daniel-Adriano Silva and Gabriel J. Rocklin were the lead authors and were all senior fellows at the UW Institute for Protein Design at the time of the project.
The method used a computer platform, called Rosetta, developed by Baker and colleagues at the University of Washington. They designed thousands of short proteins, about 40 amino acids in length, that the Rosetta program predicted would bind tightly to the molecular target.
Because of their small size, these short proteins tend to be extremely stable. They can be stored without refrigeration. They also are more easily administered than large protein drugs, such as monoclonal antibodies.
Previously, such short, protein-binder drugs were typically re-engineered versions of naturally occurring proteins. These, however, tended not to be significantly better than monoclonal antibodies.
Because these mini-proteins binders are original designs, they can be tailored to fit their targets much more tightly and are simpler to modify and refine.
In this study, the researchers sought to design two sets of these proteins: one set that would prevent the influenza virus from invading cells and another that would bind to and neutralize a deadly nerve toxin from botulism. This toxin is considered a potential bioweapon.
The computer modelling identified the amino-acid sequences of thousands of short proteins that would fit into and bind to the influenza and botulinum targets. The researchers created short pieces of DNA that coded each of these proteins, grew the proteins in yeast cells, and then looked at how tightly they bound to their targets. The targets were Influenza H1 hemagglutinin and botulinum neurotoxin B.
All told, the method allowed them to design and test 22,660 proteins in just a few months. More than two-thousand of them bound to their targets with high affinity.
Evaluation of the best candidates found that the anti-influenza proteins neutralized viruses in cell culture and other designed proteins prevented the botulinum toxin from entering brain cells.
A nasal spray containing one of the custom-designed proteins completely protected mice from the flu if administered before or as much as 72 hours after exposure. The protection that the treatment provides equalled or surpassed that seen with antibodies, the researchers report.
Testing of a subset of the proteins showed that they were extremely stable and, unlike antibodies, did not become inactivated by high temperatures. The small proteins also triggered little or no immune response, a problem that often renders larger protein drugs ineffective.
This article has been republished from materials provided by University of Washington. Note: material may have been edited for length and content. For further information, please contact the cited source.
It's easy to take a lot for granted. Scientists do this when they study stress, the force per unit area on an object. Scientists handle stress mathematically by assuming it to have symmetry, but new supercomputer simulations show that at the atomic level, material stress doesn't behave symmetrically. The findings could help scientists design new materials such as glass or metal that doesn't ice up.READ MORE
In late 2017 DeepMind introduced AlphaZero, a single system that taught itself from scratch how to master the games of chess, shogi (Japanese chess), and Go, beating a world-champion program in each case. Today, they announce the evalutation of AlphaZero, published in the journal Science, that confirms and updates those preliminary results.