DeepMind’s AlphaFold AI: Doing Years Of Research In Minutes!

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Dear Fellow Scholars, this is Two Minute  Papers with Dr. Károly Zsolnai-Fehér. The works that you are going to see  today gave me shivers. You see, earlier,   we talked about AlphaFold, DeepMind’s  amazing paper on protein folding. And   I promised to get back to you to showas  more and more research labs how it is   transforming the world around us today. This  is not your usual Two Minute Papers video,   so hold on to your papers Fellow Scholars,  this is going to be an incredible ride. But wait, I hear you asking the question, what  is protein folding? A protein is a string of   amino acids, these are the building blocks of  life. This is what goes in, which in reality,   has a 3D structure. And that is protein  folding. Letters go in, a 3D object comes out. So, how hard is it? Well, extremely hard. It  is significantly harder than chess and Go,   both of which are really challenging games to  master. But they have nothing on protein folding. Alright, first project. Plastics are very  useful. We use them for single-use drinks,   bottles, clothing and carpets, and more. We all  know that, but the problem with plastics start   the moment we are done with them. You see, 400  million tons of it is produced each year around   the world, and unfortunately, you guessed  it right, most of them end up in landfills. And this project is about evolving enzymes. What  kind of enzymes? Well, hold on to your papers,   because these are enzymes that are made  to be able to digest these plastics. Yes,   that’s right. It is breaking these plastics down.  But, it gets better. It even helps recycling them,   so they can be used over and over  again, infinitely. Like glass   or tin cans. We don’t need to produce more  of these, which requires fossil fuels,   and we can clean up these landfills with it.  This sounds like a science fiction movie,   and it came right out of a paper that was  published in 2021. I am truly out of words. Now, this research group notes that  experiments like these were underway,   but the protein structure prediction steps took  years and years. An entire PhD thesis took on   solving a single protein structure. And now, with  AlphaFold, they only take a few minutes. And they   are super accurate. Hence, biologists can run  not one experiment in a few years, but they can   run hundreds, or even thousands of experiments at  the same time, almost in real time now. This is   an AI collaborating with humans to solve important  problems. They call it a complete paradigm shift. But all this is just the start.  Other AlphaFold-based projects   are also underway. For instance,  this research group was wondering   that if it can study living proteins,  can it maybe study extinct ones too? If that would be true, that would open up  amazing new techniques is paleoproteomics,   the study of ancient proteins. What  does this mean? Well, for instance,   it helped this research group learn  how an ancient bird went extinct. The problem was that they couldn’t get usable  DNA out of these ancient eggs as these structures   break down very quickly. Studying the proteins  of the eggshell instead would be so much more   convenient because they live on for 10 times  longer, and they also need much less of them.   And, are you thinking what I am thinking? Oh  yes, that is exactly what AlphaFold is for. So,   they have done exactly that and were able to  compare those proteins to that of modern birds,   and found out which one of the current  birds are the most similar to it. They   found out that this was a large, flightless bird,   similar to an ostrich that went extinct because  humans were looking to eat their eggs. AlphaFold   helped solve this huge mystery, and no doubt  it will help solve many more in the future. I love how in this project, AlphaFold  is like a lens that helps us look back   in time even further and even more accurately.  This is an incredible scientific achievement. It is also currently being used to study and  perhaps treat diseases that ail millions and   millions of people around the world.  Once again, all this from a paper that   was published in 2021. This work is perhaps  one of the most important papers of the last   decade and is going to change the world for the  better as we know it. What a time to be alive! So, what do you think? What else will AlphaFold  be useful for? Let me know in the comments below! Thanks for watching and for your generous  support, and I'll see you next time!
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Channel: Two Minute Papers
Views: 204,669
Rating: undefined out of 5
Keywords: ai, deepmind, alphafold
Id: 1KQc6zHOmtU
Channel Id: undefined
Length: 6min 14sec (374 seconds)
Published: Mon Apr 03 2023
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