Mathematical process for protein folding

In summary, the mathematical process for protein folding involves modeling the complex interactions between amino acids to predict the three-dimensional structure of a protein. This process utilizes algorithms and computational techniques, such as energy minimization and Monte Carlo simulations, to explore the conformational space and identify the most stable configurations. Factors like hydrophobicity, hydrogen bonding, and steric hindrance are considered to understand how proteins achieve their functional forms, ultimately aiding in drug design and understanding diseases related to misfolding.
  • #1
Hopper_18
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TL;DR Summary
Trying to determine if there is a mathematical process for protein folding that can be done without a computer to create a new protein that’s function would be a combination of multiple real life protein.
Hello, I am currently working on an idea for a possible future masters or PhD in cellular biology, however my idea is currently just a passion project. For it to work, I would need to learn how to predict and make a specific protein to do a specific function, in this instance I need to use it to inhibit the transcription of certain DNA region by finding to different CDK and cycling.

I have been some research into this but have found no website or otherwise study describing how one could go about doing this, without substantial expertise and a super computer. Even then it was comparing it to other already recognized proteins in which the function would be similar.

I was wondering if anyone could explain how one might create a protein to do a specific function in which the desired function would be a combination of multiple proteins in real life? Also is there a way to determine this protein folding mathematically or otherwise without a computer, or is purely computer based?

Thank you for any information that you can provide.
 
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From what little I know of the subject, it seems to be a combinatorial problem.
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Yup, I asked Google:
https://www.google.com/search?&q=why+is+protein+folding+hard

This being the first response:
...the protein interacts with surrounding water when folding. So you have more like 30k atoms to simulate

Unless your IQ is in the 5 or 6 digit range and have an eidetic memory, get access to a LARGE computer.

Have Fun!
Tom
 
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  • #3
Tom.G said:
From what little I know of the subject, it seems to be a combinatorial problem.
.
.
.
Yup, I asked Google:
https://www.google.com/search?&q=why+is+protein+folding+hard

This being the first response:
...the protein interacts with surrounding water when folding. So you have more like 30k atoms to simulate

Unless your IQ is in the 5 or 6 digit range and have an eidetic memory, get access to a LARGE computer.

Have Fun!
Tom
Some threads this year on the subject including the Alpha 2 program. I will dig out.
 
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Hopper_18 said:
TL;DR Summary: Trying to determine if there is a mathematical process for protein folding that can be done without a computer to create a new protein that’s function would be a combination of multiple real life protein.

Hello, I am currently working on an idea for a possible future masters or PhD in cellular biology, however my idea is currently just a passion project. For it to work, I would need to learn how to predict and make a specific protein to do a specific function, in this instance I need to use it to inhibit the transcription of certain DNA region by finding to different CDK and cycling. I have been some research into this but have found no website or otherwise study describing how one could go about doing this, without substantial expertise and a super computer. Even then it was comparing it to other already recognized proteins in which the function would be similar. I was wondering if anyone could explain how one might create a protein to do a specific function in which the desired function would be a combination of multiple proteins in real life? Also is there a way to determine this protein folding mathematically or otherwise without a computer, or is purely computer based? Thank you for any information that you can provide.
I believe that protein folding is a very hard problem. The hope is that it can be solved by quantum computers, or perhaps artificial intelligence will be good enough.
 
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FAQ: Mathematical process for protein folding

What is protein folding?

Protein folding is the process by which a protein structure assumes its functional shape or conformation. It is crucial because the specific three-dimensional arrangement of a protein determines its function in biological systems.

Why is mathematical modeling important in protein folding?

Mathematical modeling is essential in protein folding because it helps to predict the final structure of proteins based on their amino acid sequences. These models can simulate the physical and chemical interactions that drive folding, providing insights into the mechanisms involved.

What are the main mathematical approaches used in protein folding?

Several mathematical approaches are used in protein folding, including statistical mechanics, molecular dynamics simulations, and energy minimization techniques. These methods help to analyze the stability of protein structures and understand the pathways of folding.

How do algorithms contribute to protein folding studies?

Algorithms play a critical role in protein folding studies by enabling the efficient computation of folding pathways and conformational changes. Techniques such as Monte Carlo simulations, genetic algorithms, and machine learning are used to explore the vast conformational space of proteins.

What are the challenges in mathematically modeling protein folding?

Challenges in mathematically modeling protein folding include the complexity of protein structures, the vast number of possible conformations, and the need for accurate energy landscapes. Additionally, capturing the dynamic nature of folding in real-time poses significant computational difficulties.

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