基于PSSM的膜蛋白类型预测的混合框架
Xiaoli Ruan1, Sina Xia2, Shaobo Li2
1State Key Laboratory of Public Big Data, Guizhou University, Guizhou, 550000, Guizhou, China. xlruan@gzu.edu.cn.
Scientific reports
|July 26, 2024
概括
这项研究引入了改进的囊神经网络和混合深度学习框架,以使用特定位置的评分矩阵准确预测膜蛋白类型. 这种新的方法增强了药物向识别和疾病预防策略.
科学领域:
- 计算生物学是一种计算生物学.
- 生物信息学是一种生物信息学.
- 机器学习在药物发现中的作用
背景情况:
- 膜蛋白是关键的药物标,但实验性鉴定具有挑战性.
- 预测膜蛋白类型的计算方法越来越重要.
- 位置特定评分矩阵 (PSSM) 有效捕获蛋白质进化信息.
研究的目的:
- 开发一种先进的计算模型,用于预测膜蛋白类型.
- 利用深度学习和传统机器学习的优势.
- 提高膜蛋白分类的准确性和通用性.
主要方法:
- 开发了一个改进的囊神经网络 (ICNN) 来处理PSSM数据.
- 一个混合框架将ICNN与41个基线机器学习模型结合起来.
- 集体学习和特征融合技术用于最佳预测.
主要成果:
- 拟议的混合模型在三个数据集上显著优于现有方法.
- 在数据集1,数据集2和数据集3上分别观察到1.52%,2.26%和2.67%的精度改进.
- 该模型在预测膜蛋白类型方面表现出卓越的概括性.
结论:
- 开发的混合框架为膜蛋白类型预测提供了强大而准确的计算工具.
- 这种方法可以通过识别关键的膜蛋白标来加速药物发现和疾病预防.
- 该研究为进一步研究提供了开放访问代码和数据集.
相关概念视频
Single-pass Transmembrane Proteins
4.9K
Integral membrane proteins are tightly associated with the cell membrane and play a crucial role in cell communication, signaling, adhesion, and transport of the molecules. Some integral membrane proteins are present only in the membrane monolayer. For example, the enzyme fatty acid amide hydrolase is present in the cytoplasmic side of the membrane monolayer. In contrast, another type of integral membrane protein, also known as a transmembrane protein, spans across the membrane. Transmembrane...
4.9K
Multi-pass Transmembrane Proteins and β-barrels
5.2K
In multi-pass transmembrane proteins, the polypeptide chain crosses the membrane more than once. The transmembrane polypeptide chain either forms an α-helix or β-strand structure. α-Helix containing multi-pass transmembrane proteins are ubiquitous, whereas β-strand containing ones are mainly found in gram-negative bacteria, mitochondria, and chloroplasts.
α-Helix containing multi-pass transmembrane proteins
Multi-pass transmembrane proteins such as...
α-Helix containing multi-pass transmembrane proteins
Multi-pass transmembrane proteins such as...
5.2K
Fluid Mosaic Model
11.5K
Scientists identified the plasma membrane in the 1890s and its principal chemical components (lipids and proteins) by 1915. The model for plasma membrane structure, proposed in 1935 by Hugh Davson and James Danielli, was the first model to be widely accepted in the scientific community. The model was based on the plasma membrane's "railroad track" appearance in early electron micrographs. Davson and Danielli theorized that the plasma membrane's structure resembled a sandwich...
11.5K
Introduction to Membrane Proteins
66.4K
The cell membrane, or plasma membrane, is an ever-changing landscape. It is described as a fluid mosaic where various macromolecules are embedded in the phospholipid bilayer. Among the macromolecules are proteins. The protein content varies across cell types. For example, mitochondrial inner membranes contain ~76% protein content, while myelin contains ~18% protein content. Individual cells contain many types of membrane proteins—red blood cells contain over 50—and different cell...
66.4K
Structure of Porins
2.9K
Mitochondria, chloroplasts, and gram-negative bacteria have transmembrane, beta-barrel proteins called porins to mediate the free diffusion of ions and metabolites across the membrane. Mitochondrial porin precursors contain conserved amino acid sequences called beta signals at their C-terminal. Beta signals have a motif of PoXGXXHyXHy (Po-Polar, X-Any amino acid, G-Glycine, Hy-LargeHydrophobic), which are crucial for precursor recognition to initiate precursor assembly. Beta-barrel...
2.9K
Membrane Proteins
18.8K
Plasma membranes have integral transmembrane proteins involved in facilitated transport. These proteins are collectively referred to as transport proteins, and they function as either channels for the material or as carriers themselves. Channel proteins have hydrophilic domains exposed to the intracellular and extracellular fluids and a hydrophilic channel through their core that provides a hydrated opening for solutes to pass through the membrane layers. Passage through the channel allows...
18.8K


