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Protein Modifications in the RER01:26

Protein Modifications in the RER

5.6K
Modification of secretory and transmembrane proteins entering the rough ER begins in the ER lumen. These modifications aid in protein folding and stabilize the acquired tertiary structure. Protein modifications in the rough ER co-occur at different stages of protein folding.
Broadly, these modifications can be categorized into four main categories — glycosylation, formation of disulfide bonds, assembly of protein subunits, and specific proteolytic cleavages like removal of signal...
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Conserved Binding Sites01:49

Conserved Binding Sites

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Many proteins’ biological role depends on their interactions with their ligands, small molecules that bind to specific locations on the protein known as ligand-binding sites. Ligand-binding sites are often conserved among homologous proteins as these sites are critical for protein function.
Binding sites are often located in large pockets, and if their location on a protein’s surface is unknown, it can be predicted using various approaches. The energetic method computationally...
4.3K
Protein-protein Interfaces02:04

Protein-protein Interfaces

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Many proteins form complexes to carry out their functions, making protein-protein interactions (PPIs) essential for an organism's survival. Most PPIs are stabilized by numerous weak noncovalent chemical forces. The physical shape of the interfaces determines the way two proteins interact. Many globular proteins have closely-matching shapes on their surfaces, which form a large number of weak bonds. Additionally, many PPIs occur between two helices or between a surface cleft and a...
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Conservation of Protein Domains Over Different Proteins02:26

Conservation of Protein Domains Over Different Proteins

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Protein domains are small structurally independent units that are part of a single amino acid chain.  Although these domains are often structurally independent, they may rely on synergistic effects to perform their functions as part of a larger protein. Protein domains may be conserved within the same organism, as well as across different organisms.
A limited set of protein domains often duplicate and recombine during evolution. These domains can be organized in different combinations to...
11.3K
Covalently Linked Protein Regulators02:04

Covalently Linked Protein Regulators

7.1K
Proteins can undergo many types of post-translational modifications, often in response to changes in their environment. These modifications play an important role in the function and stability of these proteins. Covalently linked molecules include functional groups, such as methyl, acetyl, and phosphate groups, and also small proteins, such as ubiquitin. There are around 200 different types of covalent regulators that have been identified.
These groups modify specific amino acids in a protein....
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Video Experimental Relacionado

Updated: Sep 10, 2025

A Fast and Quantitative Method for Post-translational Modification and Variant Enabled Mapping of Peptides to Genomes
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A Fast and Quantitative Method for Post-translational Modification and Variant Enabled Mapping of Peptides to Genomes

Published on: May 22, 2018

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Un marco de aprendizaje automático eficiente para predecir los sitios de modificación postraductora de proteínas

Heba M Elreify1, Fathi E Abd El-Samie2,3, Moawad I Dessouky4

  • 1Department of Electronics and Electrical Communications Engineering, Faculty of Electronic Engineering, Menoufia University, Menouf 32952, Egypt. hebamohamedibrahim09@gmail.com.

Scientific reports
|August 25, 2025
PubMed
Resumen
Este resumen es generado por máquina.

HyLightKhib predice con precisión los sitios de lisina 2-hidroxiisobutilización (Khib) utilizando un nuevo marco computacional. Este avance ayuda a comprender la regulación de las proteínas y a desarrollar terapias específicas.

Palabras clave:
Mecanismo Europeo de EstabilidadLa luz del GBMDesintoxicación de la lisinaAprendizaje automáticoInformación mutuaModificación después de la traducciónModelos de lenguaje de proteínas

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Área de la Ciencia:

  • Bioquímica y Biología Molecular
  • Biología computacional
  • Proteomía

Sus antecedentes:

  • Las modificaciones postraslacionales (PTM) regulan la función de las proteínas, con la lisina 2-hidroxiisobutirilación (Khib) implicada en los procesos celulares vitales.
  • La identificación del sitio experimental de Khib es un desafío debido a los métodos intensivos en recursos y la naturaleza de la modificación transitoria.

Objetivo del estudio:

  • Desarrollar una herramienta computacional precisa y eficiente para predecir los sitios Khib.
  • Para superar las limitaciones de las técnicas experimentales actuales de identificación Khib.

Principales métodos:

  • Se introdujo HyLightKhib, un marco computacional que utiliza la máquina de aumento de gradiente de luz.
  • Empleó una estrategia de extracción de características híbrida que combina las incorporaciones de Modelado a Escala Evolutiva (ESM-2), los descriptores de Composición, Transición y Distribución (CTD) y las propiedades fisicoquímicas de los aminoácidos.
  • Selección de características optimizada utilizando información mutua.

Principales resultados:

  • HyLightKhib logró un alto rendimiento predictivo en diversos organismos (humano, parásito, arroz) con puntuaciones AUC-ROC de 0,893, 0,876 y 0,847, respectivamente.
  • Superó a los predictores existentes como DeepKhib y ResNetKhib.
  • Demostró un rendimiento superior en comparación con las implementaciones XGBoost y CatBoost.

Conclusiones:

  • HyLightKhib ofrece un enfoque computacional avanzado para la predicción del sitio de Khib.
  • Proporciona una mayor precisión predictiva y valiosos conocimientos biológicos para la proteómica funcional.
  • Tiene implicaciones directas para el desarrollo de terapias dirigidas a la PTM.