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Bird Eye View of Protein Subcellular Localization Prediction
Proteins are made up of long chain of amino acids that perform a variety of functions in different organisms. The activity of the proteins is determined by the nucleotide sequence of their genes and by its 3D structure. In addition, it is essential for proteins to be destined to their specific locat...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7764902/ https://www.ncbi.nlm.nih.gov/pubmed/33327400 http://dx.doi.org/10.3390/life10120347 |
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author | Kumar, Ravindra Dhanda, Sandeep Kumar |
author_facet | Kumar, Ravindra Dhanda, Sandeep Kumar |
author_sort | Kumar, Ravindra |
collection | PubMed |
description | Proteins are made up of long chain of amino acids that perform a variety of functions in different organisms. The activity of the proteins is determined by the nucleotide sequence of their genes and by its 3D structure. In addition, it is essential for proteins to be destined to their specific locations or compartments to perform their structure and functions. The challenge of computational prediction of subcellular localization of proteins is addressed in various in silico methods. In this review, we reviewed the progress in this field and offered a bird eye view consisting of a comprehensive listing of tools, types of input features explored, machine learning approaches employed, and evaluation matrices applied. We hope the review will be useful for the researchers working in the field of protein localization predictions. |
format | Online Article Text |
id | pubmed-7764902 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-77649022020-12-27 Bird Eye View of Protein Subcellular Localization Prediction Kumar, Ravindra Dhanda, Sandeep Kumar Life (Basel) Review Proteins are made up of long chain of amino acids that perform a variety of functions in different organisms. The activity of the proteins is determined by the nucleotide sequence of their genes and by its 3D structure. In addition, it is essential for proteins to be destined to their specific locations or compartments to perform their structure and functions. The challenge of computational prediction of subcellular localization of proteins is addressed in various in silico methods. In this review, we reviewed the progress in this field and offered a bird eye view consisting of a comprehensive listing of tools, types of input features explored, machine learning approaches employed, and evaluation matrices applied. We hope the review will be useful for the researchers working in the field of protein localization predictions. MDPI 2020-12-14 /pmc/articles/PMC7764902/ /pubmed/33327400 http://dx.doi.org/10.3390/life10120347 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Review Kumar, Ravindra Dhanda, Sandeep Kumar Bird Eye View of Protein Subcellular Localization Prediction |
title | Bird Eye View of Protein Subcellular Localization Prediction |
title_full | Bird Eye View of Protein Subcellular Localization Prediction |
title_fullStr | Bird Eye View of Protein Subcellular Localization Prediction |
title_full_unstemmed | Bird Eye View of Protein Subcellular Localization Prediction |
title_short | Bird Eye View of Protein Subcellular Localization Prediction |
title_sort | bird eye view of protein subcellular localization prediction |
topic | Review |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7764902/ https://www.ncbi.nlm.nih.gov/pubmed/33327400 http://dx.doi.org/10.3390/life10120347 |
work_keys_str_mv | AT kumarravindra birdeyeviewofproteinsubcellularlocalizationprediction AT dhandasandeepkumar birdeyeviewofproteinsubcellularlocalizationprediction |