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Faltwerk: a library for spatial exploratory data analysis of protein structures
SUMMARY: Proteins are fundamental building blocks of life and are investigated in a broad range of scientific fields, especially in the context of recent progress using in silico structure prediction models and the surge of resulting protein structures in public databases. However, exploratory data...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Oxford University Press
2023
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9998081/ https://www.ncbi.nlm.nih.gov/pubmed/36908399 http://dx.doi.org/10.1093/bioadv/vbad007 |
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author | Viehweger, Adrian |
author_facet | Viehweger, Adrian |
author_sort | Viehweger, Adrian |
collection | PubMed |
description | SUMMARY: Proteins are fundamental building blocks of life and are investigated in a broad range of scientific fields, especially in the context of recent progress using in silico structure prediction models and the surge of resulting protein structures in public databases. However, exploratory data analysis of these proteins can be slow because of the need for several methods, ranging from geometric and spatial analysis to visualization. The Python library faltwerk provides an integrated toolkit to perform explorative work with rapid feedback. This toolkit includes support for protein complexes, spatial analysis (point density or spatial autocorrelation), ligand binding site prediction and an intuitive visualization interface based on the grammar of graphics. AVAILABILITY AND IMPLEMENTATION: faltwerk is distributed under the permissive BSD-3 open source license. Source code and documentation, including an extensive common-use case tutorial, can be found at github.com/phiweger/faltwerk; binaries are available from the pypi repository. |
format | Online Article Text |
id | pubmed-9998081 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-99980812023-03-10 Faltwerk: a library for spatial exploratory data analysis of protein structures Viehweger, Adrian Bioinform Adv Application Note SUMMARY: Proteins are fundamental building blocks of life and are investigated in a broad range of scientific fields, especially in the context of recent progress using in silico structure prediction models and the surge of resulting protein structures in public databases. However, exploratory data analysis of these proteins can be slow because of the need for several methods, ranging from geometric and spatial analysis to visualization. The Python library faltwerk provides an integrated toolkit to perform explorative work with rapid feedback. This toolkit includes support for protein complexes, spatial analysis (point density or spatial autocorrelation), ligand binding site prediction and an intuitive visualization interface based on the grammar of graphics. AVAILABILITY AND IMPLEMENTATION: faltwerk is distributed under the permissive BSD-3 open source license. Source code and documentation, including an extensive common-use case tutorial, can be found at github.com/phiweger/faltwerk; binaries are available from the pypi repository. Oxford University Press 2023-01-23 /pmc/articles/PMC9998081/ /pubmed/36908399 http://dx.doi.org/10.1093/bioadv/vbad007 Text en © The Author(s) 2023. Published by Oxford University Press. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Application Note Viehweger, Adrian Faltwerk: a library for spatial exploratory data analysis of protein structures |
title | Faltwerk: a library for spatial exploratory data analysis of protein structures |
title_full | Faltwerk: a library for spatial exploratory data analysis of protein structures |
title_fullStr | Faltwerk: a library for spatial exploratory data analysis of protein structures |
title_full_unstemmed | Faltwerk: a library for spatial exploratory data analysis of protein structures |
title_short | Faltwerk: a library for spatial exploratory data analysis of protein structures |
title_sort | faltwerk: a library for spatial exploratory data analysis of protein structures |
topic | Application Note |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9998081/ https://www.ncbi.nlm.nih.gov/pubmed/36908399 http://dx.doi.org/10.1093/bioadv/vbad007 |
work_keys_str_mv | AT viehwegeradrian faltwerkalibraryforspatialexploratorydataanalysisofproteinstructures |