Cargando…

EMDA: A Python package for Electron Microscopy Data Analysis

An open-source Python library EMDA for cryo-EM map and model manipulation is presented with a specific focus on validation. The use of several functionalities in the library is presented through several examples. The utility of local correlation as a metric for identifying map-model differences and...

Descripción completa

Detalles Bibliográficos
Autores principales: Warshamanage, Rangana, Yamashita, Keitaro, Murshudov, Garib N.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Academic Press 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8935390/
https://www.ncbi.nlm.nih.gov/pubmed/34915128
http://dx.doi.org/10.1016/j.jsb.2021.107826
_version_ 1784672033845542912
author Warshamanage, Rangana
Yamashita, Keitaro
Murshudov, Garib N.
author_facet Warshamanage, Rangana
Yamashita, Keitaro
Murshudov, Garib N.
author_sort Warshamanage, Rangana
collection PubMed
description An open-source Python library EMDA for cryo-EM map and model manipulation is presented with a specific focus on validation. The use of several functionalities in the library is presented through several examples. The utility of local correlation as a metric for identifying map-model differences and unmodeled regions in maps, and how it is used as a metric of map-model validation is demonstrated. The mapping of local correlation to individual atoms, and its use to draw insights on local signal variations are discussed. EMDA’s likelihood-based map overlay is demonstrated by carrying out a superposition of two domains in two related structures. The overlay is carried out first to bring both maps into the same coordinate frame and then to estimate the relative movement of domains. Finally, the map magnification refinement in EMDA is presented with an example to highlight the importance of adjusting the map magnification in structural comparison studies.
format Online
Article
Text
id pubmed-8935390
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Academic Press
record_format MEDLINE/PubMed
spelling pubmed-89353902022-03-24 EMDA: A Python package for Electron Microscopy Data Analysis Warshamanage, Rangana Yamashita, Keitaro Murshudov, Garib N. J Struct Biol Article An open-source Python library EMDA for cryo-EM map and model manipulation is presented with a specific focus on validation. The use of several functionalities in the library is presented through several examples. The utility of local correlation as a metric for identifying map-model differences and unmodeled regions in maps, and how it is used as a metric of map-model validation is demonstrated. The mapping of local correlation to individual atoms, and its use to draw insights on local signal variations are discussed. EMDA’s likelihood-based map overlay is demonstrated by carrying out a superposition of two domains in two related structures. The overlay is carried out first to bring both maps into the same coordinate frame and then to estimate the relative movement of domains. Finally, the map magnification refinement in EMDA is presented with an example to highlight the importance of adjusting the map magnification in structural comparison studies. Academic Press 2022-03 /pmc/articles/PMC8935390/ /pubmed/34915128 http://dx.doi.org/10.1016/j.jsb.2021.107826 Text en © 2021 MRC Laboratory of Molecular Biology https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Warshamanage, Rangana
Yamashita, Keitaro
Murshudov, Garib N.
EMDA: A Python package for Electron Microscopy Data Analysis
title EMDA: A Python package for Electron Microscopy Data Analysis
title_full EMDA: A Python package for Electron Microscopy Data Analysis
title_fullStr EMDA: A Python package for Electron Microscopy Data Analysis
title_full_unstemmed EMDA: A Python package for Electron Microscopy Data Analysis
title_short EMDA: A Python package for Electron Microscopy Data Analysis
title_sort emda: a python package for electron microscopy data analysis
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8935390/
https://www.ncbi.nlm.nih.gov/pubmed/34915128
http://dx.doi.org/10.1016/j.jsb.2021.107826
work_keys_str_mv AT warshamanagerangana emdaapythonpackageforelectronmicroscopydataanalysis
AT yamashitakeitaro emdaapythonpackageforelectronmicroscopydataanalysis
AT murshudovgaribn emdaapythonpackageforelectronmicroscopydataanalysis