Cargando…

Confidence intervals for fitting of atomic models into low-resolution densities

The fitting of high-resolution structures into low-resolution densities obtained from techniques such as electron microscopy or small-angle X-ray scattering can yield powerful new insights. While several algorithms for achieving optimal fits have recently been developed, relatively little effort has...

Descripción completa

Detalles Bibliográficos
Autor principal: Volkmann, Niels
Formato: Texto
Lenguaje:English
Publicado: International Union of Crystallography 2009
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2703574/
https://www.ncbi.nlm.nih.gov/pubmed/19564688
http://dx.doi.org/10.1107/S0907444909012876
_version_ 1782168847431761920
author Volkmann, Niels
author_facet Volkmann, Niels
author_sort Volkmann, Niels
collection PubMed
description The fitting of high-resolution structures into low-resolution densities obtained from techniques such as electron microscopy or small-angle X-ray scattering can yield powerful new insights. While several algorithms for achieving optimal fits have recently been developed, relatively little effort has been devoted to developing objective measures for judging the quality of the resulting fits, in particular with regard to the danger of overfitting. Here, a general method is presented for obtaining confidence intervals for atomic coordinates resulting from fitting of atomic resolution domain structures into low-resolution densities using well established statistical tools. It is demonstrated that the resulting confidence intervals are sufficiently accurate to allow meaningful statistical tests and to provide tools for detecting potential overfitting.
format Text
id pubmed-2703574
institution National Center for Biotechnology Information
language English
publishDate 2009
publisher International Union of Crystallography
record_format MEDLINE/PubMed
spelling pubmed-27035742009-07-01 Confidence intervals for fitting of atomic models into low-resolution densities Volkmann, Niels Acta Crystallogr D Biol Crystallogr New Algorithms Workshop The fitting of high-resolution structures into low-resolution densities obtained from techniques such as electron microscopy or small-angle X-ray scattering can yield powerful new insights. While several algorithms for achieving optimal fits have recently been developed, relatively little effort has been devoted to developing objective measures for judging the quality of the resulting fits, in particular with regard to the danger of overfitting. Here, a general method is presented for obtaining confidence intervals for atomic coordinates resulting from fitting of atomic resolution domain structures into low-resolution densities using well established statistical tools. It is demonstrated that the resulting confidence intervals are sufficiently accurate to allow meaningful statistical tests and to provide tools for detecting potential overfitting. International Union of Crystallography 2009-07-01 2009-06-20 /pmc/articles/PMC2703574/ /pubmed/19564688 http://dx.doi.org/10.1107/S0907444909012876 Text en © International Union of Crystallography 2009 http://journals.iucr.org/services/termsofuse.html This is an open-access article distributed under the terms described at http://journals.iucr.org/services/termsofuse.html.
spellingShingle New Algorithms Workshop
Volkmann, Niels
Confidence intervals for fitting of atomic models into low-resolution densities
title Confidence intervals for fitting of atomic models into low-resolution densities
title_full Confidence intervals for fitting of atomic models into low-resolution densities
title_fullStr Confidence intervals for fitting of atomic models into low-resolution densities
title_full_unstemmed Confidence intervals for fitting of atomic models into low-resolution densities
title_short Confidence intervals for fitting of atomic models into low-resolution densities
title_sort confidence intervals for fitting of atomic models into low-resolution densities
topic New Algorithms Workshop
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2703574/
https://www.ncbi.nlm.nih.gov/pubmed/19564688
http://dx.doi.org/10.1107/S0907444909012876
work_keys_str_mv AT volkmannniels confidenceintervalsforfittingofatomicmodelsintolowresolutiondensities