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EMRinger: side chain–directed model and map validation for 3D cryo-electron microscopy | Nature Methods

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Advances in high-resolution cryo-electron microscopy (cryo-EM) require the development of validation metrics to independently assess map quality and model geometry. We report EMRinger, a tool that assesses the precise fitting of an atomic model into the map during refinement and shows how radiation damage alters scattering from negatively charged amino acids. EMRinger (\n https://github.com/fraser-lab/EMRinger\n \n ) will be useful for monitoring progress in resolving and modeling high-resolution features in cryo-EM.","datePublished":"2015-08-17T00:00:00Z","dateModified":"2015-08-17T00:00:00Z","pageStart":"943","pageEnd":"946","sameAs":"https://doi.org/10.1038/nmeth.3541","keywords":["Cryoelectron microscopy","Proteins","Software","Statistical methods","Life Sciences","general","Biological Techniques","Biological Microscopy","Biomedical 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microscopy</h1> <ul class="c-article-author-list c-article-author-list--short" data-test="authors-list" data-component-authors-activator="authors-list"><li class="c-article-author-list__item"><a data-test="author-name" data-track="click" data-track-action="open author" data-track-label="link" href="#auth-Benjamin_A-Barad-Aff1-Aff2" data-author-popup="auth-Benjamin_A-Barad-Aff1-Aff2" data-author-search="Barad, Benjamin A">Benjamin A Barad</a><span class="u-js-hide">  <a class="js-orcid" href="http://orcid.org/0000-0002-1016-862X"><span class="u-visually-hidden">ORCID: </span>orcid.org/0000-0002-1016-862X</a></span><sup class="u-js-hide"><a href="#Aff1">1</a>,<a href="#Aff2">2</a></sup>, </li><li class="c-article-author-list__item"><a data-test="author-name" data-track="click" data-track-action="open author" data-track-label="link" href="#auth-Nathaniel-Echols-Aff3" data-author-popup="auth-Nathaniel-Echols-Aff3" data-author-search="Echols, Nathaniel">Nathaniel Echols</a><sup class="u-js-hide"><a href="#Aff3">3</a></sup>, </li><li class="c-article-author-list__item c-article-author-list__item--hide-small-screen"><a data-test="author-name" data-track="click" data-track-action="open author" data-track-label="link" href="#auth-Ray_Yu_Ruei-Wang-Aff4-Aff5" data-author-popup="auth-Ray_Yu_Ruei-Wang-Aff4-Aff5" data-author-search="Wang, Ray Yu-Ruei">Ray Yu-Ruei Wang</a><sup class="u-js-hide"><a href="#Aff4">4</a>,<a href="#Aff5">5</a></sup>, </li><li class="c-article-author-list__item c-article-author-list__item--hide-small-screen"><a data-test="author-name" data-track="click" data-track-action="open author" data-track-label="link" href="#auth-Yifan-Cheng-Aff6" data-author-popup="auth-Yifan-Cheng-Aff6" data-author-search="Cheng, Yifan">Yifan Cheng</a><sup class="u-js-hide"><a href="#Aff6">6</a></sup>, </li><li class="c-article-author-list__item c-article-author-list__item--hide-small-screen"><a data-test="author-name" data-track="click" data-track-action="open author" data-track-label="link" href="#auth-Frank-DiMaio-Aff5-Aff7" data-author-popup="auth-Frank-DiMaio-Aff5-Aff7" data-author-search="DiMaio, Frank">Frank DiMaio</a><sup class="u-js-hide"><a href="#Aff5">5</a>,<a href="#Aff7">7</a></sup>, </li><li class="c-article-author-list__item c-article-author-list__item--hide-small-screen"><a data-test="author-name" data-track="click" data-track-action="open author" data-track-label="link" href="#auth-Paul_D-Adams-Aff3-Aff8" data-author-popup="auth-Paul_D-Adams-Aff3-Aff8" data-author-search="Adams, Paul D">Paul D Adams</a><sup class="u-js-hide"><a href="#Aff3">3</a>,<a href="#Aff8">8</a></sup> &amp; </li><li class="c-article-author-list__show-more" aria-label="Show all 7 authors for this article" title="Show all 7 authors for this article">…</li><li class="c-article-author-list__item"><a data-test="author-name" data-track="click" data-track-action="open author" data-track-label="link" href="#auth-James_S-Fraser-Aff1" data-author-popup="auth-James_S-Fraser-Aff1" data-author-search="Fraser, James S" data-corresp-id="c1">James S Fraser<svg width="16" height="16" focusable="false" role="img" aria-hidden="true" class="u-icon"><use xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="#icon-eds-i-mail-medium"></use></svg></a><span class="u-js-hide">  <a class="js-orcid" href="http://orcid.org/0000-0002-5080-2859"><span class="u-visually-hidden">ORCID: </span>orcid.org/0000-0002-5080-2859</a></span><sup class="u-js-hide"><a href="#Aff1">1</a></sup> </li></ul><button aria-expanded="false" class="c-article-author-list__button"><svg width="16" height="16" focusable="false" role="img" aria-hidden="true" class="u-icon"><use xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="#icon-eds-i-chevron-down-medium"></use></svg><span>Show authors</span></button> <p class="c-article-info-details" data-container-section="info"> <a data-test="journal-link" href="/nmeth" data-track="click" data-track-action="journal homepage" data-track-category="article body" data-track-label="link"><i data-test="journal-title">Nature Methods</i></a> <b data-test="journal-volume"><span class="u-visually-hidden">volume</span> 12</b>, <span class="u-visually-hidden">pages </span>943–946 (<span data-test="article-publication-year">2015</span>)<a href="#citeas" class="c-article-info-details__cite-as u-hide-print" data-track="click" data-track-action="cite this article" data-track-label="link">Cite this article</a> </p> <div class="c-article-metrics-bar__wrapper u-clear-both"> <ul class="c-article-metrics-bar u-list-reset"> <li class=" c-article-metrics-bar__item" data-test="access-count"> <p class="c-article-metrics-bar__count">8064 <span class="c-article-metrics-bar__label">Accesses</span></p> </li> <li class="c-article-metrics-bar__item" data-test="altmetric-score"> <p class="c-article-metrics-bar__count">56 <span class="c-article-metrics-bar__label">Altmetric</span></p> </li> <li 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class="c-article-subject-list__subject"><a href="/subjects/statistical-methods" data-track="click" data-track-action="view subject" data-track-label="link">Statistical methods</a></li> </ul> </div> </div> <div class="c-article-body"> <section aria-labelledby="Abs2" data-title="Abstract" lang="en"><div class="c-article-section" id="Abs2-section"><h2 class="c-article-section__title js-section-title js-c-reading-companion-sections-item" id="Abs2">Abstract</h2><div class="c-article-section__content" id="Abs2-content"><p>Advances in high-resolution cryo-electron microscopy (cryo-EM) require the development of validation metrics to independently assess map quality and model geometry. We report EMRinger, a tool that assesses the precise fitting of an atomic model into the map during refinement and shows how radiation damage alters scattering from negatively charged amino acids. EMRinger (<a href="https://github.com/fraser-lab/EMRinger">https://github.com/fraser-lab/EMRinger</a>) will be useful for monitoring progress in resolving and modeling high-resolution features in cryo-EM.</p></div></div></section> <noscript> <div class="c-nature-box c-nature-box--side " data-component="entitlement-box"> <div class="js-access-button"> <a href="https://wayf.springernature.com?redirect_uri&#x3D;https%3A%2F%2Fwww.nature.com%2Farticles%2Fnmeth.3541" class="c-article__button" data-test="ra21"> <svg class="u-icon" width="18" height="18" aria-hidden="true" focusable="false"><use href="#icon-institution"></use></svg> <span class="c-article__button-text">Access through your institution</span> </a> </div> <div class="js-buy-button"> <a href="#access-options" class="c-article__button c-article__button--inverted" data-test="ra21"> <span>Buy or subscribe</span> </a> </div> </div> </noscript> <div class="js-context-bar-sticky-point-mobile" data-track-context="article body"> </div> 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<script> window.dataLayer = window.dataLayer || []; window.dataLayer.push({ recommendations: { recommender: 'semantic', model: 'specter', policy_id: 'NA', timestamp: 1732701325, embedded_user: 'null' } }); </script> <div> <section data-title="Accession codes"><div class="c-article-section" id="accession-codes-section"><h2 class="c-article-section__title js-section-title js-c-reading-companion-sections-item" id="accession-codes">Accession codes</h2><div class="c-article-section__content" id="accession-codes-content"> <h3 class="c-article__sub-heading">Primary accessions</h3> <h4 class="c-article__sub-heading c-article__sub-heading--small">Protein Data Bank</h4><ul class="c-article-data-availability-list u-list-reset"> <li class="c-article-data-availability-list__item"> <p> <a href="http://www.pdb.org/pdb/search/structidSearch.do?structureId=3J9I">3J9I</a> </p> </li> <li class="c-article-data-availability-list__item"> <p> <a href="http://www.pdb.org/pdb/search/structidSearch.do?structureId=3J9J">3J9J</a> </p> </li> </ul> <h3 class="c-article__sub-heading">Referenced accessions</h3> <h4 class="c-article__sub-heading c-article__sub-heading--small">Electron Microscopy Data Bank</h4><ul class="c-article-data-availability-list u-list-reset"> <li class="c-article-data-availability-list__item"> <p> <a href="http://www.ebi.ac.uk/emdb-srv/atlas/2278_summary.html">2278</a> </p> </li> <li class="c-article-data-availability-list__item"> <p> <a href="http://www.ebi.ac.uk/emdb-srv/atlas/5623_summary.html">5623</a> </p> </li> <li class="c-article-data-availability-list__item"> <p> <a href="http://www.ebi.ac.uk/emdb-srv/atlas/5778_summary.html">5778</a> </p> </li> </ul> <h4 class="c-article__sub-heading c-article__sub-heading--small">Protein Data Bank</h4><ul class="c-article-data-availability-list u-list-reset"> <li class="c-article-data-availability-list__item"> <p> <a 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Agard, D. Baker, E. Green, C. Greenberg, A. Frost and S. Scheres. B.A.B. is supported by US National Institutes of Health (NIH) training grant T32GM008284. Y.C. is supported by US NIH grants GM082893, GM098672 and GM082250. N.E. and P.D.A. are supported by US NIH grant GM063210, the Phenix Industrial Consortium and, in part, by the US Department of Energy under contract DE-AC02-05CH11231. J.S.F. is supported by a Searle Scholar award from the Kinship Foundation, a Pew Scholar award from the Pew Charitable Trusts, a Packard Fellow award from the Lucille and David Packard Foundation, US NIH grants OD009180 and GM110580, US National Science Foundation grant STC-1231306 and a UCSF-SABRE Innovation grant.</p></div></div></section><section aria-labelledby="author-information" data-title="Author information"><div class="c-article-section" id="author-information-section"><h2 class="c-article-section__title js-section-title js-c-reading-companion-sections-item" id="author-information">Author information</h2><div class="c-article-section__content" id="author-information-content"><h3 class="c-article__sub-heading" id="affiliations">Authors and Affiliations</h3><ol class="c-article-author-affiliation__list"><li id="Aff1"><p class="c-article-author-affiliation__address">Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, California, USA</p><p class="c-article-author-affiliation__authors-list">Benjamin A Barad &amp; James S Fraser</p></li><li id="Aff2"><p class="c-article-author-affiliation__address">Graduate Group in Biophysics, University of California, San Francisco, San Francisco, California, USA</p><p class="c-article-author-affiliation__authors-list">Benjamin A Barad</p></li><li id="Aff3"><p class="c-article-author-affiliation__address">Physical Biosciences Division, Lawrence Berkeley National Laboratory, Berkeley, California, USA</p><p class="c-article-author-affiliation__authors-list">Nathaniel Echols &amp; Paul D Adams</p></li><li id="Aff4"><p class="c-article-author-affiliation__address">Graduate Program in Biological Physics, Structure and Design, University of Washington, Seattle, Washington, USA</p><p class="c-article-author-affiliation__authors-list">Ray Yu-Ruei Wang</p></li><li id="Aff5"><p class="c-article-author-affiliation__address">Department of Biochemistry, University of Washington, Seattle, Washington, USA</p><p class="c-article-author-affiliation__authors-list">Ray Yu-Ruei Wang &amp; Frank DiMaio</p></li><li id="Aff6"><p class="c-article-author-affiliation__address">Department of Biochemistry and Biophysics, Keck Advanced Microscopy Laboratory, University of California, San Francisco, San Francisco, California, USA</p><p class="c-article-author-affiliation__authors-list">Yifan Cheng</p></li><li id="Aff7"><p class="c-article-author-affiliation__address">Institute for Protein Design, Seattle, Washington, USA</p><p class="c-article-author-affiliation__authors-list">Frank DiMaio</p></li><li id="Aff8"><p class="c-article-author-affiliation__address">Department of Bioengineering, University of California, Berkeley, Berkeley, California, USA</p><p class="c-article-author-affiliation__authors-list">Paul D Adams</p></li></ol><div class="u-js-hide u-hide-print" data-test="author-info"><span class="c-article__sub-heading">Authors</span><ol class="c-article-authors-search u-list-reset"><li id="auth-Benjamin_A-Barad-Aff1-Aff2"><span class="c-article-authors-search__title u-h3 js-search-name">Benjamin A Barad</span><div class="c-article-authors-search__list"><div class="c-article-authors-search__item c-article-authors-search__list-item--left"><a href="/search?author=Benjamin%20A%20Barad" class="c-article-button" data-track="click" data-track-action="author link - 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B.A.B. and N.E. wrote the EMRinger code. R.Y.-R.W. and F.D. refined models. Y.C. contributed data sets. B.A.B. and J.S.F. wrote the manuscript. All authors commented on and edited the manuscript.</p><h3 class="c-article__sub-heading" id="corresponding-author">Corresponding author</h3><p id="corresponding-author-list">Correspondence to <a id="corresp-c1" href="mailto:james.fraser@ucsf.edu">James S Fraser</a>.</p></div></div></section><section data-title="Ethics declarations"><div class="c-article-section" id="ethics-section"><h2 class="c-article-section__title js-section-title js-c-reading-companion-sections-item" id="ethics">Ethics declarations</h2><div class="c-article-section__content" id="ethics-content"> <h3 class="c-article__sub-heading">Competing interests</h3> <p>The authors declare no competing financial interests.</p> </div></div></section><section data-title="Integrated supplementary information"><div class="c-article-section" id="Sec13-section"><h2 class="c-article-section__title js-section-title js-c-reading-companion-sections-item" id="Sec13">Integrated supplementary information</h2><div class="c-article-section__content" id="Sec13-content"><div data-test="supplementary-info"><div id="figshareContainer" class="c-article-figshare-container" data-test="figshare-container"></div><div class="c-article-supplementary__item js-c-reading-companion-figures-item" data-test="supp-item" id="Fig4"><h3 class="c-article-supplementary__title u-h3"><a class="print-link" data-track="click" data-track-action="view supplementary info" data-test="supp-info-link" data-track-label="supplementary figure 1 atomic models in cryo-em ma" href="/articles/nmeth.3541/figures/4" data-supp-info-image="//media.springernature.com/lw685/springer-static/image/art%3A10.1038%2Fnmeth.3541/MediaObjects/41592_2015_Article_BFnmeth3541_Fig4_ESM.jpg">Supplementary Figure 1 Atomic models in cryo-EM maps.</a></h3><div class="c-article-supplementary__description" data-component="thumbnail-container"><p><b>(a)</b> Two alpha (blue) and two beta (green) subunits of the T20S proteasome are shown as cartoon tubes fitted in a 3.2 Å potential map at isolevel 0.25 (EMDB <a href="http://www.ebi.ac.uk/emdb-srv/atlas/5623_summary.html">5623</a>, PDB <a href="http://www.pdb.org/pdb/search/structidSearch.do?structureId=3J9I">3J9I</a>). <b>(b)</b> The same subunits are depicted in density at a higher isolevel of 0.35, where sharper features of side chain density can be observed. (<b>c)</b> Two subunits of the TrpV1 tetramer are shown in green and blue in a 3.27Å potential map at an isolevel of 10 (EMDB <a href="http://www.ebi.ac.uk/emdb-srv/atlas/5778_summary.html">5778</a>, PDB <a href="http://www.pdb.org/pdb/search/structidSearch.do?structureId=3J9J">3J9J</a>)</p></div></div><div class="c-article-supplementary__item js-c-reading-companion-figures-item" data-test="supp-item" id="Fig5"><h3 class="c-article-supplementary__title u-h3"><a class="print-link" data-track="click" data-track-action="view supplementary info" data-test="supp-info-link" data-track-label="supplementary figure 2 emringer score is unaffecte" href="/articles/nmeth.3541/figures/5" data-supp-info-image="//media.springernature.com/lw685/springer-static/image/art%3A10.1038%2Fnmeth.3541/MediaObjects/41592_2015_Article_BFnmeth3541_Fig5_ESM.jpg">Supplementary Figure 2 EMRinger score is unaffected by model size.</a></h3><div class="c-article-supplementary__description" data-component="thumbnail-container"><p><b>(a)</b> EMRinger plot for a 366 amino acid monomer of the Hepatitis B virus capsid gives a peak EMRinger score of 3.25 (EMDB <a href="http://www.ebi.ac.uk/emdb-srv/atlas/2278_summary.html">2278</a>, PDB <a href="http://www.pdb.org/pdb/search/structidSearch.do?structureId=3J2V">3J2V</a>). <b>(b)</b> Histogram of EMRinger map value peaks above threshold 6.090 (the threshold of maximum EMRinger score) for the monomer in density. <b>(c)</b> EMRinger plot for the full biological 21960 amino acid 60-mer assembly of the Hepatitis B capsid gives a nearly identical set of scores to the monomer, with a peak score of 3.16. The smoother plot is likely due to the averaging out of artifacts due to grid sampling. <b>(d)</b> Histogram of EMRinger map value peaks above threshold 5.726 (the threshold of maximum EMRinger score) for the 60-mer in density.</p></div></div><div class="c-article-supplementary__item js-c-reading-companion-figures-item" data-test="supp-item" id="Fig6"><h3 class="c-article-supplementary__title u-h3"><a class="print-link" data-track="click" data-track-action="view supplementary info" data-test="supp-info-link" data-track-label="supplementary figure 3 emringer peaks for t20s pro" href="/articles/nmeth.3541/figures/6" data-supp-info-image="//media.springernature.com/lw685/springer-static/image/art%3A10.1038%2Fnmeth.3541/MediaObjects/41592_2015_Article_BFnmeth3541_Fig6_ESM.jpg">Supplementary Figure 3 EMRinger peaks for T20S proteasome at optimal cutoff.</a></h3><div class="c-article-supplementary__description" data-component="thumbnail-container"><p>Histogram of peak counts for EMRinger scan of T20S Proteasome (EMDB <a href="http://www.ebi.ac.uk/emdb-srv/atlas/5778_summary.html">5778</a>, PDB <a href="http://www.pdb.org/pdb/search/structidSearch.do?structureId=3J9I">3J9I</a>) at a map value cutoff of 0.242 e<sup>−</sup>/Å<sup>3</sup>. At this threshold, which maximizes the EMRinger score, 1547 rotameric peaks (blue) greatly outnumber 555 non-rotameric peaks (red).</p></div></div><div class="c-article-supplementary__item js-c-reading-companion-figures-item" data-test="supp-item" id="Fig7"><h3 class="c-article-supplementary__title u-h3"><a class="print-link" data-track="click" data-track-action="view supplementary info" data-test="supp-info-link" data-track-label="supplementary figure 4 controls to demonstrate how" href="/articles/nmeth.3541/figures/7" data-supp-info-image="//media.springernature.com/lw685/springer-static/image/art%3A10.1038%2Fnmeth.3541/MediaObjects/41592_2015_Article_BFnmeth3541_Fig7_ESM.jpg">Supplementary Figure 4 Controls to demonstrate how EMRinger score is affected by low-pass filtering, changes to grid spacing and adjustment of the sampling frequency.</a></h3><div class="c-article-supplementary__description" data-component="thumbnail-container"><p><b>(a)</b> EMRinger Score degrades rapidly with decreasing resolution. The T20S proteasome map (EMDB <a href="http://www.ebi.ac.uk/emdb-srv/atlas/5623_summary.html">5623</a>, PDB <a href="http://www.pdb.org/pdb/search/structidSearch.do?structureId=3J9I">3J9I</a>) is low-pass filtered to resolutions ranging from 3.2 to 7 Å. EMRinger scores for each of these filtered maps show a resolution dependence and that by 5 Å resolution side chains are no longer distinguishable from noise and the EMRinger score is near 0. <b>(b)</b> EMRinger scores are largely robust to changes in grid spacing. The T20S proteasome map is modified to have a range of adjusted grid spacing, and EMRinger score is calculated for each map against the deposited models. The EMRinger score decreases by a maximum of 17% with a maximum increase of grid spacing before lowering resolution due to the Nyquist limit. <b>(c)</b> EMRinger score decreases with increased sampling angle. The EMRinger score is calculated with different sampling angles from 1° to 15°, with a null hypothesis based on the correct number of bins that are rotameric for each sampling angle and with a standard fixed null hypothesis of 50%. This shows that EMRinger score decreases with Sampling Angle as a result of the changes in null hypothesis rather than significant differences in enrichment. <b>(d)</b> Interpretation of EMRinger score is not affected by choice of standard sampling angle of 5°. EMRinger scores were calculated for structures from table S1 at sampling angles of 1° and 5° and the results were compared. The linear correlation between the two (R<sup>2</sup>=0.98) sampling angles indicates that the comparison of scores will be the same regardless of sampling angle, so long as a single sampling angle is used for comparison.</p></div></div><div class="c-article-supplementary__item js-c-reading-companion-figures-item" data-test="supp-item" id="Fig8"><h3 class="c-article-supplementary__title u-h3"><a class="print-link" data-track="click" data-track-action="view supplementary info" data-test="supp-info-link" data-track-label="supplementary figure 5 histograms of trpv1 models " href="/articles/nmeth.3541/figures/8" data-supp-info-image="//media.springernature.com/lw685/springer-static/image/art%3A10.1038%2Fnmeth.3541/MediaObjects/41592_2015_Article_BFnmeth3541_Fig8_ESM.jpg">Supplementary Figure 5 Histograms of TrpV1 models at multiple map value thresholds.</a></h3><div class="c-article-supplementary__description" data-component="thumbnail-container"><p><b>(a)</b> Histograms at thresholds of 4, 8, 12, and 16 for EMRinger map value peaks of the transmembrane region of the deposited TrpV1 model (EMDB <a href="http://www.ebi.ac.uk/emdb-srv/atlas/5778_summary.html">5778</a>, PDB <a href="http://www.pdb.org/pdb/search/structidSearch.do?structureId=3J5P">3J5P</a>). <b>(b)</b> Histograms at thresholds of 4, 8, 12, and 16 for the EMRinger map value peaks of the transmembrane region of TrpV1 refined by Rosetta refinement show improved enrichment at rotameric positions at all thresholds.</p></div></div><div class="c-article-supplementary__item js-c-reading-companion-figures-item" data-test="supp-item" id="Fig9"><h3 class="c-article-supplementary__title u-h3"><a class="print-link" data-track="click" data-track-action="view supplementary info" data-test="supp-info-link" data-track-label="supplementary figure 6 emringer scores report on e" href="/articles/nmeth.3541/figures/9" data-supp-info-image="//media.springernature.com/lw685/springer-static/image/art%3A10.1038%2Fnmeth.3541/MediaObjects/41592_2015_Article_BFnmeth3541_Fig9_ESM.jpg">Supplementary Figure 6 EMRinger scores report on effective refinement of atomic models into EM maps.</a></h3><div class="c-article-supplementary__description" data-component="thumbnail-container"><p>(<b>a</b>) The EMRinger score improves during refinement. Rosetta refinement trajectories for 9 trials are shown in light green with the final refinement shown in dark green. (<b>b</b>) Map value cutoff scan for the unrefined model of TrpV1 (red, EMDB <a href="http://www.ebi.ac.uk/emdb-srv/atlas/5778_summary.html">5778</a>, PDB <a href="http://www.pdb.org/pdb/search/structidSearch.do?structureId=3J5P">3J5P</a>), the transmembrane region of the deposited TrpV1 model (orange), and for the model of TrpV1 refined by Rosetta (green, PDB <a href="http://www.pdb.org/pdb/search/structidSearch.do?structureId=3J9J">3J9J</a>) show the improvement during refinement. (<b>c</b>) Analyzing the unrefined (red) and refined (green) models in the transmembrane region highlights how portions of the model experience dramatic increases in rotameric peaks after refinement. (<b>d</b>) The unrefined (red) and refined (green) TrpV1 models are shown in density (isolevel of 10), revealing that small shifts in the placement of backbone of the alpha helix improves EMRinger statistics.</p></div></div></div></div></div></section><section data-title="Supplementary information"><div class="c-article-section" id="Sec14-section"><h2 class="c-article-section__title js-section-title js-c-reading-companion-sections-item" id="Sec14">Supplementary information</h2><div class="c-article-section__content" id="Sec14-content"><div data-test="supplementary-info"><div class="c-article-supplementary__item" data-test="supp-item" id="MOESM626"><h3 class="c-article-supplementary__title u-h3"><a class="print-link" data-track="click" data-track-action="view supplementary info" data-test="supp-info-link" data-track-label="supplementary text and figures" href="https://static-content.springer.com/esm/art%3A10.1038%2Fnmeth.3541/MediaObjects/41592_2015_BFnmeth3541_MOESM626_ESM.pdf" data-supp-info-image="">Supplementary Text and Figures</a></h3><div class="c-article-supplementary__description" data-component="thumbnail-container"><p>Supplementary Figures 1–6 and Supplementary Table 1 (PDF 1195 kb)</p></div></div><div class="c-article-supplementary__item" data-test="supp-item" id="MOESM627"><h3 class="c-article-supplementary__title u-h3"><a class="print-link" data-track="click" data-track-action="view supplementary info" data-test="supp-info-link" data-track-label="supplementary software" href="https://static-content.springer.com/esm/art%3A10.1038%2Fnmeth.3541/MediaObjects/41592_2015_BFnmeth3541_MOESM627_ESM.tar" data-supp-info-image="">Supplementary Software</a></h3><div class="c-article-supplementary__description" data-component="thumbnail-container"><p>Phenix Scripts: Scripts to calculate EMRinger scores, real-space cross-correlation scores, and rolling window metrics, using phenix.python. (TAR 42 kb)</p></div></div></div></div></div></section><section data-title="Source data"><div class="c-article-section" id="Sec15-section"><h2 class="c-article-section__title js-section-title js-c-reading-companion-sections-item" id="Sec15">Source data</h2><div class="c-article-section__content" id="Sec15-content"><div data-test="supplementary-info"><div class="c-article-supplementary__item" data-test="supp-item" id="MOESM623"><h3 class="c-article-supplementary__title u-h3"><a class="print-link" data-track="click" data-track-action="view supplementary info" data-test="supp-info-link" data-track-label="source data to fig. 1" href="https://static-content.springer.com/esm/art%3A10.1038%2Fnmeth.3541/MediaObjects/41592_2015_BFnmeth3541_MOESM623_ESM.xlsx" data-supp-info-image="">Source data to Fig. 1</a></h3></div><div class="c-article-supplementary__item" data-test="supp-item" id="MOESM624"><h3 class="c-article-supplementary__title u-h3"><a class="print-link" data-track="click" data-track-action="view supplementary info" data-test="supp-info-link" data-track-label="source data to fig. 2" href="https://static-content.springer.com/esm/art%3A10.1038%2Fnmeth.3541/MediaObjects/41592_2015_BFnmeth3541_MOESM624_ESM.xlsx" data-supp-info-image="">Source data to Fig. 2</a></h3></div><div class="c-article-supplementary__item" data-test="supp-item" id="MOESM625"><h3 class="c-article-supplementary__title u-h3"><a class="print-link" data-track="click" data-track-action="view supplementary info" data-test="supp-info-link" data-track-label="source data to fig. 3" href="https://static-content.springer.com/esm/art%3A10.1038%2Fnmeth.3541/MediaObjects/41592_2015_BFnmeth3541_MOESM625_ESM.xlsx" data-supp-info-image="">Source data to Fig. 3</a></h3></div></div></div></div></section><section data-title="Rights and permissions"><div class="c-article-section" id="rightslink-section"><h2 class="c-article-section__title js-section-title js-c-reading-companion-sections-item" id="rightslink">Rights and permissions</h2><div class="c-article-section__content" id="rightslink-content"><p class="c-article-rights"><a data-track="click" data-track-action="view rights and permissions" data-track-label="link" href="https://s100.copyright.com/AppDispatchServlet?title=EMRinger%3A%20side%20chain%E2%80%93directed%20model%20and%20map%20validation%20for%203D%20cryo-electron%20microscopy&amp;author=Benjamin%20A%20Barad%20et%20al&amp;contentID=10.1038%2Fnmeth.3541&amp;copyright=Springer%20Nature%20America%2C%20Inc.&amp;publication=1548-7091&amp;publicationDate=2015-08-17&amp;publisherName=SpringerNature&amp;orderBeanReset=true">Reprints and permissions</a></p></div></div></section><section aria-labelledby="article-info" data-title="About this article"><div class="c-article-section" id="article-info-section"><h2 class="c-article-section__title js-section-title js-c-reading-companion-sections-item" id="article-info">About this article</h2><div class="c-article-section__content" id="article-info-content"><div class="c-bibliographic-information"><div class="u-hide-print c-bibliographic-information__column c-bibliographic-information__column--border"><a data-crossmark="10.1038/nmeth.3541" target="_blank" rel="noopener" href="https://crossmark.crossref.org/dialog/?doi=10.1038/nmeth.3541" data-track="click" data-track-action="Click Crossmark" data-track-label="link" data-test="crossmark"><img loading="lazy" width="57" height="81" alt="Check for updates. 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id="citeas">Cite this article</h3><p class="c-bibliographic-information__citation">Barad, B., Echols, N., Wang, RR. <i>et al.</i> EMRinger: side chain–directed model and map validation for 3D cryo-electron microscopy. <i>Nat Methods</i> <b>12</b>, 943–946 (2015). https://doi.org/10.1038/nmeth.3541</p><p class="c-bibliographic-information__download-citation u-hide-print"><a data-test="citation-link" data-track="click" data-track-action="download article citation" data-track-label="link" data-track-external="" rel="nofollow" href="https://citation-needed.springer.com/v2/references/10.1038/nmeth.3541?format=refman&amp;flavour=citation">Download citation<svg width="16" height="16" focusable="false" role="img" aria-hidden="true" class="u-icon"><use xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="#icon-eds-i-download-medium"></use></svg></a></p><ul class="c-bibliographic-information__list" data-test="publication-history"><li 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