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It has successfully been employed for analyzing metal-binding sites in macromolecule structures. However, inconsistent results for heme-based structures suggest that some widely used bond-valence<jats:italic>R<\/jats:italic><jats:sub>0<\/jats:sub>parameters may need to be adjusted in certain cases. Given the large number of experimental crystal structures gathered since these initial parameters were determined and the similarity of binding sites in organic compounds and macromolecules, the Cambridge Structural Database (CSD) is a valuable resource for refining metal\u2013organic bond-valence parameters.<jats:italic>R<\/jats:italic><jats:sub>0<\/jats:sub>bond-valence parameters for iron(II), iron(III) and other metals have been optimized based on an automated processing of all CSD crystal structures. Almost all<jats:italic>R<\/jats:italic><jats:sub>0<\/jats:sub>bond-valence parameters were reproduced, except for iron\u2013nitrogen bonds, for which distinct<jats:italic>R<\/jats:italic><jats:sub>0<\/jats:sub>parameters were defined for two observed subpopulations, corresponding to low-spin and high-spin states, of iron in both oxidation states. The significance of this data-driven method for parameter discovery, and how the spin state affects the interpretation of heme-containing proteins and iron-binding sites in macromolecular structures, are discussed.<\/jats:p>","DOI":"10.1107\/s2059798317000584","type":"journal-article","created":{"date-parts":[[2017,3,31]],"date-time":"2017-03-31T10:41:52Z","timestamp":1490956912000},"page":"316-325","update-policy":"https:\/\/doi.org\/10.1107\/cm_01","source":"Crossref","is-referenced-by-count":38,"title":["Data mining of iron(II) and iron(III) bond-valence parameters, and their relevance for macromolecular crystallography"],"prefix":"10.1107","volume":"73","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-6961-4938","authenticated-orcid":true,"given":"Heping","family":"Zheng","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2826-5652","authenticated-orcid":true,"given":"Karol M.","family":"Langner","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3158-3881","authenticated-orcid":true,"given":"Gregory P.","family":"Shields","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jing","family":"Hou","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6269-3151","authenticated-orcid":true,"given":"Marcin","family":"Kowiel","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Frank H.","family":"Allen","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6483-3587","authenticated-orcid":true,"given":"Garib","family":"Murshudov","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7075-7090","authenticated-orcid":true,"given":"Wladek","family":"Minor","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"329","published-online":{"date-parts":[[2017,3,31]]},"reference":[{"key":"jm5022_bb1","doi-asserted-by":"crossref","first-page":"352","DOI":"10.1107\/S0907444912001308","volume":"68","author":"Afonine","year":"2012","journal-title":"Acta Cryst. 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