{"entity": "researcher", "timestamp": "2026-08-20T20:45:11.505Z", "family": "Bussi", "given": "Giovanni", "initials": "G", "orcid": "0000-0001-9216-5782", "affiliations": ["Scuola Internazionale Superiore di Studi Avanzati (SISSA), Trieste, Italy."], "links": {"self": {"href": "https://publications-affiliated.scilifelab.se/researcher/6c8dbc0071e143d1ac88198b4c3ee0a0.json"}, "display": {"href": "https://publications-affiliated.scilifelab.se/researcher/6c8dbc0071e143d1ac88198b4c3ee0a0"}}, "publications": [{"entity": "publication", "iuid": "cda1c70fc46d4c869e2b7b707017c75d", "links": {"self": {"href": "https://publications-affiliated.scilifelab.se/publication/cda1c70fc46d4c869e2b7b707017c75d.json"}, "display": {"href": "https://publications-affiliated.scilifelab.se/publication/cda1c70fc46d4c869e2b7b707017c75d"}}, "title": "Blind Prediction of Complex Water and Ion Ensembles Around RNA in CASP16.", "authors": [{"family": "Kretsch", "given": "Rachael C", "initials": "RC", "orcid": 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"given": "Jacob", "initials": "J", "orcid": "0000-0002-8524-1342", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/eeb0f9cf02f745d4b1dc06452c85ec02.json"}}, {"family": "Wuyun", "given": "Qiqige", "initials": "Q", "orcid": "0000-0002-7228-903X", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/24f471c5f3fa43d2bc86aaff69c4f3ce.json"}}, {"family": "Zerze", "given": "G\u00fcl H", "initials": "GH", "orcid": "0000-0002-3074-3521", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/8cd915c88dc54e4eaa63359632c1e109.json"}}, {"family": "Zhang", "given": "Kaiming", "initials": "K", "orcid": "0000-0003-0414-4776", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/d6d62a3907a24ee9bc2ff6136a451db1.json"}}, {"family": "Zhang", "given": "Sicheng", "initials": "S", "orcid": "0009-0009-9851-5451", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/d575f50622b540d386ac41bb80ff9c9a.json"}}, {"family": "Zheng", "given": "Wei", "initials": "W", "orcid": "0000-0002-2984-9003", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/4014ca87f8a34c419bd36e37d077c959.json"}}, {"family": "Zhou", "given": "Yuanzhe", "initials": "Y", "orcid": "0000-0003-1858-3067", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/272b5e82efe64e36b146bc49370afcca.json"}}, {"family": "Chiu", "given": "Wah", "initials": "W", "orcid": "0000-0002-8910-3078", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/8267ae908be24f33911e05627d91cf2b.json"}}, {"family": "Case", "given": "David A", "initials": "DA", "orcid": "0000-0003-2314-2346", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/56a39a6d0c634346a5a1894de52a6a44.json"}}, {"family": "Das", "given": "Rhiju", "initials": "R", "orcid": "0000-0001-7497-0972", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/3a568fabd21d43ff9721a349c4413745.json"}}], "type": "journal article", "published": "2026-01-00", "journal": {"title": "Proteins", "issn": "1097-0134", "volume": "94", "issue": "1", "pages": "381-402", "issn-l": "0887-3585"}, "abstract": "Biomolecules rely on water and ions for stable folding, but these interactions are often transient, dynamic, or disordered and thus hidden from experiments and evaluation challenges that represent biomolecules as single, ordered structures. Here, we compare blindly predicted ensembles of water and ion structure to the cryo-EM densities observed around the Tetrahymena ribozyme at 2.2-2.3 \u00c5 resolution, collected through target R1260 in the CASP16 competition. Twenty-six groups participated in this solvation \"cryo-ensemble\" prediction challenge, submitting over 350 million atoms in total, offering the first opportunity to compare blind predictions of dynamic solvent shell ensembles to cryo-EM density. Predicted atomic ensembles were converted to density through local alignment and these densities were compared to the cryo-EM densities using Pearson correlation, Spearman correlation, mutual information, and precision-recall curves. These predictions show that an ensemble representation is able to capture information of transient or dynamic water and ions better than traditional atomic models, but there remains a large accuracy gap to the performance ceiling set by experimental uncertainty. Overall, molecular dynamics approaches best matched the cryo-EM density, with blind predictions from bussilab_plain_md, SoutheRNA, bussilab_replex, coogs2, and coogs3 outperforming the baseline molecular dynamics prediction. This study indicates that simulations of water and ions can be quantitatively evaluated with cryo-EM maps. We propose that further community-wide blind challenges can drive and evaluate progress in modeling water, ions, and other previously hidden components of biomolecular systems.", "doi": "10.1002/prot.70079", "pmid": "41204761", "labels": [], "xrefs": [{"db": "mid", "key": "NIHMS2117461"}, {"db": "pmc", "key": "PMC13196887"}], "notes": [], "created": "2026-08-20T06:35:34.392Z", "modified": "2026-08-20T06:35:36.065Z"}, {"entity": "publication", "iuid": "463e3ac43dbe4134818b9a3c8e4f5a20", "links": {"self": {"href": "https://publications-affiliated.scilifelab.se/publication/463e3ac43dbe4134818b9a3c8e4f5a20.json"}, "display": {"href": "https://publications-affiliated.scilifelab.se/publication/463e3ac43dbe4134818b9a3c8e4f5a20"}}, "title": "Blind prediction of complex water and ion ensembles around RNA in CASP16.", "authors": [{"family": "Kretsch", "given": "Rachael C", "initials": "RC", "orcid": "0000-0002-6935-518X", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/ef1f57ffede849e89b0d9d9bbc046357.json"}}, {"family": "Posani", "given": "Elisa", "initials": "E", "orcid": "0000-0002-0217-5125", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/b03be0680ce84690b76468cd39db87f3.json"}}, {"family": "Baulin", "given": "Eugene F", "initials": "EF", "orcid": "0000-0003-4694-9783", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/130452384cc24bcf811776c67b7f4e5b.json"}}, {"family": "Bujnicki", "given": "Janusz M", "initials": "JM", "orcid": "0000-0002-6633-165X", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/849faed3ae904eebba43069f225960bf.json"}}, {"family": "Bussi", "given": "Giovanni", "initials": "G", "orcid": "0000-0001-9216-5782", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/6c8dbc0071e143d1ac88198b4c3ee0a0.json"}}, {"family": "Cheatham", "given": "Thomas E", "initials": "TE", "orcid": "0000-0003-0298-3904", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/191ef0fd576b45fdbea9846b09cbf247.json"}}, {"family": "Chen", "given": "Shi-Jie", "initials": "SJ", "orcid": "0000-0002-8093-7244", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/0c565c7327994283947d3b9fd5607e72.json"}}, {"family": "Elofsson", "given": "Arne", "initials": "A", "orcid": "0000-0002-7115-9751", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/248e70e81bd64f31a5f83e6e329bba95.json"}}, {"family": "Farsani", "given": "Masoud Amiri", "initials": "MA", "orcid": "0000-0001-5116-0483", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/b13d1b4e6593429ba11a6c8567387035.json"}}, {"family": "Fisher", "given": "Olivia N", "initials": "ON", "orcid": "0000-0002-0862-8367", "researcher": {"href": 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{"family": "Huang", "given": "David", "initials": "D"}, {"family": "Iwakiri", "given": "Junichi", "initials": "J", "orcid": "0000-0002-4611-2142", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/7e2643f00e444ba3b5ad3ba7fcabb087.json"}}, {"family": "Jain", "given": "Anika", "initials": "A", "orcid": "0000-0002-0249-875X", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/1f494cddb12c43c98da4b6e07d0bcdd9.json"}}, {"family": "Kagaya", "given": "Yuki", "initials": "Y", "orcid": "0000-0003-0146-1709", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/26d582bbf2644fa4a200aed015e0747a.json"}}, {"family": "Kihara", "given": "Daisuke", "initials": "D", "orcid": "0000-0003-4091-6614", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/1c1db8ff1b2e48be804c70a7241f272b.json"}}, {"family": "Kmiecik", "given": "Sebastian", "initials": "S", "orcid": "0000-0001-7623-0935", 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"Sato", "given": "Kengo", "initials": "K", "orcid": "0000-0001-6744-7390", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/b9218172ac584ed280d71d0beb159b41.json"}}, {"family": "Srivastava", "given": "Ambuj", "initials": "A"}, {"family": "Terashi", "given": "Genki", "initials": "G", "orcid": "0000-0002-5339-909X", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/123d9663a92640238891a9d3d004cd1e.json"}}, {"family": "Tugolukova", "given": "Emilia", "initials": "E"}, {"family": "Verburgt", "given": "Jacob", "initials": "J", "orcid": "0000-0002-8524-1342", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/eeb0f9cf02f745d4b1dc06452c85ec02.json"}}, {"family": "Wuyun", "given": "Qiqige", "initials": "Q", "orcid": "0000-0002-7228-903X", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/24f471c5f3fa43d2bc86aaff69c4f3ce.json"}}, {"family": "Zerze", "given": "G\u00fcl H", "initials": "GH", "orcid": "0000-0002-3074-3521", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/8cd915c88dc54e4eaa63359632c1e109.json"}}, {"family": "Zhang", "given": "Kaiming", "initials": "K", "orcid": "0000-0003-0414-4776", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/d6d62a3907a24ee9bc2ff6136a451db1.json"}}, {"family": "Zhang", "given": "Sicheng", "initials": "S", "orcid": "0009-0009-9851-5451", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/d575f50622b540d386ac41bb80ff9c9a.json"}}, {"family": "Zheng", "given": "Wei", "initials": "W", "orcid": "0000-0002-2984-9003", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/4014ca87f8a34c419bd36e37d077c959.json"}}, {"family": "Zhou", "given": "Yuanzhe", "initials": "Y", "orcid": "0000-0003-1858-3067", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/272b5e82efe64e36b146bc49370afcca.json"}}, {"family": "Chiu", "given": "Wah", "initials": "W", "orcid": "0000-0002-8910-3078", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/8267ae908be24f33911e05627d91cf2b.json"}}, {"family": "Case", "given": "David A", "initials": "DA", "orcid": "0000-0003-2314-2346", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/56a39a6d0c634346a5a1894de52a6a44.json"}}, {"family": "Das", "given": "Rhiju", "initials": "R", "orcid": "0000-0001-7497-0972", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/3a568fabd21d43ff9721a349c4413745.json"}}], "type": "journal article", "published": "2025-11-03", "journal": {"title": "bioRxiv", "issn": "2692-8205", "issn-l": null}, "abstract": "Biomolecules rely on water and ions for stable folding, but these interactions are often transient, dynamic, or disordered and thus hidden from experiments and evaluation challenges that represent biomolecules as single, ordered structures. Here, we compare blindly predicted ensembles of water and ion structure to the cryo-EM densities observed around the Tetrahymena ribozyme at 2.2-2.3 \u00c5 resolution, collected through target R1260 in the CASP16 competition. 26 groups participated in this solvation 'cryo-ensemble' prediction challenge, submitting over 350 million atoms in total, offering the first opportunity to compare blind predictions of dynamic solvent shell ensembles to cryo-EM density. Predicted atomic ensembles were converted to density through local alignment and these densities were compared to the cryo-EM densities using Pearson correlation, Spearman correlation, mutual information, and precision-recall curves. These predictions show that an ensemble representation is able to capture information of transient or dynamic water and ions better than traditional atomic models, but there remains a large accuracy gap to the performance ceiling set by experimental uncertainty. Overall, molecular dynamics approaches best matched the cryo-EM density, with blind predictions from bussilab_plain_md, SoutheRNA, bussilab_replex, coogs2, and coogs3 outperforming the baseline molecular dynamics prediction. This study indicates that simulations of water and ions can be quantitatively evaluated with cryo-EM maps. We propose that further community-wide blind challenges can drive and evaluate progress in modeling water, ions and other previously hidden components of biomolecular systems.", "doi": "10.1101/2025.11.03.685595", "pmid": "41279659", "labels": [], "xrefs": [{"db": "pmc", "key": "PMC12637500"}, {"db": "pii", "key": "2025.11.03.685595"}], "notes": [], "created": "2026-08-20T11:07:31.471Z", "modified": "2026-08-20T11:07:31.803Z"}, {"entity": "publication", "iuid": "ecd6a29b461a49029dbb3911e6244911", "links": {"self": {"href": "https://publications-affiliated.scilifelab.se/publication/ecd6a29b461a49029dbb3911e6244911.json"}, "display": {"href": "https://publications-affiliated.scilifelab.se/publication/ecd6a29b461a49029dbb3911e6244911"}}, "title": "The need to implement FAIR principles in biomolecular simulations.", "authors": [{"family": "Amaro", "given": "Rommie E", "initials": "RE", "orcid": "0000-0002-9275-9553", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/66ae1e967c8946ec82ab57058cb57fe8.json"}}, {"family": "\u00c5qvist", "given": "Johan", "initials": "J"}, {"family": "Bahar", "given": "Ivet", "initials": "I", "orcid": "0000-0001-9959-4176", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/f6095d89d23c4e8896f96a7b1fceb770.json"}}, {"family": "Battistini", "given": "Federica", "initials": "F"}, {"family": "Bellaiche", "given": "Adam", "initials": "A"}, {"family": "Beltran", "given": "Daniel", "initials": "D"}, {"family": "Biggin", "given": "Philip C", "initials": "PC"}, {"family": "Bonomi", "given": "Massimiliano", "initials": "M", "orcid": "0000-0002-7321-0004", "researcher": {"href": "https://publications-affiliated.scilifelab.se/researcher/0ebb27b2a86246d48615126e9be249bd.json"}}, {"family": "Bowman", "given": "Gregory R", "initials": "GR", "orcid": "0000-0002-2083-4892", "researcher": {"href": 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Methods", "issn": "1548-7105", "volume": "22", "issue": "4", "pages": "641-645", "issn-l": "1548-7091"}, "abstract": "In the Big Data era, a change of paradigm in the use of molecular dynamics is required. Trajectories should be stored under FAIR (findable, accessible, interoperable and reusable) requirements to favor its reuse by the community under an open science paradigm.", "doi": "10.1038/s41592-025-02635-0", "pmid": "40175561", "labels": [], "xrefs": [{"db": "mid", "key": "NIHMS2081560"}, {"db": "pmc", "key": "PMC12950262"}, {"db": "pii", "key": "10.1038/s41592-025-02635-0"}], "notes": [], "created": "2026-08-20T09:03:25.648Z", "modified": "2026-08-20T09:03:27.707Z"}]}