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MELLODDY: Cross-pharma Federated Learning at Unprecedented Scale Unlocks Benefits in QSAR without Compromising Proprietary Information.
Heyndrickx W, Mervin L, Morawietz T, Sturm N, Friedrich L, Zalewski A, Pentina A, Humbeck L, Oldenhof M, Niwayama R, Schmidtke P, Fechner N, Simm J, Arany A, Drizard N, Jabal R, Afanasyeva A, Loeb R, Verma S, Harnqvist S, Holmes M, Pejo B, Telenczuk M, Holway N, Dieckmann A, Rieke N, Zumsande F, Clevert DA, Krug M, Luscombe C, Green D, Ertl P, Antal P, Marcus D, Do Huu N, Fuji H, Pickett S, Acs G, Boniface E, Beck B, Sun Y, Gohier A, Rippmann F, Engkvist O, Göller AH, Moreau Y, Galtier MN, Schuffenhauer A, Ceulemans H. Heyndrickx W, et al. Among authors: goller ah. J Chem Inf Model. 2024 Apr 8;64(7):2331-2344. doi: 10.1021/acs.jcim.3c00799. Epub 2023 Aug 29. J Chem Inf Model. 2024. PMID: 37642660 Free PMC article.
Prediction of Oral Bioavailability in Rats: Transferring Insights from in Vitro Correlations to (Deep) Machine Learning Models Using in Silico Model Outputs and Chemical Structure Parameters.
Schneckener S, Grimbs S, Hey J, Menz S, Osmers M, Schaper S, Hillisch A, Göller AH. Schneckener S, et al. Among authors: goller ah. J Chem Inf Model. 2019 Nov 25;59(11):4893-4905. doi: 10.1021/acs.jcim.9b00460. Epub 2019 Nov 12. J Chem Inf Model. 2019. PMID: 31714067
11th German Conference on Chemoinformatics (GCC 2015) : Fulda, Germany. 8-10 November 2015.
Fechner U, de Graaf C, Torda AE, Güssregen S, Evers A, Matter H, Hessler G, Richmond NJ, Schmidtke P, Segler MHS, Waller MP, Pleik S, Shea JE, Levine Z, Mullen R, van den Broek K, Epple M, Kuhn H, Truszkowski A, Zielesny A, Fraaije JH, Gracia RS, Kast SM, Bulusu KC, Bender A, Yosipof A, Nahum O, Senderowitz H, Krotzky T, Schulz R, Wolber G, Bietz S, Rarey M, Zimmermann MO, Lange A, Ruff M, Heidrich J, Onlia I, Exner TE, Boeckler FM, Bermudez M, Firaha DS, Hollóczki O, Kirchner B, Tautermann CS, Volkamer A, Eid S, Turk S, Rippmann F, Fulle S, Saleh N, Saladino G, Gervasio FL, Haensele E, Banting L, Whitley DC, Oliveira Santos JS, Bureau R, Clark T, Sandmann A, Lanig H, Kibies P, Heil J, Hoffgaard F, Frach R, Engel J, Smith S, Basu D, Rauh D, Kohlbacher O, Boeckler FM, Essex JW, Bodnarchuk MS, Ross GA, Finkelmann AR, Göller AH, Schneider G, Husch T, Schütter C, Balducci A, Korth M, Ntie-Kang F, Günther S, Sippl W, Mbaze LM, Ntie-Kang F, Simoben CV, Lifongo LL, Ntie-Kang F, Judson P, Barilla J, Lokajíček MV, Pisaková H, Simr P, Kireeva N, Petrov A, Ostroumov D, Solovev VP, Pervov VS, Friedrich NO, Sommer K, Rarey M, Kirchmair J, Proschak E, Weber J, Moser D, Kalinowski L, Ache… See abstract for full author list ➔ Fechner U, et al. Among authors: goller ah. J Cheminform. 2016 Apr 26;8(Suppl 1):18. doi: 10.1186/s13321-016-0119-5. J Cheminform. 2016. PMID: 29270804 Free PMC article. No abstract available.
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