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Page 1
A toolbox of machine learning software to support microbiome analysis.
Marcos-Zambrano LJ, López-Molina VM, Bakir-Gungor B, Frohme M, Karaduzovic-Hadziabdic K, Klammsteiner T, Ibrahimi E, Lahti L, Loncar-Turukalo T, Dhamo X, Simeon A, Nechyporenko A, Pio G, Przymus P, Sampri A, Trajkovik V, Lacruz-Pleguezuelos B, Aasmets O, Araujo R, Anagnostopoulos I, Aydemir Ö, Berland M, Calle ML, Ceci M, Duman H, Gündoğdu A, Havulinna AS, Kaka Bra KHN, Kalluci E, Karav S, Lode D, Lopes MB, May P, Nap B, Nedyalkova M, Paciência I, Pasic L, Pujolassos M, Shigdel R, Susín A, Thiele I, Truică CO, Wilmes P, Yilmaz E, Yousef M, Claesson MJ, Truu J, Carrillo de Santa Pau E. Marcos-Zambrano LJ, et al. Among authors: lahti l. Front Microbiol. 2023 Nov 22;14:1250806. doi: 10.3389/fmicb.2023.1250806. eCollection 2023. Front Microbiol. 2023. PMID: 38075858 Free PMC article. Review.
Machine learning approaches in microbiome research: challenges and best practices.
Papoutsoglou G, Tarazona S, Lopes MB, Klammsteiner T, Ibrahimi E, Eckenberger J, Novielli P, Tonda A, Simeon A, Shigdel R, Béreux S, Vitali G, Tangaro S, Lahti L, Temko A, Claesson MJ, Berland M. Papoutsoglou G, et al. Among authors: lahti l. Front Microbiol. 2023 Sep 22;14:1261889. doi: 10.3389/fmicb.2023.1261889. eCollection 2023. Front Microbiol. 2023. PMID: 37808286 Free PMC article. Review.
Advancing microbiome research with machine learning: key findings from the ML4Microbiome COST action.
D'Elia D, Truu J, Lahti L, Berland M, Papoutsoglou G, Ceci M, Zomer A, Lopes MB, Ibrahimi E, Gruca A, Nechyporenko A, Frohme M, Klammsteiner T, Pau ECS, Marcos-Zambrano LJ, Hron K, Pio G, Simeon A, Suharoschi R, Moreno-Indias I, Temko A, Nedyalkova M, Apostol ES, Truică CO, Shigdel R, Telalović JH, Bongcam-Rudloff E, Przymus P, Jordamović NB, Falquet L, Tarazona S, Sampri A, Isola G, Pérez-Serrano D, Trajkovik V, Klucar L, Loncar-Turukalo T, Havulinna AS, Jansen C, Bertelsen RJ, Claesson MJ. D'Elia D, et al. Among authors: lahti l. Front Microbiol. 2023 Sep 25;14:1257002. doi: 10.3389/fmicb.2023.1257002. eCollection 2023. Front Microbiol. 2023. PMID: 37808321 Free PMC article.
Microbiome-based risk prediction in incident heart failure: a community challenge.
Erawijantari PP, Kartal E, Liñares-Blanco J, Laajala TD, Feldman LE; FINRISK Microbiome DREAM Challenge and ML4Microbiome Communities; Carmona-Saez P, Shigdel R, Claesson MJ, Bertelsen RJ, Gomez-Cabrero D, Minot S, Albrecht J, Chung V, Inouye M, Jousilahti P, Schultz JH, Friederich HC, Knight R, Salomaa V, Niiranen T, Havulinna AS, Saez-Rodriguez J, Levinson RT, Lahti L. Erawijantari PP, et al. Among authors: lahti l. medRxiv [Preprint]. 2023 Oct 12:2023.10.12.23296829. doi: 10.1101/2023.10.12.23296829. medRxiv. 2023. PMID: 37873403 Free PMC article. Preprint.
Gut microbiome and atrial fibrillation-results from a large population-based study.
Palmu J, Börschel CS, Ortega-Alonso A, Markó L, Inouye M, Jousilahti P, Salido RA, Sanders K, Brennan C, Humphrey GC, Sanders JG, Gutmann F, Linz D, Salomaa V, Havulinna AS, Forslund SK, Knight R, Lahti L, Niiranen T, Schnabel RB. Palmu J, et al. Among authors: lahti l. EBioMedicine. 2023 May;91:104583. doi: 10.1016/j.ebiom.2023.104583. Epub 2023 Apr 27. EBioMedicine. 2023. PMID: 37119735 Free PMC article.
Greengenes2 unifies microbial data in a single reference tree.
McDonald D, Jiang Y, Balaban M, Cantrell K, Zhu Q, Gonzalez A, Morton JT, Nicolaou G, Parks DH, Karst SM, Albertsen M, Hugenholtz P, DeSantis T, Song SJ, Bartko A, Havulinna AS, Jousilahti P, Cheng S, Inouye M, Niiranen T, Jain M, Salomaa V, Lahti L, Mirarab S, Knight R. McDonald D, et al. Among authors: lahti l. Nat Biotechnol. 2023 Jul 27:10.1038/s41587-023-01845-1. doi: 10.1038/s41587-023-01845-1. Online ahead of print. Nat Biotechnol. 2023. PMID: 37500913
Author Correction: Greengenes2 unifies microbial data in a single reference tree.
McDonald D, Jiang Y, Balaban M, Cantrell K, Zhu Q, Gonzalez A, Morton JT, Nicolaou G, Parks DH, Karst SM, Albertsen M, Hugenholtz P, DeSantis T, Song SJ, Bartko A, Havulinna AS, Jousilahti P, Cheng S, Inouye M, Niiranen T, Jain M, Salomaa V, Lahti L, Mirarab S, Knight R. McDonald D, et al. Among authors: lahti l. Nat Biotechnol. 2023 Oct 18. doi: 10.1038/s41587-023-02026-w. Online ahead of print. Nat Biotechnol. 2023. PMID: 37853258 No abstract available.
Integration of polygenic and gut metagenomic risk prediction for common diseases.
Liu Y, Ritchie SC, Teo SM, Ruuskanen MO, Kambur O, Zhu Q, Sanders J, Vázquez-Baeza Y, Verspoor K, Jousilahti P, Lahti L, Niiranen T, Salomaa V, Havulinna AS, Knight R, Méric G, Inouye M. Liu Y, et al. Among authors: lahti l. Nat Aging. 2024 Apr;4(4):584-594. doi: 10.1038/s43587-024-00590-7. Epub 2024 Mar 25. Nat Aging. 2024. PMID: 38528230 Free PMC article.
Gut microbiome-derived bacterial extracellular vesicles in patients with solid tumours.
Mishra S, Tejesvi MV, Hekkala J, Turunen J, Kandikanti N, Kaisanlahti A, Suokas M, Leppä S, Vihinen P, Kuitunen H, Sunela K, Koivunen J, Jukkola A, Kalashnikov I, Auvinen P, Kääriäinen OS, Peñate Medina T, Peñate Medina O, Saarnio J, Meriläinen S, Rautio T, Aro R, Häivälä R, Suojanen J, Laine M, Erawijattari PP, Lahti L, Karihtala P, Ruuska TS, Reunanen J. Mishra S, et al. Among authors: lahti l. J Adv Res. 2024 Mar 7:S2090-1232(24)00090-0. doi: 10.1016/j.jare.2024.03.003. Online ahead of print. J Adv Res. 2024. PMID: 38458256 Free article.
136 results