---
res:
  bibo_abstract:
  - The rapid development of machine learning (ML) techniques has opened up the data-dense
    field of microbiome research for novel therapeutic, diagnostic, and prognostic
    applications targeting a wide range of disorders, which could substantially improve
    healthcare practices in the era of precision medicine. However, several challenges
    must be addressed to exploit the benefits of ML in this field fully. In particular,
    there is a need to establish “gold standard” protocols for conducting ML analysis
    experiments and improve interactions between microbiome researchers and ML experts.
    The Machine Learning Techniques in Human Microbiome Studies (ML4Microbiome) COST
    Action CA18131 is a European network established in 2019 to promote collaboration
    between discovery-oriented microbiome researchers and data-driven ML experts to
    optimize and standardize ML approaches for microbiome analysis. This perspective
    paper presents the key achievements of ML4Microbiome, which include identifying
    predictive and discriminatory ‘omics’ features, improving repeatability and comparability,
    developing automation procedures, and defining priority areas for the novel development
    of ML methods targeting the microbiome. The insights gained from ML4Microbiome
    will help to maximize the potential of ML in microbiome research and pave the
    way for new and improved healthcare practices.@eng
  bibo_authorlist:
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      foaf_givenName: Domenica
      foaf_name: D’Elia, Domenica
      foaf_surname: D’Elia
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      foaf_givenName: Jaak
      foaf_name: Truu, Jaak
      foaf_surname: Truu
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      foaf_givenName: Leo
      foaf_name: Lahti, Leo
      foaf_surname: Lahti
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      foaf_givenName: Magali
      foaf_name: Berland, Magali
      foaf_surname: Berland
  - foaf_Person:
      foaf_givenName: Georgios
      foaf_name: Papoutsoglou, Georgios
      foaf_surname: Papoutsoglou
  - foaf_Person:
      foaf_givenName: Michelangelo
      foaf_name: Ceci, Michelangelo
      foaf_surname: Ceci
  - foaf_Person:
      foaf_givenName: Aldert
      foaf_name: Zomer, Aldert
      foaf_surname: Zomer
  - foaf_Person:
      foaf_givenName: Marta B.
      foaf_name: Lopes, Marta B.
      foaf_surname: Lopes
  - foaf_Person:
      foaf_givenName: Eliana
      foaf_name: Ibrahimi, Eliana
      foaf_surname: Ibrahimi
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      foaf_givenName: Aleksandra
      foaf_name: Gruca, Aleksandra
      foaf_surname: Gruca
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      foaf_givenName: Alina
      foaf_name: Nechyporenko, Alina
      foaf_surname: Nechyporenko
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      foaf_givenName: Marcus
      foaf_name: Frohme, Marcus
      foaf_surname: Frohme
  - foaf_Person:
      foaf_givenName: Thomas
      foaf_name: Klammsteiner, Thomas
      foaf_surname: Klammsteiner
  - foaf_Person:
      foaf_givenName: Enrique Carrillo De Santa
      foaf_name: Pau, Enrique Carrillo De Santa
      foaf_surname: Pau
  - foaf_Person:
      foaf_givenName: Laura Judith
      foaf_name: Marcos-Zambrano, Laura Judith
      foaf_surname: Marcos-Zambrano
  - foaf_Person:
      foaf_givenName: Karel
      foaf_name: Hron, Karel
      foaf_surname: Hron
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      foaf_givenName: Gianvito
      foaf_name: Pio, Gianvito
      foaf_surname: Pio
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      foaf_givenName: Andrea
      foaf_name: Simeon, Andrea
      foaf_surname: Simeon
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      foaf_givenName: Ramona
      foaf_name: Suharoschi, Ramona
      foaf_surname: Suharoschi
  - foaf_Person:
      foaf_givenName: Isabel
      foaf_name: Moreno-Indias, Isabel
      foaf_surname: Moreno-Indias
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      foaf_givenName: Andriy
      foaf_name: Temko, Andriy
      foaf_surname: Temko
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      foaf_givenName: Miroslava
      foaf_name: Nedyalkova, Miroslava
      foaf_surname: Nedyalkova
  - foaf_Person:
      foaf_givenName: Elena Simona
      foaf_name: Apostol, Elena Simona
      foaf_surname: Apostol
  - foaf_Person:
      foaf_givenName: Ciprian Octavian
      foaf_name: Truică, Ciprian Octavian
      foaf_surname: Truică
  - foaf_Person:
      foaf_givenName: Rajesh
      foaf_name: Shigdel, Rajesh
      foaf_surname: Shigdel
  - foaf_Person:
      foaf_givenName: Jasminka Hasić
      foaf_name: Telalović, Jasminka Hasić
      foaf_surname: Telalović
  - foaf_Person:
      foaf_givenName: Erik
      foaf_name: Bongcam-Rudloff, Erik
      foaf_surname: Bongcam-Rudloff
  - foaf_Person:
      foaf_givenName: Piotr
      foaf_name: Przymus, Piotr
      foaf_surname: Przymus
  - foaf_Person:
      foaf_givenName: Naida Babić
      foaf_name: Jordamović, Naida Babić
      foaf_surname: Jordamović
  - foaf_Person:
      foaf_givenName: Laurent
      foaf_name: Falquet, Laurent
      foaf_surname: Falquet
  - foaf_Person:
      foaf_givenName: Sonia
      foaf_name: Tarazona, Sonia
      foaf_surname: Tarazona
  - foaf_Person:
      foaf_givenName: Alexia
      foaf_name: Sampri, Alexia
      foaf_surname: Sampri
  - foaf_Person:
      foaf_givenName: Gaetano
      foaf_name: Isola, Gaetano
      foaf_surname: Isola
  - foaf_Person:
      foaf_givenName: David
      foaf_name: Pérez-Serrano, David
      foaf_surname: Pérez-Serrano
  - foaf_Person:
      foaf_givenName: Vladimir
      foaf_name: Trajkovik, Vladimir
      foaf_surname: Trajkovik
  - foaf_Person:
      foaf_givenName: Lubos
      foaf_name: Klucar, Lubos
      foaf_surname: Klucar
  - foaf_Person:
      foaf_givenName: Tatjana
      foaf_name: Loncar-Turukalo, Tatjana
      foaf_surname: Loncar-Turukalo
  - foaf_Person:
      foaf_givenName: Aki S.
      foaf_name: Havulinna, Aki S.
      foaf_surname: Havulinna
  - foaf_Person:
      foaf_givenName: Christian
      foaf_name: Jansen, Christian
      foaf_surname: Jansen
      foaf_workInfoHomepage: http://www.librecat.org/personId=837b2259-bcc9-11ed-a196-ae55927bc6e2
  - foaf_Person:
      foaf_givenName: Randi J.
      foaf_name: Bertelsen, Randi J.
      foaf_surname: Bertelsen
  - foaf_Person:
      foaf_givenName: Marcus Joakim
      foaf_name: Claesson, Marcus Joakim
      foaf_surname: Claesson
  bibo_doi: 10.3389/fmicb.2023.1257002
  bibo_volume: 14
  dct_date: 2023^xs_gYear
  dct_identifier:
  - UT:001080536000001
  dct_isPartOf:
  - http://id.crossref.org/issn/1664-302X
  dct_language: eng
  dct_publisher: Frontiers@
  dct_title: 'Advancing microbiome research with machine learning: Key findings from
    the ML4Microbiome COST action@'
  fabio_hasPubmedId: '37808321'
...