Navigasjon

  • Hopp til innhold
NTNU Hjemmeside NTNU Hjemmeside

ntnu.no

  • Studier
    • Studere på NTNU
    • Finn studieprogram
    • Søke opptak
    • Videreutdanning og deltid
    • Forkurs og oppfriskning
  • Studentliv
    • Student i Gjøvik
    • Student i Trondheim
    • Student i Ålesund
  • Forskning og innovasjon
    • Forskning
    • Innovasjon
    • Satsingsområder
    • Toppforskning
    • Ekspertlister
    • Ph.d.
  • Om NTNU
    • Fakulteter og institutter
    • Sentre
    • Bibliotek
    • Kart
    • Ledige stillinger
    • Arrangement
    • Nyheter
    • Kontakt oss
    • Om NTNU
  1. Ansatte

Språkvelger

English

Daniel Machado

Last ned pressefoto
Last ned pressefoto
Foto:

Daniel Machado

Førsteamanuensis
Institutt for bioteknologi og matvitenskap

daniel.machado@ntnu.no
Kjemi 3, 126, Gløshaugen
Twitter Google Scholar
Om Forskning Publikasjoner Undervisning Formidling

Om

Daniel Machado joined NTNU in September 2020 as Associate Professor of Computational Biology. He has a Bsc/Msc in Mathematics and Computer Science (University of Minho, Portugal) and PhD in Bioengineering and Biotechnology (MIT-Portugal Program).

Kompetanseord

  • Computational Biology
  • Metabolism
  • Modeling

Forskning

Our research aims to unlock the potential of microbes to address multiple societal challenges. We use computational models to understand how microbes work together in their natural habitats. These so-called microbial communities are everywhere, with some playing an important role in the health of our bodies, and others in the health of our planet. We follow an interdisciplinary approach, combining computational models and biological data, which gives us the ability to design synthetic communities to apply in multiple biotechnological applications and create more sustainable industries.

For more information check our website: 

  • Machado Lab

Cell4Chem

Designing synthetic microbial communities for conversion of lignocellulose waste products into medium-chain carboxylates

SFI - Industrial Biotechnology:

A research-based innovation centre aiming to boost the competitiveness of the Norwegian biotech industry

ELIXIR Norway

ELIXIR Norway is a national node of ELIXIR, the pan-European infrastructure for biological information, supporting life science research and its translation to medicine, environment, the bioindustries and society.

Publikasjoner

  • Kronologisk
  • Etter kategori
  • Alle publikasjoner i Nasjonalt vitenarkiv (NVA)

2025

  • Burgos, Idun Maria Tokvam; Øyås, Ove; Machado, Carlos Daniel Moutinho Luz. (2025) Genome-scale metabolic modeling of Ruminiclostridium cellulolyticum: a microbial cell factory for valorization of lignocellulosic biomass. BioRxiv
    Vitenskapelig artikkel
  • Landro, Benjamin; Machado, Carlos Daniel Moutinho Luz. (2025) Making Transporters Transparent for Identification and Characterization. Norges teknisk-naturvitenskapelige universitet Norges teknisk-naturvitenskapelige universitet
    Mastergradsoppgave
  • Hudgins, Eliah; Machado, Carlos Daniel Moutinho Luz. (2025) Predicting microbial traits from genome annotations. Norges teknisk-naturvitenskapelige universitet Norges teknisk-naturvitenskapelige universitet
    Mastergradsoppgave

2024

  • Machado, Carlos Daniel Moutinho Luz. (2024) A benchmark of optimization solvers for genome-scale metabolic modeling of organisms and communities. mSystems
    Vitenskapelig artikkel
  • Stallvik, Andrea; Machado, Carlos Daniel Moutinho Luz. (2024) Designing microbial consortia using metabolic modelling. Norges teknisk-naturvitenskapelige universitet Norges teknisk-naturvitenskapelige universitet
    Mastergradsoppgave

2023

  • Røed, Elin Sandertun; Machado, Carlos Daniel Moutinho Luz; Márquez-Zavala, Elisa. (2023) Predicting Allosteric Regulation at Genome Scale. Norges teknisk-naturvitenskapelige universitet Norges teknisk-naturvitenskapelige universitet
    Mastergradsoppgave
  • Eggelen, Marieke Cecilia van; Machado, Daniel; Machado, Carlos Daniel Moutinho Luz; Burgos, Idun Maria Tokvam. (2023) Predicting metabolic fluxes from gene expression data using machine learning. Norges teknisk-naturvitenskapelige universitet Norges teknisk-naturvitenskapelige universitet
    Mastergradsoppgave
  • Melkonian, Chrats; Zorrilla, Francisco; Kjærbølling, Inge; Blasche, Sonja; Machado, Carlos Daniel Moutinho Luz; Junge, Mette. (2023) Microbial interactions shape cheese flavour formation. Nature Communications
    Vitenskapelig artikkel

2022

  • Cerca, José; Petersen, Bent; Lazaro-Guevara, José Miguel; Rivera-Colón, Angel G.; Birkeland, Siri; Vizueta, Joel. (2022) The genomic basis of the plant island syndrome in Darwin’s giant daisies. Nature Communications
    Vitenskapelig artikkel
  • Lien, Martin Eide; Machado, Carlos Daniel Moutinho Luz. (2022) Metabolic network layout using biochemical coordinates. Norges teknisk-naturvitenskapelige universitet Norges teknisk-naturvitenskapelige universitet
    Mastergradsoppgave
  • Merkesvik, Jenny; Machado, Carlos Daniel Moutinho Luz. (2022) Towards genotype—phenotype association: leveraging multiple-source microbial data and genome annotations to infer trait attributes for the uncultured microbiome. Norges teknisk-naturvitenskapelige universitet Norges teknisk-naturvitenskapelige universitet
    Mastergradsoppgave
  • Machado, Daniel; Patil, Kiran R.. (2022) Reply to: Erroneous predictions of auxotrophies by CarveMe. Nature Ecology and Evolution
    Leserinnlegg
  • Berg, Naomi Iris van den; Machado, Daniel; Santos, Sophia; Rocha, Isabel; Chacón, Jeremy; Harcombe, William. (2022) Ecological modelling approaches for predicting emergent properties in microbial communities. Nature Ecology and Evolution
    Vitenskapelig oversiktsartikkel/review

2021

  • Machado, Daniel; Maistrenko, Oleksandr M.; Andrejev, Sergej; Kim, Yongkyu; Bork, Peer; Patil, Kaustubh R.. (2021) Polarization of microbial communities between competitive and cooperative metabolism. Nature Ecology and Evolution
    Vitenskapelig artikkel
  • Alloul, Abbas; Spanoghe, Janne; Machado, Daniel; Vlaeminck, Siegfried E.. (2021) Unlocking the genomic potential of aerobes and phototrophs for the production of nutritious and palatable microbial food without arable land or fossil fuels. Microbial Biotechnology
    Vitenskapelig artikkel
  • Shechter, Ksenija Radic; Kafkia, Eleni; Zirngibl, Katharina; Gawrzak, Sylwia; Alladin, Ashna; Machado, Daniel. (2021) Metabolic memory underlying minimal residual disease in breast cancer. Molecular Systems Biology
    Vitenskapelig artikkel
  • Blasche, Sonja; Kim, Yongkyu; Mars, Ruben A.T.; Machado, Daniel; Maansson, Maria; Kafkia, Eleni. (2021) Metabolic cooperation and spatiotemporal niche partitioning in a kefir microbial community. Nature Microbiology
    Vitenskapelig artikkel

2020

  • Lieven, Christian; Beber, Moritz E.; Olivier, Brett G.; Bergmann, Frank T.; Ataman, Meric; Babaei, Parizad. (2020) MEMOTE for standardized genome-scale metabolic model testing. Nature Biotechnology
    Vitenskapelig artikkel

Tidsskriftspublikasjoner

  • Burgos, Idun Maria Tokvam; Øyås, Ove; Machado, Carlos Daniel Moutinho Luz. (2025) Genome-scale metabolic modeling of Ruminiclostridium cellulolyticum: a microbial cell factory for valorization of lignocellulosic biomass. BioRxiv
    Vitenskapelig artikkel
  • Machado, Carlos Daniel Moutinho Luz. (2024) A benchmark of optimization solvers for genome-scale metabolic modeling of organisms and communities. mSystems
    Vitenskapelig artikkel
  • Melkonian, Chrats; Zorrilla, Francisco; Kjærbølling, Inge; Blasche, Sonja; Machado, Carlos Daniel Moutinho Luz; Junge, Mette. (2023) Microbial interactions shape cheese flavour formation. Nature Communications
    Vitenskapelig artikkel
  • Cerca, José; Petersen, Bent; Lazaro-Guevara, José Miguel; Rivera-Colón, Angel G.; Birkeland, Siri; Vizueta, Joel. (2022) The genomic basis of the plant island syndrome in Darwin’s giant daisies. Nature Communications
    Vitenskapelig artikkel
  • Machado, Daniel; Patil, Kiran R.. (2022) Reply to: Erroneous predictions of auxotrophies by CarveMe. Nature Ecology and Evolution
    Leserinnlegg
  • Berg, Naomi Iris van den; Machado, Daniel; Santos, Sophia; Rocha, Isabel; Chacón, Jeremy; Harcombe, William. (2022) Ecological modelling approaches for predicting emergent properties in microbial communities. Nature Ecology and Evolution
    Vitenskapelig oversiktsartikkel/review
  • Machado, Daniel; Maistrenko, Oleksandr M.; Andrejev, Sergej; Kim, Yongkyu; Bork, Peer; Patil, Kaustubh R.. (2021) Polarization of microbial communities between competitive and cooperative metabolism. Nature Ecology and Evolution
    Vitenskapelig artikkel
  • Alloul, Abbas; Spanoghe, Janne; Machado, Daniel; Vlaeminck, Siegfried E.. (2021) Unlocking the genomic potential of aerobes and phototrophs for the production of nutritious and palatable microbial food without arable land or fossil fuels. Microbial Biotechnology
    Vitenskapelig artikkel
  • Shechter, Ksenija Radic; Kafkia, Eleni; Zirngibl, Katharina; Gawrzak, Sylwia; Alladin, Ashna; Machado, Daniel. (2021) Metabolic memory underlying minimal residual disease in breast cancer. Molecular Systems Biology
    Vitenskapelig artikkel
  • Blasche, Sonja; Kim, Yongkyu; Mars, Ruben A.T.; Machado, Daniel; Maansson, Maria; Kafkia, Eleni. (2021) Metabolic cooperation and spatiotemporal niche partitioning in a kefir microbial community. Nature Microbiology
    Vitenskapelig artikkel
  • Lieven, Christian; Beber, Moritz E.; Olivier, Brett G.; Bergmann, Frank T.; Ataman, Meric; Babaei, Parizad. (2020) MEMOTE for standardized genome-scale metabolic model testing. Nature Biotechnology
    Vitenskapelig artikkel

Rapport

  • Landro, Benjamin; Machado, Carlos Daniel Moutinho Luz. (2025) Making Transporters Transparent for Identification and Characterization. Norges teknisk-naturvitenskapelige universitet Norges teknisk-naturvitenskapelige universitet
    Mastergradsoppgave
  • Hudgins, Eliah; Machado, Carlos Daniel Moutinho Luz. (2025) Predicting microbial traits from genome annotations. Norges teknisk-naturvitenskapelige universitet Norges teknisk-naturvitenskapelige universitet
    Mastergradsoppgave
  • Stallvik, Andrea; Machado, Carlos Daniel Moutinho Luz. (2024) Designing microbial consortia using metabolic modelling. Norges teknisk-naturvitenskapelige universitet Norges teknisk-naturvitenskapelige universitet
    Mastergradsoppgave
  • Røed, Elin Sandertun; Machado, Carlos Daniel Moutinho Luz; Márquez-Zavala, Elisa. (2023) Predicting Allosteric Regulation at Genome Scale. Norges teknisk-naturvitenskapelige universitet Norges teknisk-naturvitenskapelige universitet
    Mastergradsoppgave
  • Eggelen, Marieke Cecilia van; Machado, Daniel; Machado, Carlos Daniel Moutinho Luz; Burgos, Idun Maria Tokvam. (2023) Predicting metabolic fluxes from gene expression data using machine learning. Norges teknisk-naturvitenskapelige universitet Norges teknisk-naturvitenskapelige universitet
    Mastergradsoppgave
  • Lien, Martin Eide; Machado, Carlos Daniel Moutinho Luz. (2022) Metabolic network layout using biochemical coordinates. Norges teknisk-naturvitenskapelige universitet Norges teknisk-naturvitenskapelige universitet
    Mastergradsoppgave
  • Merkesvik, Jenny; Machado, Carlos Daniel Moutinho Luz. (2022) Towards genotype—phenotype association: leveraging multiple-source microbial data and genome annotations to infer trait attributes for the uncultured microbiome. Norges teknisk-naturvitenskapelige universitet Norges teknisk-naturvitenskapelige universitet
    Mastergradsoppgave

Undervisning

Emner

  • BT8120 - Prokaryot molekylærbiologi og syntetisk biologi
  • BT2100 - Beregningsbasert bioteknologi
  • TBT4508 - Bioinformatikk og Biopolymere materialer, fordypningsemne
  • TBT4507 - Bioinformatikk og Forsøksplanlegging og dataanalyse, fordypningsemne

Formidling

Finding Genius Podcast

Harnessing the Ecology of Microbial Communities with Daniel Machado

2025

  • Poster
    Hudgins, Eliah; Machado, Carlos Daniel Moutinho Luz. (2025) Predicting Microbial traits from genome annotations. 60th NBS contact meeting , Røros 2025-01-23 - 2025-01-26

2024

  • Faglig foredrag
    Burgos, Idun Maria Tokvam; Øyås, Ove; Machado, Carlos Daniel Moutinho Luz. (2024) Elucidating the roles of bacteria in cellulose- and xylan-enriched communities with genome-scale metabolic models. Norwegian Bioinformatics Days 2024 , Bergen, Norway 2024-05-28 - 2024-05-30
  • Poster
    Stallvik, Andrea; Burgos, Idun Maria Tokvam; Machado, Carlos Daniel Moutinho Luz. (2024) Designing microbial consortia using metabolic modelling – possibilities and limitations. Norwegian Bioinformatics Days 2024 , Bergen, Norway 2024-05-28 - 2024-05-30
  • Poster
    Zavala, Elisa Marquez; Bartolomeo, Francesca Di; Machado, Carlos Daniel Moutinho Luz. (2024) Automated Data Retrieval and Analysis for Enhanced Product Production. Norwegian Bioinformatics Days 2024 , Bergen, Norway 2024-05-28 - 2024-05-30
  • Poster
    Teixeira, Miguel Alves Magalhaes; Machado, Carlos Daniel Moutinho Luz. (2024) Trust the universe - enlightening microbial metabolism with CarveMe’s new universal model. 19th International Symposium on Microbial Ecology , Cape Town, South Africa 2024-08-18 - 2024-08-23
  • Faglig foredrag
    Zavala, Elisa Marquez; Bartolomeo, Francesca Di; Machado, Carlos Daniel Moutinho Luz. (2024) Can you outsmart nature? Level Up your Cell Factories with ELISER. Joint conference of the 15th Globe Industrial Microbiology Congress (GIM) & Metabolic Engineering Summit (MES 2024) , Shangai 2024-09-20 - 2024-09-25

2023

  • Poster
    Stallvik, Andrea; Machado, Carlos Daniel Moutinho Luz. (2023) Synthetic Microbial Communities for the Production of High-Value Compounds. 58th Norwegian Biochemical Society Meeting , Ås, Norway 2023-01-19 - 2023-01-22
  • Poster
    Teixeira, Miguel Alves Magalhaes; Machado, Carlos Daniel Moutinho Luz. (2023) CarveMe roadmap: expanding genome-scale metabolic model reconstructions. ISMB/ECCB 2023 , Lyon, France 2023-07-23 - 2023-07-27

2022

  • Poster
    Teixeira, Miguel; Machado, Daniel. (2022) CarveMe roadmap: expanding genome-scale metabolic models’ reconstruction. ISME 18 , Lausanne, Switzerland 2022-08-14 - 2022-08-19
  • Poster
    Burgos, Idun Maria Tokvam; Machado, Daniel. (2022) Modeling The Conversion Of Lignocellulose Into Medium-chain Carboxylates. ISME 18 , Lausanne, Switzerland 2022-08-14 - 2022-08-19

NTNU – Norges teknisk-naturvitenskapelige universitet

  • For ansatte
  • |
  • For studenter
  • |
  • Innsida
  • |
  • Blackboard

Studere

  • Om studier
  • Studieprogram
  • Emner
  • Videreutdanning
  • Karriere

Aktuelt

  • Nyheter
  • Arrangement
  • Jobbe ved NTNU

Om NTNU

  • Om NTNU
  • Bibliotek
  • Strategi
  • Forskning
  • Satsingsområder
  • Innovasjon
  • Organisasjonskart
  • Utdanningskvalitet

Kontakt

  • Kontakt oss
  • Finn ansatte
  • Spør en ekspert
  • Pressekontakter
  • Kart

NTNU i tre byer

  • NTNU i Gjøvik
  • NTNU i Trondheim
  • NTNU i Ålesund

Om nettstedet

  • Bruk av informasjonskapsler
  • Tilgjengelighetserklæring
  • Personvern
  • Ansvarlig redaktør
Facebook Instagram Linkedin Snapchat Tiktok Youtube
Logg inn
NTNU logo