Author

Tiago M Machado

University of CologneORCID 0000-0002-8497-9767Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Approach:statistical model· 2 Approach:machine learning (classical)· 1 Research Focus:metabolism & bioenergetics· 1 Assay:metabolomics· 1 Organism:plant (other)· 1

Frequent Co-Authors

Nadine TöpferiD· 2 shared Alejandro León-RamíreziD· 1 shared Andreas P.M. WeberiD· 1 shared Fatemeh SoltaniiD· 1 shared Fritz Forbang PelekeiD· 1 shared Jan-Niklas WederiD· 1 shared Jędrzej SzymańskiiD· 1 shared Sezin DoganiD· 1 shared

Activity by Year

2026-2026 · peak 2/yr

Co-Author Collaboration Network

10 top collaborators · 25 mutual co-author links

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2 shared papersPlant Biology

Nadine TöpferORCID

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2 papers

Recent·Most cited

Plant BiologybioRxivPreprintOct 28, 2026

Metabolic modeling links leaf anatomy to environment-specific benefits on the C3-C4 spectrum

Alejandro León-Ramírez, Tiago M Machado, Sezin Dogan…·Nadine Töpfer

This study uses metabolic modeling to explore how leaf anatomy and environment interact along the C3-C4 photosynthesis spectrum, identifying intermediate states with adaptive benefits.

DOI 10.64898/2026.04.28.721324

statistical model

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Plant BiologybioRxivPreprintJul 7, 2026

Data-informed modelling captures metabolic reprogramming and reveals branch points mediating cold stress response and growth trade-offs in rice

Fatemeh Soltani, Tiago M Machado, Jan-Niklas Weder…·Nadine Töpfer

The paper uses data-informed metabolic modeling to identify key branch points and trade-offs in rice's cold stress response and growth.

DOI 10.64898/2026.07.07.736767

plant (other)metabolomics

𝕏 PostBluesky