Author

Bertrand Colson

QuoData (Germany)ORCID 0000-0003-4743-1150Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Signature Assays, Organisms & Methods

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Approach:machine learning (classical)· 2 Organism:bacteria (other)· 1 Research Focus:benchmarking· 1 Assay:metabolomics· 1 Assay:metagenomics· 1 Approach:statistical model· 1

Frequent Co-Authors

Kapil NichaniiD· 2 shared Karina Hettwer· 2 shared Petra Gowik· 2 shared Steffen UhligiD· 2 shared Carsten Uhlig· 1 shared Gerd Huschek· 1 shared Harshadrai M. RaweliD· 1 shared Heike Kaspar· 1 shared

Activity by Year

2020-2025 · peak 1/yr

Co-Author Collaboration Network

10 top collaborators · 40 mutual co-author links

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2 shared papersBioinformatics

Kapil NichaniORCID

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2 papers

Recent·Most cited

BioinformaticsMoleculesPeer-reviewedNov 29, 2025

Towards Spectral Variation Analysis: A Data Quality Framework for Non-Targeted Methods

Kapil Nichani, Steffen Uhlig, Victor San Martin…·Sabine Kemmlein

This paper evaluates spectral comparison methods for non-targeted analysis, showing neural classification distance outperforms Mahalanobis distance in handling complex spectral data.

2 citations

bacteria (other)metagenomics

𝕏 PostBluesky

BioinformaticsbioRxivPreprintMay 7, 2020

AI-based identification of grain cultivars via non-target mass spectrometry

Kapil Nichani, Steffen Uhlig, Bertrand Colson…·Gerd Huschek

The paper uses AI and non-target mass spectrometry to distinguish wheat and spelt cultivars and validates the method's discriminatory power.

2 citations

metabolomicsmachine learning (classical)

𝕏 PostBluesky