Author

Sophie Martin

Centre National de la Recherche ScientifiqueORCID 0000-0002-2907-7445Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Cancer Biology· 1 Neuroscience· 1

Signature Assays, Organisms & Methods

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Organism:human· 2 Approach:benchmark study· 1 Research Focus:benchmarking· 1 Assay:bulk RNA-seq· 1 Research Focus:cell type annotation· 1 Approach:deep learning· 1 Research Focus:dimensionality reduction· 1 Assay:imaging· 1

Frequent Co-Authors

Aaliya AliiD· 1 shared Aurélien Dispot· 1 shared Chloé Bernhard· 1 shared Damien ReitaiD· 1 shared David TulasneiD· 1 shared Dawa Chyophel LepchaiD· 1 shared Geoffrey PawlakiD· 1 shared Isabelle VAN SEUNINGENiD· 1 shared

Activity by Year

2025-2026 · peak 1/yr

Co-Author Collaboration Network

10 top collaborators · 29 mutual co-author links

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1 shared paperNeuroscience

Aaliya AliORCID

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2 papers

Recent·Most cited

Biomarker Fidelity Score - A Quantitative Framework for Individual-Level Validation of Explainability Methods in 3D Alzheimer's Disease MRI Classification

Dawa Chyophel Lepcha, Aaliya Ali, Sophie Martin, Shabbir Syed-Abdul

The paper introduces a quantitative framework to validate explainability methods in Alzheimer's disease MRI classification at the individual level using biomarker-aligned spatial overlap scores.

bioRxiv · Aug 20, 2026 · PreprintNeuroscience

A coregulatory influence map of glioblastoma heterogeneity and plasticity - From cells in vitro to tumors and back again

Chloé Bernhard, Konstantinos Geles, Geoffrey Pawlak, Wajdi Dhifli, Aurélien Dispot, Jules Dusol, Maria Kondratova, Sophie Martin, Mélissa Messé, Damien Reita, David Tulasne, Isabelle VAN SEUNINGEN, Natacha Entz‐Werlé, Silvia Anna Ciafrè, Monique Dontenwill, Mohamed Elati

This paper introduces GBM-cRegMap, a resource that maps transcriptomic data to a coregulatory network, revealing GBM heterogeneity and identifying key regulators like NKX2.5 involved in TMZ resistance.

npj Precision Oncology · Apr 15, 2025Peer-reviewedCancer Biology