Publication highlights

The following list is a highlight of our recent publications. The full list of publications can be found on Google Scholar.

2025
  • Latent variable estimation with composite Hilbert space Gaussian processes
    S Mukherjee, J Enrique Aguilar, M Zago, M Claassen, PC Bürkner.
    arXiv preprint
    [PDF] [Code]

  • velotest: Statistical assessment of RNA velocity embeddings reveals quality differences for reliable trajectory visualizations
    S Bischoff, PG Poličar, S Mukherjee, JH Macke, M Claassen, C Schröder. bioRxiv preprint
    [PDF] [Code]

  • Exploratory trajectory inference reveals convergent lineages for CD8 T cells in chronic LCMV infection
    JT Schleicher, R Gupta, D Cerletti, I Sandu, A Oxenius, M Claassen. PLOS One
    [PDF] [Code]

  • Effects of segmentation errors on downstream-analysis in highly-multiplexed tissue imaging
    M Bruhns, JT Schleicher, M Wirth, M Zago, S Babaei, M Claassen. PLOS Computational Biology
    [PDF] [Code]

  • Hilbert space methods for approximating multi-output latent variable Gaussian processes
    S Mukherjee, M Claassen, PC Bürkner.
    arxiv preprint
    [PDF] [Code]

  • DGP-LVM: Derivative Gaussian process latent variable models
    S Mukherjee, M Claassen, PC Bürkner. Statistics and Computing
    [PDF] [Code]

  • Accurate quantification of spliced and unspliced transcripts for single-cell RNA sequencing with tidesurf
    JT Schleicher, M Claassen. bioRxiv preprint
    [PDF] [Code]

  • Quantification of spliced and unspliced transcripts by velocyto is inaccurate for 5’-sequencing data
    D Klingler, JT Schleicher, M Claassen. bioRxiv preprint
    [PDF] [Code]

2023
  • S3-CIMA: Supervised spatial single-cell image analysis for identifying disease-associated cell-type compositions in tissue
    S Babaei, J Christ, V Sehra, A Makky, M Zidane, K Wistuba-Hamprecht, CM Schürch, M Claassen. Cell Patterns
    [PDF] [Code]

  • Factorial state-space modelling for kinetic clustering and lineage inference
    R Gupta, M Claassen. bioRxiv preprint
    [PDF]

2022
  • Simulation-based inference of differentiation trajectories from RNA velocity fields
    R Gupta, D Cerletti, G Gut, A Oxenius, M Claassen. Cell Reports Methods
    [PDF] [Code]