Concepedia

Multi-modal Single-cell Integration

Multi-Modal Single-Cell Integration is a computational framework that jointly analyzes multiple types of molecular measurements from the same single cells to reconstruct a unified, comprehensive representation of cellular states and regulatory mechanisms beyond what any single modality can capture alone.

9

Publications

1.6K

Citations

170

Authors

44

Institutions

Publications per year

2017–2026

9

Parents

Publications

9

MOFA+: a statistical framework for comprehensive integration of multi-modal single-cell data

Ricard Argelaguet, Damien Arnol, Danila Bredikhin et al. · Genome biology · 2020 · 1K citations · Full text

, , +16

Computational methods for single-cell omics across modalities

Mirjana Efremova, Sarah A. Teichmann · Nature Methods · 2020 · 245 citations

, , +14

Towards multimodal foundation models in molecular cell biology

Haotian Cui, Alejandro Tejada-Lapuerta, Maria Brbić et al. · Nature · 2025 · 88 citations · Full text

, , +9

Bi-order multimodal integration of single-cell data

Jinzhuang Dou, Shaoheng Liang, Vakul Mohanty et al. · Genome biology · 2022 · 71 citations · Full text

, , +15

Mosaic integration and knowledge transfer of single-cell multimodal data with MIDAS

Zhen He, Shuofeng Hu, Yaowen Chen et al. · Nature Biotechnology · 2024 · 70 citations · Full text

, , +17

1–5 of 9

Authors

170

  1. DA
    Damien Arnol

    European Bioinformatics Institute, United Kingdom

    2 publications · 1K citations

    2

    h-index

  2. RA
    Ricard Argelaguet

    European Bioinformatics Institute, United Kingdom

    2 publications · 1K citations

    2

    h-index

  3. OS
    Oliver Stegle

    European Bioinformatics Institute, United Kingdom

    2 publications · 1K citations

    2

    h-index

  4. YD
    Yonatan Deloro

    Heidelberg University, Germany

    2 publications · 1K citations

    2

    h-index

  5. FJ
    Fabian J. Theis

    Helmholtz Zentrum München, Germany

    2 publications · 115 citations

    2

    h-index

1–5 of 170

Institutions

44

  1. Wellcome Sanger Institute

    Cambridge, United Kingdom

    4 h-index

    5 publications

    1.6K citations

  2. European Bioinformatics Institute

    Cambridge, United Kingdom

    3 h-index

    11 publications

    5.2K citations

  3. Heidelberg University

    Heidelberg, Germany

    3 h-index

    5 publications

    2.1K citations

  4. University of Cambridge

    Cambridge, United Kingdom

    3 h-index

    3 publications

    356 citations

  5. Helmholtz Zentrum München

    Munich, Germany

    2 h-index

    4 publications

    230 citations

  6. German Cancer Research Center

    Heidelberg, Germany

    2 h-index

    4 publications

    2.1K citations

  7. SIB Swiss Institute of Bioinformatics

    Lausanne, Switzerland

    2 h-index

    31 publications

    2K citations

  8. European Molecular Biology Laboratory

    Heidelberg, Germany

    2 h-index

    6 publications

    3.1K citations

1–8 of 44

Venues

  1. Genome biology

    2 publications · 1.1K citations

    2

    h-index

  2. Bioinformatics

    2 publications · 88 citations

    2

    h-index

  3. Nature Biotechnology

    1 publications · 70 citations

    1

    h-index

  4. Genome Medicine

    1 publications · 27 citations

    1

    h-index

  5. Nature Methods

    1 publications · 245 citations

    1

    h-index

1–5