Concepedia

Multi-modal Data Integration

Multi-Modal Data Integration is the systematic computational process of aligning and harmonizing diverse molecular and phenotypic data types—such as gene expression, chromatin accessibility, and protein abundance—measured on the same or matched single cells, in order to enable unified, joint analysis across modalities.

286

Publications

33.9K

Citations

1.7K

Authors

582

Institutions

Publications per year

2017–2026

219

Parents

Publications

286

Integrated analysis of multimodal single-cell data

Yuhan Hao, Stephanie Hao, Erica Andersen‐Nissen et al. · Cell · 2021 · 16K citations · Full text

, , +17

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

Integrated analysis of multimodal single-cell data

Yuhan Hao, Stephanie Hao, Erica Andersen‐Nissen et al. · bioRxiv (Cold Spring Harbor Laboratory) · 2020 · 484 citations · Full text

, , +17

HGNN<sup>+</sup>: General Hypergraph Neural Networks

Yue Gao, Yifan Feng, Shuyi Ji et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2022 · 462 citations

, , +12

seqMINER: an integrated ChIP-seq data interpretation platform

Tao Ye, Arnaud Krebs, Mohamed-Amin Choukrallah et al. · Nucleic Acids Research · 2010 · 419 citations · Full text

, , +17

1–5 of 286

Authors

1.7K

  1. OS
    Oliver Stegle

    European Bioinformatics Institute, United Kingdom

    6 publications · 1.5K citations

    6

    h-index

  2. TD
    Trevor Darrell

    University of California, Berkeley, United States

    5 publications · 676 citations

    5

    h-index

  3. BV
    Britta Velten

    Heidelberg University, Germany

    5 publications · 1.3K citations

    5

    h-index

  4. RA
    Ricard Argelaguet

    European Bioinformatics Institute, United Kingdom

    5 publications · 1.3K citations

    5

    h-index

  5. DA
    Damien Arnol

    European Bioinformatics Institute, United Kingdom

    5 publications · 1.3K citations

    5

    h-index

1–5 of 1.7K

Institutions

582

  1. Chinese Academy of Sciences

    Beijing, China

    13 h-index

    32 publications

    1.8K citations

  2. Tsinghua University

    Beijing, China

    11 h-index

    25 publications

    3.2K citations

  3. Wellcome Sanger Institute

    Cambridge, United Kingdom

    10 h-index

    34 publications

    2.9K citations

  4. University of Chinese Academy of Sciences

    Beijing, China

    10 h-index

    23 publications

    1K citations

  5. University of Cambridge

    Cambridge, United Kingdom

    9 h-index

    16 publications

    625 citations

  6. Technical University of Munich

    Munich, Germany

    8 h-index

    20 publications

    1K citations

  7. Stanford University

    Stanford, United States

    8 h-index

    19 publications

    66.9K citations

  8. Georgia Institute of Technology

    Atlanta, United States

    8 h-index

    29 publications

    763 citations

1–8 of 582

Venues

  1. bioRxiv (Cold Spring Harbor Laboratory)

    Repository · 13 publications · 960 citations

    12

    h-index

  2. arXiv (Cornell University)

    Repository · 9 publications · 286 citations

    9

    h-index

  3. Genome biology

    7 publications · 1.6K citations

    7

    h-index

  4. Bioinformatics

    6 publications · 498 citations

    6

    h-index

  5. Nature Communications

    6 publications · 276 citations

    6

    h-index

1–5