Concepedia

Unsupervised Multi-omics Clustering

Unsupervised Multi-Omics Clustering is a computational method that integrates diverse omics data types to identify inherent biological subgroups without prior knowledge of sample labels, thereby enabling hypothesis-free discovery of molecularly distinct patient or sample strata in a data-driven manner.

9

Publications

720

Citations

41

Authors

23

Institutions

Publications per year

2017–2026

7

Parents

Publications

9

Fast dimension reduction and integrative clustering of multi-omics data using low-rank approximation: application to cancer molecular classification

Dingming Wu, Dongfang Wang, Michael Q. Zhang et al. · BMC Genomics · 2015 · 237 citations · Full text

, , +17

Multi-omics integration—a comparison of unsupervised clustering methodologies

Giulia Tini, Luca Marchetti, Corrado Priami et al. · Briefings in Bioinformatics · 2017 · 150 citations · Full text

, , +17

Clustering and variable selection evaluation of 13 unsupervised methods for multi-omics data integration

Morgane Pierre‐Jean, Jean‐François Deleuze, Édith Le Floch et al. · Briefings in Bioinformatics · 2019 · 113 citations · Full text

, , +15

PathME: pathway based multi-modal sparse autoencoders for clustering of patient-level multi-omics data

Amina Lemsara, Salima Ouadfel, Holger Fröhlich · BMC Bioinformatics · 2020 · 63 citations · Full text

, , +12

MOCSS: Multi-omics data clustering and cancer subtyping via shared and specific representation learning

Yuxin Chen, Yuqi Wen, Chenyang Xie et al. · iScience · 2023 · 43 citations · Full text

, , +17

1–5 of 9

Authors

41

  1. QZ
    Quan Zou

    University of Electronic Science and Technology of China, China

    1 publications · 27 citations

    1

    h-index

  2. MP
    Morgane Pierre‐Jean

    Centre National de Recherche en Génomique Humaine, France

    1 publications · 113 citations

    1

    h-index

  3. CX
    Chenyang Xie

    Sichuan University, China

    1 publications · 43 citations

    1

    h-index

  4. DW
    Dongfang Wang

    Tsinghua University, China

    1 publications · 237 citations

    1

    h-index

  5. AG
    Alexander Grishin

    Icahn School of Medicine at Mount Sinai, United States

    1 publications · 30 citations

    1

    h-index

1–5 of 41

Institutions

23

  1. Bonn Aachen International Center for Information Technology

    Bonn, Germany

    1 h-index

    1 publications

    63 citations

  2. Shenzhen University

    Shenzhen, China

    1 h-index

    2 publications

    54 citations

  3. Magee-Womens Research Institute

    Pittsburgh, United States

    1 h-index

    1 publications

    39 citations

  4. Icahn School of Medicine at Mount Sinai

    New York, United States

    1 h-index

    8 publications

    240 citations

  5. Direction de la Recherche Fondamentale

    Gif-sur-Yvette, France

    1 h-index

    1 publications

    113 citations

  6. Fraunhofer Institute for Algorithms and Scientific Computing

    Sankt Augustin, Germany

    1 h-index

    1 publications

    63 citations

  7. Centre hospitalier de l'Université Laval

    Québec, Canada

    1 h-index

    4 publications

    600 citations

  8. Northeastern University

    Shenyang, China

    1 h-index

    1 publications

    27 citations

1–8 of 23

Venues

  1. Briefings in Bioinformatics

    4 publications · 308 citations

    4

    h-index

  2. BMC Genomics

    1 publications · 237 citations

    1

    h-index

  3. Cell Reports

    1 publications · 30 citations

    1

    h-index

  4. iScience

    1 publications · 43 citations

    1

    h-index

  5. BMC Bioinformatics

    1 publications · 63 citations

    1

    h-index

1–5