Concepedia

Feature Selection For Multi-omics

Feature Selection for Multi-Omics is a computational methodology within multi-omics data analysis that identifies and prioritizes biologically relevant features across distinct molecular layers by integrating and reducing high-dimensional heterogeneous datasets to enhance interpretability, model performance, and biological insight.

107

Publications

11.9K

Citations

509

Authors

296

Institutions

Publications per year

2017–2026

86

Parents

Publications

107

mixOmics: An R package for ‘omics feature selection and multiple data integration

Florian Rohart, Benoît Gautier, Amrit Singh et al. · PLoS Computational Biology · 2017 · 3.9K citations · Full text

, , +17

DIABLO: an integrative approach for identifying key molecular drivers from multi-omics assays

Amrit Singh, Casey P. Shannon, Benoît Gautier et al. · Bioinformatics · 2019 · 1.1K citations · Full text

, , +17

Multi-omic machine learning predictor of breast cancer therapy response

Stephen‐John Sammut, Mireia Crispin‐Ortuzar, Suet‐Feung Chin et al. · Nature · 2021 · 642 citations · Full text

, , +17

A Sparse PLS for Variable Selection when Integrating Omics Data

Kim‐Anh Lê Cao, Debra Rossouw, Philippe Besse · Statistical Applications in Genetics and Molecular Biology · 2008 · 570 citations

, , +14

A comparative study on feature selection and classification methods using gene expression profiles and proteomic patterns.

Huiqing Liu, Jinyan Li, Limsoon Wong · PubMed · 2002 · 413 citations

, , +17

1–5 of 107

Authors

509

  1. GC
    George C. Tseng

    University of Pittsburgh, United States

    5 publications · 178 citations

    5

    h-index

  2. KL
    Kim‐Anh Lê Cao

    The University of Queensland, Australia

    4 publications · 6K citations

    4

    h-index

  3. QL
    Qi Long

    Emory University, United States

    4 publications · 92 citations

    4

    h-index

  4. YE
    Yasser EL‐Manzalawy

    Pennsylvania State University, United States

    3 publications · 97 citations

    3

    h-index

  5. BG
    Benoît Gautier

    Inserm, France

    3 publications · 5.4K citations

    3

    h-index

1–5 of 509

Institutions

296

  1. University of Pennsylvania

    Philadelphia, United States

    4 h-index

    11 publications

    223 citations

  2. The University of Melbourne

    Melbourne, Australia

    4 h-index

    7 publications

    5.5K citations

  3. Harvard University

    Cambridge, United States

    4 h-index

    7 publications

    394 citations

  4. University of Helsinki

    Helsinki, Finland

    4 h-index

    8 publications

    416 citations

  5. University of North Carolina at Chapel Hill

    Chapel Hill, United States

    4 h-index

    11 publications

    306 citations

  6. University of Pittsburgh

    Pittsburgh, United States

    4 h-index

    16 publications

    544 citations

  7. Institute for Molecular Medicine Finland

    Helsinki, Finland

    3 h-index

    6 publications

    350 citations

  8. Dana-Farber Cancer Institute

    Boston, United States

    3 h-index

    6 publications

    244 citations

1–8 of 296

Venues

  1. Bioinformatics

    13 publications · 1.6K citations

    13

    h-index

  2. Briefings in Bioinformatics

    7 publications · 411 citations

    7

    h-index

  3. BMC Bioinformatics

    6 publications · 240 citations

    6

    h-index

  4. Frontiers in Genetics

    6 publications · 376 citations

    6

    h-index

  5. Biostatistics

    4 publications · 405 citations

    4

    h-index

1–5