Concepedia

Supervised Multi-omics Classification

Supervised Multi-Omics Classification is a multi-omics data integration framework that employs labeled training data to jointly analyze heterogeneous omics layers—such as genomics, transcriptomics, and metabolomics—using supervised machine learning algorithms to predict categorical biological outcomes.

8

Publications

315

Citations

53

Authors

23

Institutions

Publications per year

2017–2026

7

Parents

Publications

8

Integrated Multi-omics Analysis Using Variational Autoencoders: Application to Pan-cancer Classification

Xiaoyu Zhang, Jingqing Zhang, Kai Sun et al. · 2019 · 82 citations · Full text

, , +17

Capsule Network Based Modeling of Multi-omics Data for Discovery of Breast Cancer-Related Genes

Peng Chen, Yang Zheng, De-Shuang Huang · IEEE/ACM Transactions on Computational Biology and Bioinformatics · 2019 · 74 citations

, , +17

Classifying the multi-omics data of gastric cancer using a deep feature selection method

Yanyu Hu, Long Zhao, Zhao Li et al. · Expert Systems with Applications · 2022 · 43 citations

, , +16

Comparison of five supervised feature selection algorithms leading to top features and gene signatures from multi-omics data in cancer

Tapas Bhadra, Saurav Mallik, Neaj Hasan et al. · BMC Bioinformatics · 2022 · 42 citations · Full text

, , +15

Multi-omics machine learning to study host-microbiome interactions in early-onset colorectal cancer

Thejus Jayakrishnan, Naseer Sangwan, Shimoli V. Barot et al. · npj Precision Oncology · 2024 · 38 citations · Full text

, , +13

1–5 of 8

Authors

53

  1. VC
    Vincenzo Corbo

    University of Verona, Italy

    1 publications · 12 citations

    1

    h-index

  2. JZ
    Jingqing Zhang

    Massachusetts Institute of Technology, United States

    1 publications · 82 citations

    1

    h-index

  3. SK
    Suneel Kamath

    Cleveland Clinic, United States

    1 publications · 38 citations

    1

    h-index

  4. NA
    N. A. Wani

    Central Veterinary Research Laboratory, United Arab Emirates

    1 publications · 12 citations

    1

    h-index

  5. GS
    Gaya Spolverato

    Johns Hopkins University, United States

    1 publications · 12 citations

    1

    h-index

1–5 of 53

Institutions

23

  1. Cleveland Clinic Lerner College of Medicine

    Cleveland, United States

    1 h-index

    4 publications

    152 citations

  2. University of Verona

    Verona, Italy

    1 h-index

    8 publications

    96 citations

  3. Imperial College London

    London, United Kingdom

    1 h-index

    6 publications

    492 citations

  4. Jamia Millia Islamia

    New Delhi, India

    1 h-index

    1 publications

    12 citations

  5. University of Padua

    Padua, Italy

    1 h-index

    1 publications

    12 citations

  6. Emory University

    Atlanta, United States

    1 h-index

    1 publications

    12 citations

  7. The University of Texas Health Science Center at Houston

    Houston, United States

    1 h-index

    2 publications

    84 citations

  8. Case Comprehensive Cancer Center

    Cleveland, United States

    1 h-index

    7 publications

    266 citations

1–8 of 23

Venues

  1. BMC Bioinformatics

    2 publications · 54 citations

    2

    h-index

  2. Expert Systems with Applications

    1 publications · 43 citations

    1

    h-index

  3. 1

    h-index

  4. European Journal of Cancer

    1 publications · 12 citations

    1

    h-index

  5. PeerJ Computer Science

    1 publications · 12 citations

    1

    h-index

1–5