Concepedia

Multi-omics Predictive Modeling

Multi-Omics Predictive Modeling is a computational framework that integrates diverse omics data types to construct predictive models for phenotypic or clinical outcomes, distinguished from other modeling approaches by its explicit incorporation of multi-layered biological data to enhance prediction accuracy and biological interpretability.

148

Publications

10.2K

Citations

1K

Authors

507

Institutions

Publications per year

2017–2026

135

Parents

Publications

148

Deep Learning–Based Multi-Omics Integration Robustly Predicts Survival in Liver Cancer

Kumardeep Chaudhary, Olivier Poirion, Liangqun Lu et al. · Clinical Cancer Research · 2017 · 1.1K 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

MOLI: multi-omics late integration with deep neural networks for drug response prediction

Hossein Sharifi-Noghabi, Olga Zolotareva, Colin C. Collins et al. · Bioinformatics · 2019 · 407 citations · Full text

, , +17

DeepProg: an ensemble of deep-learning and machine-learning models for prognosis prediction using multi-omics data

Olivier Poirion, Zheng Jing, Kumardeep Chaudhary et al. · Genome Medicine · 2021 · 283 citations · Full text

, , +17

1–5 of 148

Authors

1K

  1. KC
    Kumardeep Chaudhary

    Institute of Microbial Technology, India

    4 publications · 1.5K citations

    4

    h-index

  2. OP
    Olivier Poirion

    University of California San Diego, United States

    4 publications · 1.5K citations

    4

    h-index

  3. RV
    Robert Vermeiren

    Leiden University Medical Center, Netherlands

    2 publications · 44 citations

    2

    h-index

  4. XL
    Xiusi Li

    Barking, Havering And Redbridge University Hospitals NHS Trust, United Kingdom

    2 publications · 52 citations

    2

    h-index

  5. HL
    Hyunju Lee

    Gwangju Institute of Science and Technology, South Korea

    2 publications · 56 citations

    2

    h-index

1–5 of 1K

Institutions

507

  1. Centre National de la Recherche Scientifique

    Paris, France

    6 h-index

    18 publications

    728 citations

  2. Inserm

    Paris, France

    5 h-index

    13 publications

    922 citations

  3. Harvard University

    Cambridge, United States

    5 h-index

    11 publications

    1.2K citations

  4. Broad Institute

    Cambridge, United States

    4 h-index

    6 publications

    396 citations

  5. University of Oslo

    Oslo, Norway

    4 h-index

    7 publications

    322 citations

  6. University of Cambridge

    Cambridge, United Kingdom

    4 h-index

    23 publications

    9.3K citations

  7. University of Michigan

    Ann Arbor, United States

    4 h-index

    6 publications

    741 citations

  8. Imperial College London

    London, United Kingdom

    4 h-index

    16 publications

    837 citations

1–8 of 507

Venues

  1. Briefings in Bioinformatics

    8 publications · 413 citations

    8

    h-index

  2. Bioinformatics

    7 publications · 1.7K citations

    7

    h-index

  3. Scientific Reports

    6 publications · 178 citations

    6

    h-index

  4. Computers in Biology and Medicine

    5 publications · 341 citations

    5

    h-index

  5. Nature Communications

    4 publications · 428 citations

    4

    h-index

1–5