Concepedia

Multi-omics Prognostic Modeling

Multi-Omics Prognostic Modeling is a computational framework that integrates diverse omics data types to predict clinical outcomes by identifying molecular signatures associated with disease progression or treatment response.

81

Publications

5.6K

Citations

541

Authors

262

Institutions

Publications per year

2017–2026

76

Parents

Publications

81

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

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

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

SALMON: Survival Analysis Learning With Multi-Omics Neural Networks on Breast Cancer

Zhi Huang, Xiaohui Zhan, Shunian Xiang et al. · Frontiers in Genetics · 2019 · 260 citations · Full text

, , +17

Integrating multi-omics data through deep learning for accurate cancer prognosis prediction

Hua Chai, Xiang Zhou, Zhongyue Zhang et al. · Computers in Biology and Medicine · 2021 · 176 citations · Full text

, , +16

1–5 of 81

Authors

541

  1. OP
    Olivier Poirion

    University of California San Diego, United States

    5 publications · 1.5K citations

    5

    h-index

  2. KC
    Kumardeep Chaudhary

    Institute of Microbial Technology, India

    5 publications · 1.5K citations

    5

    h-index

  3. SH
    Sijia Huang

    University of Hawaiʻi at Mānoa, United States

    2 publications · 316 citations

    2

    h-index

  4. LL
    Liangqun Lu

    University of Memphis, United States

    2 publications · 1.2K citations

    2

    h-index

  5. AI
    Ana I. Vázquez

    Michigan State University, United States

    2 publications · 74 citations

    2

    h-index

1–5 of 541

Institutions

262

  1. University of Hawaiʻi at Mānoa

    Honolulu, United States

    5 h-index

    15 publications

    3.8K citations

  2. Cancer Center of Hawaii

    Honolulu, United States

    4 h-index

    12 publications

    5.1K citations

  3. Xiangya Hospital Central South University

    Changsha, China

    4 h-index

    21 publications

    510 citations

  4. Sun Yat-sen University

    Guangzhou, China

    4 h-index

    17 publications

    1.2K citations

  5. Central South University

    Changsha, China

    4 h-index

    21 publications

    510 citations

  6. Yale University

    New Haven, United States

    3 h-index

    5 publications

    307 citations

  7. University of Pennsylvania

    Philadelphia, United States

    3 h-index

    4 publications

    534 citations

  8. University of Michigan

    Ann Arbor, United States

    3 h-index

    5 publications

    712 citations

1–8 of 262

Venues

  1. Scientific Reports

    5 publications · 246 citations

    5

    h-index

  2. Bioinformatics

    5 publications · 180 citations

    5

    h-index

  3. Computers in Biology and Medicine

    5 publications · 307 citations

    4

    h-index

  4. Methods

    3 publications · 118 citations

    3

    h-index

  5. Frontiers in Genetics

    3 publications · 320 citations

    3

    h-index

1–5