Concepedia

Multi-omics Data Preprocessing

Multi-Omics Data Preprocessing is a computational and analytical procedure that comprises the systematic normalization, quality control, batch effect correction, and feature alignment of heterogeneous biological datasets derived from multiple omics layers to enable their integrative analysis.

297

Publications

30.1K

Citations

2.6K

Authors

840

Institutions

Publications per year

2017–2026

241

Variants

Multi-omics Data NormalizationPreprocessing For Multi-omics Data

Parents

Children

Publications

297

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

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IOBR: Multi-Omics Immuno-Oncology Biological Research to Decode Tumor Microenvironment and Signatures

Dongqiang Zeng, Zilan Ye, Rongfang Shen et al. · Frontiers in Immunology · 2021 · 1.3K 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

scGPT: toward building a foundation model for single-cell multi-omics using generative AI

Haotian Cui, Hassaan Maan, Kuan Pang et al. · Nature Methods · 2024 · 1K citations

, , +14

Community-led, integrated, reproducible multi-omics with anvi’o

A. Murat Eren, Evan Kiefl, Alon Shaiber et al. · Nature Microbiology · 2020 · 983 citations · Full text

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1–5 of 297

Authors

2.6K

  1. AC
    Ana Conesa

    Centro de Investigacion Principe Felipe, Spain

    7 publications · 608 citations

    7

    h-index

  2. KL
    Kim‐Anh Lê Cao

    The University of Queensland, Australia

    6 publications · 6.4K citations

    6

    h-index

  3. FG
    Feng Gao

    Tianjin University, China

    5 publications · 1.3K citations

    4

    h-index

  4. YB
    Yīmíng Bào

    Beijing Institute of Genomics, China

    9 publications · 2.3K citations

    4

    h-index

  5. QL
    Qi Long

    Emory University, United States

    4 publications · 102 citations

    4

    h-index

1–5 of 2.6K

Institutions

840

  1. Harvard University

    Cambridge, United States

    10 h-index

    17 publications

    1.2K citations

  2. Icahn School of Medicine at Mount Sinai

    New York, United States

    9 h-index

    71 publications

    8.7K citations

  3. University of California San Diego

    San Diego, United States

    8 h-index

    20 publications

    2K citations

  4. Tsinghua University

    Beijing, China

    8 h-index

    23 publications

    1.9K citations

  5. University of Pennsylvania

    Philadelphia, United States

    7 h-index

    25 publications

    775 citations

  6. Pacific Northwest National Laboratory

    Richland, United States

    7 h-index

    59 publications

    4.7K citations

  7. Huazhong Agricultural University

    Wuhan, China

    7 h-index

    67 publications

    7K citations

  8. Heidelberg University

    Heidelberg, Germany

    6 h-index

    13 publications

    2.1K citations

1–8 of 840

Venues

  1. Bioinformatics

    19 publications · 2.6K citations

    17

    h-index

  2. Briefings in Bioinformatics

    15 publications · 819 citations

    14

    h-index

  3. bioRxiv (Cold Spring Harbor Laboratory)

    Repository · 12 publications · 667 citations

    11

    h-index

  4. BMC Bioinformatics

    11 publications · 985 citations

    11

    h-index

  5. Nucleic Acids Research

    9 publications · 1.4K citations

    9

    h-index

1–5