Concepedia

Batch Effect Robustness

Batch Effect Robustness is a methodological property of a cell-type deconvolution approach that ensures accurate and consistent cell-type proportion estimates across distinct experimental batches by minimizing systematic technical variation while preserving biological signal.

91

Publications

6.3K

Citations

572

Authors

266

Institutions

Publications per year

2017–2026

72

Parents

Publications

91

Deep learning enables accurate clustering with batch effect removal in single-cell RNA-seq analysis

Xiangjie Li, Kui Wang, Yafei Lyu et al. · Nature Communications · 2020 · 433 citations · Full text

, , +17

Methods that remove batch effects while retaining group differences may lead to exaggerated confidence in downstream analyses

Vegard Nygaard, Einar Andreas Rødland, Eivind Hovig · Biostatistics · 2015 · 417 citations · Full text

, , +8

Effects of Atmospheric Ozone on Microarray Data Quality

Thomas L. Fare, Ernest M. Coffey, Hongyue Dai et al. · Analytical Chemistry · 2003 · 236 citations

, , +13

An evaluation of analysis pipelines for DNA methylation profiling using the Illumina HumanMethylation450 BeadChip platform

Francesco Marabita, Malin Almgren, Maléne E. Lindholm et al. · Epigenetics · 2013 · 231 citations · Full text

, , +15

BANKSY unifies cell typing and tissue domain segmentation for scalable spatial omics data analysis

Vipul Singhal, Nigel Chou, Joseph Lee et al. · Nature Genetics · 2024 · 224 citations · Full text

, , +16

1–5 of 91

Authors

572

  1. XL
    Xiangjie Li

    Northwestern Polytechnical University, China

    4 publications · 602 citations

    4

    h-index

  2. WW
    Wilson Wen Bin Goh

    Nanyang Technological University, Singapore

    3 publications · 257 citations

    3

    h-index

  3. GH
    Gang Hu

    Nankai University, China

    3 publications · 520 citations

    3

    h-index

  4. ML
    Mingyao Li

    University of Pennsylvania, United States

    3 publications · 520 citations

    3

    h-index

  5. KL
    Kim‐Anh Lê Cao

    The University of Queensland, Australia

    3 publications · 285 citations

    3

    h-index

1–5 of 572

Institutions

266

  1. Imperial College London

    London, United Kingdom

    4 h-index

    12 publications

    1K citations

  2. Emory University

    Atlanta, United States

    4 h-index

    9 publications

    447 citations

  3. National University of Singapore

    Singapore, Singapore

    4 h-index

    7 publications

    939 citations

  4. SIB Swiss Institute of Bioinformatics

    Lausanne, Switzerland

    4 h-index

    15 publications

    911 citations

  5. King Abdullah University of Science and Technology

    Jeddah, Saudi Arabia

    3 h-index

    10 publications

    668 citations

  6. Centre National de la Recherche Scientifique

    Paris, France

    3 h-index

    3 publications

    230 citations

  7. Fudan University

    Shanghai, China

    3 h-index

    17 publications

    1.4K citations

  8. University of Pennsylvania

    Philadelphia, United States

    3 h-index

    19 publications

    3.5K citations

1–8 of 266

Venues

  1. bioRxiv (Cold Spring Harbor Laboratory)

    Repository · 8 publications · 152 citations

    8

    h-index

  2. Nature Communications

    7 publications · 745 citations

    7

    h-index

  3. Briefings in Bioinformatics

    6 publications · 323 citations

    6

    h-index

  4. Bioinformatics

    6 publications · 434 citations

    6

    h-index

  5. PLoS ONE

    6 publications · 245 citations

    6

    h-index

1–5