Concepedia

Surrogate Variable Models

Surrogate Variable Models is a statistical modeling framework within Bayesian measurement error models that uses auxiliary variables as proxies for unobserved true predictors, distinguishing itself by enabling valid inference in the presence of measurement error through explicit modeling of the relationship between observed surrogates and latent variables.

67

Publications

9.7K

Citations

253

Authors

131

Institutions

Publications per year

2017–2026

20

Variants

Surrogate Variable Model

Parents

Publications

67

Capturing Heterogeneity in Gene Expression Studies by Surrogate Variable Analysis

Jeffrey T. Leek, John D. Storey · PLoS Genetics · 2007 · 2.2K citations · Full text

, , +9

Surrogate endpoints in clinical trials: Definition and operational criteria

Ross L. Prentice · Statistics in Medicine · 1989 · 2K citations

, , +14

svaseq: removing batch effects and other unwanted noise from sequencing data

Jeffrey T. Leek · Nucleic Acids Research · 2014 · 587 citations · Full text

, , +12

Using control genes to correct for unwanted variation in microarray data

Johann A. Gagnon-Bartsch, Terence P. Speed · Biostatistics · 2011 · 514 citations · Full text

, , +15

LFMM 2: Fast and Accurate Inference of Gene-Environment Associations in Genome-Wide Studies

Kévin Caye, Basile Jumentier, Johanna Lepeule et al. · Molecular Biology and Evolution · 2019 · 434 citations · Full text

, , +16

1–5 of 67

Authors

253

  1. JT
    Jeffrey T. Leek

    Johns Hopkins University, United States

    7 publications · 3.2K citations

    7

    h-index

  2. JB
    John B. McKinlay

    New England Research Institutes, United States

    2 publications · 144 citations

    2

    h-index

  3. MR
    Michael R. Elliott

    University of Michigan, United States

    2 publications · 110 citations

    2

    h-index

  4. JD
    John D. Storey

    Princeton University, United States

    2 publications · 2.3K citations

    2

    h-index

  5. HA
    Henry A. Feldman

    Boston Children's Hospital, United States

    2 publications · 144 citations

    2

    h-index

1–5 of 253

Institutions

131

  1. Johns Hopkins University

    Baltimore, United States

    6 h-index

    20 publications

    2.3K citations

  2. University of Michigan

    Ann Arbor, United States

    3 h-index

    7 publications

    369 citations

  3. University of Washington

    Seattle, United States

    3 h-index

    4 publications

    4.7K citations

  4. Harvard University

    Cambridge, United States

    3 h-index

    5 publications

    296 citations

  5. The University of Melbourne

    Melbourne, Australia

    2 h-index

    7 publications

    541 citations

  6. University of Miami

    Coral Gables, United States

    2 h-index

    2 publications

    121 citations

  7. University of Florida

    Gainesville, United States

    2 h-index

    2 publications

    67 citations

  8. Cancer Research And Biostatistics

    Seattle, United States

    2 h-index

    2 publications

    115 citations

1–8 of 131

Venues

  1. Statistics in Medicine

    3 publications · 2.1K citations

    3

    h-index

  2. Bioinformatics

    3 publications · 544 citations

    3

    h-index

  3. PLoS ONE

    3 publications · 143 citations

    3

    h-index

  4. Biostatistics

    2 publications · 545 citations

    2

    h-index

  5. Journal of Clinical Epidemiology

    2 publications · 144 citations

    2

    h-index

1–5