Concepedia

Missing Data Evaluation

Missing Data Evaluation is a methodological framework within proteomic quality control that systematically assesses the extent, patterns, and potential biases of absent or undetected protein abundance measurements in mass spectrometry-based datasets to ensure data integrity and analytical validity.

69

Publications

6.3K

Citations

380

Authors

177

Institutions

Publications per year

2017–2026

42

Parents

Publications

69

pcaMethods—a bioconductor package providing PCA methods for incomplete data

Wolfram Stacklies, Henning Redestig, Matthias Scholz et al. · Bioinformatics · 2007 · 1.2K citations · Full text

, , +17

Missing Value Imputation Approach for Mass Spectrometry-based Metabolomics Data

Runmin Wei, Jingye Wang, Mingming Su et al. · Scientific Reports · 2018 · 663 citations · Full text

, , +15

Detecting significant changes in protein abundance

Kai Kammers, Robert N. Cole, Calvin Tiengwe et al. · EuPA Open Proteomics · 2015 · 332 citations · Full text

, , +17

Random forest-based imputation outperforms other methods for imputing LC-MS metabolomics data: a comparative study

Marietta Kokla, Jyrki K. Virtanen, Marjukka Kolehmainen et al. · BMC Bioinformatics · 2019 · 249 citations · Full text

, , +15

Multibatch TMT Reveals False Positives, Batch Effects and Missing Values

Alejandro J. Brenes, Jens Hukelmann, Dalila Bensaddek et al. · Molecular & Cellular Proteomics · 2019 · 227 citations · Full text

, , +17

1–5 of 69

Authors

380

  1. SJ
    Sarah J. Parker

    Cedars-Sinai Medical Center, United States

    3 publications · 78 citations

    3

    h-index

  2. JQ
    Jun Qu

    University at Buffalo, State University of New York, United States

    3 publications · 303 citations

    3

    h-index

  3. BW
    Bobbie‐Jo Webb‐Robertson

    Pacific Northwest National Laboratory, United States

    3 publications · 214 citations

    3

    h-index

  4. KM
    Katrina M. Waters

    Pacific Northwest National Laboratory, United States

    3 publications · 214 citations

    3

    h-index

  5. TC
    Tianlu Chen

    Shanghai Jiao Tong University, China

    2 publications · 756 citations

    2

    h-index

1–5 of 380

Institutions

177

  1. University at Buffalo, State University of New York

    Buffalo, United States

    4 h-index

    13 publications

    1.4K citations

  2. University of Hawaiʻi at Mānoa

    Honolulu, United States

    3 h-index

    10 publications

    3.7K citations

  3. University of California, Davis

    Davis, United States

    3 h-index

    6 publications

    185 citations

  4. Pacific Northwest National Laboratory

    Richland, United States

    3 h-index

    26 publications

    1.9K citations

  5. Cedars-Sinai Medical Center

    Los Angeles, United States

    3 h-index

    17 publications

    341 citations

  6. Ludwig-Maximilians-Universität München

    Munich, Germany

    3 h-index

    3 publications

    267 citations

  7. University of Hawaii System

    Honolulu, United States

    3 h-index

    14 publications

    3.8K citations

  8. Johns Hopkins University

    Baltimore, United States

    2 h-index

    8 publications

    1.4K citations

1–8 of 177

Venues

  1. Journal of Proteome Research

    JPR · 10 publications · 618 citations

    10

    h-index

  2. Bioinformatics

    6 publications · 1.5K citations

    6

    h-index

  3. bioRxiv (Cold Spring Harbor Laboratory)

    Repository · 5 publications · 271 citations

    5

    h-index

  4. Scientific Reports

    4 publications · 903 citations

    4

    h-index

  5. Analytical Chemistry

    4 publications · 171 citations

    4

    h-index

1–5