Concepedia

Unsupervised Deconvolution

Unsupervised Deconvolution is a computational approach within cell-type deconvolution that infers cell-type composition and signatures directly from bulk tissue expression data without relying on pre-defined reference profiles or labeled training data.

27

Publications

1.5K

Citations

327

Authors

117

Institutions

Publications per year

2017–2026

21

Parents

Publications

27

MRI-localized biopsies reveal subtype-specific differences in molecular and cellular composition at the margins of glioblastoma

Brian Gill, David J. Pisapia, Hani Malone et al. · Proceedings of the National Academy of Sciences · 2014 · 305 citations · Full text

, , +17

Remote Sensing Scene Classification by Unsupervised Representation Learning

Xiaoqiang Lu, Xiangtao Zheng, Yuan Yuan · IEEE Transactions on Geoscience and Remote Sensing · 2017 · 285 citations · Full text

, , +17

Radiogenomic signatures reveal multiscale intratumour heterogeneity associated with biological functions and survival in breast cancer

Ming Fan, Pingping Xia, Robert Clarke et al. · Nature Communications · 2020 · 123 citations · Full text

, , +17

Single-cell transcriptomics identifies gene expression networks driving differentiation and tumorigenesis in the human fallopian tube

Huy Q. Dinh, Xianzhi Lin, Forough Abbasi et al. · Cell Reports · 2021 · 115 citations · Full text

, , +17

Robust blind spectral unmixing for fluorescence microscopy using unsupervised learning

Tristan D. McRae, David Oleksyn, Jim Miller et al. · PLoS ONE · 2019 · 77 citations · Full text

, , +17

1–5 of 27

Authors

327

  1. RC
    Robert Clarke

    Georgetown University, United States

    4 publications · 232 citations

    4

    h-index

  2. LC
    Lulu Chen

    Huazhong University of Science and Technology, China

    3 publications · 109 citations

    3

    h-index

  3. YW
    Yue Wang

    Virginia Tech, United States

    3 publications · 172 citations

    3

    h-index

  4. NW
    Niya Wang

    Hunan University, China

    2 publications · 95 citations

    2

    h-index

  5. DM
    David M. Herrington

    Wake Forest University, United States

    2 publications · 49 citations

    2

    h-index

1–5 of 327

Institutions

117

  1. Virginia Tech

    Blacksburg, United States

    4 h-index

    17 publications

    824 citations

  2. University of Copenhagen

    Copenhagen, Denmark

    3 h-index

    11 publications

    260 citations

  3. Wake Forest University

    Winston-Salem, United States

    2 h-index

    2 publications

    49 citations

  4. Centre National de la Recherche Scientifique

    Paris, France

    2 h-index

    3 publications

    58 citations

  5. University of Minnesota

    Minneapolis, United States

    2 h-index

    2 publications

    137 citations

  6. University of California, Los Angeles

    Los Angeles, United States

    2 h-index

    20 publications

    1.5K citations

  7. Cedars-Sinai Medical Center

    Los Angeles, United States

    2 h-index

    17 publications

    1.9K citations

  8. Hormel (United States)

    Austin, United States

    2 h-index

    2 publications

    137 citations

1–8 of 117

Venues

  1. Bioinformatics

    3 publications · 109 citations

    3

    h-index

  2. Proceedings of the National Academy of Sciences

    PNAS · 2 publications · 379 citations

    2

    h-index

  3. BMC Bioinformatics

    2 publications · 55 citations

    2

    h-index

  4. Pharmacological Research

    1 publications · 19 citations

    1

    h-index

  5. Origins of Life and Evolution of Biospheres

    1 publications · 29 citations

    1

    h-index

1–5