Concepedia

Causal Network Reconstruction

Causal Network Reconstruction is a computational method that infers directed networks of causal relationships among variables from multi-omics data, distinguishing itself from associative or correlative network inference by explicitly modeling cause-effect dependencies grounded in causal principles.

77

Publications

5.1K

Citations

314

Authors

188

Institutions

Publications per year

2017–2026

38

Parents

Publications

77

An Algorithm for Fast Recovery of Sparse Causal Graphs

Peter Spirtes, Clark Glymour · Social Science Computer Review · 1991 · 946 citations

, , +16

Advances to Bayesian network inference for generating causal networks from observational biological data

Jing Yu, V. Anne Smith, Paul P. Wang et al. · Bioinformatics · 2004 · 680 citations · Full text

, , +15

Causal network reconstruction from time series: From theoretical assumptions to practical estimation

Jakob Runge · Chaos An Interdisciplinary Journal of Nonlinear Science · 2018 · 431 citations · Full text

, , +15

Identifying causal gateways and mediators in complex spatio-temporal systems

Jakob Runge, Vladimir Petoukhov, Jonathan F. Donges et al. · Nature Communications · 2015 · 345 citations · Full text

, , +16

Stitching together Multiple Data Dimensions Reveals Interacting Metabolomic and Transcriptomic Networks That Modulate Cell Regulation

Jun Zhu, Pavel Sova, Qiuwei Xu et al. · PLoS Biology · 2012 · 211 citations · Full text

, , +15

1–5 of 77

Authors

314

  1. JR
    Jakob Runge

    Deutsches Zentrum für Luft- und Raumfahrt e. V. (DLR), Germany

    3 publications · 843 citations

    3

    h-index

  2. EC
    Elias Chaibub Neto

    Sage Bionetworks, United States

    2 publications · 156 citations

    2

    h-index

  3. NS
    Nadir Sella

    Institut Curie, France

    2 publications · 72 citations

    2

    h-index

  4. JT
    Jesper Tegnér

    Karolinska Institutet, Sweden

    2 publications · 93 citations

    2

    h-index

  5. BS
    Brian S. Yandell

    University of Wisconsin–Madison, United States

    2 publications · 156 citations

    2

    h-index

1–5 of 314

Institutions

188

  1. University of Washington

    Seattle, United States

    4 h-index

    15 publications

    931 citations

  2. Centre National de la Recherche Scientifique

    Paris, France

    3 h-index

    17 publications

    921 citations

  3. Fudan University

    Shanghai, China

    3 h-index

    5 publications

    102 citations

  4. Sorbonne Université

    Paris, France

    3 h-index

    15 publications

    570 citations

  5. Karolinska Institutet

    Stockholm, Sweden

    3 h-index

    14 publications

    452 citations

  6. Shanghai Jiao Tong University

    Shanghai, China

    3 h-index

    11 publications

    420 citations

  7. University of Oxford

    Oxford, United Kingdom

    2 h-index

    2 publications

    93 citations

  8. Duke University

    Durham, United States

    2 h-index

    2 publications

    796 citations

1–8 of 188

Venues

  1. Bioinformatics

    3 publications · 736 citations

    3

    h-index

  2. bioRxiv (Cold Spring Harbor Laboratory)

    Repository · 3 publications · 54 citations

    3

    h-index

  3. 3

    h-index

  4. Scientific Reports

    3 publications · 92 citations

    3

    h-index

  5. Molecular Systems Biology

    2 publications · 241 citations

    2

    h-index

1–5