Modeling in systems biology: Causal understanding before prediction?
暂无分享,去创建一个
[1] Ravi Iyengar,et al. The Library of Integrated Network-Based Cellular Signatures NIH Program: System-Level Cataloging of Human Cells Response to Perturbations. , 2017, Cell systems.
[2] David Haussler,et al. Discovering causal pathways linking genomic events to transcriptional states using Tied Diffusion Through Interacting Events (TieDIE) , 2013, Bioinform..
[3] Glyn Bradley,et al. CausalR: extracting mechanistic sense from genome scale data , 2017, Bioinform..
[4] J. Saez-Rodriguez,et al. Why do pathway methods work better than they should? , 2020, FEBS letters.
[5] Chris Sander,et al. Causal interactions from proteomic profiles: Molecular data meet pathway knowledge , 2021, Patterns.
[6] Causal integration of multi‐omics data with prior knowledge to generate mechanistic hypotheses , 2021, Molecular systems biology.
[7] Systematic auditing is essential to debiasing machine learning in biology , 2021, Communications biology.
[8] Pablo Tamayo,et al. Gene set enrichment analysis: A knowledge-based approach for interpreting genome-wide expression profiles , 2005, Proceedings of the National Academy of Sciences of the United States of America.
[9] Cell-to-cell and type-to-type heterogeneity of signaling networks: Insights from the crowd , 2021 .