Methods

Saturday, November 23, 2024

Journal Date Title Code Data Citation
BioAge
Nature Medicine 2023 BioAge: predicting human chronological age from multi-organ transcriptomes MATLAB UK Biobank ADNI citation
Nature Neuroscience 2019 Common brain disorders are associated with heritable patterns of apparent aging of the brain R Github citation
Boolean network
Bioinformatics 2010 BoolNet—an R package for generation, reconstruction and analysis of Boolean networks R
Cell-cell communication
Nature Communications 2022 Knowledge-graph-based cell-cell communication inference for spatially resolved transcriptomic data with SpaTalk R Website citation
Celltype Enrichment
Frontiers in Neuroscience 2016 Identification of Vulnerable Cell Types in Major Brain Disorders Using Single Cell Transcriptomes and Expression Weighted Cell Type Enrichment R citation
Data integration
Nature Communications 2022 Elucidating tumor heterogeneity from spatially resolved transcriptomics data by multi-view graph collaborative learning Python GEO citation
Genome Biology 2022 Evaluation of cell-cell interaction methods by integrating single-cell RNA sequencing data with spatial information R Python Website citation
Differential expression
Genome Biology 2024 Powerful and accurate detection of temporal gene expression patterns from multi-sample multi-stage single-cell transcriptomics data with TDEseq R Website citation
Enrichment analysis
Nature Communications 2015 Biological interpretation of genome-wide association studies using predicted gene functions Java citation
Nature Communications 2022 Multi-modal quantification of pathway activity with MAYA R citation
Computational and Structural Biotechnology Journal 2021 UCell: Robust and scalable single-cell gene signature scoring R citation
Feature selection
BMC Biology 2024 COMSE: analysis of single-cell RNA-seq data using community detection-based feature selection R citation
Gene regulatory network
Bioinformatics 2023 STGRNS: an interpretable transformer-based method for inferring gene regulatory networks from single-cell transcriptomic data Python citation
Medicine
Genome Research 2024 Diffusion-based generation of gene regulatory networks from scRNA-seq data with DigNet Python Zenodo citation

Articles

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