GitHub - wonder-ai/O-GlcNAcylation_Project
Contribute to wonder-ai/O-GlcNAcylation_Project development by creating an account on GitHub.
π» Code and processed datasets are openly available at https://github.com/wonder-ai/O-GlcNAcylation_Project, enabling scalable transcriptomics-based inference of regulatory dysregulation across cohorts.
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Classification achieved AUROC 0.71β0.75 and generalized to GEO datasets (average AUROC 0.80) without retraining.
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This study introduces a nonparametric KDE framework to infer O-GlcNAcylation dysregulation from joint OGT/OGA expression. In TCGA across six cancers, tumor samples showed lower regulation scores (0.25β0.30 vs. 0.49β0.51 in healthy).
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π§ͺ Now published in Bioinformatics Advances: "A kernel density estimation-based approach for quantifying O-GlcNAcylation dysregulation in cancer from gene expression data"Β
Explore the full study: https://doi.org/10.1093/bioadv/vbag045
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rMAP 2.0 β ESKAPEE Reports
Interactive HTML outputs for QC, Assembly, Annotation, Variant Calling, MLST, Pangenome, Phylogenetic Trees, AMR, Plasmids, Virulence, and BLAST results.
π» rMAP 2.0 is freely available at https://github.com/gmboowa/rMAP-2.0, with example example workflow reports at
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In a 20-genome benchmark, it completed analysis in ~4.5 h on an 8-core, 16 GB laptop and identified a misannotated SRA record.
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rMAP 2.0 enables reproducible, offline-capable genomic surveillance of ESKAPEE pathogens across local, HPC, and cloud environments. Using containerized WDL tasks, it standardizes assembly, ARG detection, MLST, pangenome inference, and phylogeny into a single consolidated HTML report.
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π¦ Just out in Bioinformatics Advances: "rMAP 2.0: A modular, reproducible and scalable WDL-Cromwell-Docker workflow for genomic analysis of ESKAPEE pathogens"Β
Read the full paper here: https://doi.org/10.1093/bioadv/vbag046
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It integrates differential expression, target retrieval from miRTarBase and mirDIP, partial Spearman correlation or Boschlooβs test, and pathway enrichment to identify anti-correlated miRNAβtarget circuits. Across 500 simulations, partial Spearman achieved the highest AUPRC (0.963).
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MIRit is an open-source R/Bioconductor framework for reconstructing disease-specific miRNAβmRNA regulatory networks from paired or unpaired transcriptomic data.
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𧬠Now published in Bioinformatics Advances: "MIRit: An integrative R framework for the identification of impaired miRNAβmRNA regulatory networks in complex diseases"Β
Full article available: https://doi.org/10.1093/bioadv/vbag042
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Optimized for regression-based motif enrichment, it improved recovery of DE TFs across paired RNA-seq/ATAC-seq datasets, with best performance at {t=0.8, m=3, r=1}.
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AmalgaMo is a command-line tool for merging highly similar DNA/RNA motifs using shared information-weighted cosine similarity and iterative PPM averaging.
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𧬠Explore the latest from Bioinformatics Advances: "AmalgaMo: flexible DNA motif merging"Β
Read the full paper here: https://doi.org/10.1093/bioadv/vbag043
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π Swiss-Prot, UniProt, PROSITE, ENZYME, ExPASy, neXtProt, and Cellosaurus remain central infrastructure for protein annotation, domain classification, enzyme nomenclature, and cell line validation, supporting reproducible research and large-scale computational analyses worldwide.
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His manual curation standards shaped global protein annotation and biocuration practice.
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This feature reflects on Amos Bairochβs foundational role in protein bioinformatics. He created Swiss-Prot in 1986 with ~4000 curated entriesβlater co-founding UniProtβand developed PROSITE, ENZYME, ExPASy, neXtProt, and Cellosaurus.
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From Editor-in-Chief @alexbateman1.bsky.social : βAmos Bairoch (1957β2025): Pioneer of bioinformatics and founder of Swiss-Prot"Β Β
Read the full article at https://doi.org/10.1093/bioadv/vbag009
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GitHub - Li-Zhang28/BCGLMs
Contribute to Li-Zhang28/BCGLMs development by creating an account on GitHub.
π» BCGLMs is freely available at https://github.com/Li-Zhang28/BCGLMs. Built on brms and Stan, it provides bcglm, bco, bccoxph, and bcglmm for compositional GLMs, ordinal regression, Cox PH models, and mixed models with random effects.
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Simulations demonstrate improved coefficient estimation and lower prediction error compared to penalized alternatives.
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BCGLMs is an R package for Bayesian log-contrast modeling of compositional microbiome data with continuous, binary, ordinal, and survival outcomes. It implements structured regularized horseshoe priors, phylogeny-informed similarity matrices, and HMC/NUTS via brms.
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𧬠Just out in Bioinformatics Advances: "BCGLMs: Bayesian modeling for disease prediction using compositional microbiome features"Β
Read the full paper here: https://doi.org/10.1093/bioadv/vbag041
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πΎ The authors outline actionable priorities including curated genomic databases, problem-driven algorithm development, multi-institutional computational infrastructure, and publicβprivate partnerships to translate bioinformatics advances into crop yield, livestock resilience, and soil health gains.
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It emphasizes data integration, scalable infrastructure, FAIR/CARE standards, and cross-disciplinary training to advance sustainable food security.
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This Perspectives article outlines key challenges for computational biology in digital and precision agriculture, spanning genomics, phenomics, microbiome science, AI/ML, and pathogen surveillance.
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π± Now published in Bioinformatics Advances: "Challenges and opportunities: Computational biology and the future of agriculture"Β
Explore the full study: https://doi.org/10.1093/bioadv/vbag003
Authors include: @noahfahlgren.bsky.social
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Examples and applications using GRG β GRGL documentation
π» GrgPhenoSim is freely available at https://github.com/aprilweilab/grg_pheno_sim, with documentation and examples at
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It leverages GRG dot-product traversal to simulate continuous and binary traits and achieves major speedups, up to 162x faster than tstrait at 500,000 individuals and 587x faster with 500,000 causal variants.
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