Experiments

Searchable full-text extractions: founding hypothesis, core claims, experimental setups, key results and statistics — pulled out of each paper as structure. Search a cell line, an assay or an entity (e.g. HUH7) and find every paper that worked with it. This corpus stands on its own: most entries carry no reproduction assessment (yet).

• AMR-GNN: a multi-representation graph neural network framework to enable genomic antimicrobial resistance prediction.

  PMID 41792137 · PMC13087051 · Nature communications · 2026 · 7 claims · 8 setups

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  AMR-GNN, a graph neural network integrating multiple genomic representations (unitigs, SNPs, FCGR) via low-rank multimodal fusion, improves AMR phenotype prediction in P. aeruginosa compared to single-representation baseline models.

  pseudomonas aeruginosa escherichia coli whole-genome elastic convolutional

• Reconstructing the genomic architecture of mammalian ancestors using multispecies comparative maps.

  PMID 15601531 · PMC3525001 · Human genomics · 2003 · 8 claims · 4 setups

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  The MGR algorithm applied to human, mouse, cat and cattle comparative maps can impute an ancestral mammalian genome composed of conserved segments.

  cat mammalian genome grimm-synteny comparative

• Variant-resolved prediction of context-specific isoform variation with a graph-based attention model.

  PMID 41547351 · PMC13069856 · Cell genomics · 2026 · 8 claims · 8 setups

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  Otari, an attention-based graph neural network trained on long-read transcriptomes across 30 tissues/brain regions, predicts tissue-specific differential isoform abundance

  tissues genomic gtex hgmd long-read variant splice

• LMAS: evaluating metagenomic short de novo assembly methods through defined communities.

  PMID 36576131 · PMC9795473 · GigaScience · 2022 · 8 claims · 5 setups

  Has reproduction · 86

  LMAS (Last Metagenomic Assembler Standing) is a flexible, Nextflow-based, Docker-containerized automated workflow for benchmarking de novo metagenomic assemblers against defined mock communities, producing an interactive HTML report.

  zymobiomics assembled assembler-generated novo reference-based contig

• Integrating alternative splicing detection into gene prediction.

  PMID 15705189 · PMC550657 · BMC bioinformatics · 2005 · 8 claims · 4 setups

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  An integrative intrinsic/extrinsic method was implemented in the gene finder EuGÈNE (as EuGÈNE-M) to detect AS evidence from aligned transcripts and generate alternative optimal gene predictions consistent with each detected AS event.

  arabidopsis araset thaliana transcript-to-genome initio comparative

• A comprehensive modular map of molecular interactions in RB/E2F pathway.

  PMID 18319725 · PMC2290939 · Molecular systems biology · 2008 · 8 claims · 4 setups

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  A comprehensive, curated map of RB/E2F pathway molecular interactions was built using SBGN notation in CellDesigner and converted to BioPAX 2.0 format

  bladder computational curated literature transcriptome gene network

• Geometry-aware graph attention networks to explain single-cell chromatin states and gene expression with SEAGALL.

  PMID 42026624 · PMC13238118 · Genome biology · 2026 · 8 claims · 6 setups

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  SEAGALL combines a geometry-regularised autoencoder (GRAE) to embed cells and build a cell-cell graph with a graph attention network (GAT) classifier and GNNExplainer-based XAI to identify features driving cell type/phenotype.

  count same scchip-seq ten count latent classification

• Identifying and classifying trait linked polymorphisms in non-reference species by walking coloured de bruijn graphs.

  PMID 23536903 · PMC3607606 · PloS one · 2013 · 8 claims · 9 setups

  Has reproduction · 45

  Bubbleparse detects sequence variants directly from NGS reads without a reference genome, using the coloured de Bruijn graph implementation of Cortex plus a new depth-first bubble-finding module.

  arabidopsis bubbleparse escherichia col-0 reference-free alignment-based sequence

• A survey of integral alpha-helical membrane proteins.

  PMID 19760129 · PMC2780624 · Journal of structural and functional genomics · 2009 · 8 claims · 8 setups

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  An automated annotation pipeline defines the integral membrane genome and family associations for 21,379 proteins from 34 genomes, most belonging to 598 Pfam-derived membrane protein families.

  pfam-a organisms 34-genome integral transmembrane comparative sequence

• An analysis of human microRNA and disease associations.

  PMID 18923704 · PMC2559869 · PloS one · 2008 · 8 claims · 8 setups

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  MicroRNAs tend to show similar dysfunctional evidence (both up- or both down-regulated) for diseases within the same disease cluster, and different dysfunctional evidence between different disease clusters.

  literature-derived diseases mirnas mirna literature bipartite mirna

• Trans-natural antisense transcripts including noncoding RNAs in 10 species: implications for expression regulation.

  PMID 18653530 · PMC2528163 · Nucleic acids research · 2008 · 8 claims · 7 setups

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  A new computational pipeline identifies trans-SAs using ESTs (not just mRNAs) across 10 animal species, improving coverage over prior methods

  est unannotated trans-sa tus computational coding hybridization

• The Integrated Genome Browser: free software for distribution and exploration of genome-scale datasets.

  PMID 19654113 · PMC2759552 · Bioinformatics (Oxford, England) · 2009 · 7 claims · 2 setups

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  IGB is an open-source, Java-based desktop genome browser supporting real-time zooming/panning, moveable tiered feature layout, incremental or genome-scale data loading, and dynamic genome graphs

  arabidopsis pyrosequencing expression

• A novel deep learning-driven framework for improving lncRNA comprehensive annotation with LncADeep 2.0.

  PMID 41923359 · PMC13090826 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 8 setups

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  LncADeep 2.0 outperforms LncADeep and other existing tools for lncRNA identification on both GENCODE annotated transcripts and independent RNA-seq data

  lncrna hypertrophic gencode lncrna-protein-mirna mlp-based independent ablation

• A chromosome-level reference genome and pangenome for barn swallow population genomics.

  PMID 36662619 · PMC10044405 · Cell reports · 2023 · 8 claims · 8 setups

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  A chromosome-level, karyotype-validated reference genome (bHirRus1) was assembled using the VGP pipeline combining PacBio CLR, 10x Linked-Reads, Bionano optical maps, and Hi-C data

  single barn bhirrus1 rustica genome cytogenetic reference-free