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).

• GenomeChronicler: The Personal Genome Project UK Genomic Report Generator Pipeline.

  PMID 33193602 · PMC7541957 · Frontiers in genetics · 2020 · 7 claims · 4 setups

  Has reproduction · 80

  GenomeChronicler is the first pipeline able to run offline or in the cloud to generate personal genomics reports (not limited to disease) from whole genome or whole exome sequencing data.

  wgs na12878 pgp-uk1 genomes ancestry germline genome

• Direct maximum parsimony phylogeny reconstruction from genotype data.

  PMID 18053244 · PMC2222657 · BMC bioinformatics · 2007 · 6 claims · 4 setups

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  The paper presents the first practical method for computing maximum parsimony phylogenies directly from genotype data, using integer linear programming.

  simulated mitochondrial lipoprotein coalescent maximum sliding-window

• Dyneins across eukaryotes: a comparative genomic analysis.

  PMID 17897317 · PMC2239267 · Traffic (Copenhagen, Denmark) · 2007 · 8 claims · 6 setups

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  Phylogenetic inference identified nine DHC families (two cytoplasmic, seven axonemal) and six IC families (one cytoplasmic)

  predicted dhc non-redundant arabidopsis hmm-based bayesian tblastn

• Network inference and network response identification: moving genome-scale data to the next level of biological discovery.

  PMID 20174676 · PMC3087299 · Molecular bioSystems · 2010 · 8 claims · 8 setups

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  Cellular response to a signal is assumed to involve only specific TRN modules (conditionally active subnetworks) rather than the entire network, providing quantitative tractability

  yeast specified normal coli chip-on-chip chip-sequencing correlation-based

• Multi-omics feature engineering driven by biomedical foundation models improves drug response prediction for inflammatory bowel disease patients.

  PMID 41844950 · PMC13129071 · Scientific reports · 2026 · 8 claims · 7 setups

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  FM (MAMMAL)-derived drug-target binding affinity (BA) inference can be used to rank/select biologically relevant protein targets and their associated genes/SNPs for a drug of interest without knowledge of protein structure or active sites

  reference top surgical snp-mutated inference gene genomic

• A network-based model of Aspergillus fumigatus elucidates regulators of development and defensive natural products of an opportunistic pathogen.

  PMID 41505094 · PMC12781895 · Nucleic acids research · 2026 · 7 claims · 6 setups

  Has reproduction · 78

  MERLIN-P-TFA network inference on 18 curated public RNA-seq datasets produced a genome-wide GRN resource for A. fumigatus called GRAsp.

  aspergillus fumigatus bulk computational chip-seq-based

• Deep learning from phylogenies to uncover the epidemiological dynamics of outbreaks.

  PMID 35794110 · PMC9258765 · Nature communications · 2022 · 8 claims · 5 setups

  Has reproduction · 94

  Deep learning (FFNN-SS and CNN-CBLV) enables accurate and fast likelihood-free estimation of epidemiological parameters and model selection from phylogenies

  simulated same hiv-1 simulation-based bayesian maximum-likelihood

• Tracing human genetic histories and natural selection with precise local ancestry inference.

  PMID 40379651 · PMC12084304 · Nature communications · 2025 · 7 claims · 7 setups

  Has reproduction · 76

  Orchestra, a two-stage LAI method combining a recombination-distance base layer with a deep learning (convolutional + attention) smoothing module, outperforms RFmix, FLARE and Gnomix in precision and recall across simulated admixture generations.

  1kgp-16pops independent simulated 1kgp simulated population-level local

• Computation of haplotypes on SNPs subsets: advantage of the "global method".

  PMID 17067372 · PMC1636337 · BMC genetics · 2006 · 6 claims · 4 setups

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  The global method for subhaplotyping always yields a lower error rate than the direct method across datasets and SNP subset sizes

  gh1 apoe coalescent-model-simulated griv computational genetic

• TreeFam: a curated database of phylogenetic trees of animal gene families.

  PMID 16381935 · PMC1347480 · Nucleic acids research · 2006 · 7 claims · 6 setups

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  Tree-based inference of orthologs and paralogs is more robust than BLAST-based methods because evolutionary rates (and thus pairwise BLAST scores) vary across gene family members

  sequences animal treefam-b lamin phylogenetic homology sequence

• Proceedings of the First International Conference on Phylogenomics. March 15-19, 2006. Quebec, Canada.

  PMID 17288567 · PMC1796603 · BMC evolutionary biology · 2007 · 8 claims · 8 setups

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  Gene tree parsimony applied to EST data with widespread gene duplication can infer an organismal phylogeny in excellent agreement with the expected angiosperm phylogeny.

  angiosperms animal oryza proteobacteria gene site-heterogeneous codon

• A human genome-wide library of local phylogeny predictions for whole-genome inference problems.

  PMID 18710563 · PMC2556685 · BMC genomics · 2008 · 7 claims · 5 setups

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  A genome-wide library of nearly 16 million local maximum parsimony phylogenies was constructed from HapMap CEU and YRI SNP data across all human autosomes

  hapmap 5-snp genome-wide first maximum mutual pearson

• Evaluation of two methods for computational HLA haplotypes inference using a real dataset.

  PMID 18230173 · PMC2268655 · BMC bioinformatics · 2008 · 8 claims · 5 setups

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  PHASE v2.1.1 had the best overall performance in both haplotype construction and frequency calculation compared to Arlequin V3.0

  genotypic unrelated computational direct

• Human synthetic lethal inference as potential anti-cancer target gene detection.

  PMID 20015360 · PMC2804737 · BMC systems biology · 2009 · 7 claims · 8 setups

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  Targeting the synthetic lethal partner of a gene mutated in cancer selectively damages tumor cells while sparing healthy cells, offering a rationale for anti-cancer drug design

  saccharomyces sapiens ihsln genes database phylogenetic gene

• Data driven network inference and longitudinal transcriptomics unveil dynamic regulation in Chronic Lymphocytic Leukaemia models.

  PMID 41540084 · PMC12894745 · NPJ systems biology and applications · 2026 · 8 claims · 8 setups

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  The presence of immune cells in the environment significantly alters CLL cell activation

  autologous monoculture non-adherent pbmc bulk flow deconvolution

• Tensor-cell2cell v2 unravels coordinated dynamics of protein- and metabolite-mediated cell-cell communication.

  PMID 41719185 · PMC12937581 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 4 setups

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  Tensor-cell2cell v2 implements a non-negative coupled tensor component analysis (CTCA) that jointly factorizes protein- and metabolite-mediated communication tensors sharing context, sender, and receiver dimensions while keeping ligand-type-specific (private) dimensions separate.

  cortical paired single-cell protein-mediated metabolite-mediated

• Scalable cell-specific coexpression networks for granular regulatory pattern discovery with NeighbourNet.

  PMID 41786602 · PMC13138013 · Genome research · 2026 · 7 claims · 5 setups

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  NNet uses PCA embedding followed by local KNN regression in PC space to construct cell-specific coexpression networks (CSNs), improving computational efficiency and estimate stability versus pairwise approaches.

  pbmc thp-1 lin small scrna-seq perturb-seq

• GRNFormer: accurate gene regulatory network inference using graph transformer.

  PMID 41883144 · PMC13069479 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 8 setups

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  GRNFormer is a generalizable graph transformer framework for GRN inference from single-cell or bulk transcriptomics data across species, cell types, and platforms without cell-type annotations or prior regulatory information

  hematopoietic embryonic dendritic hepatocytes scrna-seq chip-seq string

• Benchmarking RNA velocity methods across 17 independent studies.

  PMID 41916302 · PMC13106975 · Cell reports methods · 2026 · 8 claims · 6 setups

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  No single RNA velocity method exhibited superior performance across all accuracy, stability, and usability assessments

  scrna-seq same representative dyngen-simulated velocity cross-method downsampling

• AutoGERN: single-cell RNA-seq gene regulatory network inference via explicit link modeling and adaptive architectures.

  PMID 41871930 · PMC13064981 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 3 setups

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  AutoGERN explicitly models regulatory information in the message-passing space via learned link (edge) embeddings, which are scored by a lightweight MLP to infer TF–target interactions.

  seven same scrna-seq-based chip-seq cold-start