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).

• Enabling Single-Cell Drug Response Annotations from Bulk RNA-Seq Using SCAD.

  PMID 36762572 · PMC10104628 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2023 · 7 claims · 7 setups

  Has reproduction · 81

  SCAD, a transfer learning framework integrating adversarial discriminative domain adaptation (ADDA), can infer single-cell drug sensitivities by transferring knowledge from bulk RNA-seq pharmacogenomic data (GDSC) to scRNA-seq target domains

  pan-cancer pc9 451lu a375 bulk scrna-seq computational

• Evaluating deep learning based structure prediction methods on antibody-antigen complexes.

  PMID 41863324 · PMC13061134 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 8 setups

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  Increased sampling improves the chance of generating a correct antibody-antigen model in a roughly log-linear manner with sample size

  alphafold2.3 alphafold3 boltz-1 chai-1 complex structural

• How negative sampling shapes the performance of transcription factor binding site prediction models.

  PMID 41601205 · PMC12910371 · Bioinformatics (Oxford, England) · 2026 · 7 claims · 5 setups

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  Negative sampling technique significantly impacts TFBS prediction model performance and interpretation of results

  encode same genome chip-seq atac-seq deep

• Importance sampling for the infinite sites model.

  PMID 18976228 · PMC2832804 · Statistical applications in genetics and molecular biology · 2008 · 7 claims · 2 setups

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  A new importance sampling proposal distribution for the ISM, derived from a new result on exact sampling from a single segregating site, generally shows greater efficiency than the GT and SD proposals.

  simulated empirical computational reanalysis

• PowerBacGWAS: a computational pipeline to perform power calculations for bacterial genome-wide association studies.

  PMID 35338232 · PMC8956664 · Communications biology · 2022 · 8 claims · 8 setups

  Has reproduction · 85

  Two computational approaches (sub-sampling and phenotype-simulation) can be implemented to perform power calculations for bacterial GWAS using existing genome collections, packaged as the PowerBacGWAS pipeline

  enterococcus klebsiella mycobacterium faecium pan-genome burden variant

• The whole alignment and nothing but the alignment: the problem of spurious alignment flanks.

  PMID 18796526 · PMC2566872 · Nucleic acids research · 2008 · 8 claims · 4 setups

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  Some common scoring schemes tend to overextend alignments, generating spurious alignment flanks up to hundreds of bp/amino acids in length

  pseudo-random mitochondrial numts human-fugu monte blast smith-waterman

• Genomic data sampling and its effect on classification performance assessment.

  PMID 12553886 · PMC149349 · BMC bioinformatics · 2003 · 8 claims · 3 setups

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  Cross-validation, leave-one-out, and bootstrap are designed to reduce bias and variance in accuracy estimation from small samples.

  leukemia srbct splice-junction supervised

• Deducing topology of protein-protein interaction networks from experimentally measured sub-networks.

  PMID 18598366 · PMC2474618 · BMC bioinformatics · 2008 · 7 claims · 6 setups

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  Experimentally measured protein-protein interaction sub-networks are not random samples of their parent networks.

  yeast drosophila networks dppi reanalysis computer repeated

• Stability analysis of mixtures of mutagenetic trees.

  PMID 18366778 · PMC2335279 · BMC bioinformatics · 2008 · 7 claims · 5 setups

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  Mutagenetic trees mixture models capture multiple alternative pathways of ordered accumulation of genetic events (e.g., HIV resistance mutations, cancer chromosomal aberrations).

  simulated hiv-1 hiv timed simulation genotypic mutagenetic

• Strong population differentiation in lingcod (Ophiodon elongatus) is driven by a small portion of the genome.

  PMID 33294007 · PMC7691466 · Evolutionary applications · 2020 · 7 claims · 8 setups

  Has reproduction · 84

  Lingcod comprise two distinct genetic clusters separated latitudinally at a break near Point Reyes off Northern California, with a high frequency of admixed individuals near the break.

  ophiodon single lingcod subset radseq genome bayesian

• Peeling off the layers: skin taping and a novel proteomics approach to study atopic dermatitis.

  PMID 19748658 · PMC8648281 · The Journal of allergy and clinical immunology · 2009 · 8 claims · 3 setups

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  Noninvasive D-Squame tape stripping coupled with MS proteomics can profile the AD skin proteome

  skin extracted lesion skin lc-ms statistical

• VIST: variational inference for single cell time series.

  PMID 41535949 · PMC12892444 · Genome biology · 2026 · 8 claims · 6 setups

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  VIST is a VAE-based method that decomposes single-cell gene expression into time-dependent and time-independent latent components

  toy drosophila aorta lung synthetic time-course latent

• eDNAmap: A Metabarcoding Web Tool for Comparing Marine Biodiversity, With Special Reference to Teleost Fish.

  PMID 41189540 · PMC12627913 · Molecular ecology resources · 2026 · 6 claims · 5 setups

  Has reproduction · 59

  eDNAmap is a web-based platform that stores marine eDNA metabarcoding data and lets users plot sampling locations, generate heatmaps, and run nMDS/cluster analyses on uploaded or database species/ASV composition data.

  teleost dinoflagellates 12s asv edna blast phylogenetic

• Comparative genomics of cyclin-dependent kinases suggest co-evolution of the RNAP II C-terminal domain and CTD-directed CDKs.

  PMID 15380029 · PMC521075 · BMC genomics · 2004 · 8 claims · 6 setups

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  Cell-cycle related CDKs (orthologs of CDK1-6) are present in all sampled eukaryotic organisms, including the most ancestral protists.

  animals cdk encephalitozoon pfmrk comparative bayesian distance

• Efficient algorithms for probing the RNA mutation landscape.

  PMID 18688270 · PMC2475669 · PLoS computational biology · 2008 · 8 claims · 4 setups

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  RNAmutants generalizes McCaskill's partition function algorithm to sum over the grand canonical ensemble of all secondary structures of all k-point mutants, simultaneously computing MFE(k) and Z(k) for each k

  element hepatitis hiv utr partition deleterious mutation

• High performance imputation of structural and single nucleotide variants using low-coverage whole genome sequencing.

  PMID 40155798 · PMC11951665 · Genetics, selection, evolution : GSE · 2025 · 7 claims · 6 setups

  Has reproduction · 85

  SNVs are imputed with high accuracy and recall across all tested WGS depths (1-4x), including in samples external to the reference panel.

  atlantic low-coverage genotyping genome

• PD-1 and TIGIT coexpression identifies a circulating CD8 T cell subset predictive of response to anti-PD-1 therapy.

  PMID 33188038 · PMC7668369 · Journal for immunotherapy of cancer · 2020 · 7 claims · 6 setups

  Has reproduction · 75

  The frequency of circulating PD-1+TIGIT+ (DPOS) CD8+ T cells after 1 month of anti-PD-1 therapy is associated with clinical response and overall survival

  pbmcs sorted expanded cancer multiparameter receptor targeted

• Bioavailable Nutrients (N and P) and Precipitation Patterns Drive Cyanobacterial Blooms in Missisquoi Bay, Lake Champlain.

  PMID 34683418 · PMC8537112 · Microorganisms · 2021 · 8 claims · 8 setups

  Has reproduction · 67

  High concentrations of N and P were typically measured in April and May, before blooms occurred.

  water filtered lugol's-iodine-preserved 16s 16s nutrient situ

• Environmental Drivers of Genetic Divergence in Two Corals From the Florida Keys.

  PMID 40589611 · PMC12206660 · Evolutionary applications · 2025 · 8 claims · 8 setups

  Has reproduction · 64

  Temperature was not the most important driver of coral genetic divergence in the Florida Keys; depth and water chemistry were more important

  agaricia agaricites coral sites 2brad population hierarchical

• Sediment Resuspension as a System-Wide Driver of Legacy and Bioavailable Phosphorus Release in Lake Erie.

  PMID 41960750 · PMC13130958 · Environmental science & technology · 2026 · 7 claims · 8 setups

  Has reproduction · 90

  Sediment resuspension is a major episodic internal phosphorus source releasing bioavailable P far exceeding previously reported aerobic diffusive fluxes.

  western sediment lake great sediment sequential beryllium-7