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).

• Threshold-dominated regulation hides genetic variation in gene expression networks.

  PMID 18062810 · PMC2238762 · BMC systems biology · 2007 · 8 claims · 2 setups

  Full-text index only

  Threshold robustness (insensitivity of a singular/regulating variable's equilibrium value to parameter perturbations, except threshold changes) increases with increasing response function steepness and is present even under Michaelis-Menten conditions, not just in the step-function limit.

  three-gene illustrative numerical analytical

• CanCellCap: robust cancer cell capture across tissue types on single-cell RNA-seq data by multi-domain learning.

  PMID 40739511 · PMC12312500 · BMC biology · 2025 · 8 claims · 7 setups

  Has reproduction · 42

  CanCellCap identifies cancer cells in scRNA-seq data across 13 tissue types, 23 cancer types, and 7 sequencing platforms with 0.977 average accuracy

  cancer testing sequencing unseen scrna-seq spatial

• Deconvolution of the hematopoietic stem cell microenvironment reveals a high degree of specialization and conservation.

  PMID 35494238 · PMC9046238 · iScience · 2022 · 7 claims · 7 setups

  Has reproduction · 60

  Integration of three scRNA-seq datasets using a custom bootstrapping-based clustering pipeline robustly identifies 14 endothelial subclusters and 11 mesenchymal (stage-specific) subclusters in mouse bone marrow.

  bone independent scrna-seq gene singler

• Evaluating native-like structures of RNA-protein complexes through the deep learning method.

  PMID 36828844 · PMC9958188 · Nature communications · 2023 · 8 claims · 7 setups

  Has reproduction · 67

  DRPScore identifies native-like RNA-protein structures with higher success rates than ITScore-PR, DARS-RNP, and 3dRPC across bound and unbound testing sets.

  bound-bound unbound-bound unbound-unbound bacillus structure interface secondary

• Gene loss rate: a probabilistic measure for the conservation of eukaryotic genes.

  PMID 17158152 · PMC1802574 · Nucleic acids research · 2007 · 8 claims · 8 setups

  Full-text index only

  GLR is a novel maximum-likelihood measure of gene loss rate that probabilistically weighs all possible ancestral phyletic patterns rather than relying on a single parsimonious reconstruction.

  synthetic eukaryotic simulated 16-species analytical comparative simulation

• FeatureScan: revealing property-dependent similarity of nucleotide sequences.

  PMID 16845077 · PMC1538849 · Nucleic acids research · 2006 · 6 claims · 5 setups

  Full-text index only

  FeatureScan transforms nucleotide sequences into numerical signals of physico-chemical/conformational properties and compares them via a convolution/correlation (Fourier transform) method rather than comparing letters

  randomly fully same chimpanzee signal-theoretic featurescan blast

• scATD: a high-throughput and interpretable framework for single-cell cancer drug resistance prediction and biomarker identification.

  PMID 40501071 · PMC12159290 · Briefings in bioinformatics · 2025 · 8 claims · 6 setups

  Has reproduction · 62

  scATD enables high-throughput single-cell drug sensitivity prediction for new patients without model parameter retraining via bidirectional Bi-AdaIN style transfer

  panglaodb cancer geo gse137829 single-cell bulk

• GC-biased gene conversion conceals the prediction of the nearly neutral theory in avian genomes.

  PMID 30616647 · PMC6322265 · Genome biology · 2019 · 8 claims · 6 setups

  Has reproduction · 96

  gBGC conceals the correlation between life-history traits and dN/dS in birds; accounting for it reveals correlations consistent with nearly neutral theory

  avian comparative correlation robustness

• Adaptations to climate in candidate genes for common metabolic disorders.

  PMID 18282109 · PMC2242814 · PLoS genetics · 2008 · 8 claims · 7 setups

  Full-text index only

  A network-based bioinformatics approach (Molecular Triangulation) was used to select 82 candidate genes belonging to the core subnetwork of metabolic syndrome phenotypes.

  individuals population genic compiled snp spearman bayesian

• Differentially expressed genes reflect disease-induced rather than disease-causing changes in the transcriptome.

  PMID 34561431 · PMC8463674 · Nature communications · 2021 · 8 claims · 7 setups

  Has reproduction · 100

  revTWMR, a reverse transcriptome-wide Mendelian Randomization approach integrating GWAS and whole-blood trans-eQTL summary statistics, is proposed to estimate the causal effect of a phenotype on gene expression.

  blood ra-associated genome-wide revtwmr transcriptome-wide reverse functional

• Bayesian model accounting for within-class biological variability in Serial Analysis of Gene Expression (SAGE).

  PMID 15339345 · PMC517707 · BMC bioinformatics · 2004 · 7 claims · 5 setups

  Full-text index only

  A Bayesian mixture model is proposed to account for within-class biological variability in SAGE/Digital-Northern/MPSS tag counting data.

  astrocytoma same sage classical beta-binomial

• IDEAL-Q, an automated tool for label-free quantitation analysis using an efficient peptide alignment approach and spectral data validation.

  PMID 19752006 · PMC2808259 · Molecular & cellular proteomics : MCP · 2010 · 6 claims · 5 setups

  Full-text index only

  IDEAL-Q predicts the elution time of peptides unidentified in a given LC-MS/MS run (but identified in others) using a computation-efficient linear regression plus fragmental refining function, avoiding costly whole-dataset pattern recognition

  standard thp-1 replicate lc-ms manual cross-instrument

• Design considerations for workflow management systems use in production genomics research and the clinic.

  PMID 34737383 · PMC8569008 · Scientific reports · 2021 · 8 claims · 2 setups

  Has reproduction · 57

  The choice of WfMS depends both on intrinsic language/engine features and on adoption, collaboration, and technical support within bioinformatics consortia.

  local variant-calling scalability-testing