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).

• ConNIS and labeling instability: New statistical methods for improving the detection of essential genes in TraDIS libraries.

  PMID 41790830 · PMC12991369 · PLoS computational biology · 2026 · 7 claims · 4 setups

  Has reproduction · 83

  ConNIS provides an analytic probability distribution for the length of the longest insertion-free sequence within a gene, given gene length and expected insertion count.

  synthetic four real tradis simulation semi-synthetic real-world

• What can genome-wide association studies tell us about the genetics of common disease?

  PMID 18454206 · PMC2323402 · PLoS genetics · 2008 · 8 claims · 4 setups

  Full-text index only

  Apparent patterns of common, low-effect disease-associated alleles largely reflect statistical power of studies rather than the true underlying distribution of disease variants

  case gwa simulated literature cochran-armitage computer

• DeepGSEA: explainable deep gene set enrichment analysis for single-cell transcriptomic data.

  PMID 38950178 · PMC11236288 · Bioinformatics (Oxford, England) · 2024 · 8 claims · 2 setups

  Has reproduction · 40

  DeepGSEA is an explainable deep gene set enrichment analysis method built on interpretable, prototype-based neural networks.

  simulated real-world simulation scrna-seq-based

• An accurate method for identifying recent recombinants from unaligned sequences.

  PMID 35025988 · PMC8963311 · Bioinformatics (Oxford, England) · 2022 · 8 claims · 4 setups

  Has reproduction · 84

  A novel algorithm combining the JHMM (Zilversmit et al. 2013) mosaic representation with a distance-based triple comparison can identify recombinant sequences and their parents from unaligned, gene-length sequences without a reference panel.

  simulated dblα coalescent comparative recombinant

• Direct maximum parsimony phylogeny reconstruction from genotype data.

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

  Full-text index only

  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

• Graph Random Forest: A Graph Embedded Algorithm for Identifying Highly Connected Important Features.

  PMID 37509188 · PMC10377046 · Biomolecules · 2023 · 8 claims · 6 setups

  Has reproduction · 89

  GRF identifies effective features that form highly connected sub-graphs on the underlying biological network

  synthetic tcga embryonic simulation sub-graph reproducibility

• 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

• Population history and natural selection shape patterns of genetic variation in 132 genes.

  PMID 15361935 · PMC515367 · PLoS biology · 2004 · 7 claims · 5 setups

  Full-text index only

  Developed a rigorous computational approach that corrects for multiple hypothesis testing and models population demographic history to test for natural selection

  genomic empirical snps chromosome comprehensive coalescent fst

• Multiplexed discovery of sequence polymorphisms using base-specific cleavage and MALDI-TOF MS.

  PMID 15731331 · PMC549577 · Nucleic acids research · 2005 · 8 claims · 7 setups

  Full-text index only

  Multiplexed base-specific cleavage/MALDI-TOF MS (Multiplexed Comparative Sequence Analysis) enables simultaneous discovery of sequence polymorphisms across multiple target regions

  ensembl genomic simulation pcr maldi-tof

• The evolutionary dynamics of a rapidly mutating virus within and between hosts: the case of hepatitis C virus.

  PMID 19911046 · PMC2768904 · PLoS computational biology · 2009 · 8 claims · 3 setups

  Full-text index only

  The replication rate of the strain that initiates an infection has a strong effect on the fitness of the infection at the between-host level, even though the virus evolves rapidly within the host.

  computational same simulation stochastic parameter-sweep multivariate

• Revealing the critical state and identifying individualized dynamic network biomarker for type 2 diabetes through advanced analysis methods on individual basis.

  PMID 39890881 · PMC11785715 · Scientific reports · 2025 · 8 claims · 5 setups

  Has reproduction · 75

  sJSD, NIG, and TNFE methods can detect critical states/tipping points before disease deterioration using only a single sample

  simulated adipose gastrocnemius dnb numerical microarray protein-protein

• Cubic exact solutions for the estimation of pairwise haplotype frequencies: implications for linkage disequilibrium analyses and a web tool 'CubeX'.

  PMID 17980034 · PMC2180187 · BMC bioinformatics · 2007 · 6 claims · 4 setups

  Full-text index only

  CubeX, a Python program/web tool, computes the exact algebraic (Cardan/Nickalls) solution(s) of Hill's cubic equation to estimate pairwise haplotype frequencies, D', r2 and chi-square for each solution

  simulated real apoe igf2 cubic pairwise haplotype

• A statistical model to identify differentially expressed proteins in 2D PAGE gels.

  PMID 19763172 · PMC2734266 · PLoS computational biology · 2009 · 7 claims · 5 setups

  Full-text index only

  A mixture likelihood model incorporating both detected and non-detected proteins has higher statistical power to detect differential expression than standard approaches like the Student's t-test.

  plasma simulated page simulated

• nf-core/mag: a best-practice pipeline for metagenome hybrid assembly and binning.

  PMID 35118380 · PMC8808542 · NAR genomics and bioinformatics · 2022 · 8 claims · 7 setups

  Has reproduction · 100

  nf-core/mag is a Nextflow/nf-core pipeline for hybrid metagenome assembly, binning and taxonomic classification of MAGs.

  simulated assembled mags raw metagenomic novo genome

• Bayesian estimates of linkage disequilibrium.

  PMID 17592642 · PMC1924864 · BMC genetics · 2007 · 8 claims · 3 setups

  Full-text index only

  The MLE of D' is biased toward disequilibrium, with the bias particularly severe in small samples (<100 subjects) and rare alleles (MAF<0.05)

  simulated genotype pairwise computer genotype bayesian

• Software JimenaE allows efficient dynamic simulations of Boolean networks, centrality and system state analysis.

  PMID 36725967 · PMC9892028 · Scientific reports · 2023 · 8 claims · 4 setups

  Has reproduction · 74

  JimenaE performs systematic, exhaustive calculation of all network system states rather than the heuristic approach used by SQUAD.

  mesenchymal arabidopsis dendritic comparison boolean dynamical network

• 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

• TrEMOLO: accurate transposable element allele frequency estimation using long-read sequencing data combining assembly and mapping-based approaches.

  PMID 37013657 · PMC10069131 · Genome biology · 2023 · 6 claims · 6 setups

  Has reproduction · 89

  TrEMOLO combines an assembly-based INSIDER module and a mapping-based OUTSIDER module to detect TE insertions/deletions from long-read sequencing data and estimate their allele frequency

  melanogaster simulated long-read whole-genome genome

• Improved eukaryotic detection compatible with large-scale automated analysis of metagenomes.

  PMID 37032329 · PMC10084625 · Microbiome · 2023 · 8 claims · 7 setups

  Has reproduction · 89

  MAPQ ≥30 filtering improves precision but substantially reduces recall, especially for unrepresented/divergent eukaryotic taxa

  eukdetect simulated zymobiomics read holdout mutation-rate

• Insights into the coupling of duplication events and macroevolution from an age profile of animal transmembrane gene families.

  PMID 16895434 · PMC1534073 · PLoS computational biology · 2006 · 8 claims · 7 setups

  Full-text index only

  The density of transmembrane gene duplicates positively correlates with the estimated maximum number of cell types of common ancestors

  transmembrane simulated age duplicate maximum kernel monte