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).

• Size matters: just how big is BIG?: Quantifying realistic sample size requirements for human genome epidemiology.

  PMID 18676414 · PMC2639365 · International journal of epidemiology · 2009 · 7 claims · 2 setups

  Full-text index only

  Conventional power calculations for case-control studies disregard analytic complexity (e.g. clinical assessment errors, unmeasured aetiological determinants) and can seriously underestimate true sample size requirements

  simulated simulation-based simulated

• 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

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

  PMID 41790830 · PMC12991369 · PLoS computational biology · 2026 · 8 claims · 3 setups

  Has reproduction · 83

  ConNIS provides an analytic solution for the probability of observing the longest insertion-free sequence within a gene given its length and number of insertion sites under non-essentiality.

  simulated four real simulation semi-synthetic real-world

• 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

• Emergent dynamics of underlying regulatory network links EMT and androgen receptor-dependent resistance in prostate cancer.

  PMID 36851919 · PMC9957767 · Computational and structural biotechnology journal · 2023 · 8 claims · 7 setups

  Has reproduction · 78

  Simulations of the EMT-AR crosstalk network reveal four possible phenotypes: epithelial-sensitive (ES), epithelial-resistant (ER), mesenchymal-resistant (MR), and mesenchymal-sensitive (MS), with MS occurring rarely

  gene racipe clinical tcga racipe influence principal

• A mechanistic model captures the emergence and implications of non-genetic heterogeneity and reversible drug resistance in ER+ breast cancer cells.

  PMID 34316714 · PMC8271219 · NAR cancer · 2021 · 7 claims · 8 setups

  Has reproduction · 85

  EMT and tamoxifen-resistance (TamR) regulatory axes can drive one another, enabling non-genetic heterogeneity via six co-existing phenotypes (ES, ER, HS, HR, MS, MR)

  gene same randomized publicly racipe stochastic randomized

• Screening large-scale association study data: exploiting interactions using random forests.

  PMID 15588316 · PMC545646 · BMC genetics · 2004 · 7 claims · 3 setups

  Full-text index only

  Random forest importance measure significantly outperforms the Fisher Exact test as a screening tool when risk SNPs interact.

  simulated same simulation random fisher

• IsomiR_Window: a system for analyzing small-RNA-seq data in an integrative and user-friendly manner.

  PMID 33522913 · PMC7852101 · BMC bioinformatics · 2021 · 8 claims · 2 setups

  Has reproduction · 78

  IsomiR Window is an integrated, user-friendly platform that systematically identifies, quantifies, and functionally explores isomiR expression in small-RNA-seq datasets without requiring computational skills

  simulated basal small-rna-seq

• Generative and integrative modeling for transcriptomics with formalin fixed paraffin embedded material.

  PMID 41029822 · PMC12486589 · Journal of translational medicine · 2025 · 8 claims · 5 setups

  Has reproduction · 67

  fRNA-seq transcript counts are best fit by the negative binomial distribution, with little evidence supporting zero-inflated extensions

  compendium frna-seq nb-generated breast ffpe distribution synthetic

• metaGEM: reconstruction of genome scale metabolic models directly from metagenomes.

  PMID 34614189 · PMC8643649 · Nucleic acids research · 2021 · 8 claims · 8 setups

  Has reproduction · 64

  metaGEM enables end-to-end reconstruction of FBA-ready GEMs directly from metagenomes without relying on reference genomes

  metagenomic prokaryotic reconstructed gut mag genome-scale gem

• Simultaneous analysis of all SNPs in genome-wide and re-sequencing association studies.

  PMID 18654633 · PMC2464715 · PLoS genetics · 2008 · 8 claims · 5 setups

  Full-text index only

  A Bayesian-inspired penalised maximum likelihood stochastic search method can simultaneously analyse all SNPs (up to 500K) from a GWA study in a few hours on a desktop workstation

  fregene-simulated 80k-snp 480k 192k simulated null whole-genome

• pwrEWAS: a user-friendly tool for comprehensive power estimation for epigenome wide association studies (EWAS).

  PMID 31035919 · PMC6489300 · BMC bioinformatics · 2019 · 7 claims · 8 setups

  Has reproduction · 88

  pwrEWAS is a user-friendly tool (R package and Shiny web interface) for comprehensive power estimation in two-group EWAS using Illumina HumanMethylation BeadChip technology.

  saliva blood cord-blood pbmc illumina simulation

• RADAR: differential analysis of MeRIP-seq data with a random effect model.

  PMID 31870409 · PMC6927177 · Genome biology · 2019 · 8 claims · 6 setups

  Has reproduction · 10

  RADAR is a novel analytical tool for differential methylation analysis of MeRIP-seq data combining gene-level INPUT normalization with a Poisson random effect model.

  simulated fallopian pancreatic liver merip-seq m6a-merip-seq pca

• Iterative class discovery and feature selection using Minimal Spanning Trees.

  PMID 15355552 · PMC520744 · BMC bioinformatics · 2004 · 7 claims · 5 setups

  Full-text index only

  Iterating between MST-based clustering and t-statistic feature selection removes noise genes step-wise while sharpening the sample clustering

  simulated breast acute diffuse synthetic cdna microarray

• A computational study of off-target effects of RNA interference.

  PMID 15800213 · PMC1072799 · Nucleic acids research · 2005 · 8 claims · 5 setups

  Full-text index only

  The chance of RNAi off-target effects is considerable, ranging from 5% to 80% depending on organism and parameters, when using exact sequence identity between siRNA and transcripts.

  schizosaccharomyces caenorhabditis homo pombe off-target mismatch-tolerant rational

• Processing and population genetic analysis of multigenic datasets with ProSeq3 software.

  PMID 19797407 · PMC2778335 · Bioinformatics (Oxford, England) · 2009 · 8 claims · 7 setups

  Full-text index only

  ProSeq3 is a program with a graphic user interface that simplifies preparation and basic population genetic analysis of multigenic DNA polymorphism datasets

  software authors sequence polymorphism phylogenetic

• A non-parametric meta-analysis approach for combining independent microarray datasets: application using two microarray datasets pertaining to chronic allograft nephropathy.

  PMID 18302764 · PMC2276496 · BMC genomics · 2008 · 8 claims · 6 setups

  Full-text index only

  A novel non-parametric meta-analysis approach for combining independent microarray datasets is presented, requiring no distributional assumptions and being logically intuitive.

  kidney same identified additional microarray significance fisher's

• The Multi-State Epigenetic Pacemaker enables the identification of combinations of factors that influence DNA methylation.

  PMID 39549198 · PMC11979089 · GeroScience · 2025 · 9 claims · 2 setups

  Has reproduction · 54

  The Multi-State Epigenetic Pacemaker (MSEPM) can accurately model multiple methylation-associated factors (e.g., age, sex, cell-type) simultaneously.

  blood simulated methylation simulation

• CoINcIDE: A framework for discovery of patient subtypes across multiple datasets.

  PMID 26961683 · PMC4784276 · Genome medicine · 2016 · 8 claims · 6 setups

  Has reproduction · 87

  CoINcIDE is a methodological framework that discovers replicable patient subtypes (meta-clusters) across multiple datasets by finding consensus across dataset-specific clusterings, requiring no between-dataset transformations.

  breast ovarian simulated gene semi-supervised novo