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).

• A method for detecting epistasis in genome-wide studies using case-control multi-locus association analysis.

  PMID 18667089 · PMC2533022 · BMC genomics · 2008 · 7 claims · 2 setups

  Full-text index only

  HFCC is a method/software for genome-wide epistasis detection using case-control multi-locus association analysis, combining a fast computing algorithm with flexibility to test a variety of epistatic models.

  blood-derived simulated genome-wide simulation-based

• Dynamic Gene Attention Focus (DyGAF): Enhancing Biomarker Identification Through Dual-Model Attention Networks.

  PMID 40160891 · PMC11951896 · Bioinformatics and biology insights · 2025 · 6 claims · 5 setups

  Has reproduction · 44

  DyGAF, a dual-model attention neural network (independent Model A + dependent Model B), identifies and ranks genes by significance for COVID-19 biomarker discovery more effectively than differential expression analysis (DEA) and random forest (RF) feature selection

  nasopharyngeal same dygaf-ranked bulk differential random

• An integrated in silico-in vitro approach for identifying therapeutic targets against osteoarthritis.

  PMID 36352408 · PMC9648005 · BMC biology · 2022 · 7 claims · 5 setups

  Has reproduction · 84

  A signal transduction/gene regulatory network model of the articular chondrocyte was built combining knowledge-based curation and data-driven (machine learning) network inference

  osteoarthritic articular chondrocyte microarray computational high-throughput

• Human PAML browser: a database of positive selection on human genes using phylogenetic methods.

  PMID 17962310 · PMC2238824 · Nucleic acids research · 2008 · 8 claims · 5 setups

  Full-text index only

  The Human PAML Browser is a web-accessible database of codeml-based positive selection test results for 13,721 human genes with orthologs in UCSC multispecies alignments.

  same genes orangutan codeml gene sequence

• Empirical Bayes analysis of quantitative proteomics experiments.

  PMID 19829701 · PMC2759080 · PloS one · 2009 · 8 claims · 4 setups

  Full-text index only

  Developed a new empirical Bayes framework that models log2 SILAC protein ratios and is robust to non-Gaussian tails and data sparsity, unlike Gaussian mixture models or Efron's original spline-based approach

  hela predicted computational silac utr gaussian

• Conservation and losses of non-coding RNAs in avian genomes.

  PMID 25822729 · PMC4378963 · PloS one · 2015 · 8 claims · 6 setups

  Has reproduction · 100

  34 lncRNA-associated loci are conserved between birds and mammals, and 12 of these were validated in chicken by RNA-seq.

  avian bird chicken covariance-model trna mirna

• Rfam 15: RNA families database in 2025.

  PMID 39526405 · PMC11701678 · Nucleic acids research · 2025 · 8 claims · 6 setups

  Has reproduction · 68

  Rfamseq was expanded to 26 106 genomes, a 76% increase, by incorporating the latest UniProt reference proteomes and additional viral genomes

  rfamseq rfam hepatitis mirbase covariance structure covariation

• miRge 2.0 for comprehensive analysis of microRNA sequencing data.

  PMID 30153801 · PMC6112139 · BMC bioinformatics · 2018 · 8 claims · 6 setups

  Has reproduction · 89

  miRge 2.0 introduces a novel SVM-based miRNA detection method using both hairpin structure and isomiR composition, yielding higher specificity for miRNA identification

  pooled colon datasets small a-to-i novel

• Gene signature discovery and systematic validation across diverse clinical cohorts for TB prognosis and response to treatment.

  PMID 37471455 · PMC10393163 · PLoS computational biology · 2023 · 8 claims · 8 setups

  Has reproduction · 100

  A network-based meta-analysis across studies identifies a common 45-gene signature specific to active TB disease that accounts for cohort/population heterogeneity

  n×m common independent viral blood gene random

• An OMICs-based meta-analysis to support infection state stratification.

  PMID 33560295 · PMC8388022 · Bioinformatics (Oxford, England) · 2021 · 7 claims · 6 setups

  Has reproduction · 44

  Multi-class machine learning models built from cross-platform microarray meta-analysis can distinguish bacterial, viral and no-infection states with high accuracy (best model: 93% bacterial, 89% viral correct).

  blood merged affymetrix-optimized gene feature out-of-sample

• Artificial Intelligence Approach in Machine Learning-Based Modeling and Networking of the Coronavirus Pathogenesis Pathway.

  PMID 40699865 · PMC12191508 · Current issues in molecular biology · 2025 · 8 claims · 8 setups

  Has reproduction

  The coronavirus pathogenesis pathway is activated in SARS-CoV-2-infected iPSC-derived cardiac cells and in SARS-CoV/SARS-CoV-2-infected LUAD cells

  ace2-transfected calu-3 luad ipsc-derived ipa sequencing convolutional

• R2DT is a framework for predicting and visualising RNA secondary structure using templates.

  PMID 34108470 · PMC8190129 · Nature communications · 2021 · 8 claims · 6 setups

  Has reproduction · 87

  R2DT is a template-based computational framework/pipeline that predicts and visualises RNA 2D structure in standardised, community-accepted layouts

  rnacentral query input aligned covariance trna-specific structure-guided

• Chemical reversible crosslinking enables measurement of RNA 3D distances and alternative conformations in cells.

  PMID 35177610 · PMC8854666 · Nature communications · 2022 · 8 claims · 7 setups

  Has reproduction · 84

  SHARC uses chemical crosslinkers of defined lengths to measure distances between nucleotides in cellular RNA

  model dipicolinic hek293t 28s crosslinking nmr crosslink

• Improving recombinant protein production by yeast through genome-scale modeling using proteome constraints.

  PMID 35624178 · PMC9142503 · Nature communications · 2022 · 7 claims · 5 setups

  Has reproduction · 84

  pcSecYeast, a proteome-constrained genome-scale model integrating metabolism, translation, and detailed secretory pathway processing (translocation, PTMs, folding, misfolding, degradation), was constructed for S. cerevisiae

  cerevisiae genome-scale unit expression

• A scalable, open-source implementation of a large-scale mechanistic model for single cell proliferation and death signaling.

  PMID 35729113 · PMC9213456 · Nature communications · 2022 · 7 claims · 5 setups

  Has reproduction · 84

  Developed a python-based, scalable model creation and simulation pipeline that converts structured text files into an SBML-standard model and is high-performance/cloud-computing ready.

  sparced mcf10a deterministic hybrid comparison

• Asthma investigators begin to reap the fruits of genomics.

  PMID 14611649 · PMC329104 · Genome biology · 2003 · 7 claims · 8 setups

  Full-text index only

  Microarray profiling of animal models of allergic asthma can identify novel differentially expressed candidate genes involved in inflammation and airway remodeling.

  monkey models lung inbred cdna oligonucleotide northern

• A statistical approach for array CGH data analysis.

  PMID 15705208 · PMC549559 · BMC bioinformatics · 2005 · 8 claims · 4 setups

  Full-text index only

  Existing model-selection criteria (AIC, BIC, and prior ad hoc penalties) are not well adapted to estimating the number of segments in array CGH data

  fibroblast simulated bt474 dissected array numerical

• A model-based approach to selection of tag SNPs.

  PMID 16776821 · PMC1525207 · BMC bioinformatics · 2006 · 7 claims · 5 setups

  Full-text index only

  The Li and Stephens hidden Markov model outperforms other tested models (simple Markov, two-state HMM, HMM-4D, greedy GR-1/GR-2) in description code-length, tag set information content, and prediction of tagged SNPs.

  hapmap encode enr112 tag cross-validated entropy tagged

• A universal mechanism ties genotype to phenotype in trinucleotide diseases.

  PMID 18039028 · PMC2082501 · PLoS computational biology · 2007 · 8 claims · 5 setups

  Full-text index only

  A universal mechanism of somatic, length-dependent trinucleotide repeat expansion toward a disease-specific pathological threshold explains genotype-phenotype correlations common to trinucleotide diseases

  dominant recessive patients homozygous computer mathematical

• Emergence of recombinant forms of HIV: dynamics and scaling.

  PMID 17967052 · PMC2041978 · PLoS computational biology · 2007 · 7 claims · 5 setups

  Full-text index only

  A detailed mathematical model incorporating multiple cell infections and recombination quantitatively captures experimental observations of recombinant HIV emergence dynamics in vitro

  cd4+ scid-hu splenocytes computational single-round replication-competent proviral