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).

• Integrative network modeling reveals mechanisms underlying T cell exhaustion.

  PMID 32024856 · PMC7002445 · Scientific reports · 2020 · 8 claims · 7 setups

  Has reproduction · 59

  TCE arises from changes in diverse gene regulatory interactions across a shared network rather than dysregulation of a single gene

  cd8+ tce manual gene principal

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

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

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  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

• Cross-ancestry genome-wide association studies of liver function biomarkers uncover pleiotropic variants, systemic disease links and therapeutic targets.

  PMID 41689074 · PMC13005531 · Genome medicine · 2026 · 8 claims · 8 setups

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  5,507 lead signals (P<5x10^-9) were identified for seven LFQBs across ancestries, including 210 novel loci

  hope biobank combined cross-ancestry gwas cross-ancestry functional-informed

• EpiXFormer: a cross-attention neural network for predicting cell type-specific transcription factor binding sites.

  PMID 41527854 · PMC12796812 · Briefings in bioinformatics · 2026 · 8 claims · 8 setups

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  EpiXFormer achieves high accuracy (mean AUROC ~0.99) predicting binding sites of both TFs and non-sequence-specific DBPs across 199 DBP-cell type pairs

  dbps tfs common ctcf deep comparative feature-ablation

• Predicting survival outcomes using subsets of significant genes in prognostic marker studies with microarrays.

  PMID 16549007 · PMC1544357 · BMC bioinformatics · 2006 · 7 claims · 2 setups

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  A methodology combining Cox proportional hazards models with a compound covariate, cross-validated log partial likelihood (ACVL) for predictive accuracy, and permutation-based significance testing can identify an optimal subset of significant genes for survival prediction

  simulated diffuse simulation cdna

• 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 Random Forest models built from meta-analyzed blood gene expression data can predict infection state (bacterial/viral/none) with high accuracy, correctly classifying 93% of bacterial and 89% of viral samples in the best model.

  blood merged affymetrix-trained microarray random gene

• CanPredict: a computational tool for predicting cancer-associated missense mutations.

  PMID 17537827 · PMC1933186 · Nucleic acids research · 2007 · 8 claims · 7 setups

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  CanPredict is a web application providing public access to a random forest classifier that combines SIFT, LogR.E-value, and GOSS scores to predict whether a missense mutation is cancer-associated

  missense observed sjoblom refseq cross-validation recurrence comparative

• CLAMP: predicting specific protein-mediated chromatin loops in diverse species with a chromatin accessibility language model.

  PMID 41555433 · PMC12903630 · Genome biology · 2026 · 8 claims · 8 setups

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  CLAMP, a chromatin-accessibility language model, predicts protein-mediated chromatin loops across 10 species, 18 proteins, and 24 cell types with superior performance versus existing methods.

  species gm12878 types chromatin cross-protein cross-cell-type

• A negative binomial latent factor model for paired microbiome sequencing data.

  PMID 41572173 · PMC12910815 · BMC bioinformatics · 2026 · 8 claims · 2 setups

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  A negative binomial model with a shared taxon-specific latent factor (JNBM) captures cross-site correlation between paired microbiome samples from two body sites.

  synthetic umicro simulation microbiome

• Is replication the gold standard for validating genome-wide association findings?

  PMID 19112512 · PMC2605260 · PloS one · 2008 · 8 claims · 4 setups

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  The probability of replicating a specific GWA-identified variant decreases as the number of independent GWA/replication studies increases, when individual study power is less than 100%.

  simulated diallelic hypothetical four statistical marker bayesian

• Discovery and characterization of gene-by-environment and epistatic genetic effects in a vertebrate model.

  PMID 41672067 · PMC13174225 · Cell genomics · 2026 · 7 claims · 7 setups

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  A segregation analysis in an F2 medaka cross identified 16 QTLs linked to embryonic heart rate variation across temperatures

  mikk medaka discovered informed high-throughput heart shallow

• ProMiR II: a web server for the probabilistic prediction of clustered, nonclustered, conserved and nonconserved microRNAs.

  PMID 16845048 · PMC1538778 · Nucleic acids research · 2006 · 6 claims · 4 setups

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  ProMiR II improves on the original ProMiR by integrating free energy, G/C ratio, conservation score and entropy for more controllable miRNA prediction

  genome cytomegalovirus six probabilistic 5-fold directional

• pSTIING: a 'systems' approach towards integrating signalling pathways, interaction and transcriptional regulatory networks in inflammation and cancer.

  PMID 16381926 · PMC1347407 · Nucleic acids research · 2006 · 8 claims · 3 setups

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  pSTIING is a publicly accessible web-based knowledgebase integrating protein-protein, protein-lipid, protein-small molecule interactions, transcriptional regulatory associations, ligand-receptor-cell type information, and signal transduction modules, with a focus on inflammation, cell migration and cancer.

  model gene molecular sequence clustering literature

• 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

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  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

• DeeReCT-APA: Prediction of Alternative Polyadenylation Site Usage Through Deep Learning.

  PMID 33662629 · PMC9801043 · Genomics, proteomics & bioinformatics · 2022 · 8 claims · 8 setups

  Has reproduction · 50

  DeeReCT-APA quantitatively predicts the usage of all competing PASs of a gene simultaneously, rather than casting the problem as pairwise comparison like prior methods.

  fibroblast genomic same 3'-region 3'-mrna deep

• Interaction profile-based protein classification of death domain.

  PMID 15189571 · PMC459208 · BMC bioinformatics · 2004 · 7 claims · 6 setups

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  An SVM-based classifier using Residue Pair Interaction Profiles (RPIPs) can classify death domain superfamily members into subfamilies with 89% average cross-validation accuracy

  homology-modeled death homology putative rigid-body homology model

• In silico promoters: modelling of cis-regulatory context facilitates target predictio.

  PMID 18505473 · PMC3823354 · Journal of cellular and molecular medicine · 2009 · 8 claims · 8 setups

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  An integrated 'profiling of transcriptional targets' (PTT) strategy by Freebern et al. identified IGF-1 as a co-modulator of immune cell function genes in mitogen/drug-activated T cells.

  serca2 rantes genes podocyte-associated literature-based promoter cross-referenced

• FLYNC: a machine-learning-driven framework for discovering long noncoding RNAs in Drosophila melanogaster.

  PMID 41551930 · PMC12805895 · NAR genomics and bioinformatics · 2026 · 7 claims · 8 setups

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  FLYNC, an explainable boosting machine (EBM) model, accurately predicts the probability that a newly identified RNA transcript in D. melanogaster is a lncRNA

  melanogaster drosophila automated ebm hyperparameter

• Meta-analysis of six dairy cattle breeds reveals biologically relevant candidate genes for mastitis resistance.

  PMID 39009986 · PMC11247842 · Genetics, selection, evolution : GSE · 2024 · 5 claims · 8 setups

  Has reproduction · 69

  Meta-analysis of GWAS across six dairy cattle breeds identifies 58 lead markers associated with clinical mastitis and somatic cell score

  six combined per-breed genome-wide sequence-based trans-ethnic fixed-effect

• Accurate prediction of the functional significance of single nucleotide polymorphisms and mutations in the ABCA1 gene.

  PMID 16429166 · PMC1342637 · PLoS genetics · 2005 · 8 claims · 5 setups

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  PANTHER subPSEC scores correctly predicted the functional impact of >94% (16/17) of tested naturally occurring ABCA1 variants

  abca1 stably subpsec cholesterol rt-pcr