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).

• miRbiom: Machine-learning on Bayesian causal nets of RBP-miRNA interactions successfully predicts miRNA profiles.

  PMID 34637468 · PMC8509996 · PloS one · 2021 · 7 claims · 6 setups

  Has reproduction · 100

  RBPs beyond Drosha/DGCR8/Dicer are involved in regulating miRNA biogenesis and explain its spatio-temporal nature

  tissues computational rbps clip-seq rna-seq srna-seq

• The stem cell population of the human colon crypt: analysis via methylation patterns.

  PMID 17335343 · PMC1808490 · PLoS computational biology · 2007 · 8 claims · 3 setups

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  A coalescent-based, full probabilistic model with MCMC Bayesian inference provides a more powerful alternative to prior forward-simulation approaches for analyzing methylation pattern data from crypts.

  colon computational simulated bisulfite coalescent posterior

• Predictive genomics of cardioembolic stroke.

  PMID 19064790 · PMC2752697 · Stroke · 2009 · 8 claims · 4 setups

  Full-text index only

  A Bayesian network multivariate model achieves 86% predictive accuracy (AUC) for cardioembolic stroke on fitted values

  blood-derived gasros same custom bayesian roc

• Disentangling the causal relationship between rabbit growth and cecal microbiota through structural equation models.

  PMID 36536288 · PMC9762025 · Genetics, selection, evolution : GSE · 2022 · 8 claims · 4 setups

  Has reproduction · 93

  Structural equation models can decompose the total genetic effect on a production trait into a direct host genetic effect and an indirect effect exerted through the microbiota.

  rabbits cecal host bayesian 16s snp

• Synonymous substitution rates predict HIV disease progression as a result of underlying replication dynamics.

  PMID 17305421 · PMC1797821 · PLoS computational biology · 2007 · 8 claims · 8 setups

  Full-text index only

  The synonymous substitution rate (dS) of HIV env is strongly correlated with disease progression parameters (progression time, CD4+ decline rate, viral load increase rate), unlike the nonsynonymous rate (dN).

  longitudinal backbone env intra-patient relaxed-clock correlation site-to-site

• Quantitative analysis of single nucleotide polymorphisms within copy number variation.

  PMID 19093001 · PMC2600609 · PloS one · 2008 · 8 claims · 2 setups

  Full-text index only

  Copy number variation is a major factor in HWE violation for SNPs with small minor allele frequency, large sample size, and 0-1% genotyping error rate

  biallelic simulated bayesian chi-square

• Evolutionary modeling of rate shifts reveals specificity determinants in HIV-1 subtypes.

  PMID 18989394 · PMC2566816 · PLoS computational biology · 2008 · 7 claims · 4 setups

  Full-text index only

  A novel Bayesian method, RASER, can detect site-specific evolutionary rate shifts and the lineages in which they occurred without pre-specifying candidate lineages.

  hiv-1 simulated bayesian simulation structural

• Bayesian coestimation of phylogeny and sequence alignment.

  PMID 15804354 · PMC1087833 · BMC bioinformatics · 2005 · 7 claims · 3 setups

  Full-text index only

  Alignment and phylogenetic inference are mutually dependent, and treating them as separate sequential steps (align then infer tree) is fundamentally flawed and produces biased, overconfident estimates.

  globin same four-sequence bayesian mcmc comparison

• Topological approximate Bayesian computation for parameter inference of an angiogenesis model.

  PMID 35191485 · PMC9048691 · Bioinformatics (Oxford, England) · 2022 · 7 claims · 3 setups

  Has reproduction · 100

  TDA summary statistics can be combined with ABC to infer parameters (ρ, χ) of the Anderson–Chaplain angiogenesis model

  square simplicial simulated computational persistent approximate

• SIRE 2.0: a novel method for estimating polygenic host effects underlying infectious disease transmission, and analytical expressions for prediction accuracies.

  PMID 40169992 · PMC11963337 · Genetics, selection, evolution : GSE · 2025 · 8 claims · 2 setups

  Has reproduction · 83

  SIRE 2.0 is a novel Bayesian methodology and software tool for estimating polygenic contributions (variance components and additive genetic effects) to host susceptibility, infectivity and recoverability from temporal epidemic data using pedigree/genomic relationship matrices.

  simulated bayesian systematic

• Projecting contact matrices in 177 geographical regions: An update and comparison with empirical data for the COVID-19 era.

  PMID 34310590 · PMC8354454 · PLoS computational biology · 2021 · 7 claims · 6 setups

  Has reproduction · 98

  Updated synthetic contact matrices were generated for 177 geographical locations covering 97.2% of the world's population (up from 152 locations/95.9% in 2017).

  polymod geographical dhs locations bayesian synthetic household

• 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

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

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

  Full-text index only

  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

• Genome-wide identification of human functional DNA using a neutral indel model.

  PMID 16410828 · PMC1326222 · PLoS computational biology · 2006 · 8 claims · 8 setups

  Full-text index only

  A neutral indel model predicting a geometric distribution of intergap segment (IGS) lengths fits human-mouse ancestral repeat (AR) alignment data excellently

  chromosome human-mouse genome individual whole-genome probabilistic comparative

• Application of alternative de novo motif recognition models for analysis of structural heterogeneity of transcription factor binding sites: a case study of FOXA2 binding sites.

  PMID 34547062 · PMC8408018 · Vavilovskii zhurnal genetiki i selektsii · 2021 · 6 claims · 7 setups

  Has reproduction · 62

  Combining four de novo models (PWM, diPWM, BaMM, InMoDe) significantly increases the fraction of recognized peaks versus PWM alone (by 26.3%).

  hg38 foxa2 pwm whole-genome chip-seq pwm dipwm

• Consolidating the set of known human protein-protein interactions in preparation for large-scale mapping of the human interactome.

  PMID 15892868 · PMC1175952 · Genome biology · 2005 · 8 claims · 6 setups

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  Two quantitative benchmarks (functional-annotation-based and physical-interaction-based log likelihood ratio scores) can measure relative accuracy of human PPI datasets

  medline annotated interactions consolidated conditional co-citation bayesian

• The human phylome.

  PMID 17567924 · PMC2394744 · Genome biology · 2007 · 6 claims · 5 setups

  Full-text index only

  Reconstruction of the human phylome: evolutionary trees for all human proteins and their homologs among 39 fully sequenced eukaryotic genomes, using a pipeline combining alignment trimming, NJ, ML (PhyML) and Bayesian (MrBayes) methods.

  proteome proteins neighbor-joining maximum bayesian

• The genomic analysis of lactic acidosis and acidosis response in human cancers.

  PMID 19057672 · PMC2585811 · PLoS genetics · 2008 · 8 claims · 8 setups

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  Lactic acidosis and hypoxia induce largely distinct gene expression programs in HMECs, with lactic acidosis producing a much larger and more dramatic response

  mammary hmec gene breast gene real-time bayesian

• 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

• Genomewide pattern of synonymous nucleotide substitution in two complete genomes of Mycobacterium tuberculosis.

  PMID 12453367 · PMC2738538 · Emerging infectious diseases · 2002 · 8 claims · 6 setups

  Full-text index only

  Genomewide comparison of two complete M. tuberculosis genomes reveals substantially more nucleotide diversity than prior studies based on few loci suggested

  tuberculosis putative orthologous genomewide blastp clustal nei-gojobori