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).

• 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

• A Bayesian approach to accurate and robust signature detection on LINCS L1000 data.

  PMID 32003771 · PMC7203754 · Bioinformatics (Oxford, England) · 2020 · 6 claims · 4 setups

  Has reproduction · 37

  A novel Bayesian-based peak deconvolution algorithm gives unbiased likelihood estimations for peak locations and characterizes peaks with probability-based z-scores.

  lincs simulated l1000 l1000 simulated student's

• 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

• Bayesian model accounting for within-class biological variability in Serial Analysis of Gene Expression (SAGE).

  PMID 15339345 · PMC517707 · BMC bioinformatics · 2004 · 7 claims · 5 setups

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  A Bayesian mixture model is proposed to account for within-class biological variability in SAGE/Digital-Northern/MPSS tag counting data.

  astrocytoma same sage classical beta-binomial

• Bayesian prediction of microbial oxygen requirement.

  PMID 26913185 · PMC4743139 · F1000Research · 2013 · 7 claims · 8 setups

  Has reproduction · 76

  A naive Bayesian classifier based on presence/absence of class-associated Pfam-A domains can distinguish three oxygen requirement classes (aerobe, anaerobe, facultative anaerobe) from genome sequence, unlike prior studies that only made pairwise distinctions.

  bacterial selected predicted pfam-a genome gene domain

• Predictive genomics of cardioembolic stroke.

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

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

  blood-derived gasros same custom bayesian roc

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

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

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  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 survival analysis in genetic association studies.

  PMID 18617538 · PMC2530885 · Bioinformatics (Oxford, England) · 2008 · 7 claims · 5 setups

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  A novel Bayesian method (BETA-Surv) extends prior case-control haplotype-clustering work to censored survival outcomes by clustering haplotypes via gene tree/perfect phylogeny topology and relative mutation age.

  simulated same sanad bayesian univariate partial

• Discovering the phylodynamics of RNA viruses.

  PMID 19855824 · PMC2756585 · PLoS computational biology · 2009 · 8 claims · 8 setups

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  A comprehensive 'discovery phase' integrating ecological and evolutionary dynamics of RNA viruses across scales is needed to achieve a full phylodynamic understanding

  h3n2 influenza avian foot-and-mouth bayesian phylogenetic whole-genome

• 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

• Updated three-stage model for the peopling of the Americas.

  PMID 18797500 · PMC2527656 · PloS one · 2008 · 8 claims · 3 setups

  Full-text index only

  Removing nine non-Native American mtDNA sequences eliminates the previously reported early (~40 kya) expansion signal for the proto-Amerind population

  native mitochondrial new bayesian mtdna molecular

• 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

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

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

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  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

• 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

• Seeded Bayesian Networks: constructing genetic networks from microarray data.

  PMID 18601736 · PMC2474592 · BMC systems biology · 2008 · 8 claims · 4 setups

  Full-text index only

  Seeding Bayesian Network analysis with prior networks derived from literature and/or PPI data improves recovery of known gene-gene interactions compared to BN analysis without a seed

  leukemia interactome pubmed-indexed computational microarray yeast literature

• Hit selection with false discovery rate control in genome-scale RNAi screens.

  PMID 18628291 · PMC2504311 · Nucleic acids research · 2008 · 8 claims · 3 setups

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  A Bayesian FDR-controlling methodology for hit selection in genome-scale RNAi HTS is proposed, using a direct posterior probability approach analogous to Newton et al.

  hela hepatitis simulated genome-scale simulation

• An individualized causal framework for learning intercellular communication networks that define microenvironments of individual tumors.

  PMID 36548438 · PMC9822106 · PLoS computational biology · 2022 · 8 claims · 7 setups

  Has reproduction · 67

  An individualized causal analysis framework can discover tumor-specific intercellular communication networks (ICNs) from transcriptomic data

  hnscc pooled cd45+ cd8+ single-cell nhdp celda

• 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

• 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

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  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

• Genomic diversity of oseltamivir-resistant influenza virus A (H1N1), Luxembourg, 2007-08.

  PMID 19788831 · PMC2819849 · Emerging infectious diseases · 2009 · 8 claims · 5 setups

  Full-text index only

  NA gene sequences of oseltamivir-resistant viruses (ORVs) form a distinct phylogenetic cluster separate from oseltamivir-sensitive viruses (OSVs)

  influenza clinical partial sanger pyrosequencing molecular