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).

• Computational tradeoffs in multiplex PCR assay design for SNP genotyping.

  PMID 16042802 · PMC1190169 · BMC genomics · 2005 · 7 claims · 6 setups

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  Achieving high-multiplexing/high-coverage multiplex PCR designs is subject to a computational phase transition as the SNP-pair compatibility probability crosses a critical threshold

  simulated real chromosome randomly simulation multiplex coverage-vs-n

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

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

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  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

• Evolutionary distance estimation and fidelity of pair wise sequence alignment.

  PMID 15840174 · PMC1087827 · BMC bioinformatics · 2005 · 8 claims · 8 setups

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  Evolutionary distance estimation is relatively unaffected by alignment error as long as 50% or more of homologous sites remain identical between sequences

  simulated simulated sequence indel

• Evaluation of six methods for estimating synonymous and nonsynonymous substitution rates.

  PMID 17127215 · PMC5054070 · Genomics, proteomics & bioinformatics · 2006 · 8 claims · 4 setups

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  Incorporating more sequence evolution features (transition/transversion bias, nucleotide/codon frequency bias) into Ka/Ks estimation methods yields more accurate and reliable estimates.

  simulated computer

• Computing Ka and Ks with a consideration of unequal transitional substitutions.

  PMID 16740169 · PMC1552089 · BMC evolutionary biology · 2006 · 7 claims · 7 setups

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  MYN, a modified version of the Yang-Nielsen (YN) algorithm based on the Tamura-Nei Model, allows unequal transitional substitution rates between purines (κR) and pyrimidines (κY) plus codon frequency bias

  simulated pairs human-mouse human-dog computer comparative

• Single-Cell Differential Network Analysis with Sparse Bayesian Factor Models.

  PMID 35186014 · PMC8855158 · Frontiers in genetics · 2021 · 8 claims · 2 setups

  Has reproduction · 85

  A hierarchical Bayesian factor model using treatment-dependent latent factor loadings can construct gene co-expression networks from scRNA-seq data and identify differences in network structure between two (or more) biological conditions.

  simulated sars-cov-2 scrna-seq

• Direct maximum parsimony phylogeny reconstruction from genotype data.

  PMID 18053244 · PMC2222657 · BMC bioinformatics · 2007 · 6 claims · 4 setups

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  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

• Direct inference of SNP heterozygosity rates and resolution of LOH detection.

  PMID 18052545 · PMC2098867 · PLoS computational biology · 2007 · 6 claims · 7 setups

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  A large proportion of SNPs in dbSNP have high-variance HET rate estimates, limiting their reliability for LOH study design.

  dbsnp theoretical simulated hapmap snp probability sequential

• Uncertainty in the mating strategy of honeybees causes bias and unreliability in the estimates of genetic parameters.

  PMID 38632535 · PMC11022492 · Genetics, selection, evolution : GSE · 2024 · 7 claims · 3 setups

  Has reproduction · 98

  The most precise estimates of genetic parameters and genetic trends are obtained when breeding queens are mated with drones of a single DPQ that is correctly assigned in the pedigree (SS mating).

  simulated simulation sensitivity

• Adaptation to different human populations by HIV-1 revealed by codon-based analyses.

  PMID 16789820 · PMC1480537 · PLoS computational biology · 2006 · 8 claims · 8 setups

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  Developed two fixed effects maximum likelihood methods: one to detect selection that persists in a population (internal vs. terminal branches) and one to detect differential selection on codons between two populations.

  hiv-1 four simulated population-based maximum bayesian

• A statistical model to identify differentially expressed proteins in 2D PAGE gels.

  PMID 19763172 · PMC2734266 · PLoS computational biology · 2009 · 7 claims · 5 setups

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  A mixture likelihood model incorporating both detected and non-detected proteins has higher statistical power to detect differential expression than standard approaches like the Student's t-test.

  plasma simulated page simulated

• A hybrid empirical and parametric approach for managing ecosystem complexity: Water quality in Lake Geneva under nonstationary futures.

  PMID 35733249 · PMC9245694 · Proceedings of the National Academy of Sciences of the United States of America · 2022 · 7 claims · 6 setups

  Has reproduction · 69

  A hybrid model combining empirical dynamic modeling (EDM/S-map) for biogeochemical sink terms with the equation-based Simstrat hydrodynamic model for physical source terms produces substantially better historical DOB forecasts than conventional parametric models.

  lake convergent multivariate s-map

• Information-theoretic identification of predictive SNPs and supervised visualization of genome-wide association studies.

  PMID 16899448 · PMC1557808 · Nucleic acids research · 2006 · 7 claims · 4 setups

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  3D VizStruct (DFT-based radial mapping + KLD as z-axis) can identify SNPs/polymorphic markers that are predictive of underlying biological class distinctions across diverse datasets

  lpl y-chromosome coral simulated snp aflp numerical