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).

• Stability analysis of mixtures of mutagenetic trees.

  PMID 18366778 · PMC2335279 · BMC bioinformatics · 2008 · 7 claims · 5 setups

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  Mutagenetic trees mixture models capture multiple alternative pathways of ordered accumulation of genetic events (e.g., HIV resistance mutations, cancer chromosomal aberrations).

  simulated hiv-1 hiv timed simulation genotypic mutagenetic

• Application of two machine learning algorithms to genetic association studies in the presence of covariates.

  PMID 19014573 · PMC2620353 · BMC genetics · 2008 · 8 claims · 3 setups

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  The relative performance of RF and MARS for detecting genotype-trait associations depends on both the strategy used to handle covariates and the true underlying model of association (e.g., confounding vs. mediation vs. interaction).

  simulated cohort simulation applied

• Screening large-scale association study data: exploiting interactions using random forests.

  PMID 15588316 · PMC545646 · BMC genetics · 2004 · 7 claims · 3 setups

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  Random forest importance measure significantly outperforms the Fisher Exact test as a screening tool when risk SNPs interact.

  simulated same simulation random fisher

• Threshold-dominated regulation hides genetic variation in gene expression networks.

  PMID 18062810 · PMC2238762 · BMC systems biology · 2007 · 8 claims · 2 setups

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  Threshold robustness (insensitivity of a singular/regulating variable's equilibrium value to parameter perturbations, except threshold changes) increases with increasing response function steepness and is present even under Michaelis-Menten conditions, not just in the step-function limit.

  three-gene illustrative numerical analytical

• 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

• 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

• Design and analysis issues in genome-wide somatic mutation studies of cancer.

  PMID 18692126 · PMC2820387 · Genomics · 2009 · 6 claims · 4 setups

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  Two-stage (discovery + validation) sequencing designs efficiently allocate resources and can produce highly informative candidate driver gene lists even with relatively small sample sizes.

  hypothetical panel colorectal germline simulation targeted genome-wide

• A note on generalized Genome Scan Meta-Analysis statistics.

  PMID 15717930 · PMC551600 · BMC bioinformatics · 2005 · 7 claims · 3 setups

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  An Edgeworth series approximation to the null distribution of the weighted GSMA statistic provides a more accurate representation than the normal approximation, especially in the tails

  simulated schizophrenia monte genome numerical

• metaGEM: reconstruction of genome scale metabolic models directly from metagenomes.

  PMID 34614189 · PMC8643649 · Nucleic acids research · 2021 · 8 claims · 8 setups

  Has reproduction · 64

  metaGEM enables end-to-end reconstruction of FBA-ready GEMs directly from metagenomes without relying on reference genomes

  metagenomic prokaryotic reconstructed gut mag genome-scale gem

• Population history and natural selection shape patterns of genetic variation in 132 genes.

  PMID 15361935 · PMC515367 · PLoS biology · 2004 · 7 claims · 5 setups

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  Developed a rigorous computational approach that corrects for multiple hypothesis testing and models population demographic history to test for natural selection

  genomic empirical snps chromosome comprehensive coalescent fst

• Modeling genetic inheritance of copy number variations.

  PMID 18832372 · PMC2588508 · Nucleic acids research · 2008 · 8 claims · 4 setups

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  A joint HMM framework for parents-offspring trios significantly improves CNV call rates and boundary inference accuracy compared to existing methods.

  simulated parent-offspring hapmap hmm-based snp genotype

• 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

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  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

• Assessing the impacts of COVID-19 vaccination programme's timing and speed on health benefits, cost-effectiveness, and relative affordability in 27 African countries.

  PMID 36882868 · PMC9991879 · BMC medicine · 2023 · 8 claims · 6 setups

  Has reproduction · 89

  Vaccination programmes with earlier start dates yield the most health benefits and lowest ICERs compared to late-starting programmes

  population-level age-structured same ethiopia dynamic epidemiological daly

• Insights into the coupling of duplication events and macroevolution from an age profile of animal transmembrane gene families.

  PMID 16895434 · PMC1534073 · PLoS computational biology · 2006 · 8 claims · 7 setups

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  The density of transmembrane gene duplicates positively correlates with the estimated maximum number of cell types of common ancestors

  transmembrane simulated age duplicate maximum kernel monte

• 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

• A statistical approach for array CGH data analysis.

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

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  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

• Detecting transcriptionally active regions using genomic tiling arrays.

  PMID 16859498 · PMC1779562 · Genome biology · 2006 · 8 claims · 4 setups

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  A non-parametric method (TranscriptionDetector) integrates single-channel p-values from multiple replicate arrays into a multi-channel p-value (MCPV) to identify transcribed probed loci without assumptions about intensity distributions.

  anopheles chromosomes simulated genomic high-density sequence-based

• Sex-biased evolutionary forces shape genomic patterns of human diversity.

  PMID 18818765 · PMC2538571 · PLoS genetics · 2008 · 7 claims · 5 setups

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  X-linked diversity is higher than the neutral expectation (0.75) relative to autosomal diversity in all six sampled human populations

  humans population simulated computational resequencing coalescent-based coalescent

• No evidence of a Neanderthal contribution to modern human diversity.

  PMID 18304371 · PMC2374707 · Genome biology · 2008 · 8 claims · 7 setups

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  There is no evidence of any Neanderthal contribution to modern human genetic diversity

  neanderthal culture modern genomic mitochondrial nuclear gene-specific

• CYCLONET--an integrated database on cell cycle regulation and carcinogenesis.

  PMID 17202170 · PMC1899094 · Nucleic acids research · 2007 · 7 claims · 4 setups

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  Cyclonet is a web-based integrated database combining 'omics' and chemoinformatics data on mammalian cell cycle regulation in normal and pathological (cancer) states, built on a systems biology approach.

  breast commercial vertebrate genes cdna activity computational