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).

• Analysis of concordance of different haplotype block partitioning algorithms.

  PMID 16356172 · PMC1343594 · BMC bioinformatics · 2005 · 7 claims · 7 setups

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  Each block partitioning algorithm infers blocks differing in number, size, and coverage under different SNP density and allele frequency conditions.

  simulated subsamples coalescent diversity-based ld-based

• Structural effects of clinically observed mutations in JAK2 exons 13-15: comparison with V617F and exon 12 mutations.

  PMID 19744331 · PMC2749040 · BMC structural biology · 2009 · 8 claims · 1 setups

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  The simulation-derived JH1/JH2 interface provides a platform that explains the mutational effect of all tested mutants, including presumably benign controls, at the atomic level

  homology-model-derived molecular

• Antigenic diversity, transmission mechanisms, and the evolution of pathogens.

  PMID 19847288 · PMC2759524 · PLoS computational biology · 2009 · 8 claims · 3 setups

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  Three distinct infection types (A, B, C) emerge as maxima in the pathogen fitness landscape, each with characteristic within-host dynamics, contact network structure, and transmission mode

  generic simulated hiv-1 stochastic dynamic regression

• A network model for the correlation between epistasis and genomic complexity.

  PMID 18648534 · PMC2481279 · PloS one · 2008 · 8 claims · 5 setups

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  In small networks with multifunctional nodes, lack of redundancy, and absence of alternative pathways, epistasis is antagonistic on average.

  two-pathway network

• Size matters: just how big is BIG?: Quantifying realistic sample size requirements for human genome epidemiology.

  PMID 18676414 · PMC2639365 · International journal of epidemiology · 2009 · 7 claims · 2 setups

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  Conventional power calculations for case-control studies disregard analytic complexity (e.g. clinical assessment errors, unmeasured aetiological determinants) and can seriously underestimate true sample size requirements

  simulated simulation-based simulated

• Revealing the critical state and identifying individualized dynamic network biomarker for type 2 diabetes through advanced analysis methods on individual basis.

  PMID 39890881 · PMC11785715 · Scientific reports · 2025 · 8 claims · 5 setups

  Has reproduction · 75

  sJSD, NIG, and TNFE methods can detect critical states/tipping points before disease deterioration using only a single sample

  simulated adipose gastrocnemius dnb numerical microarray protein-protein

• 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

• 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

• Incorporation of genetic model parameters for cost-effective designs of genetic association studies using DNA pooling.

  PMID 17634103 · PMC1947971 · BMC genomics · 2007 · 8 claims · 4 setups

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  A closed-form approximation to the F-test non-centrality parameter (NCP) incorporating genetic model parameters (disease allele frequency, marker allele frequency, prevalence, genotype relative risk, sample size, genetic model, number of pools/replicates, machine variability) can be used to compute power for DNA pooling association studies

  modeled analytic factorial power

• 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

• 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

• Multiplexed discovery of sequence polymorphisms using base-specific cleavage and MALDI-TOF MS.

  PMID 15731331 · PMC549577 · Nucleic acids research · 2005 · 8 claims · 7 setups

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  Multiplexed base-specific cleavage/MALDI-TOF MS (Multiplexed Comparative Sequence Analysis) enables simultaneous discovery of sequence polymorphisms across multiple target regions

  ensembl genomic simulation pcr maldi-tof

• On the analysis of glycomics mass spectrometry data via the regularized area under the ROC curve.

  PMID 18076765 · PMC2211327 · BMC bioinformatics · 2007 · 8 claims · 4 setups

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  The TGDR-AUC algorithm regularizes the empirical AUC by replacing the non-differentiable 0-1 loss with a smooth sigmoid surrogate function and applies constrained threshold gradient descent regularization

  simulated serum preprocessed simulation mass high-resolution

• Inferring human colonization history using a copying model.

  PMID 18497854 · PMC2367454 · PLoS genetics · 2008 · 8 claims · 6 setups

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  A copying-model approach using SNP haplotype sharing can infer both the order of population founding and the donor populations contributing ancestry to each new population.

  simulated populations coalescent snp ascertainment

• Decoding of superimposed traces produced by direct sequencing of heterozygous indels.

  PMID 18654614 · PMC2429969 · PLoS computational biology · 2008 · 7 claims · 3 setups

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  A dynamic programming method (implemented as web app Indelligent) can decode superimposed allelic sequences from a single mixed trace, using only the observed string of ambiguous peak calls, without a reference sequence or reverse trace.

  genomic artificial simulated direct computational comparative

• 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

• Energy, power, and infrastructure demands from electrifying airport ground support equipment at United States airports.

  PMID 41912553 · PMC13199391 · Nature communications · 2026 · 7 claims · 4 setups

  Has reproduction · 95

  A bottom-up, agent-based modeling framework can quantify site-specific energy demand, peak power, fleet/charger requirements, and costs for electrifying GSE at 317 U.S. airports

  major u.s egse agent-based flight per-task

• OSeMOSYS Global, an open-source, open data global electricity system model generator.

  PMID 36241673 · PMC9568605 · Scientific data · 2022 · 8 claims · 5 setups

  Has reproduction · 80

  OSeMOSYS Global is an open-source, open-data global electricity system model generator built on the OSeMOSYS framework

  india bangladesh world spain osemosys

• Benchmarking tools for the alignment of functional noncoding DNA.

  PMID 14736341 · PMC344529 · BMC bioinformatics · 2004 · 8 claims · 4 setups

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  Global alignment tools (Avid, ClustalW, Lagan, Needle, DiAlign-G) typically have higher sensitivity over entire noncoding sequences and within constrained blocks than local tools

  simulated melanogaster sapiens sequence pairwise genome

• nf-core/mag: a best-practice pipeline for metagenome hybrid assembly and binning.

  PMID 35118380 · PMC8808542 · NAR genomics and bioinformatics · 2022 · 8 claims · 7 setups

  Has reproduction · 100

  nf-core/mag is a Nextflow/nf-core pipeline for hybrid metagenome assembly, binning and taxonomic classification of MAGs.

  simulated assembled mags raw metagenomic novo genome