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).

• UNMF: a unified nonnegative matrix factorization for multi-dimensional omics data.

  PMID 37478378 · PMC10516365 · Briefings in bioinformatics · 2023 · 5 claims · 3 setups

  Has reproduction · 60

  UNMF is designed for tidy data format and structure, allowing it to handle a wide range of data structures and formats in a unified manner without requiring format-specific preprocessing.

  simulated specified simulation metagenomics sequencing

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

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

  Full-text index only

  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

• Gbdmr: identifying differentially methylated CpG regions in the human genome via generalized beta regressions.

  PMID 38443825 · PMC10916021 · BMC bioinformatics · 2024 · 8 claims · 4 setups

  Has reproduction · 62

  gbdmr models DNA methylation levels of CpG sites using a generalized beta distribution instead of assuming normality as in linear-regression-based methods

  simulated birth gene simulation methylation

• Performance of methods for SARS-CoV-2 variant detection and abundance estimation within mixed population samples.

  PMID 36721781 · PMC9884472 · PeerJ · 2023 · 8 claims · 4 setups

  Has reproduction · 50

  Kallisto was the most accurate VCE on simulated data, having the lowest RRMSE, followed by Freyja

  sars-cov-2 publicly simulated simulated amplicon-based variant

• 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

  Full-text index only

  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

• Developmental hematopoietic stem cell variation explains clonal hematopoiesis later in life.

  PMID 39592593 · PMC11599844 · Nature communications · 2024 · 8 claims · 2 setups

  Has reproduction · 90

  Weak selection conferred by HSC variation created before birth can reliably yield clonal hematopoiesis later in life, demonstrated via shared prenatal circulation of monozygotic (MZ) twins.

  blood simulated fluctuating single-cell

• Genome-wide prediction of functional gene-gene interactions inferred from patterns of genetic differentiation in mice and men.

  PMID 18270580 · PMC2217631 · PloS one · 2008 · 8 claims · 6 setups

  Full-text index only

  Pairs of unlinked SNPs showing excess genetic differentiation (LD in mouse RILs, Fst in human populations) beyond what simulations/coalescent models predict by chance represent candidate functionally interacting (epistatic) gene pairs.

  bxd simulated subset populations genome-wide simulation genotype-phenotype

• Highly cost-efficient genome-wide association studies using DNA pools and dense SNP arrays.

  PMID 18276640 · PMC2346606 · Nucleic acids research · 2008 · 8 claims · 5 setups

  Full-text index only

  Illumina HumanHap300 arrays are substantially more efficient than Affymetrix Genechip HindIII arrays for DNA-pooling based GWAS

  pools same publicly simulated pooling individual simulation

• A mechanistic model captures the emergence and implications of non-genetic heterogeneity and reversible drug resistance in ER+ breast cancer cells.

  PMID 34316714 · PMC8271219 · NAR cancer · 2021 · 7 claims · 8 setups

  Has reproduction · 85

  EMT and tamoxifen-resistance (TamR) regulatory axes can drive one another, enabling non-genetic heterogeneity via six co-existing phenotypes (ES, ER, HS, HR, MS, MR)

  gene same randomized publicly racipe stochastic randomized

• Identifying and classifying trait linked polymorphisms in non-reference species by walking coloured de bruijn graphs.

  PMID 23536903 · PMC3607606 · PloS one · 2013 · 8 claims · 9 setups

  Has reproduction · 45

  Bubbleparse detects sequence variants directly from NGS reads without a reference genome, using the coloured de Bruijn graph implementation of Cortex plus a new depth-first bubble-finding module.

  arabidopsis bubbleparse escherichia col-0 reference-free alignment-based sequence