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).

• 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

• Decision forest analysis of 61 single nucleotide polymorphisms in a case-control study of esophageal cancer; a novel method.

  PMID 16026601 · PMC1637030 · BMC bioinformatics · 2005 · 8 claims · 2 setups

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  DF-SNPs, a novel adaptation of the Decision Forest method, can classify esophageal cancer cases vs. controls based on SNP genotype data with high concordance, sensitivity, and specificity.

  genomic snp high-throughput decision

• Integrated analysis of genetic and proteomic data identifies biomarkers associated with adverse events following smallpox vaccination.

  PMID 18923431 · PMC2692715 · Genes and immunity · 2009 · 7 claims · 6 setups

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  A two-stage strategy (Random Forest filtering followed by decision tree modeling) can integrate categorical genetic and continuous proteomic data to identify biomarkers of AE risk

  ebv-transformed serum combined rf-filtered snp serum random

• Genomic variation in myeloma: design, content, and initial application of the Bank On A Cure SNP Panel to detect associations with progression-free survival.

  PMID 18778477 · PMC2553089 · BMC medicine · 2008 · 7 claims · 7 setups

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  A custom BOAC SNP panel of 3404 SNPs in 983 genes was developed using the Affymetrix GeneChip Targeted Genotyping Platform, focused on non-synonymous coding SNPs and regulatory-region SNPs in candidate genes.

  coriell myeloma duplicate snp targeted genotyping machine

• The formation of avian montane diversity across barriers and along elevational gradients.

  PMID 35022441 · PMC8755808 · Nature communications · 2022 · 8 claims · 8 setups

  Has reproduction · 75

  Genetic differentiation is generally greater across the oceanic barrier separating Buru and Seram than across the lowland barrier separating New Guinea mountain ranges.

  forest population individuals single whole-genome f_st principal

• Environmental Drivers of Genetic Divergence in Two Corals From the Florida Keys.

  PMID 40589611 · PMC12206660 · Evolutionary applications · 2025 · 8 claims · 8 setups

  Has reproduction · 64

  Temperature was not the most important driver of coral genetic divergence in the Florida Keys; depth and water chemistry were more important

  agaricia agaricites coral sites 2brad population hierarchical

• GenTB: A user-friendly genome-based predictor for tuberculosis resistance powered by machine learning.

  PMID 34461978 · PMC8407037 · Genome medicine · 2021 · 8 claims · 6 setups

  Has reproduction · 78

  GenTB is a free, open, web-based application offering two ML predictors (Random Forest and WDNN) that predict resistance to 13 and 10 anti-TB drugs, respectively.

  clinical tuberculosis registered whole-genome targeted retraining

• Natural clines and human management impact the genetic structure of Algerian honey bee populations.

  PMID 38114899 · PMC10729559 · Genetics, selection, evolution : GSE · 2023 · 7 claims · 8 setups

  Has reproduction · 55

  No significant admixture from European subspecies was detected in Algerian honey bees, suggesting large-scale queen imports have not occurred in Algeria.

  apis algerian ld-pruned reference whole-genome read identity-by-descent