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).

• BiRNA-BERT allows efficient RNA language modeling with adaptive tokenization.

  PMID 41266599 · PMC12635123 · Communications biology · 2025 · 8 claims · 8 setups

  Has reproduction · 50

  BiRNA-BERT uses adaptive dual-tokenization that dynamically selects nucleotide-level (NUC) or byte-pair encoding (BPE) tokens based on input sequence length

  rfam plant lncrna-mirna sequences unsupervised mirna-lncrna length-binned

• Aerobicity stimulon in Escherichia coli revealed using multi-scale computational systems biology of respiratory variants.

  PMID 41675058 · PMC12886548 · iScience · 2026 · 8 claims · 7 setups

  Full-text index only

  ETS variants with differing proton-pumping efficiencies achieve growth optimization on succinate and glycerol via adaptive laboratory evolution, analogous to prior glucose findings

  coli adaptive growth rate-yield

• 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

• Genome-wide signatures of convergent evolution in echolocating mammals.

  PMID 24005325 · PMC3836225 · Nature · 2013 · 8 claims · 8 setups

  Has reproduction

  Genome-wide convergent sequence evolution between echolocating lineages is not rare but widespread and continuously distributed, with signatures consistent with convergence in nearly 200 loci out of 2,326 examined.

  four raw orthologous mammalian whole-genome novo homology-based

• Evolutionary repair: Changes in multiple functional modules allow meiotic cohesin to support mitosis.

  PMID 32155147 · PMC7138332 · PLoS biology · 2020 · 8 claims · 7 setups

  Has reproduction · 90

  Replacing Scc1 with Rec8 in mitosis impairs sister chromosome cohesion, advances the timing of genome replication, and reduces reproductive fitness by 45%

  saccharomyces cerevisiae competitive live-cell flow

• Irisin ameliorates obesity and insulin resistance via adipose tissue IL-33 and regulatory T cells.

  PMID 41933175 · PMC13052164 · Nature metabolism · 2026 · 8 claims · 8 setups

  Has reproduction · 48

  Irisin modulates adipose tissue inflammation by increasing IL-33 production and preserving ST2+ regulatory T cells in white adipose tissues, thereby improving obesity and glucose intolerance.

  4-week-old hfd-fed bat iwat aav8-mediated body intraperitoneal