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).

• Spatial information matters: are traditional imputation methods effective for spatial transcriptomics data?

  PMID 41627342 · PMC12862982 · Briefings in bioinformatics · 2026 · 7 claims · 3 setups

  Has reproduction · 89

  No single existing SOTA imputation method consistently performs well across newer SRT platforms/datasets

  datasets srt same computational proposed

• Fractional ridge regression: a fast, interpretable reparameterization of ridge regression.

  PMID 33252656 · PMC7702219 · GigaScience · 2020 · 7 claims · 2 setups

  Has reproduction · 84

  Ridge regression can be reparameterized in terms of the fraction γ between the L2-norms of the regularized and unregularized coefficient solutions (fractional ridge regression, FRR).

  synthetic brain benchmarking general

• Accurate chromatin marks peak calling with Omnipeak.

  PMID 41521664 · PMC12784980 · Nucleic acids research · 2026 · 8 claims · 6 setups

  Has reproduction · 77

  Omnipeak is a universal unsupervised peak-calling algorithm based on a constrained three-state hidden Markov model (zero, noise, signal states)

  gm12878 roadmap abf immgen chip-seq ultra-low-input atac-seq

• FA-nf: A Functional Annotation Pipeline for Proteins from Non-Model Organisms Implemented in Nextflow.

  PMID 34681040 · PMC8535801 · Genes · 2021 · 8 claims · 4 setups

  Has reproduction · 100

  FA-nf, implemented in Nextflow with Docker/Singularity containerization, integrates NCBI BLAST+, DIAMOND, InterProScan, and KEGG (KAAS/KofamKOALA) into a single functional annotation pipeline.

  apis phaseolus abscondita functional

• The use of edge-betweenness clustering to investigate biological function in protein interaction networks.

  PMID 15740614 · PMC555937 · BMC bioinformatics · 2005 · 8 claims · 7 setups

  Full-text index only

  Edge-Betweenness clustering separates protein interaction graphs into subgraphs whose GO term distributions show significant correlations, revealing biologically meaningful functional modules.

  interaction yeast edge-betweenness chi-squared robustness

• Bayesian transcriptome assembly.

  PMID 25367074 · PMC4397945 · Genome biology · 2014 · 8 claims · 8 setups

  Has reproduction · 68

  Bayesembler, a probabilistic transcriptome assembler built on a Bayesian model of the RNA sequencing process with Gibbs sampling over expressed candidates, abundances and read assignments, is introduced.

  k562 embryonic dendritic rna-seq simulated paired-end long-read