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).

• Feature context-dependency and complexity-reduction in probability landscapes for integrative genomics.

  PMID 18783599 · PMC2559821 · Theoretical biology & medical modelling · 2008 · 8 claims · 2 setups

  Full-text index only

  Probability landscapes permit systematic detection, analysis, and utilization of feature context-dependency in genomic data.

  specified probability microarray

• Ensembl 2005.

  PMID 15608235 · PMC540092 · Nucleic acids research · 2005 · 8 claims · 4 setups

  Full-text index only

  Ensembl's automatic gene build system can flexibly and reliably annotate a wide variety of genomes with limited species-specific evidence.

  chicken genomes vertebrate annotated experimental gene pairwise

• scSAMAC: saliency-adjusted masking induced attention contrastive learning for single-cell clustering.

  PMID 40131310 · PMC11934584 · Briefings in bioinformatics · 2025 · 8 claims · 1 setups

  Has reproduction · 85

  scSAMAC integrates contrastive learning and negative binomial (NB) losses into a VAE, extracting features via contrastive unit similarity while preserving intrinsic data characteristics to enhance robustness and generalization in clustering.

  scrna-seq scrna-seq

• 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

• ASPIC: a web resource for alternative splicing prediction and transcript isoforms characterization.

  PMID 16845044 · PMC1538898 · Nucleic acids research · 2006 · 8 claims · 2 setups

  Full-text index only

  The ASPIC algorithm, using an optimization procedure that minimizes splice site predictions and transcript isoforms from multiple EST-genome alignments, outperforms other similar AS-prediction tools in sensitivity and selectivity

  hnrpr specified comparative algorithm

• 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

• DeepGSEA: explainable deep gene set enrichment analysis for single-cell transcriptomic data.

  PMID 38950178 · PMC11236288 · Bioinformatics (Oxford, England) · 2024 · 8 claims · 2 setups

  Has reproduction · 40

  DeepGSEA is an explainable deep gene set enrichment analysis method built on interpretable, prototype-based neural networks.

  simulated real-world simulation scrna-seq-based

• Emergent dynamics of underlying regulatory network links EMT and androgen receptor-dependent resistance in prostate cancer.

  PMID 36851919 · PMC9957767 · Computational and structural biotechnology journal · 2023 · 8 claims · 7 setups

  Has reproduction · 78

  Simulations of the EMT-AR crosstalk network reveal four possible phenotypes: epithelial-sensitive (ES), epithelial-resistant (ER), mesenchymal-resistant (MR), and mesenchymal-sensitive (MS), with MS occurring rarely

  gene racipe clinical tcga racipe influence principal

• Differential analysis of RNA structure probing experiments at nucleotide resolution: uncovering regulatory functions of RNA structure.

  PMID 35869080 · PMC9307511 · Nature communications · 2022 · 7 claims · 4 setups

  Has reproduction · 80

  DiffScan is a computational framework combining a Normalization module and a Scan module to identify SVRs at nucleotide resolution from SP data.

  transcripts platforms bacillus multi-subcellular simulated negative benchmark

• Identifying human pre-mRNA cleavage and polyadenylation factors by genome-wide CRISPR screens using a dual fluorescence readthrough reporter.

  PMID 38587191 · PMC11077057 · Nucleic acids research · 2024 · 6 claims · 8 setups

  Has reproduction · 68

  A dual fluorescence (GFP-mCherry) readthrough reporter with a PAS inserted between the two reporters enables measurement of 3' end processing efficiency in living cells.

  hek293 coli dual genome-wide western

• Single-Cell Differential Network Analysis with Sparse Bayesian Factor Models.

  PMID 35186014 · PMC8855158 · Frontiers in genetics · 2021 · 8 claims · 2 setups

  Has reproduction · 85

  A hierarchical Bayesian factor model using treatment-dependent latent factor loadings can construct gene co-expression networks from scRNA-seq data and identify differences in network structure between two (or more) biological conditions.

  simulated sars-cov-2 scrna-seq

• 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