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).

• Systematic assessment of pathway databases, based on a diverse collection of user-submitted experiments.

  PMID 36088548 · PMC9487593 · Briefings in bioinformatics · 2022 · 8 claims · 6 setups

  Has reproduction · 94

  Well-established, hierarchically organized pathway annotation systems (e.g. GO, Reactome, KEGG) yield the best overall enrichment performance despite covering much of the human genome only in general terms.

  user-submitted string pubmed protein-coding gene hierarchical text-mining

• Inparanoid: a comprehensive database of eukaryotic orthologs.

  PMID 15608241 · PMC540061 · Nucleic acids research · 2005 · 8 claims · 4 setups

  Full-text index only

  The Inparanoid algorithm identifies true ortholog clusters by seeding on reciprocal best-matching pairs, gathering inparalogs (post-speciation duplicates) while excluding outparalogs (pre-speciation duplicates)

  eukaryotic pairwise uniprot sequences whole-genome inparanoid redundancy

• FEM: mining biological meaning from cell level in single-cell RNA sequencing data.

  PMID 34909283 · PMC8641482 · PeerJ · 2021 · 7 claims · 5 setups

  Has reproduction · 75

  The FEM algorithm converts each cell's gene expression matrix (GEM) into a functional expression matrix by applying Fisher's exact test enrichment per cell and per gene set, then encoding adjusted p-values as information content.

  peripheral pancreas liver pbmc scrna-seq differential dimensionality

• Multiomic machine learning on lactylation for molecular typing and prognosis of lung adenocarcinoma.

  PMID 39856156 · PMC11760357 · Scientific reports · 2025 · 8 claims · 8 setups

  Has reproduction · 83

  Ten multiomics clustering algorithms identify two distinct lactylation cancer subtypes (CS1 and CS2) in LUAD

  tcga gse13213 gse31210 multiomics closest ssgsea

• Satellitome Analysis and Transposable Elements Comparison in Geographically Distant Populations of Spodoptera frugiperda.

  PMID 35455012 · PMC9026859 · Life (Basel, Switzerland) · 2022 · 8 claims · 5 setups

  Has reproduction · 67

  Most transposable elements are commonly shared across all eight geographically distant S. frugiperda samples, except Maverick and PIF/Harbinger elements which show divergent repeat copies

  frugiperda satellite million contigs comparative homology divergence

• Single-Cell Transcriptome Analysis Revealed Heterogeneity and Identified Novel Therapeutic Targets for Breast Cancer Subtypes.

  PMID 37190091 · PMC10137100 · Cells · 2023 · 8 claims · 8 setups

  Has reproduction · 54

  Single-cell transcriptomic analysis of EPCAM+Lin- epithelial cells identified unique gene signatures/markers that distinguish ER+, HER2+, ER+HER2+, and TNBC molecular subtypes

  breast epcam+cd45-cd8a-cd4-cd19-cd3e cancer identified single-cell differential crispr-cas9

• Shotgun haplotyping: a novel method for surveying allelic sequence variation.

  PMID 16221968 · PMC1253838 · Nucleic acids research · 2005 · 8 claims · 7 setups

  Full-text index only

  A novel shotgun haplotyping method generates haplotypic sequences from long PCR products by shotgun sequencing both alleles concurrently and using read-pair information to separate alleles during assembly

  genomic long pcr ampicillin-resistant long cloning short

• Evolutionary sequence analysis of complete eukaryote genomes.

  PMID 15762985 · PMC1274250 · BMC bioinformatics · 2005 · 8 claims · 6 setups

  Full-text index only

  A conservative genome-comparison method (MIA) identifies panorthologs — strict single-copy 1:1 orthologs containing only species divergences, no paralogy — to minimize errors from gene duplication in evolutionary sequence analysis.

  complete panortholog concatenated individual reciprocal sequence neighbor-joining

• 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

• Polymorphix: a sequence polymorphism database.

  PMID 15608242 · PMC540030 · Nucleic acids research · 2005 · 8 claims · 5 setups

  Full-text index only

  Polymorphix is an ACNUC-structured database that organizes EMBL/GenBank sequences into within-species homologous sequence families using similarity and bibliographic criteria, with alignments, outgroups and phylogenetic trees provided.

  eukaryotic clustered consensus aligned sequence blast phylogenetic

• LoRA-TV: read depth profile-based clustering of tumor cells in single-cell sequencing.

  PMID 38877886 · PMC11179121 · Briefings in bioinformatics · 2024 · 6 claims · 2 setups

  Has reproduction · 90

  LoRA-TV jointly processes read-depth profiles of all cells by stacking them into a matrix and applying low-rank approximation plus total-variation smoothing to capture shared genomic signatures for clustering.

  tumor simulated single-cell simulation

• ECgene: genome annotation for alternative splicing.

  PMID 15608289 · PMC540072 · Nucleic acids research · 2005 · 8 claims · 5 setups

  Full-text index only

  ECgene combines genome-based EST clustering with a graph-theoretic transcript assembly procedure to predict gene models including alternative splicing events.

  brca2 rgs17 organs cdna genomic genome transcript

• EPD in its twentieth year: towards complete promoter coverage of selected model organisms.

  PMID 16381980 · PMC1347508 · Nucleic acids research · 2006 · 7 claims · 4 setups

  Full-text index only

  EPD is an annotated, non-redundant collection of experimentally defined eukaryotic POL II promoters accessed via genome position pointers.

  rice preliminary primer sequence quality

• Unravelling the hidden heterogeneities of diffuse large B-cell lymphoma based on coupled two-way clustering.

  PMID 17888167 · PMC2082044 · BMC genomics · 2007 · 8 claims · 6 setups

  Full-text index only

  A proposed coupled two-way clustering (CTWC/SPC) method combined with a GO-based functional concept consistency score can identify compact, robust gene subsets that define clinically meaningful DLBCL subtypes

  dlbcl identified microarray oligonucleotide coupled

• Identification and characterization of insect-specific proteins by genome data analysis.

  PMID 17407609 · PMC1852559 · BMC genomics · 2007 · 8 claims · 7 setups

  Full-text index only

  Comparative genome analysis across five holometabolous insects and three non-insect eukaryotes (opisthokonts) identifies 154 insect-specific orthologous groups (refined to 51 proteins) and 466 eukaryote/opisthokont-core orthologous groups

  drosophila insect-core locusta insect-specific comparative est functional

• Bayesian survival analysis in genetic association studies.

  PMID 18617538 · PMC2530885 · Bioinformatics (Oxford, England) · 2008 · 7 claims · 5 setups

  Full-text index only

  A novel Bayesian method (BETA-Surv) extends prior case-control haplotype-clustering work to censored survival outcomes by clustering haplotypes via gene tree/perfect phylogeny topology and relative mutation age.

  simulated same sanad bayesian univariate partial

• Antigenic diversity, transmission mechanisms, and the evolution of pathogens.

  PMID 19847288 · PMC2759524 · PLoS computational biology · 2009 · 8 claims · 3 setups

  Full-text index only

  Three distinct infection types (A, B, C) emerge as maxima in the pathogen fitness landscape, each with characteristic within-host dynamics, contact network structure, and transmission mode

  generic simulated hiv-1 stochastic dynamic regression

• Artificial Intelligence Meets Whole Slide Images: Deep Learning Model Shapes an Immune-Hot Tumor and Guides Precision Therapy in Bladder Cancer.

  PMID 36245985 · PMC9553530 · Journal of oncology · 2022 · 6 claims · 8 setups

  Has reproduction

  A deep learning WSI cluster (three-class mini batch K-means on Inception V3 features) is associated with overall survival (P<0.001) and is an independent prognostic predictor (P=0.031) in BLCA.

  tcga-blca blca tcga deep transfer-learning neural-network

• Deconvolution of the hematopoietic stem cell microenvironment reveals a high degree of specialization and conservation.

  PMID 35494238 · PMC9046238 · iScience · 2022 · 8 claims · 6 setups

  Has reproduction · 60

  A customized bootstrapping/random-forest divide-and-conquer clustering pipeline integrating three scRNA-seq datasets robustly resolves cell states despite high cell-to-cell similarity within compartments

  bone endothelial independent integrated single-cell scrna-seq gene

• SGCP: a spectral self-learning method for clustering genes in co-expression networks.

  PMID 38956463 · PMC11221046 · BMC bioinformatics · 2024 · 7 claims · 4 setups

  Has reproduction · 51

  SGCP, a spectral self-learning method, yields gene co-expression modules with higher GO enrichment than WGCNA, CoExpNets, and CEMiTool across 12 real gene expression datasets.

  real microarray rna-seq same gene dna-microarray rna-sequencing