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).

• Multimodal data integration for biologically-relevant artificial intelligence to guide adjuvant chemotherapy in stage II colorectal cancer.

  PMID 40472802 · PMC12171563 · EBioMedicine · 2025 · 6 claims · 7 setups

  Has reproduction · 83

  AI-derived radiological clustering identifies stage II CRC patients with significantly different survival benefit from adjuvant chemotherapy

  stage patients tumour whole-tumour radiomics bulk cellular

• 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 · 8 claims · 8 setups

  Has reproduction

  A three-class WSI cluster (C0/C1/C2) derived via mini batch K-means clustering on Inception V3-extracted image features is significantly associated with overall survival and is an independent prognostic predictor in BLCA.

  tcga-blca gse32894 deep transfer machine

• M6A-mediated molecular patterns and tumor microenvironment infiltration characterization in nasopharyngeal carcinoma.

  PMID 38532632 · PMC10978033 · Cancer biology & therapy · 2024 · 8 claims · 8 setups

  Has reproduction · 76

  NPC patients can be divided into two distinct m6A-related molecular subclasses based on prognostic m6A regulator expression

  npc gse102349 clinical expression ssgsea cibersort

• 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

• Research and experimental verification on the mechanisms of cellular senescence in triple-negative breast cancer.

  PMID 38435998 · PMC10909353 · PeerJ · 2024 · 8 claims · 8 setups

  Has reproduction · 67

  TNBC can be classified into three molecular subtypes (clusters 1, 2, 3) based on cellular senescence-related pathway scores

  tnbc tcga tcga-tnbc mda-mb-468 scrna-seq ssgsea unsupervised

• stDyer-image improves clustering analysis of spatially resolved transcriptomics and proteomics with morphological images.

  PMID 41692960 · PMC12960910 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 5 setups

  Has reproduction · 75

  stDyer-image directly associates the image modality with predicted cluster labels rather than using images to enhance/impute gene expression data

  non-small morphology brain breast spatial image

• Diapause vs. reproductive programs: transcriptional phenotypes in a keystone copepod.

  PMID 33782539 · PMC8007741 · Communications biology · 2021 · 8 claims · 7 setups

  Has reproduction · 57

  t-SNE clustering of all-gene expression data groups field-collected (diapause program) samples into one cluster while early and late culture (reproductive program) samples separate into two distinct phenotypes

  calanus same 11k degs bulk dimensionality differential

• 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

• 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

• A DNA microarray survey of gene expression in normal human tissues.

  PMID 15774023 · PMC1088941 · Genome biology · 2005 · 6 claims · 6 setups

  Full-text index only

  Unsupervised hierarchical clustering of gene expression groups normal tissue samples largely according to anatomic location, cellular composition, or physiologic function.

  normal common computational each two-color comparative unsupervised

• 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

• GeneTide--Terra Incognita Discovery Endeavor: a new transcriptome focused member of the GeneCards/GeneNote suite of databases.

  PMID 15608261 · PMC540076 · Nucleic acids research · 2005 · 8 claims · 7 setups

  Full-text index only

  GeneTide integrates UniGene, DoTS, AceView, BLAT/GeneLoc genomic alignment, and GeneAnnot probe-set data into a unified Consensus/Uniqueness/Score scheme to associate ESTs with GeneCards genes

  transcriptome genome spliced transcripts est genomic splice-orientation

• 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

• Application of functional genomics to primate endometrium: insights into biological processes.

  PMID 17118168 · PMC1775064 · Reproductive biology and endocrinology : RB&E · 2006 · 8 claims · 7 setups

  Full-text index only

  Gene expression profiles differ distinctly across proliferative, early-, mid-, and late-secretory phases of the human menstrual cycle, reflecting sequential estradiol and progesterone action.

  endometrial uterus whole-genome cdna oligonucleotide

• Whole genome association mapping by incompatibilities and local perfect phylogenies.

  PMID 17042942 · PMC1624851 · BMC bioinformatics · 2006 · 8 claims · 8 setups

  Full-text index only

  Blossoc scores the perfect phylogenetic tree spanning the largest compatible region around each marker as a decision tree for case/control status to detect association

  coalescent-simulated artificial empirical same perfect-phylogeny hapminer haplotype

• Comprehensive genome analysis of 203 genomes provides structural genomics with new insights into protein family space.

  PMID 16481312 · PMC1373602 · Nucleic acids research · 2006 · 8 claims · 7 setups

  Full-text index only

  The number of protein families continues to expand steadily as more genomes are sequenced, showing no sign of saturation.

  non-identical gene3d cath whole-gene domain transmembrane

• The RCSB PDB information portal for structural genomics.

  PMID 16381872 · PMC1347482 · Nucleic acids research · 2006 · 7 claims · 5 setups

  Full-text index only

  The RCSB PDB Structural Genomics Information Portal integrates three resources: Structural Genomics Initiatives, Targets (TargetDB/PepcDB), and Structures (functional coverage analysis).

  structural nih genome sequence target production

• 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

• FLAME, a novel fuzzy clustering method for the analysis of DNA microarray data.

  PMID 17204155 · PMC1774579 · BMC bioinformatics · 2007 · 6 claims · 5 setups

  Full-text index only

  FLAME captures non-linear relationships and non-globular clusters by approximating fuzzy membership from each object's nearest neighbors rather than global centroids

  reduced yeast hypoxia tissues microarray gene