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).

• Inferring combinatorial regulation of transcription in silico.

  PMID 15647509 · PMC546154 · Nucleic acids research · 2005 · 8 claims · 5 setups

  Full-text index only

  Combining Cluster-Buster (TFBS cluster prediction) with GOSSIP (rigorous GO enrichment statistics with multiple-testing/FDR correction) predicts biological functions controlled by combinatorial transcription factor action, without prior knowledge of factor targets

  upstream monocytes same tfbs microarray permutation

• MiPred: classification of real and pseudo microRNA precursors using random forest prediction model with combined features.

  PMID 17553836 · PMC1933124 · Nucleic acids research · 2007 · 8 claims · 8 setups

  Full-text index only

  A hybrid feature combining local contiguous triplet structure-sequence composition, MFE of the secondary structure, and P-value of a randomization test improves classification of real vs pseudo pre-miRNAs

  real combined pre-mirna training random independent repeated

• Stromal androgen signaling acts as tumor niches to drive prostatic basal epithelial progenitor-initiated oncogenesis.

  PMID 36323713 · PMC9630272 · Nature communications · 2022 · 8 claims · 8 setups

  Has reproduction · 63

  Loss of AR in stromal Gli1-lineage cells diminishes prostate epithelial oncogenesis and tumor development in vivo

  ugm hi-myc prostate hmyctg+ genetically single-cell immunohistochemistry

• Discovery of protein-protein interactions using a combination of linguistic, statistical and graphical information.

  PMID 15941473 · PMC1164402 · BMC bioinformatics · 2005 · 8 claims · 5 setups

  Full-text index only

  A combined linguistic+statistical+rule-based method achieves precision 0.61 and recall 0.97 (f=0.74) detecting yeast protein-protein interactions across 12,300 Medline abstracts.

  yeast yeast-related interaction random dictionary-based manual graph

• B-lineage commitment is dependent on a reversible epigenetic switch.

  PMID 41266087 · PMC12863259 · Genes & development · 2026 · 8 claims · 8 setups

  Full-text index only

  B-lymphoid commitment is mediated by a transcription factor-dose-dependent epigenetic switch that suppresses inherent T-lineage potential in early lymphoid progenitors

  bone expanded pax5 ebf1 combined atac-seq chip-seq

• TF2TG: an online resource mining the potential gene targets of transcription factors in Drosophila.

  PMID 40314147 · PMC12774851 · Genetics · 2026 · 8 claims · 8 setups

  Full-text index only

  TF2TG is an online resource integrating motif scan data, ChIP-seq peaks (modENCODE/modERN), Hi-C (TADs), REDfly-curated CRMs, ATAC-seq, protein-protein interaction data, and tissue-specific expression to predict TF-target gene relationships in Drosophila

  drosophila combined motif chip-seq whole-animal

• Colorectal Cancer Prediction Based on Weighted Gene Co-Expression Network Analysis and Variational Auto-Encoder.

  PMID 32825264 · PMC7563725 · Biomolecules · 2020 · 6 claims · 7 setups

  Has reproduction · 80

  Combining WGCNA hub genes and VAE 10-dimensional representation as features for an SVM classifier achieves high accuracy in predicting CRC

  colorectal same combined meturquoise microarray differential batch

• Comparative analysis of molecular signatures reveals a hybrid approach in breast cancer: Combining the Nottingham Prognostic Index with gene expressions into a hybrid signature.

  PMID 35143511 · PMC8830616 · PloS one · 2022 · 8 claims · 6 setups

  Has reproduction · 48

  A Hybrid signature combining the NPI with 14 SIS-selected genes was constructed from METABRIC training data

  metabric gse96058 test gene sure cox

• Using structural bioinformatics to investigate the impact of non synonymous SNPs and disease mutations: scope and limitations.

  PMID 19758473 · PMC2745591 · BMC bioinformatics · 2009 · 8 claims · 8 setups

  Full-text index only

  None of 39 tested structural properties can be used as a sole classification criterion to separate neutral SNPs from disease mutations.

  ensembl swissprot same structural foldx side

• CanPredict: a computational tool for predicting cancer-associated missense mutations.

  PMID 17537827 · PMC1933186 · Nucleic acids research · 2007 · 8 claims · 7 setups

  Full-text index only

  CanPredict is a web application providing public access to a random forest classifier that combines SIFT, LogR.E-value, and GOSS scores to predict whether a missense mutation is cancer-associated

  missense observed sjoblom refseq cross-validation recurrence comparative

• Pathway signatures derived from on-treatment tumor specimens predict response to anti-PD1 blockade in metastatic melanoma.

  PMID 34654806 · PMC8519947 · Nature communications · 2021 · 6 claims · 8 setups

  Has reproduction · 100

  A pathway-based super signature from on-treatment samples (PASS-ON) predicts anti-PD1 response with high accuracy (validation AUC 0.85-0.89, combined AUC 0.88) and outperforms existing signatures across all four datasets.

  metastatic pathway bulk gene elastic-net

• Cross species genomic analysis identifies a mouse model as undifferentiated pleomorphic sarcoma/malignant fibrous histiocytoma.

  PMID 19956606 · PMC2779485 · PloS one · 2009 · 8 claims · 7 setups

  Full-text index only

  A 100-gene signature from LSL-KrasG12D;Trp53Flox/Flox mouse sarcomas (vs normal muscle) is specifically and significantly enriched in human MFH but not other soft tissue sarcoma subtypes across three independent human datasets.

  lsl-krasg12d soft combined mfh microarray gene oncogenic

• Newborn sex-specific transcriptome signatures and gestational exposure to fine particles: findings from the ENVIRONAGE birth cohort.

  PMID 28583124 · PMC5458481 · Environmental health : a global access science source · 2017 · 8 claims · 6 setups

  Has reproduction · 71

  Gestational PM2.5 exposure is associated with sex-specific transcriptome signatures in cord blood, with a significant sex-by-exposure interaction for many genes.

  cord maternal pm2.5-associated blood whole-genome spatial-temporal overrepresentation

• Differential Infiltration of Key Immune T-Cell Populations Across Malignancies Varying by Immunogenic Potential and the Likelihood of Response to Immunotherapy.

  PMID 39682743 · PMC11640164 · Cells · 2024 · 8 claims · 5 setups

  Has reproduction

  Estimated T-cell infiltration differs significantly across melanoma, bladder, ovarian, and pancreatic cancers, tracking known immunogenic potential.

  tumor melanoma orien bulk gene kaplan-meier

• Computational verification of protein-protein interactions by orthologous co-expression.

  PMID 15740634 · PMC555590 · BMC bioinformatics · 2005 · 7 claims · 8 setups

  Full-text index only

  Co-expression of orthologous protein pairs across multiple species can verify/predict S. cerevisiae PPIs with better performance than S. cerevisiae co-expression alone.

  cerevisiae orthologs cdc28 yeast co-expression ortholog orthologous

• Computational disease gene identification: a concert of methods prioritizes type 2 diabetes and obesity candidate genes.

  PMID 16757574 · PMC1475747 · Nucleic acids research · 2006 · 6 claims · 8 setups

  Full-text index only

  Applying seven independent computational disease-gene prioritization methods in concert to 9556 positional candidate genes identifies a prioritized set of likely T2D and obesity candidate genes

  pubmed genes same randomly geneseeker evoc disease

• GeMI: interactive interface for transformer-based Genomic Metadata Integration.

  PMID 35657113 · PMC9216561 · Database : the journal of biological databases and curation · 2022 · 8 claims · 5 setups

  Has reproduction · 64

  GeMI is a web tool that uses a fine-tuned GPT2 model to extract 15 structured key-value attributes from free-text GEO sample metadata.

  cistrome encode geo fine-tuned manual batch transformer-based

• Integrative analysis of transcriptomic data reveals a predictive gene signature for chemoradiotherapy response in rectal cancer.

  PMID 41550766 · PMC12803930 · iScience · 2026 · 8 claims · 8 setups

  Has reproduction · 50

  A 186-gene signature predictive of nCRT response was derived from integrating six GEO transcriptomic datasets using machine learning.

  pre-treatment combined larc 186-gene differential machine molecular

• A network-guided protocol to discover susceptibility genes in genome-wide association studies using stability selection.

  PMID 36609152 · PMC9850185 · STAR protocols · 2023 · 5 claims · 5 setups

  Has reproduction · 92

  The protocol identifies genes that are both statistically associated with a phenotype and functionally interconnected in a biological network

  case-control gene-gene fictional familial snp-phenotype gene-level network-guided

• Single-Cell Lineage Tracing Uncovers Resistance Signatures and Sensitizing Strategies to FLT3 Inhibitors in Acute Myeloid Leukemia.

  PMID 41270153 · PMC7618455 · Cancer research · 2026 · 8 claims · 8 setups

  Full-text index only

  ReSisTrace single-cell lineage tracing identifies pre-resistant and pre-sensitive cell states to FLT3 inhibitors midostaurin and quizartinib in FLT3-ITD-positive MOLM-13 AML cells before treatment

  molm-13 aml-pdx1 single-cell lineage gene