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).

• Predicting Bone Metastasis Using Gene Expression-Based Machine Learning Models.

  PMID 34858485 · PMC8631472 · Frontiers in genetics · 2021 · 8 claims · 5 setups

  Has reproduction · 62

  A DNN model built on 34 top-ranked hub genes achieves the highest prediction accuracy (AUC 92.11%) for distinguishing primary from bone-metastasized tumors

  breast degs geo tcga microarray protein-protein machine

• Design and analysis issues in genome-wide somatic mutation studies of cancer.

  PMID 18692126 · PMC2820387 · Genomics · 2009 · 6 claims · 4 setups

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  Two-stage (discovery + validation) sequencing designs efficiently allocate resources and can produce highly informative candidate driver gene lists even with relatively small sample sizes.

  hypothetical panel colorectal germline simulation targeted genome-wide

• DiRE: identifying distant regulatory elements of co-expressed genes.

  PMID 18487623 · PMC2447744 · Nucleic acids research · 2008 · 8 claims · 4 setups

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  DiRE predicts distant regulatory elements by combining gene co-expression data, comparative genomics and TFBS profiles to determine TFBS-association signatures

  liver myod transgenic microarray tfbs enhancer

• Integration of multi-omics and machine learning strategies identifies immune related candidate biomarkers in inflammation-associated hypertrophic cardiomyopathy.

  PMID 41080564 · PMC12510942 · Frontiers in immunology · 2025 · 8 claims · 8 setups

  Has reproduction · 85

  Seven key immune-related genes (RNF165, SNCA, SRGN, MARCO, STEAP4, SIGLEC9, TKT) are associated with HCM by intersecting DEGs with MR-identified eQTLs

  left eqtl degs merged bulk two-sample functional

• Hypoxia-associated genes as predictors of outcomes in gastric cancer: a genomic approach.

  PMID 40129974 · PMC11931070 · Frontiers in immunology · 2025 · 8 claims · 8 setups

  Has reproduction · 96

  A prognostic model built from five H1-specific hypoxia-associated transcription factors (EHF, EIF1AD, GLA, KEAP1, MAGED2) predicts overall survival in STAD, with high-risk patients showing significantly worse OS.

  gastric gene scrna-seq tcga single-cell wgcna cell-cell

• PI3K inhibitors protect against glucocorticoid-induced skin atrophy.

  PMID 30737086 · PMC6441871 · EBioMedicine · 2019 · 8 claims · 8 setups

  Has reproduction · 76

  Drug repurposing screen of the LINCS transcriptional signature database identified PI3K/mTOR/Akt inhibitors as the most prominent pharmacological class capable of repressing REDD1/FKBP51 expression.

  keratinocytes hacat skin ear computational rt-pcr western

• Cancer-specific high-throughput annotation of somatic mutations: computational prediction of driver missense mutations.

  PMID 19654296 · PMC2763410 · Cancer research · 2009 · 7 claims · 7 setups

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  CHASM, a Random Forest-based computational method, was developed to identify and prioritize missense mutations likely to be functional drivers of tumor cell proliferation.

  missense same synthetic tp53 random support principal

• Rbfox2 controls autoregulation in RNA-binding protein networks.

  PMID 24637117 · PMC3967051 · Genes & development · 2014 · 8 claims · 8 setups

  Has reproduction · 48

  Rbfox2 cross-regulates AS-NMD events within RNA-binding protein genes to alter their expression, tuning autoregulatory splicing networks and placing Rbfox2 at a critical node of a multilayer regulatory network.

  v6.5 fhfox2 top introns iclip sequencing rt-pcr

• Nucleosome regulatory dynamics in response to TGFβ.

  PMID 24771338 · PMC4066760 · Nucleic acids research · 2014 · 8 claims · 7 setups

  Has reproduction · 59

  SuMMIt, a Bayesian strand-based mixture model requiring support from both ends of sequenced fragments, enables precise nucleosome mid-position calling, fuzziness scoring and between-condition change detection.

  hepatocellular hepg2 130-bp mnase strand-specific taqman

• In silico whole-genome screening for cancer-related single-nucleotide polymorphisms located in human mRNA untranslated regions.

  PMID 17201911 · PMC1774567 · BMC genomics · 2007 · 8 claims · 5 setups

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  A computational EST-based pipeline can identify UTR-SNPs that are statistically over-represented in cancerous versus normal tissue libraries

  est acute 100-nt whole-genome est-based pcr-based secondary

• Genome-wide signatures of convergent evolution in echolocating mammals.

  PMID 24005325 · PMC3836225 · Nature · 2013 · 8 claims · 8 setups

  Has reproduction

  Genome-wide convergent sequence evolution between echolocating lineages is not rare but widespread and continuously distributed, with signatures consistent with convergence in nearly 200 loci out of 2,326 examined.

  four raw orthologous mammalian whole-genome novo homology-based

• Inter-individual variation of DNA methylation and its implications for large-scale epigenome mapping.

  PMID 18413340 · PMC2425484 · Nucleic acids research · 2008 · 8 claims · 8 setups

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  CpG-rich regions (CpG islands) show low and similar methylation levels across individuals, but the sequential order of the few methylated CpGs among the many unmethylated ones varies randomly between individuals.

  cd4+ computational hep direct simulation epigraph

• Identification and analysis of genes associated with epithelial ovarian cancer by integrated bioinformatics methods.

  PMID 34143800 · PMC8213194 · PloS one · 2021 · 8 claims · 7 setups

  Has reproduction · 75

  306 overlapping DEGs (265 up-regulated, 41 down-regulated) were identified from three independent GEO microarray datasets comparing EOC and adjacent normal ovarian tissue

  eoc analysis overlapping pubmed microarray kegg protein-protein

• Comprehensive resequence analysis of a 136 kb region of human chromosome 8q24 associated with prostate and colon cancers.

  PMID 18704501 · PMC2525844 · Human genetics · 2008 · 6 claims · 5 setups

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  Next-generation (Roche/454) resequencing of 136 kb at 8q24 in 39 prostate cancer cases and 40 controls generated a comprehensive catalog of common SNPs (MAF>1%), including 442 novel SNPs

  genomic commercial plco unrelated targeted long-range genotyping

• Quantitative serum proteomics using dual stable isotope coding and nano LC-MS/MSMS.

  PMID 19817497 · PMC4684172 · Journal of proteome research · 2009 · 7 claims · 6 setups

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  DSIC labeling achieves high efficiency: 100% for Cysteine (acrylamide) and 98% for Lysine (succinic anhydride)

  standard dsic-labeled immunodepleted serum labeling quantitative in-solution

• Computational modeling demonstrates that glioblastoma cells can survive spatial environmental challenges through exploratory adaptation.

  PMID 31836713 · PMC6911112 · Nature communications · 2019 · 8 claims · 6 setups

  Has reproduction · 100

  Exploratory adaptation (stochastic gene-regulatory network perturbation) explains how GBM cells adapt phenotypically across spatially distinct tumor regions

  patient-derived low-grade tf-gene single-sample bulk differential gene

• Weighted gene co-expression network analysis reveals that CXCL10, IRF7, MX1, RSAD2, and STAT1 are related to the chronic stage of spinal cord injury.

  PMID 34532385 · PMC8421925 · Annals of translational medicine · 2021 · 8 claims · 7 setups

  Has reproduction · 44

  The brown co-expression module (775 genes) is the module most significantly associated with the chronic stage of SCI

  spinal brown sci microarray functional protein-protein