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).

• Towards precise classification of cancers based on robust gene functional expression profiles.

  PMID 15774002 · PMC1274255 · BMC bioinformatics · 2005 · 6 claims · 7 setups

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  Functional expression profiles (FEPs) achieve comparable or better classification performance than conventional gene expression profiles (GEPs) across four public microarray datasets

  nci60 lymphoma fep go-annotated cdna recursive hypergeometric

• Integrative bioinformatics and artificial intelligence analyses of transcriptomics data identified genes associated with major depressive disorders including NRG1.

  PMID 37583471 · PMC10423927 · Neurobiology of stress · 2023 · 7 claims · 5 setups

  Has reproduction · 66

  Differentially expressed genes in MDD patients are enriched in immune response, inflammatory response, neurodegeneration, and cerebellar atrophy pathways.

  blood transcriptomic postmortem saliva gsea machine differential

• Molecular Classification Models for Triple Negative Breast Cancer Subtype Using Machine Learning.

  PMID 34575658 · PMC8472680 · Journal of personalized medicine · 2021 · 6 claims · 4 setups

  Has reproduction · 86

  A training gene set of 719 unique upregulated DEGs (subtype-specific) can be used to build ML models that classify TNBC into BLIA, BLIS, MES, and LAR subtypes.

  known tnbc unique unknown gene machine term

• TRAPID 2.0: a web application for taxonomic and functional analysis of de novo transcriptomes.

  PMID 34197621 · PMC8464036 · Nucleic acids research · 2021 · 8 claims · 8 setups

  Has reproduction · 60

  TRAPID 2.0 is a web application performing global characterization of de novo transcriptomes via structural, functional, and taxonomic annotation in an initial processing phase, followed by an exploratory phase of downstream analyses.

  mmetsp query putative ciliate taxonomic similarity non-coding

• Why an integrated view of gene expression studies on hematopoiesis in mouse aging is better than the sum of their parts.

  PMID 38627103 · PMC11586588 · FEBS letters · 2024 · 7 claims · 4 setups

  Has reproduction · 75

  Combining differentially expressed (DE) gene lists from multiple publications into a unified 'aging list' (AL) with citation counts, and deriving a shorter high-confidence 'aging signature' (AS, genes cited in >3 publications, ~200 genes), produces a more reliable and consistent picture of hematopoietic aging than any single study.

  hematopoietic compiled gene bulk single-cell

• Metabolic reprogramming and prognostic insights in molecular landscapes driven by glycolysis in ovarian cancer.

  PMID 40707588 · PMC12290113 · Scientific reports · 2025 · 7 claims · 8 setups

  Has reproduction · 77

  457 differentially expressed GRGs were identified between OC and normal ovarian tissue, of which 30 were significantly associated with prognosis

  tcga-oc tcga-oc-gse26193 ov_gse154600 iose-80 bulk univariate copy

• Applications for protein sequence-function evolution data: mRNA/protein expression analysis and coding SNP scoring tools.

  PMID 16912992 · PMC1538848 · Nucleic acids research · 2006 · 7 claims · 8 setups

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  PANTHER HMMs built from family/subfamily multiple sequence alignments can classify novel protein sequences into functional groups based on statistically significant HMM match scores

  input gene genome-wide genes sequence gene numerical

• Computational approaches for predicting the biological effect of p53 missense mutations: a comparison of three sequence analysis based methods.

  PMID 16522644 · PMC1390679 · Nucleic acids research · 2006 · 7 claims · 6 setups

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  Align-GVGD predicts loss of transactivation activity with high specificity (~88%) but lower sensitivity (67.9-71.2%) for neutral mutants

  p53 tp53 yeast-based sequence align-gvgd

• Variations in the transcriptome of Alzheimer's disease reveal molecular networks involved in cardiovascular diseases.

  PMID 18842138 · PMC2760875 · Genome biology · 2008 · 8 claims · 6 setups

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  AD-related genes (APOE, A2M, PON2, MAP4) and CVD-associated genes (COMT, CBS, WNK1) congregate in a single co-expression module, linking AD and CVD at the transcriptional level

  entorhinal subjects expression differentially microarray significance principal

• Annotation and analysis of 10,000 expressed sequence tags from developing mouse eye and adult retina.

  PMID 14519200 · PMC328454 · Genome biology · 2003 · 8 claims · 5 setups

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  Annotation of 8,633 high-quality non-mitochondrial/non-ribosomal ESTs shows 57% represent known genes and 43% are unknown or novel, with M15E having the highest proportion of novel ESTs

  embryonic high-quality unique m15e est sequence comparative

• Combining evidence of preferential gene-tissue relationships from multiple sources.

  PMID 23950964 · PMC3741196 · PloS one · 2013 · 8 claims · 8 setups

  Has reproduction · 53

  A high-level integration approach combining three methods across four human microarray datasets, merged by consensus voting and a rule-based inner/total score, predicts preferentially expressed genes while reducing method- and study-specific bias.

  normal four microarray genes microarray computational bayes

• Functional nsSNPs from carcinogenesis-related genes expressed in breast tissue: potential breast cancer risk alleles and their distribution across human populations.

  PMID 16595073 · PMC3500178 · Human genomics · 2006 · 7 claims · 5 setups

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  A bioinformatics strategy cross-referencing carcinogenesis-related gene lists with breast-tissue expression data can identify candidate breast cancer risk nsSNPs.

  breast carcinogenesis-related nssnp-containing african gene snp functional

• Up regulation in gene expression of chromatin remodelling factors in cervical intraepithelial neoplasia.

  PMID 18248679 · PMC2277413 · BMC genomics · 2008 · 8 claims · 4 setups

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  Chromatin remodelling-associated genes SMARCC1, NCOR1, MRFAP1 and MORF4L2 are upregulated during progression of cervical intraepithelial neoplasia

  cervical independent computational long real-time gene

• Application of Machine Learning in Predicting Hepatic Metastasis or Primary Site in Gastroenteropancreatic Neuroendocrine Tumors.

  PMID 37887568 · PMC10605255 · Current oncology (Toronto, Ont.) · 2023 · 8 claims · 7 setups

  Has reproduction · 59

  Multi-gene random forest models classify primary tumor vs. liver metastasis samples with 100% accuracy in training/test cohorts and >90% accuracy in an independent validation cohort

  pancreatic rna-seq liver tumor bulk machine multi-label

• Refining breast cancer biomarker discovery and drug targeting through an advanced data-driven approach.

  PMID 38253993 · PMC10810249 · BMC bioinformatics · 2024 · 8 claims · 8 setups

  Has reproduction · 59

  The BGWO_SA_Ens algorithm (hybrid BGWO + simulated annealing with an ensemble classifier objective function) selects predictive breast cancer biomarker genes with high classification performance

  merged gse45827 superior differential feature comparative

• Blood RNA signature RISK4LEP predicts leprosy years before clinical onset.

  PMID 34090257 · PMC8182229 · EBioMedicine · 2021 · 7 claims · 5 setups

  Has reproduction · 53

  A 4-gene blood RNA signature (RISK4LEP: MT-ND2, REX1BD, TPGS1, UBC) predicts leprosy development 4–61 months before clinical diagnosis

  blood rna-seq paxgene bulk rt-qpcr random

• SGCEdb: a flexible database and web interface integrating experimental results and analysis for structural genomics focusing on Caenorhabditis elegans.

  PMID 16381914 · PMC1347399 · Nucleic acids research · 2006 · 8 claims · 8 setups

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  SGCEdb is a flexible, reusable database and web interface for reporting and analyzing structural genomics experiment results, focused on C. elegans

  elegans expressed soluble crystallized recombinant solubility purification

• 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-derived hub genes with a VAE-derived 10-dimensional representation as features for an SVM classifier achieves high accuracy (0.9692) and AUC (0.9981) for colorectal cancer prediction.

  colorectal combined differentially crc microarray differential weighted

• Structural organization and interactions of transmembrane domains in tetraspanin proteins.

  PMID 15985154 · PMC1190194 · BMC structural biology · 2005 · 8 claims · 5 setups

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  TM1, TM2 and TM3 of human tetraspanins display a distinct heptad repeat motif (abcdefg)n, while TM4 lacks this motif.

  tetraspanin cd9 gfp single-cysteine sequence cross-species fluorescence

• CGH-Profiler: data mining based on genomic aberration profiles.

  PMID 16042799 · PMC1183191 · BMC bioinformatics · 2005 · 8 claims · 3 setups

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  CGH-Profiler circumvents ISCN nomenclature by importing CGH data from different vendor systems and converting it into a table format suitable for statistical analysis.

  tumour cgh metaphase comparative metaphase