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).

• KEGG spider: interpretation of genomics data in the context of the global gene metabolic network.

  PMID 19094223 · PMC2646283 · Genome biology · 2008 · 8 claims · 8 setups

  Full-text index only

  KEGG spider, using a global 'pathway-free' metabolic network framework, provides deeper insight into metabolism variations than existing enrichment-based methods.

  diffuse-type liver renal anaplastic differential proteomic proteomics

• 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) were identified for HCM by intersecting DEGs with MR-derived HCM-associated eQTLs.

  left european merged degs bulk two-sample machine

• A platelet-related signature for predicting the prognosis and immunotherapy benefit in bladder cancer based on machine learning combinations.

  PMID 39280688 · PMC11399026 · Translational andrology and urology · 2024 · 8 claims · 8 setups

  Has reproduction · 51

  An Enet (alpha=0.4) machine-learning algorithm built from 10 platelet-related genes yields the optimal platelet-related signature (PRS) for bladder cancer prognosis, with average C-index 0.73

  bladder tcga bulk univariate integrative

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

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

  Full-text index only

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

  cervical independent computational long real-time gene

• A four-gene signature from blood to exclude bacterial etiology of lower respiratory tract infection in adults.

  PMID 41285807 · PMC12644739 · Nature communications · 2025 · 8 claims · 8 setups

  Has reproduction · 94

  A 4-gene whole-blood signature (ITGB4, ITGA7, IFI27, FAM20A) discriminates any bacterial from nonbacterial ARI with cross-validated AUC = 0.90

  hospitalized ari febrile infection bulk rna-seq microarray

• Assessing the impacts of COVID-19 vaccination programme's timing and speed on health benefits, cost-effectiveness, and relative affordability in 27 African countries.

  PMID 36882868 · PMC9991879 · BMC medicine · 2023 · 8 claims · 6 setups

  Has reproduction · 89

  Vaccination programmes with earlier start dates yield the most health benefits and lowest ICERs compared to late-starting programmes

  population-level age-structured same ethiopia dynamic epidemiological daly

• A genomic pathway approach to a complex disease: axon guidance and Parkinson disease.

  PMID 17571925 · PMC1904362 · PLoS genetics · 2007 · 8 claims · 5 setups

  Full-text index only

  A genomic pathway approach using axon-guidance pathway SNPs strongly predicts PD susceptibility, survival free of PD, and age at onset of PD

  cases patients postmortem whole-genome cox linear

• Identification of potential therapeutic targets for nonischemic cardiomyopathy in European ancestry: an integrated multiomics analysis.

  PMID 39267096 · PMC11396958 · Cardiovascular diabetology · 2024 · 8 claims · 7 setups

  Has reproduction · 89

  Two-sample MR analysis identified 255 circulating plasma proteins associated with NISCM

  european cis-pqtl myocardial geo mendelian bayesian differential

• Machine learning-based identification of an immunotherapy-related signature to enhance outcomes and immunotherapy responses in melanoma.

  PMID 39355255 · PMC11442245 · Frontiers in immunology · 2024 · 8 claims · 8 setups

  Has reproduction · 69

  66 consensus immunotherapy prognostic genes (CITPGs) were identified from the intersection of WGCNA modules, immunotherapy responder-vs-non-responder DEGs, and tumor-vs-normal DEGs

  melanoma tcga-skcm prjeb23709 microarray wgcna differential consensus

• Alzheimer's disease biomarker discovery in symptomatic and asymptomatic patients: experimental approaches and future clinical applications.

  PMID 19796674 · PMC2840994 · Experimental gerontology · 2010 · 8 claims · 4 setups

  Full-text index only

  cDNA microarray screening of 6794 genes identified 32 genes aberrantly expressed (>1.8-fold) in the superior temporal gyrus of moderate dementia cases versus cognitively normal controls

  post-mortem cortico-hippocampal cdna western culture

• Scalable Prediction of Acute Myeloid Leukemia Using High-Dimensional Machine Learning and Blood Transcriptomics.

  PMID 31918046 · PMC6992905 · iScience · 2020 · 8 claims · 8 setups

  Has reproduction · 96

  Data-driven, high-dimensional ML approaches that learn multivariate signatures directly from genome-wide transcriptomic data (no prior gene selection) yield accurate and robust AML classifiers.

  peripheral pbmc datasets hg-u133 gene bulk machine

• Positive Relationships between Intraocular Pressure and Thyroid Function in Graves' Ophthalmopathy: A Three-Aspect Evidence Analysis.

  PMID 40992768 · PMC12479196 · Yonsei medical journal · 2025 · 6 claims · 4 setups

  Has reproduction · 68

  Increased thyroid function is a risk factor for elevated IOP in patients with Graves' ophthalmopathy.

  patients nhanes gtex geo retrospective cross-sectional summary-data-based

• BABELOMICS: a systems biology perspective in the functional annotation of genome-scale experiments.

  PMID 16845052 · PMC1538844 · Nucleic acids research · 2006 · 8 claims · 8 setups

  Full-text index only

  Babelomics is presented as an updated, complete suite of web tools for functional analysis of genome-scale experiments with new and improved modules

  pre-selected pre-tabulated genes ranked kegg expression text-mining

• The molecular characterization and clinical management of multiple myeloma in the post-genome era.

  PMID 19657360 · PMC3686133 · Leukemia · 2009 · 8 claims · 8 setups

  Full-text index only

  GEP identifies distinct molecular subgroups of MM associated with differing clinical features and survival outcomes

  myeloma cd138-immunomagnetically plasma bone-marrow filter-based gene-expression targeted

• Ancient gene duplicates in Gossypium (cotton) exhibit near-complete expression divergence.

  PMID 24558256 · PMC3971588 · Genome biology and evolution · 2014 · 8 claims · 8 setups

  Has reproduction · 50

  Nearly all (99.4%) ancient paralog pairs in Gossypium raimondii are differentially expressed in at least one of three tissues (petal, leaf, seed), indicating massive, near-complete expression-level divergence.

  gossypium transcripts uq-normalized differentially comparative coding bulk

• Enhancer Reprogramming Confers Dependence on Glycolysis and IGF Signaling in KMT2D Mutant Melanoma.

  PMID 33086062 · PMC7649750 · Cell reports · 2020 · 8 claims · 8 setups

  Has reproduction · 59

  KMT2D is a potent tumor suppressor in melanoma

  hmel-brafv600e tyr-creert2 tma kmt2d pooled xenograft genetically