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).

• Screening of dystrophin gene deletions in Egyptian patients with DMD/BMD muscular dystrophies.

  PMID 11381192 · PMC3851408 · Disease markers · 2000 · 6 claims · 5 setups

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  Multiplex PCR screening of 18 dystrophin exons detected deletions in 55% of 100 Egyptian DMD/BMD families

  genomic egyptian same peripheral multiplex clinical electromyography

• Identification of candidate disease genes by integrating Gene Ontologies and protein-interaction networks: case study of primary immunodeficiencies.

  PMID 19073697 · PMC2632920 · Nucleic acids research · 2009 · 8 claims · 5 setups

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  Combining high protein-interaction network scores with significant PID-related GO terms identifies novel PID candidate genes

  immunome known protein-interaction gene comparative

• Exploring Gene Expression Patterns in Alzheimer's Disease Using a Human Microarray Data Meta-Analysis.

  PMID 41744654 · PMC12938635 · Biology · 2026 · 7 claims · 7 setups

  Has reproduction · 100

  A meta-analysis of eight microarray studies (10 sub-studies) produced a combined list of 4218 statistically significant DEGs between AD and healthy brain at an adjP cut-off of 0.001

  post-mortem combined sub-studies down-regulated microarray differential statistical

• Method of regulatory network that can explore protein regulations for disease classification.

  PMID 19962281 · PMC7126395 · Artificial intelligence in medicine · 2010 · 6 claims · 2 setups

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  A regulatory network (RN) can be constructed as a hopfield-like network, with nodes as biomarkers and directed weighted connections as regulatory relationships, optimized by minimizing an energy function measuring input-output disagreement.

  nasopharyngeal sars seldi-tof-ms

• Machine learning-based DNA microarray analysis for disease detection using the MICRO-AI framework.

  PMID 41925147 · PMC13051084 · Science progress · 2026 · 8 claims · 1 setups

  Has reproduction · 22

  MICRO-AI's attention-weighted feature fusion reduces dimensionality by over 99% (from ~20,000 to ~127 genes) without loss of biological significance

  breast microarray

• Supervised learning-based tagSNP selection for genome-wide disease classifications.

  PMID 18366619 · PMC2386071 · BMC genomics · 2008 · 7 claims · 2 setups

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  SRFA (Supervised Recursive Feature Addition) is a novel feature selection method combining supervised learning and statistical redundancy measures for SNP selection

  micc narac snp

• Single cell analysis reveals the roles and regulatory mechanisms of type-I interferons in Parkinson's disease.

  PMID 38566100 · PMC10985960 · Cell communication and signaling : CCS · 2024 · 8 claims · 8 setups

  Has reproduction · 55

  Microglia, endothelial cells, and pericytes exhibit the highest IFN-I activity among PD midbrain cell types, with microglia and endothelial cells showing significantly elevated high-IFN-I-scoring proportions in PD versus controls

  midbrain single microglia substantia single-cell scenic monocle

• An integrated in silico-in vitro approach for identifying therapeutic targets against osteoarthritis.

  PMID 36352408 · PMC9648005 · BMC biology · 2022 · 7 claims · 5 setups

  Has reproduction · 84

  A signal transduction/gene regulatory network model of the articular chondrocyte was built combining knowledge-based curation and data-driven (machine learning) network inference

  osteoarthritic articular chondrocyte microarray computational high-throughput

• Mouse-Geneformer: A deep learning model for mouse single-cell transcriptome and its cross-species utility.

  PMID 40106407 · PMC11964219 · PLoS genetics · 2025 · 7 claims · 6 setups

  Has reproduction · 95

  Mouse-Geneformer, a Transformer Encoder model pre-trained via masked-token self-supervised learning on mouse-Genecorpus-20M, was successfully constructed following the original human Geneformer architecture.

  healthy scrna-seq disease scrna-seq type perturbation

• Mutation analysis in the long isoform of USH2A in American patients with Usher Syndrome type II.

  PMID 19881469 · PMC4511341 · Journal of human genetics · 2009 · 8 claims · 6 setups

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  Screening all 72 exons of USH2A (long isoform) identifies significantly more mutations than screening only the short-isoform exons 1-21

  genomic ush2 ush2a sscp audiological ophthalmological

• The 21st century hepatologist and a systems biology based approach to liver diseases.

  PMID 19026013 · PMC2712824 · Hepatology (Baltimore, Md.) · 2008 · 7 claims · 3 setups

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  Network models covering the majority of an organism's genes can accurately predict phenotypic effects of gene perturbations in multicellular organisms

  caenorhabditis cohorts computational genome-wide whole-genome

• Systematic identification of ACE2 expression modulators reveals cardiomyopathy as a risk factor for mortality in COVID-19 patients.

  PMID 35012625 · PMC8743438 · Genome biology · 2022 · 8 claims · 9 setups

  Has reproduction · 68

  GENEVA (Gene Expression Variance Analysis) is a semi-automated framework that mines large-scale public RNA-seq datasets to identify conditions associated with a gene's expression variance

  gtex genetic lncap heart rna-seq meta-analysis electronic

• CYCLONET--an integrated database on cell cycle regulation and carcinogenesis.

  PMID 17202170 · PMC1899094 · Nucleic acids research · 2007 · 7 claims · 4 setups

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  Cyclonet is a web-based integrated database combining 'omics' and chemoinformatics data on mammalian cell cycle regulation in normal and pathological (cancer) states, built on a systems biology approach.

  breast commercial vertebrate genes cdna activity computational

• T Cells With Activated STAT4 Drive the High-Risk Rejection State to Renal Allograft Failure After Kidney Transplantation.

  PMID 35844542 · PMC9283858 · Frontiers in immunology · 2022 · 8 claims · 8 setups

  Has reproduction · 78

  Unsupervised UMAP/Leiden clustering of 2,611 microarray datasets reveals 6 rejection states that diverge from traditional Banff clinical classification

  kidney scrna-seq microarray meblack microarray single-cell scissor

• Proteomic surveillance of retinal autoantigens in endogenous uveitis: implication of esterase D and brain-type creatine kinase as novel autoantigens.

  PMID 18552983 · PMC2426731 · Molecular vision · 2008 · 7 claims · 6 setups

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  Six novel candidate retinal autoantigens (β-actin, esterase D, tubulin β-2, brain-type creatine kinase, VDAC, aspartate aminotransferase) were identified by 2D-WB and mass spectrometry in EAU mice

  c57bl retinal recombinant eau two-dimensional maldi-tof one-dimensional

• Cyrface: An interface from Cytoscape to R that provides a user interface to R packages.

  PMID 24715956 · PMC3962008 · F1000Research · 2013 · 8 claims · 6 setups

  Has reproduction · 67

  Cyrface is a Cytoscape app/Java library providing a general interface from Cytoscape (Java) to any R function or package.

  cytoscape generated prior-knowledge iris software datarail logic

• Characterization of the linkage disequilibrium structure and identification of tagging-SNPs in five DNA repair genes.

  PMID 16091150 · PMC1208870 · BMC cancer · 2005 · 7 claims · 5 setups

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  Three of the five DNA repair genes (MRE11A, RAD50, XRCC4) do not conform to a contiguous haplotype block structure; instead SNPs in high LD can be non-contiguous, fitting a more flexible LD group paradigm

  unrelated same haplotype caucasian snp haplotype group