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).

• 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

• An OMICs-based meta-analysis to support infection state stratification.

  PMID 33560295 · PMC8388022 · Bioinformatics (Oxford, England) · 2021 · 7 claims · 6 setups

  Has reproduction · 44

  Multi-class Random Forest models built from meta-analyzed blood gene expression data can predict infection state (bacterial/viral/none) with high accuracy, correctly classifying 93% of bacterial and 89% of viral samples in the best model.

  blood merged affymetrix-trained microarray random gene

• Gut-derived Lactobacillus from exceptional responders mitigates chemoradiotherapy-induced intestinal injury through methionine-driven epigenetic modulation.

  PMID 40469520 · PMC12130557 · iMeta · 2025 · 8 claims · 8 setups

  Has reproduction · 89

  High pretreatment abundance of Lactobacillus (and Bifidobacterium) in gut microbiota correlates with absence of ACRIII in rectal cancer patients

  fecal bacterial whole-abdomen cecal metagenomic random fecal

• Qualitative Transcriptional Signature for the Pathological Diagnosis of Pancreatic Cancer.

  PMID 33173782 · PMC7538791 · Frontiers in molecular biosciences · 2020 · 8 claims · 7 setups

  Has reproduction · 71

  A 12-gene-pair (17-gene) REO-based signature discriminates PC and cancer-adjacent normal tissue from non-tumor (healthy/pancreatitis) pancreatic tissue.

  pancreatic normal pooled microarray rna-sequencing roc

• Interpretable and integrative analysis of single-cell multiomics with scMKL.

  PMID 40770488 · PMC12328712 · Communications biology · 2025 · 7 claims · 7 setups

  Has reproduction · 65

  scMKL outperforms SVM, EasyMKL, MLP, and XGBoost in classification accuracy (AUROC) across multiple single-cell cancer datasets

  mcf-7 t-47d small prostate 10x scrna-seq sciatac-seq

• Pleiotropic effects of MORC2 derive from its epigenetic signature.

  PMID 40302207 · PMC12782172 · Brain : a journal of neurology · 2026 · 8 claims · 8 setups

  Has reproduction

  A MORC2-specific DNA methylation episignature exists that is universal across all MORC2-associated phenotypes and conserved across blood and fibroblast tissue

  blood fibroblasts fibroblast patient-derived methylation svm phenotype-specific

• Enhanced protein isoform characterization through long-read proteogenomics.

  PMID 35241129 · PMC8892804 · Genome biology · 2022 · 6 claims · 4 setups

  Has reproduction · 79

  A long-read proteogenomics pipeline integrating PacBio long-read RNA-seq with MS-based proteomics enhances isoform-resolved protein characterization

  jurkat jurkat-derived long-read transcript orf

• 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

• Serum protein profile in systemic-onset juvenile idiopathic arthritis differentiates response versus nonresponse to therapy.

  PMID 15987476 · PMC1175022 · Arthritis research & therapy · 2005 · 8 claims · 8 setups

  Full-text index only

  SELDI-TOF MS can differentiate serum protein profiles of active versus well-controlled SJIA

  serum clustered pooled trypsin-digested seldi-tof cart immunoprecipitation

• Protein length in eukaryotic and prokaryotic proteomes.

  PMID 15951512 · PMC1150220 · Nucleic acids research · 2005 · 7 claims · 5 setups

  Full-text index only

  Eukaryotic proteins are significantly longer than prokaryotic proteins across virtually all functional categories and the majority of protein families

  eukaryotic proteins genomic cog comparative orthology domain

• Coverage of whole proteome by structural genomics observed through protein homology modeling database.

  PMID 17146617 · PMC1769342 · Journal of structural and functional genomics · 2006 · 8 claims · 7 setups

  Full-text index only

  FAMSBASE, a homology-modeling database of whole-genome ORFs, currently covers about 50% of predicted ORFs (368,724 of 734,193) across 276 genomes with modeled 3D structures.

  orfs predicted modeled representative homology transmembrane intrinsic

• LOCATE: a mammalian protein subcellular localization database.

  PMID 17986452 · PMC2238969 · Nucleic acids research · 2008 · 8 claims · 6 setups

  Full-text index only

  LOCATE is a curated, web-accessible database housing membrane organization and subcellular localization data for mouse and human proteins.

  hela proteome indirect automated computational

• Reverse polarization in amino acid and nucleotide substitution patterns between human-mouse orthologs of two compositional extrema.

  PMID 17895298 · PMC2533592 · DNA research : an international journal for rapid publication of reports on genes and genomes · 2007 · 8 claims · 7 setups

  Full-text index only

  Nucleotide and amino acid substitution trends between human-mouse orthologs are highly asymmetric and polarized in opposite directions for high-GC versus low-GC gene groups.

  human-mouse high aarm orthologous content pairwise

• Detection of venous thromboembolism by proteomic serum biomarkers.

  PMID 17579716 · PMC1891085 · PloS one · 2007 · 5 claims · 8 setups

  Full-text index only

  A neural network-based classifier built from direct MALDI-TOF MS serum protein expression profiles can diagnose VTE with sensitivity/specificity that exceeds D-dimer assays

  serum anova-selected citrated depleted direct artificial d-dimer

• 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

• Updated three-stage model for the peopling of the Americas.

  PMID 18797500 · PMC2527656 · PloS one · 2008 · 8 claims · 3 setups

  Full-text index only

  Removing nine non-Native American mtDNA sequences eliminates the previously reported early (~40 kya) expansion signal for the proto-Amerind population

  native mitochondrial new bayesian mtdna molecular

• Crunching the bio-numbers.

  PMID 14664241 · PMC1316909 · Environmental health perspectives · 2003 · 8 claims · 6 setups

  Full-text index only

  The eTag Assay System rapidly identifies genes and related proteins without complex sample preparation or follow-up bioinformatics, unlike microarrays

  blood model brain lung etag sirna addl

• Gene-expression patterns in peripheral blood classify familial breast cancer susceptibility.

  PMID 26538066 · PMC4634735 · BMC medical genomics · 2015 · 8 claims · 7 setups

  Has reproduction · 83

  A multigene expression biomarker from PBMCs accurately classifies familial breast cancer (FBC) status

  pbmcs utah blood normal microarray svm-rfe svm

• CoINcIDE: A framework for discovery of patient subtypes across multiple datasets.

  PMID 26961683 · PMC4784276 · Genome medicine · 2016 · 8 claims · 4 setups

  Has reproduction · 87

  CoINcIDE is a novel framework for discovering patient subtypes across multiple datasets that requires no between-dataset transformations (e.g., batch correction)

  breast ovarian simulated gene consensus simulated

• Systematic benchmarking of tools for CpG methylation detection from nanopore sequencing.

  PMID 34103501 · PMC8187371 · Nature communications · 2021 · 8 claims · 6 setups

  Has reproduction · 99

  Existing Nanopore methylation detection tools present a tradeoff between false positives and false negatives and show high dispersion relative to expected methylation frequency values.

  coli individual lymphoblastoid na12878 nanopore per-read consensus