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).

• Machine learning and free energy clustering reveal PAH protein binding linked to AD risk.

  PMID 41953002 · PMC13053772 · iScience · 2026 · 8 claims · 8 setups

  Has reproduction · 78

  PARP1, PTPN1, and ITGA4 are core PAH protein targets identified via PPI network analysis and XGBoost feature selection from AD-associated DEGs

  brain geo predicted gse44771 wgcna differential protein-protein

• MtSNPscore: a combined evidence approach for assessing cumulative impact of mitochondrial variations in disease.

  PMID 19758471 · PMC2745589 · BMC bioinformatics · 2009 · 8 claims · 5 setups

  Full-text index only

  MtSNPscore, a weighted scoring pipeline combining literature evidence, in silico predictions, and case/control frequency, can prioritize likely pathogenic mtDNA variations

  sporadic mitochondrial reported ataxia mitochondrial functional compensatory

• Specific signature biomarkers highlight the potential mechanisms of circulating neutrophils in aneurysmal subarachnoid hemorrhage.

  PMID 36438795 · PMC9685413 · Frontiers in pharmacology · 2022 · 8 claims · 8 setups

  Has reproduction · 80

  A neutrophil-related co-expression gene module (blue module) is significantly associated with aSAH occurrence

  peripheral genes overlapping neutrophil-related microarray weighted kegg

• Cell-Type-Specific Gene Modules Related to the Regional Homogeneity of Spontaneous Brain Activity and Their Associations With Common Brain Disorders.

  PMID 33958982 · PMC8093778 · Frontiers in neuroscience · 2021 · 8 claims · 6 setups

  Has reproduction · 59

  Fourteen gene modules were consistently (Bonferroni-corrected) associated with ReHo across a discovery sample and two independent replication samples (including one non-Chinese HCP cohort).

  healthy postmortem ahba neocortex resting-state microarray weighted

• Identification of intrinsic genes across general hypertension, hypertension with left ventricular remodeling, and uncontrolled hypertension.

  PMID 36277786 · PMC9582241 · Frontiers in cardiovascular medicine · 2022 · 7 claims · 8 setups

  Has reproduction · 73

  FBXW4 and 13 other genes are uniquely enriched in the general hypertension group

  peripheral white four gse75360 microarray gene weighted

• 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

• Cell neighborhood topology directs rare cell population identification.

  PMID 41912521 · PMC13199379 · Nature communications · 2026 · 8 claims · 8 setups

  Full-text index only

  RareQ is a framework that quantifies neighborhood connectivity (Q), a cell-specific measure of kNN-graph cliquishness, to detect rare cell populations from single-cell and spatial omics data

  downsampled pbmc brain simulated scrna-seq cite-seq single-cell

• Differential expression analysis in single-cell and spatial RNA-seq without model assumptions.

  PMID 41980775 · PMC13198004 · Cell reports methods · 2026 · 7 claims · 4 setups

  Full-text index only

  Common DGE analysis methods (Wilcoxon test, unweighted t-test, pseudo-bulk aggregation, SCTransform-style parametrization) rely on unnecessary simplifications and assumptions that are inconsistent with experimental data and cause false findings

  e18 simulated scrna-seq sprna-seq scrna-seq simulation count

• Bulk RNA-seq datasets analysis integration identifies robust drought-responsive genes and functional networks in Eucalyptus grandis.

  PMID 42038403 · PMC13106539 · Frontiers in bioinformatics · 2026 · 7 claims · 7 setups

  Full-text index only

  Meta-analysis integration of three independent RNA-seq drought studies identifies 472 robust differentially expressed genes (274 up, 198 down) that remain significant across the full meta-analysis and all leave-one-out Jackknife iterations

  grandis computational consistently bulk differential leave-one-out

• Caloric Restriction Reprograms Adipose Tissues in Rhesus Monkeys.

  PMID 41042069 · PMC12686577 · Aging cell · 2025 · 8 claims · 8 setups

  Has reproduction · 66

  At baseline, SAT and VAT transcriptomes are highly similar, with only ~1% of genes (30 genes, adjusted p<0.05) differentially expressed between depots in Controls

  subcutaneous sat rhesus bulk gsea xcell

• Error-pooling-based statistical methods for identifying novel temporal replication profiles of human chromosomes observed by DNA tiling arrays.

  PMID 17430969 · PMC1888820 · Nucleic acids research · 2007 · 8 claims · 4 setups

  Full-text index only

  Developed an LPE-based error-pooling and weighted ANOVA modeling approach for statistical analysis of high-density tiling array data

  cell-cycle-synchronized hela computational differentially tiling cdna statistical

• High-resolution mapping of transcriptional dynamics across tissue development reveals a stable mRNA-tRNA interface.

  PMID 25122613 · PMC4216921 · Genome research · 2014 · 8 claims · 7 setups

  Has reproduction · 87

  mRNA codon and amino acid pools are highly stable across mouse development and across tissues, simply reflecting the genomic background distribution of any possible transcriptome.

  c57bl strand-specific pol computational

• A genome-wide association analysis identifies 16 novel susceptibility loci for carpal tunnel syndrome.

  PMID 30833571 · PMC6399342 · Nature communications · 2019 · 6 claims · 8 setups

  Has reproduction · 90

  A GWAS of 12,312 CTS cases and 389,344 controls in UK Biobank identifies 16 novel genome-wide significant susceptibility loci for CTS

  biobank surgically gwas transformed genome-wide sequencing gene-based

• Population genomics of the Wolbachia endosymbiont in Drosophila melanogaster.

  PMID 23284297 · PMC3527207 · PLoS genetics · 2012 · 8 claims · 8 setups

  Has reproduction · 93

  Wolbachia infection status can be accurately predicted in silico from whole-genome shotgun sequence of individual host strains, showing 99% concordance with diagnostic PCR.

  melanogaster dgrp complete wolbachia-infected whole-genome diagnostic coverage-based

• Integrated reiterative pipeline for rapid epitope-based pan-alphavirus vaccines.

  PMID 41811958 · PMC12978219 · Science advances · 2026 · 6 claims · 7 setups

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  An integrated pipeline combining ML-based epitope prediction (netMHCpan, EpiDope, BepiPred), TCRpMHC structural modeling/docking, and JessEV vaccine design can prioritize viral peptides by immunogenicity, allele coverage, solubility, and stability.

  preexposed alphaviral peptide-hla modeled peptide epitope structural