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).

• SMAC, a computational system to link literature, biomedical and expression data.

  PMID 31324861 · PMC6642118 · Scientific reports · 2019 · 8 claims · 8 setups

  Has reproduction · 50

  SMAC is a tool that extracts, prioritises, integrates and analyses biomedical and molecular data according to user-defined terms

  pubmed invasive geo genes semantic computational gene

• Gene signature discovery and systematic validation across diverse clinical cohorts for TB prognosis and response to treatment.

  PMID 37471455 · PMC10393163 · PLoS computational biology · 2023 · 8 claims · 7 setups

  Has reproduction · 100

  A network-based meta-analysis of 27 discovery cohorts identified a common 45-gene signature specific to active TB disease across studies.

  blood aggregated 45-gene independent bulk network-based gene

• Decoding and reconstructing disease relations between dry eye and depression: a multimodal investigation comprising meta-analysis, genetic pathways and Mendelian randomization.

  PMID 38548265 · PMC11954816 · Journal of advanced research · 2025 · 8 claims · 8 setups

  Has reproduction · 79

  Meta-analysis confirmed a positive association between DED and DEP occurrence

  patients taiwan biobank twb meta-analysis genome-wide score

• 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

• Comprehensive comparison of gene expression diversity among a variety of human stem cells.

  PMID 36458020 · PMC9706419 · NAR genomics and bioinformatics · 2022 · 8 claims · 8 setups

  Has reproduction · 71

  Tissue origin has a stronger influence on gene expression in iPSCs than in other stem cell types

  escs stem batch-corrected degs bulk batch dimensionality

• 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

• SurvConvMixer: robust and interpretable cancer survival prediction based on ConvMixer using pathway-level gene expression images.

  PMID 38539106 · PMC10967213 · BMC bioinformatics · 2024 · 6 claims · 5 setups

  Has reproduction · 77

  SurvConvMixer, using pathway-level gene expression images and ConvMixer, achieves strong internal validation AUC for overall survival prediction, especially on larger datasets like LUAD

  luad lusc skcm trained deep benchmark model

• Integrative analysis of transcriptomic data reveals a predictive gene signature for chemoradiotherapy response in rectal cancer.

  PMID 41550766 · PMC12803930 · iScience · 2026 · 8 claims · 8 setups

  Has reproduction · 50

  A 186-gene signature predictive of nCRT response was derived from integrating six GEO transcriptomic datasets using machine learning.

  pre-treatment combined larc 186-gene differential machine molecular

• Single-Cell Transcriptomic Landscape of Right-Sided Colon Cancer Reveals Cellular and Molecular Features of Metastatic Potential.

  PMID 41898210 · PMC13024220 · Biomedicines · 2026 · 8 claims · 6 setups

  Has reproduction · 71

  RCC_LM tumors exhibit higher genomic instability (CNV score) than RCC_noM tumors

  right-sided malignant epithelial types scrna-seq copy trajectory

• Metagenetic and Volatilomic Approaches to Elucidate the Effect of Lactiplantibacillus plantarum Starter Cultures on Sicilian Table Olives.

  PMID 35281313 · PMC8914321 · Frontiers in microbiology · 2021 · 8 claims · 4 setups

  Has reproduction · 23

  Inoculation with L. plantarum starter cultures (O1, O2) accelerates acidification, producing a faster and more pronounced pH drop than uninoculated controls (C5, C8).

  table brine 16s volatile classical

• Enhanced Bioremediation Potential of Shewanella decolorationis RNA Polymerase Mutants and Evidence for Novel Azo Dye Biodegradation Pathways.

  PMID 35391736 · PMC8981235 · Frontiers in microbiology · 2022 · 8 claims · 8 setups

  Has reproduction · 80

  Unbiased RNAP (rpoB) mutation screening via rifampicin resistance is an effective method to obtain bacterial mutants with enhanced bioremediation activity

  shewanella decolorationis rifampicin pcr minimum

• Predicting the pathogenicity of missense variants using features derived from AlphaFold2.

  PMID 37084271 · PMC10203375 · Bioinformatics (Oxford, England) · 2023 · 6 claims · 8 setups

  Has reproduction · 85

  AlphaFold2-derived structural features (solvent accessibility, amino acid network features, physicochemical environment, pLDDT) can be used to train a random forest classifier (AlphScore) that distinguishes proxy-benign from proxy-pathogenic missense variants.

  gnomad alphafold2-predicted alphscore proteins machine secondary physicochemical

• An informatics research platform to make public gene expression time-course datasets reusable for more scientific discoveries.

  PMID 33247935 · PMC7698665 · Database : the journal of biological databases and curation · 2020 · 8 claims · 6 setups

  Has reproduction · 75

  GETc enables discovery and visualization of time-course gene expression data and analytical results from GEO

  geo time-course researcher filtered regular metamap ode-based

• Accelerated Evolution of Tissue-Specific Genes Mediates Divergence Amidst Gene Flow in European Green Lizards.

  PMID 33988711 · PMC8382678 · Genome biology and evolution · 2021 · 8 claims · 8 setups

  Has reproduction · 23

  The Adriatic lineage is a sister taxon to L. bilineata based on mitogenome and autosomal phylogenies

  adriatic mitochondrial autosomal brain whole-genome phylogenetic d-statistics

• 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

• Proteomic and functional characterisation of platelet microparticle size classes.

  PMID 19806257 · PMC2861410 · Thrombosis and haemostasis · 2009 · 8 claims · 8 setups

  Full-text index only

  PMP separated by gel filtration into 4 size classes differ in protein content, phospholipid/protein ratio, and functional effects on platelets and endothelial cells

  pooled pmp citrated huvec gel dynamic lipid

• Swarm intelligence based wavelet coefficient feature selection for mass spectral classification: an application to proteomics data.

  PMID 19733729 · PMC2748225 · Analytica chimica acta · 2009 · 8 claims · 4 setups

  Full-text index only

  ACA-based wavelet coefficient feature selection can achieve up to 100% classification accuracy on training, validating, and independent testing sets using only 5 selected features.

  blood baseline-corrected 953-dimensional training seldi-tof wavelet ant

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

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

  Full-text index only

  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

• Sequence variation in G-protein-coupled receptors: analysis of single nucleotide polymorphisms.

  PMID 15784611 · PMC1069129 · Nucleic acids research · 2005 · 7 claims · 8 setups

  Full-text index only

  Position-specific phylogenetic features describing evolutionary conservation at a site (e.g. SIFT score, normalized site entropy, residue frequency change) are the best individual discriminators of disease-causing versus neutral GPCR mutations.

  dbsnp gpcr transmembrane sequence six-frame sift logistic

• 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