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).

• Hierarchical classification-based pan-cancer methylation analysis to classify primary cancer.

  PMID 38066424 · PMC10709847 · BMC bioinformatics · 2023 · 8 claims · 8 setups

  Has reproduction · 83

  CHCT, a two-tier hierarchical classification tool built from methylation data, accurately classifies primary cancer type across 30 cancer types.

  tumor clinical methylation clustered methylation unsupervised anova

• Deconvolution of the hematopoietic stem cell microenvironment reveals a high degree of specialization and conservation.

  PMID 35494238 · PMC9046238 · iScience · 2022 · 7 claims · 7 setups

  Has reproduction · 60

  Integration of three scRNA-seq datasets using a custom bootstrapping-based clustering pipeline robustly identifies 14 endothelial subclusters and 11 mesenchymal (stage-specific) subclusters in mouse bone marrow.

  bone independent scrna-seq gene singler

• Electroacupuncture reshapes the microbial co-occurrence networks related to the behavioral and psychological symptoms of dementia in Alzheimer's disease.

  PMID 41676443 · PMC12806058 · iMetaOmics · 2025 · 8 claims · 5 setups

  Has reproduction · 77

  Microbial keystone species and gut microbiota composition are highly variable during pathological development of BPSD in AD

  appswe app gut 16s random open

• GenTB: A user-friendly genome-based predictor for tuberculosis resistance powered by machine learning.

  PMID 34461978 · PMC8407037 · Genome medicine · 2021 · 8 claims · 6 setups

  Has reproduction · 78

  GenTB is a free, open, web-based application offering two ML predictors (Random Forest and WDNN) that predict resistance to 13 and 10 anti-TB drugs, respectively.

  clinical tuberculosis registered whole-genome targeted retraining

• Genetic variation at hair length candidate genes in elephants and the extinct woolly mammoth.

  PMID 19747392 · PMC2754481 · BMC evolutionary biology · 2009 · 8 claims · 5 setups

  Full-text index only

  The coding sequence of FGF5 is not the critical determinant of hair length differences among elephantids, including the woolly mammoth.

  asian fgf5 woolly savanna pcr structural blast

• 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

• 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

• Prediction of prognostic signatures in triple-negative breast cancer based on the differential expression analysis via NanoString nCounter immune panel.

  PMID 33138797 · PMC7607642 · BMC cancer · 2020 · 8 claims · 8 setups

  Has reproduction · 72

  edgeR-based DEG selection is more appropriate for feature selection than Elastic Net when sample sizes are small.

  ffpe same nanostring tnbc nanostring immunohistochemistry differential

• Gene Set Enrichment Analysis Reveals Individual Variability in Host Responses in Tuberculosis Patients.

  PMID 34421903 · PMC8375662 · Frontiers in immunology · 2021 · 8 claims · 8 setups

  Has reproduction · 71

  TB patients show substantial individual variability in the intensity of hallmark IFN responses, as well as in complement system, metabolic, and other pathway responses.

  blood cynomolgus external gene differential principal

• Enhancing chemotherapy response prediction via matched colorectal tumor-organoid gene expression analysis and network-based biomarker selection.

  PMID 39754813 · PMC11754497 · Translational oncology · 2025 · 6 claims · 8 setups

  Has reproduction · 78

  A consensus WGCNA approach combining matched tumor-organoid and independent organoid drug-response expression data identifies gene modules and hub genes predictive of 5-FU chemotherapy response

  colorectal matched combined expression microarray rna-seq consensus

• Dynamic Gene Attention Focus (DyGAF): Enhancing Biomarker Identification Through Dual-Model Attention Networks.

  PMID 40160891 · PMC11951896 · Bioinformatics and biology insights · 2025 · 6 claims · 5 setups

  Has reproduction · 44

  DyGAF, a dual-model attention neural network (independent Model A + dependent Model B), identifies and ranks genes by significance for COVID-19 biomarker discovery more effectively than differential expression analysis (DEA) and random forest (RF) feature selection

  nasopharyngeal same dygaf-ranked bulk differential random

• 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

• Blood RNA signature RISK4LEP predicts leprosy years before clinical onset.

  PMID 34090257 · PMC8182229 · EBioMedicine · 2021 · 8 claims · 6 setups

  Has reproduction · 53

  1,613 genes were differentially expressed in leprosy progressors before diagnosis (t=1) compared to household contacts.

  blood rna-seq rt-qpcr differentially rna-seq rt-qpcr random

• Association between Arsenic Level, Gene Expression in Asian Population, and In Vitro Carcinogenic Bladder Tumor.

  PMID 35039759 · PMC8760535 · Oxidative medicine and cellular longevity · 2022 · 8 claims · 8 setups

  Has reproduction

  A unique set of 147 genes associated with arsenic exposure links to molecular mechanisms of cancer

  blood myeloma bladder differentially microarray gene pls-da

• Comparative Genomics of Borderline Oxacillin-Resistant Staphylococcus aureus Detected during a Pseudo-outbreak of Methicillin-Resistant S. aureus in a Neonatal Intensive Care Unit.

  PMID 35038924 · PMC8764539 · mBio · 2022 · 7 claims · 8 setups

  Has reproduction · 63

  Of 42 isolates flagged as MRSA by screening agar, only 9 were PBP2a- and mecA-positive true MRSA, while the remaining 33 were mecA-negative and largely met criteria for BORSA

  clinical nicu genomic maldi-tof pbp2a cefoxitin

• Inferring a spatial code of cell-cell interactions across a whole animal body.

  PMID 36395331 · PMC9714814 · PLoS computational biology · 2022 · 8 claims · 6 setups

  Has reproduction · 90

  cell2cell computes cell-cell interaction (CCI) potential using a novel modified Bray-Curtis score based on complementary coexpression of ligand-receptor pairs between cells

  elegans computational single-cell random genetic

• Unlocking the microbial studies through computational approaches: how far have we reached?

  PMID 36920617 · PMC10016191 · Environmental science and pollution research international · 2023 · 8 claims · 8 setups

  Has reproduction

  Metagenomics enables culture-independent study of microbial communities directly from their natural environments, bypassing the need for clonal isolation.

  clinical bacteriophage vaginal hbv ngs random whole-genome

• Transcription-coupled and epigenome-encoded mechanisms direct H3K4 methylation.

  PMID 35953471 · PMC9372134 · Nature communications · 2022 · 8 claims · 8 setups

  Has reproduction · 83

  ATX1, ATX2, and ATXR7 redundantly mediate H3K4 monomethylation genome-wide

  arabidopsis chip-seq western random

• Biomarkers that discriminate multiple myeloma patients with or without skeletal involvement detected using SELDI-TOF mass spectrometry and statistical and machine learning tools.

  PMID 17124346 · PMC3862287 · Disease markers · 2006 · 8 claims · 5 setups

  Full-text index only

  SELDI-TOF MS serum profiling can discriminate MM patients with vs without skeletal (bone lesion) involvement using peak biomarkers

  serum seldi seldi-tof serum univariate

• The impact of peptide abundance and dynamic range on stable-isotope-based quantitative proteomic analyses.

  PMID 18798661 · PMC2746028 · Journal of proteome research · 2008 · 8 claims · 7 setups

  Full-text index only

  Over half of confidently identified peptides in complex mixtures have S/N ratios below 10 on both FT-ICR and Orbitrap instruments

  jurkat silac-based sds-page database