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).

• 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

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  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

• Comprehensive search for intra- and inter-specific sequence polymorphisms among coding envelope genes of retroviral origin found in the human genome: genes and pseudogenes.

  PMID 16150157 · PMC1236922 · BMC genomics · 2005 · 8 claims · 5 setups

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  HERV-W (envW) and HERV-FRD (envFRD) envelope genes, both specifically expressed in placenta, show strong sequence conservation with only two nonsynonymous SNPs identified across 91 individuals

  genomic genotype 293t pcr-amplified pcr haplotype cell-cell

• 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

• Polymorphism screening and haplotype analysis of the tryptophan hydroxylase gene (TPH1) and association with bipolar affective disorder in Taiwan.

  PMID 15799788 · PMC1079843 · BMC medical genetics · 2005 · 8 claims · 7 setups

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  Systematic screening of TPH1 exons and promoter region in Taiwanese Han identified five sequence variants: A-1067G, G-347T, T3804A, C27224T, A27237G.

  taiwanese bpd bess arms multiplex

• Plasma protein biomarkers predictive of progression to active tuberculosis among close contacts of patients with tuberculosis.

  PMID 41852731 · PMC12992532 · iScience · 2026 · 8 claims · 8 setups

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  TB progressors show broad downregulation of plasma proteins related to immune regulation, cell adhesion, and nucleotide metabolism compared to non-progressors and healthy controls

  plasma daps common six-protein olink differential kegg

• Smart spatial omics (S2-omics) optimizes region of interest selection to capture molecular heterogeneity in diverse tissues.

  PMID 41298871 · PMC12662399 · Nature cell biology · 2025 · 7 claims · 6 setups

  Has reproduction · 100

  S2-omics is an end-to-end workflow that automatically selects ROIs from H&E histology images to maximize molecular information content for spatial omics profiling.

  gastric colorectal additional breast xenium visium histology

• 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

• Novel STAT1 alleles in otherwise healthy patients with mycobacterial disease.

  PMID 16934001 · PMC1550284 · PLoS genetics · 2006 · 7 claims · 6 setups

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  The E320Q, Q463H, and L706S STAT1 alleles are intrinsically deleterious for both IFNG/GAF-mediated and IFNA/ISGF3-mediated immunity when tested in STAT1-deficient transfected cells

  ebv-transformed sv40-transformed nuclear stat1-deficient cdna western immunofluorescence

• Exploration of effective biomarkers for venous thrombosis embolism in Behçet's disease based on comprehensive bioinformatics analysis.

  PMID 38987624 · PMC11236978 · Scientific reports · 2024 · 6 claims · 8 setups

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  Four hub genes (E2F1, GATA3, HDAC5, MSH2) serve as diagnostic biomarkers for VTE in BD with high accuracy (AUC 0.816)

  peripheral degs candidate microarray weighted protein–protein

• A comprehensive toolkit for analyzing cell-free DNA genomic sequencing data in liquid biopsy.

  PMID 42111187 · PMC13157187 · iScience · 2026 · 8 claims · 8 setups

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  cfDNAanalyzer integrates feature extraction, feature processing/selection, and machine learning model building into a single one-command-line toolkit for cfDNA genomic sequencing data

  balanced breast healthy multi-cancer cfdna machine computational

• Genome wide identification of recessive cancer genes by combinatorial mutation analysis.

  PMID 18846217 · PMC2557123 · PloS one · 2008 · 7 claims · 4 setups

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  A combinatorial mutation analysis identified 154 candidate recessive cancer genes (pRecessiveCancer<1.5x10-7, FDR=0.39)

  refseq tp53 tumor 154-gene est paired array

• Identification and verification of diagnostic biomarkers in recurrent pregnancy loss via machine learning algorithm and WGCNA.

  PMID 37691920 · PMC10485775 · Frontiers in immunology · 2023 · 8 claims · 8 setups

  Has reproduction · 55

  352 DEGs (198 up-regulated, 154 down-regulated) were identified between RPL and control endometrial samples

  endometrial degs hub decidua microarray wgcna machine

• Revealing potential interfering genes between abdominal aortic aneurysm and periodontitis through machine learning and bioinformatics analysis.

  PMID 40857330 · PMC12380325 · PloS one · 2025 · 6 claims · 8 setups

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  90 interacting genes were identified at the intersection of AAA DEGs and periodontitis WGCNA module genes

  abdominal gingival overlapping interacting microarray weighted kegg

• Machine learning algorithm predicts fibrosis-related blood diagnosis markers of intervertebral disc degeneration.

  PMID 37915003 · PMC10619283 · BMC medical genomics · 2023 · 8 claims · 7 setups

  Has reproduction · 68

  CEP120 and SPDL1 were identified as diagnostic genes for IDD using a random forest model

  blood gse150408 cep120 pbmcs bulk machine single-sample

• Identification and validation of lymphangiogenesis-related genes for predicting acute myeloid leukemia prognosis: insights from bulk RNA sequencing and single-cell RNA sequencing analyses.

  PMID 41772327 · PMC12979290 · Clinical and experimental medicine · 2026 · 7 claims · 8 setups

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  A 6-LYMRG risk model (ANGPT1, HGF, MAPK8, PCNA, TBL1XR1, TLR4) is the optimal prognostic signature for AML

  gse142698 tcga-laml tcga-laml1 gse116256 differential univariate kaplan-meier

• Multi-omics integration and machine learning reveal gut-immune signatures in idiopathic pulmonary fibrosis: insights from bulk RNA-seq, single-cell profiles, spatial transcriptomics, and experimental validation.

  PMID 41939867 · PMC13043422 · Frontiers in immunology · 2026 · 7 claims · 8 setups

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  CXCL13, IL33, TLR4, and IGF1 are core IPF genes consistently linked to immune infiltration and fibrotic remodeling across bulk, single-cell, spatial, and blood multi-omics data

  lung candidate bulk normalized bulk ppi machine

• Developing a novel immune infiltration-associated mitophagy prediction model for amyotrophic lateral sclerosis using bioinformatics strategies.

  PMID 38601155 · PMC11005030 · Frontiers in immunology · 2024 · 8 claims · 8 setups

  Has reproduction · 71

  Mitophagy-related genes associated with immune infiltration have diagnostic/prognostic significance in ALS

  blood als microarray spearman univariate

• Integrative transcriptomic and machine learning framework reveals candidate genes and potential mechanisms of aflatoxin B1 exposure in breast cancer.

  PMID 41688730 · PMC12982753 · Scientific reports · 2026 · 7 claims · 8 setups

  Has reproduction · 83

  170 unique human AFB1 targets were identified by merging ChEMBL, SwissTargetPrediction, and PharmMapper predictions

  afb1 breast training candidate computational bulk weighted

• A stem and progenitor cell-derived gene expression signature is prognostic for survival in myelofibrosis.

  PMID 41481381 · PMC13155955 · Blood · 2026 · 8 claims · 4 setups

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  A 24-gene HSPC-derived weighted-sum expression score (MPN24) is prognostic for overall survival in myelofibrosis

  peripheral lin-cd34+ pb-mncs pm-c1 bulk single-cell nanostring