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).

• PlasmoDraft: a database of Plasmodium falciparum gene function predictions based on postgenomic data.

  PMID 18925948 · PMC2605471 · BMC bioinformatics · 2008 · 8 claims · 4 setups

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  Gonna, a supervised k-nearest-neighbor Guilt-By-Association predictor, proposes GO annotations for a gene based on similarity of its transcriptome, proteome, or interactome profile to genes already annotated by GeneDB

  plasmodium genedb-annotated k-nn leave-one-out

• Scalable Prediction of Acute Myeloid Leukemia Using High-Dimensional Machine Learning and Blood Transcriptomics.

  PMID 31918046 · PMC6992905 · iScience · 2020 · 8 claims · 8 setups

  Has reproduction · 96

  Data-driven, high-dimensional ML approaches that learn multivariate signatures directly from genome-wide transcriptomic data (no prior gene selection) yield accurate and robust AML classifiers.

  peripheral pbmc datasets hg-u133 gene bulk machine

• Predicting Bone Metastasis Using Gene Expression-Based Machine Learning Models.

  PMID 34858485 · PMC8631472 · Frontiers in genetics · 2021 · 7 claims · 5 setups

  Has reproduction · 62

  A DNN model using the top 34 betweenness-centrality-ranked hub genes predicts bone metastasis with AUC of 92.11% on the GEO validation data.

  breast degs geo tcga gene protein-protein machine

• Improved epigenetic age prediction models by combining sex chromosome and autosomal markers.

  PMID 40665390 · PMC12261677 · Epigenetics & chromatin · 2025 · 7 claims · 5 setups

  Has reproduction · 48

  Combining sex chromosomal DNAm markers with autosomal age-informative markers can produce a high-accuracy age prediction model competitive with autosomal-only models

  blood buffy methylation random spearman

• ResnetAge: A Resnet-Based DNA Methylation Age Prediction Method.

  PMID 38247911 · PMC10813502 · Bioengineering (Basel, Switzerland) · 2023 · 8 claims · 4 setups

  Has reproduction · 75

  ResnetAge, a ResNet-based neural network using 22,278 shared Illumina 27K/450K CpG sites, predicts DNA methylation age from beta values.

  shared independent methylation resnet comparative

• Zebrafish whole-adult-organism chemogenomics for large-scale predictive and discovery chemical biology.

  PMID 18618001 · PMC2442223 · PLoS genetics · 2008 · 8 claims · 6 setups

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  Zebrafish whole-adult-organism chemogenomics generates robust prediction models that discriminate P(H)AHs from ECs across independent experiments

  zebrafish computational seven consolidated whole-adult-organism supervised quantitative

• Exploring the role and mechanism of Astragalus membranaceus and radix paeoniae rubra in idiopathic pulmonary fibrosis through network pharmacology and experimental validation.

  PMID 37666859 · PMC10477296 · Scientific reports · 2023 · 8 claims · 8 setups

  Has reproduction · 20

  AM and RPR (Huangqi-Chishao decoction) alleviate bleomycin-induced pathological lung fibrotic damage in rats

  ipf common key rats microarray network protein-protein

• 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

  Twenty-two genes lie at the intersection of AFB1-predicted targets and breast cancer-associated co-expression modules/DEGs

  afb1 breast training candidate computational bulk weighted

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

  PMID 41953002 · PMC13053772 · iScience · 2026 · 7 claims · 8 setups

  Has reproduction · 78

  An integrated framework of bioinformatics, machine learning, and ΔG clustering can prioritize PAHs for AD-associated neurotoxicity.

  proteins microarray ad-associated pahs target differential wgcna

• DiRE: identifying distant regulatory elements of co-expressed genes.

  PMID 18487623 · PMC2447744 · Nucleic acids research · 2008 · 8 claims · 4 setups

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  DiRE predicts distant regulatory elements by combining gene co-expression data, comparative genomics and TFBS profiles to determine TFBS-association signatures

  liver myod transgenic microarray tfbs enhancer

• PReMod: a database of genome-wide mammalian cis-regulatory module predictions.

  PMID 17148480 · PMC1761432 · Nucleic acids research · 2007 · 8 claims · 3 setups

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  PReMod is a database of genome-wide predicted cis-regulatory modules (pCRMs) for the human and mouse genomes.

  genome chip-chip comparative

• CYCLONET--an integrated database on cell cycle regulation and carcinogenesis.

  PMID 17202170 · PMC1899094 · Nucleic acids research · 2007 · 7 claims · 4 setups

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  Cyclonet is a web-based integrated database combining 'omics' and chemoinformatics data on mammalian cell cycle regulation in normal and pathological (cancer) states, built on a systems biology approach.

  breast commercial vertebrate genes cdna activity computational

• PromoterPlot: a graphical display of promoter similarities by pattern recognition.

  PMID 15980503 · PMC1160174 · Nucleic acids research · 2005 · 7 claims · 4 setups

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  PromoterPlot is a web-based tool that displays and processes TransFac transcription factor search results as an interactive SVG page

  under set transcription microarray proteomics

• Comparisons of substitution, insertion and deletion probes for resequencing and mutational analysis using oligonucleotide microarrays.

  PMID 15722479 · PMC549431 · Nucleic acids research · 2005 · 7 claims · 4 setups

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  Two base deletion probes display the highest average hybridization specificity, followed by single base substitution, single base deletion, and single base insertion probes.

  atm hybridized probe oligonucleotide transcription microarray

• Allelic imbalance in gene expression as a guide to cis-acting regulatory single nucleotide polymorphisms in cancer cells.

  PMID 17267408 · PMC1865061 · Nucleic acids research · 2007 · 6 claims · 6 setups

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  Measuring allelic imbalance (AI) of two SNP alleles within the same sample is an effective approach for identifying cis-acting rSNPs, since each allele serves as an internal control for the other.

  tumor promoter hela cdna bead tag-microarray

• Web-based resources for comparative genomics.

  PMID 16197736 · PMC3525128 · Human genomics · 2005 · 8 claims · 8 setups

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  Comparative genomics is an indispensable tool for identifying functional genome elements and exploring evolutionary genome dynamics

  yeast chimpanzee mammalian protein-coding comparative genome maximum-likelihood

• miR-4478 Accelerates Nucleus Pulposus Cells Apoptosis Induced by Oxidative Stress by Targeting MTH1.

  PMID 36130054 · PMC9897280 · Spine · 2023 · 7 claims · 8 setups

  Has reproduction · 100

  miR-4478 is upregulated in nucleus pulposus tissues from IVDD patients and is degeneration-degree-associated

  annulus tissues npcs mirna quantitative fluorescence

• 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 machine learning models built from cross-platform microarray meta-analysis can distinguish bacterial, viral and no-infection states with high accuracy (best model: 93% bacterial, 89% viral correct).

  blood merged affymetrix-optimized gene feature out-of-sample

• Molecular cloning, genomic characterization and over-expression of a novel gene, XRRA1, identified from human colorectal cancer cell HCT116Clone2_XRR and macaque testis.

  PMID 12908878 · PMC194569 · BMC genomics · 2003 · 8 claims · 7 setups

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  XRRA1 is a novel gene down-regulated ~2-fold in XR-resistant HCT116 Clone2_XRR relative to HCT116 Clone10, identified via cDNA microarray

  hct116 macaque cos-7 genomic cdna est molecular

• SNiPer: improved SNP genotype calling for Affymetrix 10K GeneChip microarray data.

  PMID 16262895 · PMC1280925 · BMC genomics · 2005 · 8 claims · 5 setups

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  Poorly performing SNPs (NoCall rate ≥25%) fail primarily due to inadequate training/localization of the MPAM statistical model call zone, not detection filter failure

  genomic genotype genotyped chromosomal snp clustering mendelian