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).

• Human methylome variation across Infinium 450K data on the Gene Expression Omnibus.

  PMID 33937763 · PMC8061458 · NAR genomics and bioinformatics · 2021 · 8 claims · 6 setups

  Has reproduction · 88

  Approximately two-thirds of compiled HM450K samples are from blood, one-quarter from brain, and roughly one-third from cancer patients.

  hm450k seven annotated illumina beadarray model-based

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

  PMID 38066424 · PMC10709847 · BMC bioinformatics · 2023 · 8 claims · 5 setups

  Has reproduction · 83

  CHCT, a hierarchical classification tool, splits classification of 30 cancer types into ten smaller subproblems using a two-tier architecture to classify primary cancer by methylation profile

  cancer clinical training independent methylation upgma random

• Improved precision of epigenetic clock estimates across tissues and its implication for biological ageing.

  PMID 31443728 · PMC6708158 · Genome medicine · 2019 · 8 claims · 6 setups

  Has reproduction · 68

  The proportion of variance in chronological age explained by all DNA methylation probes is close to 1, so a near-perfect age predictor is in principle achievable with sufficient training data.

  blood unrelated training lbc1921 methylation reml age

• Detecting aberrant DNA methylation in Illumina DNA methylation arrays: a toolbox and recommendations for its use.

  PMID 37218167 · PMC10208159 · Epigenetics · 2023 · 8 claims · 7 setups

  Has reproduction · 73

  Probe-specific upper and lower thresholds for flagging aberrant DNA methylation can be derived from a reference database of >2,000 normal and tumour-adjacent normal samples spanning 25 tissue types.

  blood tcga gse40279 most illumina supervised unsupervised

• Advances in genomic and pharmacokinetic profiling for clinical stratification of metastatic breast cancer.

  PMID 41369820 · PMC12799884 · Discover oncology · 2025 · 7 claims · 8 setups

  Has reproduction · 59

  Eight gene modules linked to metastasis were identified via scored network analysis and validated through pathway databases.

  metastatic tcga-brca homo gse40622 gene bulk rt-pcr

• Developing prognostic gene panel of survival time in lung adenocarcinoma patients using machine learning.

  PMID 35117753 · PMC8799101 · Translational cancer research · 2020 · 7 claims · 4 setups

  Has reproduction · 32

  A panel of 22 genetic features with Naïve Bayes can predict whether lung adenocarcinoma patient survival time is >3 years (accuracy=75%, AUC=0.81).

  tcga-luad geo bulk expression methylation

• Gbdmr: identifying differentially methylated CpG regions in the human genome via generalized beta regressions.

  PMID 38443825 · PMC10916021 · BMC bioinformatics · 2024 · 8 claims · 4 setups

  Has reproduction · 62

  gbdmr models DNA methylation levels of CpG sites using a generalized beta distribution instead of assuming normality as in linear-regression-based methods

  simulated birth gene simulation methylation

• Genome-wide prediction of DNase I hypersensitivity using gene expression.

  PMID 29051481 · PMC5715040 · Nature communications · 2017 · 6 claims · 3 setups

  Has reproduction · 79

  Gene expression substantially predicts genome-wide DNase I hypersensitivity (DH), demonstrating transcriptome-based prediction as a feasible approach for regulome mapping

  distinct encode dnase-seq exon computational