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).

• 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

• 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

• 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

• Aberration in DNA methylation in B-cell lymphomas has a complex origin and increases with disease severity.

  PMID 23326238 · PMC3542081 · PLoS genetics · 2013 · 8 claims · 8 setups

  Has reproduction · 49

  B-cell non-Hodgkin lymphomas display striking intra-tumor (intra-sample) and inter-patient (inter-sample) cytosine methylation heterogeneity that increases progressively with disease aggressiveness (NBC<NGC<FL<GCB<ABC).

  dlbcl normal same lymphoma help errbs massarray

• Genome-scale approaches to the epigenetics of common human disease.

  PMID 19844740 · PMC3107986 · Virchows Archiv : an international journal of pathology · 2010 · 7 claims · 8 setups

  Full-text index only

  DNA methylation is a stable, mitotically heritable epigenetic mark faithfully propagated by DNMT1 acting on hemimethylated DNA during replication

  autopsy colorectal colon genomic charm quantitative bisulfite

• Bisulfite sequencing of chromatin immunoprecipitated DNA (BisChIP-seq) directly informs methylation status of histone-modified DNA.

  PMID 22466171 · PMC3371705 · Genome research · 2012 · 8 claims · 8 setups

  Has reproduction · 80

  BisChIP-seq — bisulfite sequencing of chromatin immunoprecipitated DNA — enables direct genome-wide, base-resolution interrogation of DNA methylation on histone-modified DNA molecules

  lncap sonicated adaptor-modified native bischip-seq chromatin chip-qpcr

• MMASS: an optimized array-based method for assessing CpG island methylation.

  PMID 17041235 · PMC1635254 · Nucleic acids research · 2006 · 8 claims · 7 setups

  Full-text index only

  MMASS-v2 (optimized AciI/HinP1I/HpyCH4IV/HpaII enzyme combination with McrBC digestion) offers improved sensitivity and statistical power for microarray-based CpG island methylation detection compared to MMASS-v1, MMASS-sub and the Nouzova method

  hct116 sssi-methylated hcgi12k methylation spike-in cobra

• Array-based profiling of reference-independent methylation status (aPRIMES) identifies frequent promoter methylation and consecutive downregulation of ZIC2 in pediatric medulloblastoma.

  PMID 17344319 · PMC1874664 · Nucleic acids research · 2007 · 7 claims · 7 setups

  Full-text index only

  aPRIMES is a novel array-based method that detects direct (absolute) methylation status of CGIs via competitive hybridization of McrBC-digested (methylated) versus HpaII/BstUI-digested (unmethylated) DNA from the same genome, avoiding reference-tissue and copy-number biases

  pediatric tumor eight desmoplastic aprimes bisulfite quantitative

• An integrative genomic and epigenomic approach for the study of transcriptional regulation.

  PMID 18365023 · PMC2266992 · PloS one · 2008 · 8 claims · 7 setups

  Full-text index only

  Integrative analysis combining gene expression, DNA methylation, and H3K9 acetylation data reveals hundreds of additional differentially expressed genes missed by gene expression arrays alone

  aml computational help chip-chip gene

• Multiomic machine learning on lactylation for molecular typing and prognosis of lung adenocarcinoma.

  PMID 39856156 · PMC11760357 · Scientific reports · 2025 · 8 claims · 8 setups

  Has reproduction · 83

  Ten multiomics clustering algorithms identify two distinct lactylation cancer subtypes (CS1 and CS2) in LUAD

  tcga gse13213 gse31210 multiomics closest ssgsea

• DeepProg: an ensemble of deep-learning and machine-learning models for prognosis prediction using multi-omics data.

  PMID 34261540 · PMC8281595 · Genome medicine · 2021 · 6 claims · 7 setups

  Has reproduction · 84

  DeepProg, an ensemble of deep-learning and machine-learning models, robustly predicts patient survival subtypes from multi-omics data and explicitly models survival as the objective while predicting new patient risks

  tcga breast metabric brca bulk mirna methylation

• Evidence for L1-associated DNA rearrangements and negligible L1 retrotransposition in glioblastoma multiforme.

  PMID 27843499 · PMC5105311 · Mobile DNA · 2016 · 6 claims · 7 setups

  Has reproduction · 67

  Canonical (endonuclease-dependent, TPRT-driven) L1 retrotransposition is absent or negligible in GBM tumours and cultured GBM cell lines

  brain tumour gbm retrotransposon empty qrt-pcr

• The field of tissue injury in the lung and airway.

  PMID 19138985 · PMC2705781 · Cancer prevention research (Philadelphia, Pa.) · 2008 · 8 claims · 8 setups

  Full-text index only

  Field cancerization and the field of injury reflect molecular changes (genomic, epigenomic, transcriptomic, proteomic) present in histologically normal-appearing tissue distant from and independent of a tumor, throughout the carcinogen-exposed respiratory epithelium

  bronchial saliva resected paraffin-embedded whole-genome mtdna methylation-specific

• MBD-isolated Genome Sequencing provides a high-throughput and comprehensive survey of DNA methylation in the human genome.

  PMID 19906696 · PMC2811030 · Nucleic acids research · 2010 · 6 claims · 4 setups

  Full-text index only

  MiGS combines MBD2 MBD-domain precipitation of methylated DNA with massively parallel sequencing to enable unbiased, high-throughput genome-wide DNA methylation profiling

  hct116 migs mbd-isolated bisulfite gene

• 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

• Multiomic analysis of malignant pleural mesothelioma identifies molecular axes and specialized tumor profiles driving intertumor heterogeneity.

  PMID 36928603 · PMC10101853 · Nature genetics · 2023 · 8 claims · 6 setups

  Has reproduction · 80

  The WHO histopathological classification of MPM accounts for only up to ~10% of interpatient molecular differences

  mpm mesomics whole-genome bulk methylation

• 5-methylcytosine RNA modification regulators-based patterns and features of immune microenvironment in acute myeloid leukemia.

  PMID 38277218 · PMC10911375 · Aging · 2024 · 8 claims · 8 setups

  Has reproduction · 93

  Most of the 17 m5C regulators are differentially expressed between AML and normal samples and correlate with AML prognosis.

  aml bulk mutation copy

• A reference profile-free deconvolution method to infer cancer cell-intrinsic subtypes and tumor-type-specific stromal profiles.

  PMID 32111252 · PMC7049190 · Genome medicine · 2020 · 8 claims · 8 setups

  Has reproduction · 91

  DeClust is a reference profile-free deconvolution method that simultaneously deconvolves bulk tumor expression into cancer, immune, and stromal compartments and clusters samples into cancer cell-intrinsic molecular subtypes, outputting subtype-specific reference profiles for the cohort rather than for individuals.

  solid muscle-invasive ccrcc for bulk single-cell scrna-seq

• Predicting enhancers in mammalian genomes using supervised hidden Markov models.

  PMID 30917778 · PMC6437899 · BMC bioinformatics · 2019 · 8 claims · 8 setups

  Has reproduction · 70

  eHMM predicts enhancers with high precision and recall comparable to state-of-the-art methods and consistently outperforms them in accuracy and resolution

  esc atac-seq chip-seq cage

• Tumor methionine metabolism drives T-cell exhaustion in hepatocellular carcinoma.

  PMID 33674593 · PMC7935900 · Nature communications · 2021 · 8 claims · 8 setups

  Has reproduction · 78

  A transcriptome-derived T-cell exhaustion score (ES) is prognostic for HCC patient survival independent of known clinical/molecular factors

  hcc-associated hcc malignant cd8+ single-cell bulk metabolomics