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

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

  Has reproduction · 68

  A near-perfect chronological age predictor can in principle be developed from DNA methylation when training sample size is sufficiently large.

  blood unrelated sgpd lbc1921 methylation reml permutation

• 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

• Protocol to perform cell-type-specific transcriptome-wide association study using scPrediXcan framework.

  PMID 41689808 · PMC12925207 · STAR protocols · 2026 · 6 claims · 6 setups

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  scPrediXcan enables cell-type-specific transcriptome-wide association studies (TWAS) by integrating deep learning-based prediction of gene expression from DNA sequence and epigenetic features.

  acinar individual-level geuvadis beta mlp-based personalized elastic-net

• DoBSeqWF: a framework for sensitive detection of individual genetic variation in pooled sequencing data.

  PMID 41704565 · PMC12907731 · NAR genomics and bioinformatics · 2026 · 7 claims · 5 setups

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  DoBSeqWF, a Nextflow-based pipeline, processes pooled DoBSeq sequencing data through alignment, variant calling, machine-learning-based filtering, and variant pinpointing/assignment to individuals.

  individual pooled individuals gatk-called whole-genome overlapped simulated

• Transcriptomic profiling of skeletal muscle adaptations to exercise and inactivity.

  PMID 31980607 · PMC6981202 · Nature communications · 2020 · 8 claims · 8 setups

  Has reproduction · 52

  MetaMEx integrates transcriptomic data from 66 published human skeletal muscle studies (>1100 individuals) into an online meta-analysis resource (www.metamex.eu)

  skeletal pooled transcriptomic principal qpcr

• Identification of disease causing loci using an array-based genotyping approach on pooled DNA.

  PMID 16197552 · PMC1262713 · BMC genomics · 2005 · 8 claims · 5 setups

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  Pooling genomic DNA and genotyping on SNP microarrays accurately predicts allelic frequencies relative to individual genotyping

  genomic pools training siddt individual pooled k-correction

• Tracing human genetic histories and natural selection with precise local ancestry inference.

  PMID 40379651 · PMC12084304 · Nature communications · 2025 · 7 claims · 7 setups

  Has reproduction · 76

  Orchestra, a two-stage LAI method combining a recombination-distance base layer with a deep learning (convolutional + attention) smoothing module, outperforms RFmix, FLARE and Gnomix in precision and recall across simulated admixture generations.

  1kgp-16pops independent simulated 1kgp simulated population-level local

• A re-annotation pipeline for Illumina BeadArrays: improving the interpretation of gene expression data.

  PMID 19923232 · PMC2817484 · Nucleic acids research · 2010 · 8 claims · 7 setups

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  A Perl-based pipeline that BLASTs/BLATs Illumina probe sequences against genomes and transcript databases (RefSeq, UCSC Known Genes, UniGene/GenBank, Ensembl) can classify probes by quality grade (Perfect/Good/Bad/No match) and is applicable across 8 BeadArray platforms and other array types

  maqc hepatocytes japanese illeum microarray dasl sequence

• Urinary proteomic profiling for diagnostic bladder cancer biomarkers.

  PMID 19811072 · PMC3422861 · Expert review of proteomics · 2009 · 8 claims · 8 setups

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  Single protein biomarkers (e.g., NMP-22, BTA) suffer from high false-positive rates and none have replaced cystoscopy or cytology for bladder cancer detection.

  urine page gel 2d-dige

• Deep-learning prediction of gene expression from personal genomes.

  PMID 41495833 · PMC12869966 · Genome biology · 2026 · 8 claims · 8 setups

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  Fine-tuning Enformer on paired personal WGS and RNA-seq data (Variformer) corrects Enformer's failure to predict inter-individual gene expression differences across held-out people.

  gtex rosmap same monocyte paired mutagenesis chromhmm