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).

• Rise of the machines.

  PMID 18670625 · PMC2467494 · PLoS genetics · 2008 · 8 claims · 4 setups

  Full-text index only

  New short-read sequencing platforms (Illumina Genome Analyzer, 454 FLX, ABI SOLiD) enable rapid, scalable whole-genome resequencing that was previously restricted to dedicated sequencing centers using Sanger methods.

  bacillus independent subtilis whole-genome read

• MOSAIK: a hash-based algorithm for accurate next-generation sequencing short-read mapping.

  PMID 24599324 · PMC3944147 · PloS one · 2014 · 8 claims · 8 setups

  Has reproduction · 29

  MOSAIK is the only aligner that consistently aligns reads from all major sequencing platforms (Illumina, AB SOLiD, Roche 454, Ion Torrent, Pacific Biosciences SMRT) using the same algorithmic approach.

  simulated million coli illumina short-read mapping neural-network

• Genome-wide identification of Hfq-regulated small RNAs in the fire blight pathogen Erwinia amylovora discovered small RNAs with virulence regulatory function.

  PMID 24885615 · PMC4070566 · BMC genomics · 2014 · 8 claims · 8 setups

  Has reproduction · 50

  A total of 40 candidate Hfq-dependent sRNAs were identified genome-wide in E. amylovora by combining RNA-seq with a Rho-independent terminator search.

  erwinia intergenic candidate wounded small northern race

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

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

  Has reproduction · 83

  CHCT, a two-tier hierarchical classification tool built from methylation data, accurately classifies primary cancer type across 30 cancer types.

  tumor clinical methylation clustered methylation unsupervised anova

• 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

• Sequences of complete human cytomegalovirus genomes from infected cell cultures and clinical specimens.

  PMID 19906940 · PMC2885759 · The Journal of general virology · 2010 · 8 claims · 5 setups

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  Both PCR sequencing and IGA sequencing (via de novo assembly guiding reference-dependent assembly plus PCR finishing) can successfully generate complete HCMV genome sequences from infected cell cultures and clinical specimens

  hcmv six pcr illumina reference-dependent

• DNA methylation biomarkers-based pan-cancer classifier: predictive modeling for cancer classification.

  PMID 42152108 · PMC13185202 · Genome medicine · 2026 · 8 claims · 5 setups

  Full-text index only

  Relatively simple ML models (logistic regression) outperform complex algorithms such as deep neural networks for methylation-based cancer classification

  validation cns healthy genes methylation copy-number gene-set