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).

• A Statistical Framework for Measuring Reproducibility and Replicability of High-Throughput Experiments From Multiple Sources.

  PMID 41636474 · PMC12871010 · Statistics in medicine · 2026 · 8 claims · 3 setups

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  nestedIDR, a nested copula mixture model, extends the IDR framework to multi-lab studies by jointly modeling within-lab reproducibility and between-lab replicability

  simulated encode seqc simulation chip-seq rna-seq

• Graph Random Forest: A Graph Embedded Algorithm for Identifying Highly Connected Important Features.

  PMID 37509188 · PMC10377046 · Biomolecules · 2023 · 8 claims · 6 setups

  Has reproduction · 89

  GRF identifies effective features that form highly connected sub-graphs on the underlying biological network

  synthetic tcga embryonic simulation sub-graph reproducibility

• RUMINA: high-throughput deduplication of unique molecular identifiers for amplicon and whole-genome sequencing with enhanced error correction.

  PMID 41734278 · PMC12975283 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 4 setups

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  RUMINA improves detection accuracy of ultra-low frequency SNVs (0.01%-1%) compared to UMI-tools and UMICollapse

  hiv simulated empirical clinical simulated umi iclip

• Multiplex amplification enabled by selective circularization of large sets of genomic DNA fragments.

  PMID 15860768 · PMC1087789 · Nucleic acids research · 2005 · 8 claims · 4 setups

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  Selector oligonucleotides can circularize many distinct genomic restriction fragments in one reaction, enabling parallel amplification with a single universal primer pair instead of multiple target-specific primer pairs

  genomic 7776-clone selector-based cdna restriction

• A novel wavelet-based thresholding method for the pre-processing of mass spectrometry data that accounts for heterogeneous noise.

  PMID 18615428 · PMC2855839 · Proteomics · 2008 · 6 claims · 4 setups

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  Noise in SELDI-TOF/MALDI-TOF mass spectrometry data is heteroscedastic across the m/z range, with larger variance at lower m/z values, contrary to the homogeneous noise assumption of existing wavelet denoising methods.

  serum raw denoised simulated seldi-tof wavelet-based peak

• Hi-Compass: a depth-aware deep learning framework for predicting cell-type-specific 3D genome organization from single-cell to spatial resolution.

  PMID 41980945 · PMC13250166 · Nature communications · 2026 · 8 claims · 8 setups

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  Hi-Compass predicts cell-type-specific Hi-C contact maps using only ATAC-seq as cell-type-specific input, plus DNA sequence and a generalized CTCF binding profile

  gm12878 curated bulk training hi-c ctcf matched

• Net positive charge of HIV-1 CRF01_AE V3 sequence regulates viral sensitivity to humoral immunity.

  PMID 18787705 · PMC2527523 · PloS one · 2008 · 8 claims · 5 setups

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  Reduction in V3's net positive charge makes V3 less variable due to limited positive selection

  hiv-1 recombinant plasma gp120 sequence single-round v3-peptide-based