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 Bayesian approach to accurate and robust signature detection on LINCS L1000 data.

  PMID 32003771 · PMC7203754 · Bioinformatics (Oxford, England) · 2020 · 6 claims · 4 setups

  Has reproduction · 37

  A novel Bayesian-based peak deconvolution algorithm gives unbiased likelihood estimations for peak locations and characterizes peaks with probability-based z-scores.

  lincs simulated l1000 l1000 simulated student's

• Accurate chromatin marks peak calling with Omnipeak.

  PMID 41521664 · PMC12784980 · Nucleic acids research · 2026 · 8 claims · 6 setups

  Has reproduction · 77

  Omnipeak is a universal unsupervised peak-calling algorithm based on a constrained three-state hidden Markov model (zero, noise, signal states)

  gm12878 roadmap abf immgen chip-seq ultra-low-input atac-seq

• RNA modifications detection by comparative Nanopore direct RNA sequencing.

  PMID 34893601 · PMC8664944 · Nature communications · 2021 · 7 claims · 5 setups

  Has reproduction · 50

  Nanocompore is a model-free comparative method that uses a 2-component Gaussian mixture model (GMM) and univariate statistical tests on signal intensity/dwell time to detect RNA modifications in Nanopore direct RNA sequencing data without needing a training set

  simulated synthetic escherichia saccharomyces nanopore computational

• On the analysis of glycomics mass spectrometry data via the regularized area under the ROC curve.

  PMID 18076765 · PMC2211327 · BMC bioinformatics · 2007 · 8 claims · 4 setups

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  The TGDR-AUC algorithm regularizes the empirical AUC by replacing the non-differentiable 0-1 loss with a smooth sigmoid surrogate function and applies constrained threshold gradient descent regularization

  simulated serum preprocessed simulation mass high-resolution

• 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

• Spontaneous symmetry breaking in genome evolution.

  PMID 18367477 · PMC2377439 · Nucleic acids research · 2008 · 6 claims · 3 setups

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  Exon size distributions in sequenced genomes follow a lognormal pattern typical of a random Kolmogoroff fractioning process

  animal homo model genome-wide alternatively computational

• MoDLE: high-performance stochastic modeling of DNA loop extrusion interactions.

  PMID 36451166 · PMC9710047 · Genome biology · 2022 · 7 claims · 6 setups

  Has reproduction · 50

  MoDLE is a high-performance stochastic model that simulates DNA-DNA contacts from loop extrusion genome-wide in minutes using less than 1 GB of RAM

  genome synthetic h1-hesc stochastic molecular ctcf