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).
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Has reproduction · 40
DeepGSEA: explainable deep gene set enrichment analysis for single-cell transcriptomic data.
PMID 38950178 · PMC11236288 · Bioinformatics (Oxford, England) · 2024 · 8 claims · 2 setups
DeepGSEA is an explainable deep gene set enrichment analysis method built on interpretable, prototype-based neural networks.
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Has reproduction · 89
Graph Random Forest: A Graph Embedded Algorithm for Identifying Highly Connected Important Features.
PMID 37509188 · PMC10377046 · Biomolecules · 2023 · 8 claims · 6 setups
GRF identifies effective features that form highly connected sub-graphs on the underlying biological network
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Has reproduction · 83
ConNIS and labeling instability: New statistical methods for improving the detection of essential genes in TraDIS libraries.
PMID 41790830 · PMC12991369 · PLoS computational biology · 2026 · 7 claims · 4 setups
ConNIS provides an analytic probability distribution for the length of the longest insertion-free sequence within a gene, given gene length and expected insertion count.
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Has reproduction · 73
treeclimbR pinpoints the data-dependent resolution of hierarchical hypotheses.
PMID 34001188 · PMC8127214 · Genome biology · 2021 · 7 claims · 6 setups
treeclimbR proposes multiple candidate resolutions on a tree and selects the optimal one in a data-driven manner using three criteria (FDR-controlling range of t, number of rejected leaves, fewest internal nodes)
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Gene loss rate: a probabilistic measure for the conservation of eukaryotic genes.
PMID 17158152 · PMC1802574 · Nucleic acids research · 2007 · 8 claims · 8 setups
GLR is a novel maximum-likelihood measure of gene loss rate that probabilistically weighs all possible ancestral phyletic patterns rather than relying on a single parsimonious reconstruction.
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Switching base preferences of mismatch cleavage in endonuclease V: an improved method for scanning point mutations.
PMID 17130153 · PMC1702505 · Nucleic acids research · 2007 · 8 claims · 4 setups
A single Y80A alanine substitution switches Tma endo V from purine-preferring to essentially C-specific mismatch cleavage, including the previously refractory C/C mismatch.
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Threshold-dominated regulation hides genetic variation in gene expression networks.
PMID 18062810 · PMC2238762 · BMC systems biology · 2007 · 8 claims · 2 setups
Threshold robustness (insensitivity of a singular/regulating variable's equilibrium value to parameter perturbations, except threshold changes) increases with increasing response function steepness and is present even under Michaelis-Menten conditions, not just in the step-function limit.
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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
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
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Has reproduction · 93
A comparative study on recombination activity in cattle.
PMID 41942849 · PMC13067647 · Genetics, selection, evolution : GSE · 2026 · 8 claims · 8 setups
Genotype data with high systematic missingness across breeds and arrays can be streamlined and analysed with three complementary recombination-estimation approaches (HMM-based LINKPHASE3, deterministic hsphase, likelihood-based hsrecombi)
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Has reproduction · 96
Calibration-free NGS quantitation of mutations below 0.01% VAF.
PMID 34675197 · PMC8531361 · Nature communications · 2021 · 8 claims · 6 setups
QBDA (Quantitative Blocker Displacement Amplification) integrates UMI molecular barcoding with BDA variant enrichment to enable calibration-free VAF quantitation
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An efficient method for multi-locus molecular haplotyping.
PMID 17158153 · PMC1802573 · Nucleic acids research · 2007 · 7 claims · 6 setups
A novel molecular haplotyping method using limiting dilution, aliquot pre-screening, and tiling reconstruction can resolve haplotypes spanning many loci over long distances from a single individual's DNA.
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Grammar-based distance in progressive multiple sequence alignment.
PMID 18616828 · PMC2478692 · BMC bioinformatics · 2008 · 7 claims · 3 setups
A grammar-based (LZ complexity) distance metric can be used to determine the order in which sequences are progressively pairwise aligned
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Visualization of shared genomic regions and meiotic recombination in high-density SNP data.
PMID 19696932 · PMC2725774 · PloS one · 2009 · 8 claims · 7 setups
SNPduo is a command-line (SNPduo++) and web-accessible tool that analyzes and visualizes relatedness between two individuals using identity by state (IBS) from SNP genotypes.
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Cancer-specific high-throughput annotation of somatic mutations: computational prediction of driver missense mutations.
PMID 19654296 · PMC2763410 · Cancer research · 2009 · 7 claims · 7 setups
CHASM, a Random Forest-based computational method, was developed to identify and prioritize missense mutations likely to be functional drivers of tumor cell proliferation.
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Structure of protein interaction networks and their implications on drug design.
PMID 19876376 · PMC2760708 · PLoS computational biology · 2009 · 8 claims · 6 setups
Budding yeast and human PINs are scale-rich and configured as highly optimized tolerance (HOT) networks similar to Internet router-level topology, rather than scale-free networks formed by preferential attachment.
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Has reproduction · 77
Accurate chromatin marks peak calling with Omnipeak.
PMID 41521664 · PMC12784980 · Nucleic acids research · 2026 · 8 claims · 6 setups
Omnipeak is a universal unsupervised peak-calling algorithm based on a constrained three-state hidden Markov model (zero, noise, signal states)
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Has reproduction
miRge3.0: a comprehensive microRNA and tRF sequencing analysis pipeline.
PMID 34308351 · PMC8294687 · NAR genomics and bioinformatics · 2021 · 8 claims · 6 setups
miRge3.0 is a Python 3-based small RNA-seq and tRF analysis pipeline that improves on miRge2.0 (which was Python 2.7-based)
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Competitive enzymatic reaction to control allele-specific extensions.
PMID 15767273 · PMC1065263 · Nucleic acids research · 2005 · 6 claims · 7 setups
Protease-mediated allele-specific extension (PrASE) uses competition between polymerase activity and Proteinase K-mediated polymerase degradation to allow extension of perfectly matched primers while eliminating slower mismatched primer extension.
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Non-linear mapping for exploratory data analysis in functional genomics.
PMID 15661072 · PMC548129 · BMC bioinformatics · 2005 · 8 claims · 8 setups
A relaxation method for non-linear mapping adapts one pair of points per step rather than all points at once, and was originally shown by Chang and Lee to outperform Sammon's mapping in cluster detection effectiveness and computational efficiency.
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Sequence occurrence and structural uniqueness of a G-quadruplex in the human c-kit promoter.
PMID 17720713 · PMC2034477 · Nucleic acids research · 2007 · 8 claims · 4 setups
The native 22-nt c-kit87 sequence occurs only once in the entire human genome.