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 · 91
A reference profile-free deconvolution method to infer cancer cell-intrinsic subtypes and tumor-type-specific stromal profiles.
PMID 32111252 · PMC7049190 · Genome medicine · 2020 · 8 claims · 8 setups
DeClust is a reference-profile-free deconvolution method that incorporates molecular subtyping directly into the deconvolution process, outputting cohort-level cancer subtype and stromal reference profiles rather than per-individual profiles
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Evaluation of two methods for computational HLA haplotypes inference using a real dataset.
PMID 18230173 · PMC2268655 · BMC bioinformatics · 2008 · 8 claims · 5 setups
PHASE v2.1.1 had the best overall performance in both haplotype construction and frequency calculation compared to Arlequin V3.0
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Non-EST based prediction of exon skipping and intron retention events using Pfam information.
PMID 16204458 · PMC1243800 · Nucleic acids research · 2005 · 7 claims · 5 setups
A novel ab initio method predicts exon skipping and intron retention events using only Pfam domain annotation, via a Viterbi-like dynamic programming algorithm applied to the Pfam alignment.
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Identifying drug effects via pathway alterations using an integer linear programming optimization formulation on phosphoproteomic data.
PMID 19997482 · PMC2776985 · PLoS computational biology · 2009 · 7 claims · 4 setups
An ILP formulation of the Boolean pathway optimization problem fits phosphoproteomic data faster and more efficiently than the previously used genetic algorithm (GA) approach.
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SNP haplotype tagging from DNA pools of two individuals.
PMID 12709267 · PMC156884 · BMC bioinformatics · 2003 · 8 claims · 3 setups
An algorithm can reconstruct haplotypes from pools of two individuals' DNA under very general conditions, without requiring Hardy-Weinberg equilibrium.
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Has reproduction · 90
Inferring a spatial code of cell-cell interactions across a whole animal body.
PMID 36395331 · PMC9714814 · PLoS computational biology · 2022 · 8 claims · 6 setups
cell2cell computes cell-cell interaction (CCI) potential using a novel modified Bray-Curtis score based on complementary coexpression of ligand-receptor pairs between cells
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chromIDEAS reveals epigenetic dynamics via multi-dimensional clustering of chromatin states.
PMID 41816913 · PMC12980073 · Nucleic acids research · 2026 · 8 claims · 8 setups
chromIDEAS groups chromatin states into functionally coherent clusters by jointly analyzing epigenetic composition and genomic distribution
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The Princeton Protein Orthology Database (P-POD): a comparative genomics analysis tool for biologists.
PMID 17712414 · PMC1942082 · PloS one · 2007 · 8 claims · 5 setups
P-POD is the first comparative genomics database to combine results from multiple computational ortholog/homolog prediction methods with manually curated literature-derived experimental evidence of functional conservation.
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Performance assessment of promoter predictions on ENCODE regions in the EGASP experiment.
PMID 16925837 · PMC1810552 · Genome biology · 2006 · 6 claims · 3 setups
Promoter predictors that combine promoter prediction with gene prediction (N-SCAN, Fprom) achieve better performance than pure ab initio promoter predictors, mainly by reducing the promoter search space and false positives
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Has reproduction · 84
Fractional ridge regression: a fast, interpretable reparameterization of ridge regression.
PMID 33252656 · PMC7702219 · GigaScience · 2020 · 8 claims · 2 setups
Ridge regression can be reparameterized in terms of γ, the ratio between the L2-norms of the regularized and unregularized (OLS) coefficient solutions, defining 'fractional ridge regression' (FRR)
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Deep learning linking mechanistic models to single-cell transcriptomics data reveals transcriptional bursting in response to DNA damage.
PMID 41779826 · PMC12959883 · eLife · 2026 · 8 claims · 5 setups
DeepTX is an interpretable, scalable deep learning inference framework that links mechanistic transcription models to scRNA-seq data to infer genome-wide transcriptional burst kinetics
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Has reproduction · 100
DeepRNA-Reg: a deep-learning based approach for comparative analysis of CLIP experiments.
PMID 41055236 · PMC12505516 · RNA biology · 2025 · 8 claims · 5 setups
DeepRNA-Reg, a recurrent neural network-based algorithm, provides a superior prediction set for differential HITS-CLIP analysis compared to dCLIP.
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ADaCGH: A parallelized web-based application and R package for the analysis of aCGH data.
PMID 17710137 · PMC1940324 · PloS one · 2007 · 8 claims · 4 setups
ADaCGH implements eight CNA detection methods, including the best-performing ones from recent reviews (CBS, GLAD, CGHseg, HMM)
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Integrated multi-omic atlas reveals the hierarchy of spatiotemporal regulatory networks of mouse gastrulation.
PMID 41526381 · PMC12902073 · Nature communications · 2026 · 8 claims · 8 setups
BioCRE, a novel bi-orientation regression algorithm, more accurately links genes to candidate cis-regulatory elements (CREs) than existing tools Signac and ArchR
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Has reproduction · 63
Community assessment of methods to deconvolve cellular composition from bulk gene expression.
PMID 39191725 · PMC11350143 · Nature communications · 2024 · 8 claims · 4 setups
Most deconvolution methods accurately predict coarse-grained immune/stromal cell populations from bulk expression.
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Has reproduction · 85
Digital sorting of complex tissues for cell type-specific gene expression profiles.
PMID 23497278 · PMC3626856 · BMC bioinformatics · 2013 · 8 claims · 8 setups
The Digital Sorting Algorithm (DSA) deconvolves mixed tissue expression into cell type-specific profiles using only marker genes, without requiring prior knowledge of cell type frequencies or in vitro pure-cell profiles.
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PPC: an algorithm for accurate estimation of SNP allele frequencies in small equimolar pools of DNA using data from high density microarrays.
PMID 16199750 · PMC1240117 · Nucleic acids research · 2005 · 7 claims · 6 setups
The PPC algorithm, which applies a probe-pair-specific second-degree polynomial correction, increases the accuracy of allele frequency estimates from pooled DNA compared with previously described algorithms
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A new method for 2D gel spot alignment: application to the analysis of large sample sets in clinical proteomics.
PMID 18957120 · PMC2628390 · BMC bioinformatics · 2008 · 8 claims · 2 setups
Sili2DGel represents recursive gel matching results as a weighted undirected graph and identifies SAP by finding cliques and pseudocliques (dense subgraphs) after edge-weight filtering, strength-metric-based graph reduction, and cluster refinement.
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Has reproduction · 50
SMAC, a computational system to link literature, biomedical and expression data.
PMID 31324861 · PMC6642118 · Scientific reports · 2019 · 8 claims · 8 setups
SMAC is a tool that extracts, prioritises, integrates and analyses biomedical and molecular data according to user-defined terms
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Genomics: applications in mechanism elucidation.
PMID 19166886 · PMC2698023 · Advanced drug delivery reviews · 2009 · 8 claims · 8 setups
Genomic tools require no a priori knowledge of a compound's mode of action and can reveal biological pathways (metabolism, distribution, off-target effects) in addition to the precise mechanism of action.