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 · 84
Fractional ridge regression: a fast, interpretable reparameterization of ridge regression.
PMID 33252656 · PMC7702219 · GigaScience · 2020 · 7 claims · 2 setups
Ridge regression can be reparameterized in terms of the fraction γ between the L2-norms of the regularized and unregularized coefficient solutions (fractional ridge regression, FRR).
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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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Has reproduction · 89
Spatial information matters: are traditional imputation methods effective for spatial transcriptomics data?
PMID 41627342 · PMC12862982 · Briefings in bioinformatics · 2026 · 7 claims · 3 setups
No single existing SOTA imputation method consistently performs well across newer SRT platforms/datasets
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EGASP: the human ENCODE Genome Annotation Assessment Project.
PMID 16925836 · PMC1810551 · Genome biology · 2006 · 8 claims · 6 setups
Best-performing computational gene prediction methods correctly predict at least one transcript for close to 70% of annotated genes in the ENCODE regions.
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Automatic annotation of eukaryotic genes, pseudogenes and promoters.
PMID 16925832 · PMC1810547 · Genome biology · 2006 · 8 claims · 6 setups
Fgenesh++ gene prediction pipeline identifies 91% of coding nucleotides with 90% specificity
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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 · 50
SMAC, a computational system to link literature, biomedical and expression data.
PMID 31324861 · PMC6642118 · Scientific reports · 2019 · 7 claims · 6 setups
SMAC is a tool that extracts, prioritises, integrates and analyses biomedical literature and molecular data according to user-defined terms, linking PubMed and GEO.
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A methodological framework for the reconstruction of contiguous regions of ancestral genomes and its application to mammalian genomes.
PMID 19043541 · PMC2580819 · PLoS computational biology · 2008 · 8 claims · 5 setups
A general model-free methodological framework is proposed for reconstructing Contiguous Ancestral Regions (CARs) from conserved syntenies, generalizing prior computational and cytogenetic approaches
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Decoding of superimposed traces produced by direct sequencing of heterozygous indels.
PMID 18654614 · PMC2429969 · PLoS computational biology · 2008 · 7 claims · 3 setups
A dynamic programming method (implemented as web app Indelligent) can decode superimposed allelic sequences from a single mixed trace, using only the observed string of ambiguous peak calls, without a reference sequence or reverse trace.
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Has reproduction · 92
Prognostic biomarker discovery in pancreatic cancer through hybrid ensemble feature selection and multi-omics data.
PMID 41957754 · PMC13188360 · BioData mining · 2026 · 7 claims · 3 setups
The hEFS framework integrates data subsampling with multiple prognostic models (embedded and wrapper-based), aggregates feature rankings via a voting-theory-inspired approach, and selects the optimal feature subset via Pareto front optimization, eliminating user-defined thresholds.
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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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Functional annotation and identification of candidate disease genes by computational analysis of normal tissue gene expression data.
PMID 18560577 · PMC2409962 · PloS one · 2008 · 7 claims · 5 setups
Ranked Coexpression Groups (RCG) built from k=6 nearest coexpressed genes, combined with a majority-rule functional characterization, integrate multiple datasets/coexpression measures to generate high-confidence functional annotation predictions
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Has reproduction · 94
Hierarchical cell-type identifier accurately distinguishes immune-cell subtypes enabling precise profiling of tissue microenvironment with single-cell RNA-sequencing.
PMID 36681937 · PMC10025442 · Briefings in bioinformatics · 2023 · 8 claims · 8 setups
HiCAT is a hierarchical, marker-based cell-type identifier that uses gene set analysis (GSA) scoring with markers structured in a three-level taxonomy tree (major-type, minor-type, subset)
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Has reproduction · 80
VGEA: an RNA viral assembly toolkit.
PMID 34567846 · PMC8428259 · PeerJ · 2021 · 8 claims · 5 setups
VGEA is a Snakemake workflow that chains existing tools (fastp, BWA, SAMtools, IVA, shiver, SeqKit, QUAST, MultiQC) into an all-in-one RNA viral genome assembly pipeline
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Has reproduction · 50
RNA modifications detection by comparative Nanopore direct RNA sequencing.
PMID 34893601 · PMC8664944 · Nature communications · 2021 · 7 claims · 5 setups
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
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Has reproduction · 79
RetroSnake: A modular pipeline to detect human endogenous retroviruses in genome sequencing data.
PMID 36339261 · PMC9626663 · iScience · 2022 · 8 claims · 4 setups
RetroSnake is an end-to-end, modular, computationally efficient Snakemake pipeline for detecting HERV-K insertions in short-read NGS data, from raw alignment files to an annotated interactive HTML report
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GoMiner: a resource for biological interpretation of genomic and proteomic data.
PMID 12702209 · PMC154579 · Genome biology · 2003 · 8 claims · 4 setups
GoMiner organizes 'interesting' gene lists (e.g., differentially expressed genes) into the Gene Ontology hierarchy for biological interpretation, displaying results as both a tree and a directed acyclic graph (DAG).
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Has reproduction · 85
An extensive evaluation of read trimming effects on Illumina NGS data analysis.
PMID 24376861 · PMC3871669 · PloS one · 2013 · 8 claims · 8 setups
Read trimming increases the quality and reliability of downstream NGS analyses (RNA-Seq mapping, SNP identification, genome assembly) while reducing execution time and computational resources.
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Has reproduction · 68
LaSSO, a strategy for genome-wide mapping of intronic lariats and branch points using RNA-seq.
PMID 24709818 · PMC4079972 · Genome research · 2014 · 8 claims · 8 setups
LaSSO (Lariat Sequence Site Origin) identifies intronic lariat reads and pinpoints branch points genome-wide from RNA-seq data by considering every intronic base as a potential branch point and including all possible exon-skipping lariats.
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Has reproduction · 79
Enriched domain detector: a program for detection of wide genomic enrichment domains robust against local variations.
PMID 24782521 · PMC4066758 · Nucleic acids research · 2014 · 8 claims · 5 setups
EDD is a new algorithm that detects broad (megabase-size) enrichment domains from ChIP-seq data of widely distributed chromatin proteins such as A- and B-type lamins.