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).

• Robust and efficient annotation of cell states through gene signature scoring.

  PMID 41708334 · PMC12951948 · Genome research · 2026 · 8 claims · 8 setups

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  Established scoring methods (Seurat, SCANPY, UCell, JASMINE) fail to provide robust and comparable score distributions across diverse signatures and experimental conditions, precluding accurate unsupervised cell-state annotation.

  pbmc colorectal esophageal crc scrna-seq cross-implementation signature

• WDR11, a WD protein that interacts with transcription factor EMX1, is mutated in idiopathic hypogonadotropic hypogonadism and Kallmann syndrome.

  PMID 20887964 · PMC2948809 · American journal of human genetics · 2010 · 5 claims · 3 setups

  Has reproduction

  WDR11 is a gene involved in human puberty, identified via the chromosomal breakpoint of a balanced t(10;12) translocation in a Kallmann syndrome subject.

  kallmann unrelated wdr11 translocation mutation protein-protein

• An OMICs-based meta-analysis to support infection state stratification.

  PMID 33560295 · PMC8388022 · Bioinformatics (Oxford, England) · 2021 · 7 claims · 6 setups

  Has reproduction · 44

  Multi-class Random Forest models built from meta-analyzed blood gene expression data can predict infection state (bacterial/viral/none) with high accuracy, correctly classifying 93% of bacterial and 89% of viral samples in the best model.

  blood merged affymetrix-trained microarray random gene

• A comprehensive toolkit for analyzing cell-free DNA genomic sequencing data in liquid biopsy.

  PMID 42111187 · PMC13157187 · iScience · 2026 · 8 claims · 8 setups

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  cfDNAanalyzer integrates feature extraction, feature processing/selection, and machine learning model building into a single one-command-line toolkit for cfDNA genomic sequencing data

  balanced breast healthy multi-cancer cfdna machine computational

• Prediction of Antimicrobial Resistance in Gram-Negative Bacteria From Whole-Genome Sequencing Data.

  PMID 32528441 · PMC7262952 · Frontiers in microbiology · 2020 · 8 claims · 5 setups

  Has reproduction · 100

  WGS-derived antibiotic resistance gene (ARG) coverage can be used to predict antimicrobial resistance in Gram-negative bacteria via machine learning

  gram-negative in-house args curated shotgun genome phenotypic

• The 32nd Annual Congress of the Society of Critical Care Medicine, 28 January - 2 February 2003, San Antonio, USA.

  PMID 12720569 · PMC270663 · Critical care (London, England) · 2003 · 8 claims · 8 setups

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  Proteomics is more useful than genomics for identifying regulatory pathways and druggable targets in disease because transcriptional responses to different stimuli often converge while protein interaction networks reveal distinct regulatory nodes

  macrophages patients animal ards gene histological mechanical

• CONTRAST: a discriminative, phylogeny-free approach to multiple informant de novo gene prediction.

  PMID 18096039 · PMC2246271 · Genome biology · 2007 · 8 claims · 5 setups

  Full-text index only

  CONTRAST predicts exact coding region structures for 65% more human genes than the previous state-of-the-art de novo predictor (N-SCAN)

  genome sequence drosophila novo gene coding

• Transcriptome-based high-frequency recurrence index predicts frequent recurrence in non-muscle-invasive bladder cancer after Bacillus Calmette-Guérin therapy.

  PMID 41749284 · PMC13040970 · BMC medicine · 2026 · 8 claims · 7 setups

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  A 75-gene HfRI signature predicts high-frequency recurrence (≥2 recurrences) in NMIBC patients

  nmibc uromol2021 bulk microarray rna-seq

• DNA methylation biomarkers-based pan-cancer classifier: predictive modeling for cancer classification.

  PMID 42152108 · PMC13185202 · Genome medicine · 2026 · 8 claims · 5 setups

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  Relatively simple ML models (logistic regression) outperform complex algorithms such as deep neural networks for methylation-based cancer classification

  validation cns healthy genes methylation copy-number gene-set

• treeclimbR pinpoints the data-dependent resolution of hierarchical hypotheses.

  PMID 34001188 · PMC8127214 · Genome biology · 2021 · 7 claims · 6 setups

  Has reproduction · 73

  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)

  synthetic semi-simulated microbiome mirna differential microbiome microrna

• A comparative study of techniques for differential expression analysis on RNA-Seq data.

  PMID 25119138 · PMC4132098 · PloS one · 2014 · 8 claims · 8 setups

  Has reproduction · 58

  edgeR performs slightly better than DESeq and Cuffdiff2 in terms of the ability to uncover true positives.

  brain neurospheres lymphoblastoid simulation single-end paired-end rna-seq

• A comprehensive sensitivity analysis of microarray breast cancer classification under feature variability.

  PMID 19941644 · PMC2789744 · BMC bioinformatics · 2009 · 7 claims · 4 setups

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  Feature variability strongly influences breast cancer signature composition even when array platform and patient stratification are identical.

  breast preprocessed microarray two-color perturbation