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 · 30
First step toward gene expression data integration: transcriptomic data acquisition with COMMAND>_.
PMID 30691411 · PMC6348648 · BMC bioinformatics · 2019 · 8 claims · 2 setups
COMMAND>_ is a flexible multi-user web-application that allows users to search and download gene expression experiments, extract relevant information from experiment files, re-annotate microarray platforms, and present data in a coherent data model.
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Has reproduction · 89
miRge 2.0 for comprehensive analysis of microRNA sequencing data.
PMID 30153801 · PMC6112139 · BMC bioinformatics · 2018 · 8 claims · 6 setups
An SVM-based novel miRNA detection model achieves an average MCC of 0.939 across 32 human cell datasets and outperforms miRDeep2 and miRAnalyzer on phylogenetic conservation of predicted miRNAs
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Has reproduction · 42
KAGE: fast alignment-free graph-based genotyping of SNPs and short indels.
PMID 36195962 · PMC9531401 · Genome biology · 2022 · 7 claims · 7 setups
KAGE combines population-based kmer count modeling with single-variant prior adjustment into an alignment-free genotyper that matches the accuracy of the best existing alignment-free genotypers while being an order of magnitude faster.
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Has reproduction · 75
stDyer-image improves clustering analysis of spatially resolved transcriptomics and proteomics with morphological images.
PMID 41692960 · PMC12960910 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 5 setups
stDyer-image directly associates the image modality with predicted cluster labels rather than using images to enhance/impute gene expression data
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Has reproduction · 50
Genome-wide identification of Hfq-regulated small RNAs in the fire blight pathogen Erwinia amylovora discovered small RNAs with virulence regulatory function.
PMID 24885615 · PMC4070566 · BMC genomics · 2014 · 8 claims · 8 setups
A total of 40 candidate Hfq-dependent sRNAs were identified genome-wide in E. amylovora by combining RNA-seq with a Rho-independent terminator search.
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Prediction of specificity-determining residues for small-molecule kinase inhibitors.
PMID 19032760 · PMC2655090 · BMC bioinformatics · 2008 · 8 claims · 5 setups
S-Filter is a novel method combining sequence and structural information (within PFAAT) to predict specificity-determining residues and selectivity profiles for small-molecule kinase inhibitors
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A simple and robust method for connecting small-molecule drugs using gene-expression signatures.
PMID 18518950 · PMC2464610 · BMC bioinformatics · 2008 · 8 claims · 4 setups
A new method for building reference gene-expression profiles and scoring/testing connections improves on the original Connectivity Map by enabling statistical significance testing of connections.
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BioDrugScreen: a computational drug design resource for ranking molecules docked to the human proteome.
PMID 19923229 · PMC2808957 · Nucleic acids research · 2010 · 6 claims · 5 setups
BioDrugScreen is a web resource providing pre-docked and pre-scored receptor-ligand complexes for ranking molecules against human proteome targets
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How to find soluble proteins: a comprehensive analysis of alpha/beta hydrolases for recombinant expression in E. coli.
PMID 15804363 · PMC1079826 · BMC genomics · 2005 · 7 claims · 7 setups
Predicted solubility in E. coli (via CV-CV') depends on hydrolase size, phylogenetic origin, homologous family, and superfamily
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Mutation survey of known LCA genes and loci in the Saudi Arabian population.
PMID 18936139 · PMC2695987 · Investigative ophthalmology & visual science · 2009 · 7 claims · 4 setups
Mutations in the 13 known LCA genes were identified in only 24% (9/37) of Saudi Arabian LCA families, far lower than the ~65% mutation detection rate reported in European populations
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Has reproduction · 74
An open RNA-Seq data analysis pipeline tutorial with an example of reprocessing data from a recent Zika virus study.
PMID 27583132 · PMC4972086 · F1000Research · 2016 · 6 claims · 6 setups
An open-source, reproducible RNA-seq pipeline delivered as an IPython notebook and Docker image can process raw RNA-seq data into interactive PCA/HC plots, enrichment results, and small-molecule predictions with minimal setup overhead
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Has reproduction · 65
Interpretable and integrative analysis of single-cell multiomics with scMKL.
PMID 40770488 · PMC12328712 · Communications biology · 2025 · 7 claims · 7 setups
scMKL outperforms SVM, EasyMKL, MLP, and XGBoost in classification accuracy (AUROC) across multiple single-cell cancer datasets
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Mutation analysis of 24 known cancer genes in the NCI-60 cell line set.
PMID 17088437 · PMC2705832 · Molecular cancer therapeutics · 2006 · 8 claims · 3 setups
137 oncogenic mutations were identified across 14 of 24 screened cancer genes (APC, BRAF, CDKN2A, CTNNB1, HRAS, KRAS, NRAS, SMAD4, PIK3CA, PTEN, RB1, STK11, TP53, VHL) in the NCI-60 panel
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Has reproduction · 89
MirDIP 5.2: tissue context annotation and novel microRNA curation.
PMID 36453996 · PMC9825511 · Nucleic acids research · 2023 · 7 claims · 6 setups
mirDIP 5.2 removed eight outdated resources, added miRNATIP, and ran five prediction algorithms against miRBase and mirGeneDB miRNAs to expand and improve interaction coverage
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Has reproduction · 71
Machine Learning-Based Integrated Analysis of PANoptosis Patterns in Acute Myeloid Leukemia Reveals a Signature Predicting Survival and Immunotherapy.
PMID 38322112 · PMC10846924 · International journal of clinical practice · 2024 · 8 claims · 8 setups
AML cases can be categorized into two distinct PANRG (PANoptosis-related gene) clusters with differentially expressed prognostic genes (PRDEGs)
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Has reproduction · 61
Differentiation status determines the effects of IFNγ on the expression of PD-L1 and immunomodulatory genes in melanoma.
PMID 39736644 · PMC11687009 · Cell communication and signaling : CCS · 2024 · 8 claims · 8 setups
Dedifferentiation via MITF knockdown renders 624Mel melanoma cells hypersensitive to IFNγ, producing non-additive (synergistic) upregulation of IFNγ-induced genes.
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Has reproduction · 55
Identification and verification of diagnostic biomarkers in recurrent pregnancy loss via machine learning algorithm and WGCNA.
PMID 37691920 · PMC10485775 · Frontiers in immunology · 2023 · 8 claims · 8 setups
352 DEGs (198 up-regulated, 154 down-regulated) were identified between RPL and control endometrial samples
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Has reproduction · 80
Specific signature biomarkers highlight the potential mechanisms of circulating neutrophils in aneurysmal subarachnoid hemorrhage.
PMID 36438795 · PMC9685413 · Frontiers in pharmacology · 2022 · 8 claims · 8 setups
A neutrophil-related co-expression gene module (blue module) is significantly associated with aSAH occurrence
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Has reproduction · 68
Molecular subtype of recurrent implantation failure reveals distinct endometrial etiology of female infertility.
PMID 40660214 · PMC12257665 · Journal of translational medicine · 2025 · 8 claims · 8 setups
RIF endometrial samples segregate into two reproducible molecular subtypes: an immune-driven subtype (RIF-I) and a metabolic-driven subtype (RIF-M)
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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.