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 · 76
Topologically inferring pathway activity toward precise cancer classification via integrating genomic and metabolomic data: prostate cancer as a case.
PMID 26286638 · PMC4541321 · Scientific reports · 2015 · 6 claims · 4 setups
DRW-GM integrates gene expression and metabolomic profiles via directed random walk on a global gene–metabolite pathway graph to weight genes by topological importance and infer reproducible pathway activities
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Genomic data sampling and its effect on classification performance assessment.
PMID 12553886 · PMC149349 · BMC bioinformatics · 2003 · 8 claims · 3 setups
Cross-validation, leave-one-out, and bootstrap are designed to reduce bias and variance in accuracy estimation from small samples.
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Has reproduction · 60
Core transcriptional signatures of phase change in the migratory locust.
PMID 31292921 · PMC6881432 · Protein & cell · 2019 · 8 claims · 7 setups
PhaseCore genes defined by AC-PCA contribution to phase differentiation predict phase status with >87.5% accuracy
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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 · 87
Mutually exclusive teams-like patterns of gene regulation characterize phenotypic heterogeneity along the noradrenergic-mesenchymal axis in neuroblastoma.
PMID 38230570 · PMC10795782 · Cancer biology & therapy · 2024 · 8 claims · 6 setups
NOR-specific and MES-specific gene expression patterns are largely mutually exclusive, exhibiting a teams-like behavior across multiple bulk NB transcriptomic datasets
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Has reproduction · 79
Symbiosis genes show a unique pattern of introgression and selection within a Rhizobium leguminosarum species complex.
PMID 32176601 · PMC7276703 · Microbial genomics · 2020 · 8 claims · 8 setups
The 196 R. leguminosarum sv. trifolii strains constitute a five-species complex (genospecies gsA-gsE) that occur in sympatry but show little recent between-species gene transfer in core or accessory genomes, except for a few highly mobile regions.
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Application of functional genomics to primate endometrium: insights into biological processes.
PMID 17118168 · PMC1775064 · Reproductive biology and endocrinology : RB&E · 2006 · 8 claims · 7 setups
Gene expression profiles differ distinctly across proliferative, early-, mid-, and late-secretory phases of the human menstrual cycle, reflecting sequential estradiol and progesterone action.
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Cancer genomics identifies regulatory gene networks associated with the transition from dysplasia to advanced lung adenocarcinomas induced by c-Raf-1.
PMID 19812696 · PMC2754338 · PloS one · 2009 · 8 claims · 5 setups
Comparison of tumor, transgenic, and non-transgenic lung cells reveals distinct and overlapping regulatory gene networks associated with progression to adenocarcinoma.
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Has reproduction · 66
STAT3-dependent analysis reveals PDK4 as independent predictor of recurrence in prostate cancer.
PMID 32323921 · PMC7178451 · Molecular systems biology · 2020 · 6 claims · 4 setups
Low STAT3 expression in primary prostate cancer is associated with up-regulated OXPHOS and ribosomal biosynthesis at the transcriptomic level.
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Has reproduction · 67
Unraveling the timeline of gene expression: A pseudotemporal trajectory analysis of single-cell RNA sequencing data.
PMID 37994351 · PMC10663991 · F1000Research · 2023 · 7 claims · 7 setups
A reproducible R-based workflow combines Seurat (QC, clustering, integration), monocle3 (trajectory inference), and edgeR (pseudo-bulk time course analysis) to perform single-cell pseudotemporal time course analysis.
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Has reproduction · 73
GREIN: An Interactive Web Platform for Re-analyzing GEO RNA-seq Data.
PMID 31110304 · PMC6527554 · Scientific reports · 2019 · 8 claims · 7 setups
GREIN is a web application providing user-friendly interfaces to manipulate, visualize, and analyze GEO RNA-seq data.
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Has reproduction · 80
Colorectal Cancer Prediction Based on Weighted Gene Co-Expression Network Analysis and Variational Auto-Encoder.
PMID 32825264 · PMC7563725 · Biomolecules · 2020 · 6 claims · 7 setups
Combining WGCNA-derived hub genes with a VAE-derived 10-dimensional representation as features for an SVM classifier achieves high accuracy (0.9692) and AUC (0.9981) for colorectal cancer prediction.
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Has reproduction · 64
VIGET: A web portal for study of vaccine-induced host responses based on Reactome pathways and ImmPort data.
PMID 37180100 · PMC10172660 · Frontiers in immunology · 2023 · 7 claims · 7 setups
VIGET is a web portal that lets users select vaccines/ImmPort studies, run differential gene expression analysis, and perform Reactome-based pathway enrichment and functional interaction network construction
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Has reproduction · 68
Machine learning algorithm predicts fibrosis-related blood diagnosis markers of intervertebral disc degeneration.
PMID 37915003 · PMC10619283 · BMC medical genomics · 2023 · 7 claims · 7 setups
CEP120 and SPDL1 are fibrosis-related diagnostic genes for IDD, identified via a random forest model from 29 differentially expressed fibrosis-related genes
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Has reproduction · 93
Histone deacetylase SIRT6 regulates tryptophan catabolism and prevents metabolite imbalance associated with neurodegeneration.
PMID 41345108 · PMC12789597 · Nature communications · 2025 · 7 claims · 8 setups
SIRT6 is an evolutionarily conserved regulator of tryptophan catabolism that balances tryptophan usage between the kynurenine and serotonin/melatonin pathways
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Has reproduction · 23
Accelerated Evolution of Tissue-Specific Genes Mediates Divergence Amidst Gene Flow in European Green Lizards.
PMID 33988711 · PMC8382678 · Genome biology and evolution · 2021 · 8 claims · 8 setups
The Adriatic lineage is a sister taxon to L. bilineata based on mitogenome and autosomal phylogenies
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Independent component analysis reveals new and biologically significant structures in micro array data.
PMID 16762055 · PMC1557674 · BMC bioinformatics · 2006 · 7 claims · 8 setups
ICA applied to three microarray datasets reveals many biologically significant components, including low-ranking ones not obvious by rank alone
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An integrative genomic and epigenomic approach for the study of transcriptional regulation.
PMID 18365023 · PMC2266992 · PloS one · 2008 · 8 claims · 7 setups
Integrative analysis combining gene expression, DNA methylation, and H3K9 acetylation data reveals hundreds of additional differentially expressed genes missed by gene expression arrays alone
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Geographical genomics of human leukocyte gene expression variation in southern Morocco.
PMID 19966804 · PMC2798927 · Nature genetics · 2010 · 8 claims · 8 setups
Gene expression differs substantially between locations (up to 38% of transcripts), driven largely by a rural-versus-urban lifestyle contrast rather than ethnicity or gender.
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Phenotypic categorization of genetic skin diseases reveals new relations between phenotypes, genes and pathways.
PMID 19744994 · PMC2773259 · Bioinformatics (Oxford, England) · 2009 · 8 claims · 5 setups
560 genetic skin diseases can be decomposed into 71 elementary phenotypic features (42 dermatologic, 29 systemic) that combine to represent each disease as a point in a multidimensional phenotype space