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 · 69
Automatic discovery of 100-miRNA signature for cancer classification using ensemble feature selection.
PMID 31533612 · PMC6751684 · BMC bioinformatics · 2019 · 7 claims · 8 setups
An ensemble feature selection method based on classifier consensus identifies a robust 100-miRNA signature from TCGA data.
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Has reproduction · 96
Scalable Prediction of Acute Myeloid Leukemia Using High-Dimensional Machine Learning and Blood Transcriptomics.
PMID 31918046 · PMC6992905 · iScience · 2020 · 8 claims · 8 setups
Data-driven, high-dimensional ML approaches that learn multivariate signatures directly from genome-wide transcriptomic data (no prior gene selection) yield accurate and robust AML classifiers.
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Has reproduction · 44
An OMICs-based meta-analysis to support infection state stratification.
PMID 33560295 · PMC8388022 · Bioinformatics (Oxford, England) · 2021 · 7 claims · 6 setups
Multi-class machine learning models built from cross-platform microarray meta-analysis can distinguish bacterial, viral and no-infection states with high accuracy (best model: 93% bacterial, 89% viral correct).
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Genomic expression during human myelopoiesis.
PMID 17683550 · PMC2045681 · BMC genomics · 2007 · 8 claims · 5 setups
An integrated myelopoiesis expression dataset of 9,425 genes, each mapped to a unique genomic position, was generated from 24 microarray experiments across 8 myeloid cell types.
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A distinct epigenetic signature at targets of a leukemia protein.
PMID 17266773 · PMC1796549 · BMC genomics · 2007 · 7 claims · 7 setups
Combining gene expression microarray analysis with bioinformatic search for AML1-consensus sequences identifies direct AML1 targets that expression analysis alone cannot resolve
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Mutation of ERBB2 provides a novel alternative mechanism for the ubiquitous activation of RAS-MAPK in ovarian serous low malignant potential tumors.
PMID 19010816 · PMC6953412 · Molecular cancer research : MCR · 2008 · 8 claims · 8 setups
Activating RAS-MAPK pathway mutations are present in >70% of serous LMP tumors versus ~12.5% of serous ovarian carcinomas
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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 · 90
A Decentralized Kidney Transplant Biopsy Classifier for Transplant Rejection Developed Using Genes of the Banff-Human Organ Transplant Panel.
PMID 35619722 · PMC9128066 · Frontiers in immunology · 2022 · 6 claims · 6 setups
A random forest model trained solely on B-HOT panel genes (B-HOT Model) accurately classifies kidney transplant biopsies as NR, ABMR, or TCMR.
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New center a stroke of gene-ius.
PMID 11171539 · PMC1242068 · Environmental health perspectives · 2001 · 8 claims · 4 setups
Exposure to alkylating agents evokes at least three-fold expression changes in about one-third of the yeast genome (~2,000 genes), far beyond DNA repair genes alone
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Functional analysis of human hematopoietic stem cell gene expression using zebrafish.
PMID 16089502 · PMC1166352 · PLoS biology · 2005 · 8 claims · 8 setups
277 unique transcripts are differentially expressed between Rho lo and Rho hi HSC-enriched/depleted populations, conserved across both umbilical cord blood and bone marrow
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Filling gaps in PPAR-alpha signaling through comparative nutrigenomics analysis.
PMID 20003344 · PMC2801700 · BMC genomics · 2009 · 7 claims · 8 setups
Meta-analysis of 16 microarray datasets across human, mouse, rat and yeast identifies 164 genes (MDEGs) consistently differentially expressed in response to high fat diet or PPAR signaling perturbation.
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Assessing individual differences in genome-wide gene expression in human whole blood: reliability over four hours and stability over 10 months.
PMID 19653838 · PMC3819565 · Twin research and human genetics : the official journal of the International Society for Twin Studies · 2009 · 8 claims · 5 setups
A subset of probesets (3,414) shows 4-hour test-retest reliability exceeding r=0.70 for detecting individual differences in gene expression.
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Has reproduction · 94
Manually curated transcriptomics data collection for toxicogenomic assessment of engineered nanomaterials.
PMID 33558569 · PMC7870661 · Scientific data · 2021 · 7 claims · 7 setups
A unified collection of 101 manually curated and homogenized transcriptomics datasets covering human, mouse, and rat ENM exposures in vitro and in vivo was compiled.
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Has reproduction · 67
Comprehensive Analysis of Cell Population Dynamics and Related Core Genes During Vitiligo Development.
PMID 33679890 · PMC7933673 · Frontiers in genetics · 2021 · 8 claims · 7 setups
Immune cell infiltration and abnormal gene expression are closely related to vitiligo pathogenesis
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Identification of genes associated with multiple cancers via integrative analysis.
PMID 19919702 · PMC2785840 · BMC genomics · 2009 · 8 claims · 8 setups
Mc.TGD (Multi-cancer Threshold Gradient Descent) is the first regularized approach to conduct two-dimensional selection of genes with joint effects on cancer development across multiple cancers.
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Increasing the number of thyroid lesions classes in microarray analysis improves the relevance of diagnostic markers.
PMID 19893615 · PMC2764086 · PloS one · 2009 · 8 claims · 8 setups
Simultaneous analysis of 347 thyroid samples across 12 histological classes from six datasets improves definition of diagnostic markers compared to prior binary-class studies
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Has reproduction · 51
SGCP: a spectral self-learning method for clustering genes in co-expression networks.
PMID 38956463 · PMC11221046 · BMC bioinformatics · 2024 · 7 claims · 4 setups
SGCP, a spectral self-learning method, yields gene co-expression modules with higher GO enrichment than WGCNA, CoExpNets, and CEMiTool across 12 real gene expression datasets.
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Host-pathogen studies in the post-genomic era.
PMID 11178231 · PMC138846 · Genome biology · 2000 · 7 claims · 7 setups
DNA arrays have been used to study host and/or pathogen gene expression for four viruses (HCMV, HHV8, HIV-1, HPV31) and two bacteria (Listeria monocytogenes, Salmonella)
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The UCSC Genome Browser Database: 2008 update.
PMID 18086701 · PMC2238835 · Nucleic acids research · 2008 · 8 claims · 8 setups
The UCSC Genome Browser Database (GBD) provides integrated sequence and annotation data for a large collection of vertebrate and model organism genomes.
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Has reproduction · 80
Curation of over 10 000 transcriptomic studies to enable data reuse.
PMID 33599246 · PMC7904053 · Database : the journal of biological databases and curation · 2021 · 8 claims · 6 setups
Gemma is a curated database and bioinformatics system that addresses metadata, probe annotation, and expression data inconsistencies in GEO to enable transcriptomic data reuse