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 · 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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Has reproduction · 96
A Meta-Analysis of the Effects of Acute Sleep Deprivation on the Cortical Transcriptome in Rodent Models.
PMID 41031900 · PMC13131251 · Journal of sleep research · 2026 · 7 claims · 6 setups
Meta-analysis of 18 SD-vs-control contrasts identified 182 genes differentially expressed in the murine cortex in response to sleep deprivation (FDR < 0.05).
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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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Has reproduction · 64
A Meta-Analysis of the Effects of Chronic Stress on the Prefrontal Transcriptome in Animal Models and Convergence With Existing Human Data.
PMID 41566898 · PMC12824456 · Brain and behavior · 2026 · 8 claims · 8 setups
Chronic stress induces a robust, cross-paradigm PFC transcriptional signature characterized by downregulation of glia/myelin and vascular pathways and suppression of immediate-early gene activity
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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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Uncovering information on expression of natural antisense transcripts in Affymetrix MOE430 datasets.
PMID 17598913 · PMC1929078 · BMC genomics · 2007 · 8 claims · 4 setups
Standard Affymetrix expression GeneChips (MOE430, HG-U133) contain probe sets that detect natural antisense transcripts (NATs)
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Genomic variation in myeloma: design, content, and initial application of the Bank On A Cure SNP Panel to detect associations with progression-free survival.
PMID 18778477 · PMC2553089 · BMC medicine · 2008 · 7 claims · 7 setups
A custom BOAC SNP panel of 3404 SNPs in 983 genes was developed using the Affymetrix GeneChip Targeted Genotyping Platform, focused on non-synonymous coding SNPs and regulatory-region SNPs in candidate genes.
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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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A comprehensive sensitivity analysis of microarray breast cancer classification under feature variability.
PMID 19941644 · PMC2789744 · BMC bioinformatics · 2009 · 7 claims · 4 setups
Feature variability strongly influences breast cancer signature composition even when array platform and patient stratification are identical.
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BAC to the future! or oligonucleotides: a perspective for micro array comparative genomic hybridization (array CGH).
PMID 16439806 · PMC1356528 · Nucleic acids research · 2006 · 8 claims · 7 setups
oaCGH, not BAC CGH arrays, is the platform that will prevail in the future
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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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MatchMiner: a tool for batch navigation among gene and gene product identifiers.
PMID 12702208 · PMC154578 · Genome biology · 2003 · 8 claims · 3 setups
MatchMiner's LookUp function automates batch translation of an input list of gene identifiers into a matching list of a different identifier type.
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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.