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 · 88
AuPairWise: A Method to Estimate RNA-Seq Replicability through Co-expression.
PMID 27082953 · PMC4833304 · PLoS computational biology · 2016 · 7 claims · 4 setups
Sample-sample correlation of transcript abundances is trivially high regardless of condition and gives misleading estimates of the replicability of conditional (differential) variation in expression.
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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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Has reproduction · 68
Systematic identification of ACE2 expression modulators reveals cardiomyopathy as a risk factor for mortality in COVID-19 patients.
PMID 35012625 · PMC8743438 · Genome biology · 2022 · 7 claims · 8 setups
GENEVA is a semi-automated, study-design-agnostic framework that mines large-scale public RNA-seq data to identify conditions modulating a gene of interest's expression
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Expression profiling of drug response--from genes to pathways.
PMID 17117610 · PMC3181826 · Dialogues in clinical neuroscience · 2006 · 8 claims · 8 setups
Understanding individual response to a drug (efficacy/tolerability) is the major bottleneck in current drug development and clinical trials.
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Has reproduction · 59
Refining breast cancer biomarker discovery and drug targeting through an advanced data-driven approach.
PMID 38253993 · PMC10810249 · BMC bioinformatics · 2024 · 8 claims · 8 setups
The BGWO_SA_Ens algorithm (hybrid BGWO + simulated annealing with an ensemble classifier objective function) selects predictive breast cancer biomarker genes with high classification performance
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Has reproduction · 84
An integrated in silico-in vitro approach for identifying therapeutic targets against osteoarthritis.
PMID 36352408 · PMC9648005 · BMC biology · 2022 · 7 claims · 5 setups
A signal transduction/gene regulatory network model of the articular chondrocyte was built combining knowledge-based curation and data-driven (machine learning) network inference
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Has reproduction · 85
A mechanistic model captures the emergence and implications of non-genetic heterogeneity and reversible drug resistance in ER+ breast cancer cells.
PMID 34316714 · PMC8271219 · NAR cancer · 2021 · 7 claims · 8 setups
EMT and tamoxifen-resistance (TamR) regulatory axes can drive one another, enabling non-genetic heterogeneity via six co-existing phenotypes (ES, ER, HS, HR, MS, MR)
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Has reproduction · 63
Extensive tissue-specific expression variation and novel regulators underlying circadian behavior.
PMID 33514540 · PMC7846174 · Science advances · 2021 · 8 claims · 8 setups
More than 1700 mostly tissue-specific cycling genes are detected across four Drosophila tissues, substantially expanding the catalog of clock-controlled genes
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Toward stem cell systems biology: from molecules to networks and landscapes.
PMID 19329576 · PMC2738746 · Cold Spring Harbor symposia on quantitative biology · 2008 · 7 claims · 6 setups
Stem-cell-fate specification is an extremely complex process regulated by multiple mutually interacting molecular mechanisms with numerous regulatory feedback loops.
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Has reproduction · 76
A cross-species approach to identify transcriptional regulators exemplified for Dnajc22 and Hnf4a.
PMID 28642491 · PMC5481429 · Scientific reports · 2017 · 6 claims · 8 setups
Hnf4a is a major transcriptional regulator of Dnajc22.
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Has reproduction · 78
T Cells With Activated STAT4 Drive the High-Risk Rejection State to Renal Allograft Failure After Kidney Transplantation.
PMID 35844542 · PMC9283858 · Frontiers in immunology · 2022 · 8 claims · 8 setups
Unsupervised UMAP/Leiden clustering of 2,611 microarray datasets reveals 6 rejection states that diverge from traditional Banff clinical classification
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Novel integrative genomics strategies to identify genes for complex traits.
PMID 16886998 · PMC2367618 · Animal genetics · 2006 · 8 claims · 7 setups
Forward genetics is restricted to genes harboring mutations, systematically missing network genes that causally influence disease without themselves being mutated.
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Has reproduction · 62
scATD: a high-throughput and interpretable framework for single-cell cancer drug resistance prediction and biomarker identification.
PMID 40501071 · PMC12159290 · Briefings in bioinformatics · 2025 · 8 claims · 6 setups
scATD enables high-throughput single-cell drug sensitivity prediction for new patients without model parameter retraining via bidirectional Bi-AdaIN style transfer
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Operon information improves gene expression estimation for cDNA microarrays.
PMID 16630355 · PMC1513396 · BMC genomics · 2006 · 7 claims · 3 setups
A hierarchical Bayesian model that borrows expression information from other genes within the same operon improves estimation of relative transcript levels.
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Has reproduction · 22
Machine learning-based DNA microarray analysis for disease detection using the MICRO-AI framework.
PMID 41925147 · PMC13051084 · Science progress · 2026 · 8 claims · 1 setups
MICRO-AI's attention-weighted feature fusion reduces dimensionality by over 99% (from ~20,000 to ~127 genes) without loss of biological significance
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CYCLONET--an integrated database on cell cycle regulation and carcinogenesis.
PMID 17202170 · PMC1899094 · Nucleic acids research · 2007 · 7 claims · 4 setups
Cyclonet is a web-based integrated database combining 'omics' and chemoinformatics data on mammalian cell cycle regulation in normal and pathological (cancer) states, built on a systems biology approach.
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Has reproduction · 100
Computational modeling demonstrates that glioblastoma cells can survive spatial environmental challenges through exploratory adaptation.
PMID 31836713 · PMC6911112 · Nature communications · 2019 · 8 claims · 6 setups
Stochastic exploration of the gene-regulatory network structure confers enhanced adaptive capacity, enabling GBM cells to converge to new target phenotypes in novel environments.
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Has reproduction · 59
Integrative network modeling reveals mechanisms underlying T cell exhaustion.
PMID 32024856 · PMC7002445 · Scientific reports · 2020 · 8 claims · 6 setups
An integrative, literature-curated and data-driven gene regulatory network underlies CD8+ T cell exhaustion and accurately captures expression states in chronic infection and tumor settings.
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Has reproduction · 50
An atlas of the human liver diurnal transcriptome and its perturbation by hepatitis C virus infection.
PMID 39209804 · PMC11362569 · Nature communications · 2024 · 7 claims · 7 setups
Human hepatocytes engrafted in liver chimeric mice display a large rhythmic transcriptome of ~1700 protein-coding orthologous genes, including transcription factors, chromatin modifiers, and metabolic enzymes.
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Has reproduction · 55
Single cell analysis reveals the roles and regulatory mechanisms of type-I interferons in Parkinson's disease.
PMID 38566100 · PMC10985960 · Cell communication and signaling : CCS · 2024 · 8 claims · 8 setups
Microglia, endothelial cells, and pericytes exhibit the highest type I interferon (IFN-I) activity among PD midbrain cell types, with microglia showing markedly higher activity in PD.