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 · 92
Similarities and Differences in Gene Expression Networks Between the Breast Cancer Cell Line Michigan Cancer Foundation-7 and Invasive Human Breast Cancer Tissues.
PMID 34056582 · PMC8155268 · Frontiers in artificial intelligence · 2021 · 8 claims · 8 setups
MCF-7 cell lines and human breast cancer tissues share only minimal similarity in biological processes, though fundamental functions such as cell cycle are conserved
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Has reproduction · 44
Dynamic Gene Attention Focus (DyGAF): Enhancing Biomarker Identification Through Dual-Model Attention Networks.
PMID 40160891 · PMC11951896 · Bioinformatics and biology insights · 2025 · 6 claims · 5 setups
DyGAF, a dual-model attention neural network (independent Model A + dependent Model B), identifies and ranks genes by significance for COVID-19 biomarker discovery more effectively than differential expression analysis (DEA) and random forest (RF) feature selection
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Has reproduction · 51
Construction and Validation of an Immune Infiltration-Related Gene Signature for the Prediction of Prognosis and Therapeutic Response in Breast Cancer.
PMID 33986754 · PMC8110914 · Frontiers in immunology · 2021 · 7 claims · 8 setups
A 15-gene immune infiltration-related signature (IRS) predicts overall survival in breast cancer, with higher IRS indicating worse prognosis
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Has reproduction · 56
Identification of key genes in chickpea transcriptomics and the development of ChickpeaOmicsR as a comprehensive resource to advance breeding and genomic studies.
PMID 41909810 · PMC13022592 · Frontiers in bioinformatics · 2026 · 8 claims · 4 setups
ChickpeaOmicsR is the first comprehensive/specialized R package integrating transcriptomic, genomic, and proteomic (RNA-seq, GWAS, PPI) data within a unified, reproducible framework and standardizing fragmented chickpea gene nomenclature.
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Has reproduction · 97
Easy and efficient ensemble gene set testing with EGSEA.
PMID 29333246 · PMC5747338 · F1000Research · 2017 · 8 claims · 2 setups
EGSEA combines results from up to 12 prominent gene set testing algorithms to obtain a consensus ranking of biologically relevant gene sets.
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Has reproduction · 56
DESE: estimating driver tissues by selective expression of genes associated with complex diseases or traits.
PMID 31694669 · PMC6836538 · Genome biology · 2019 · 8 claims · 8 setups
DESE is a unified iterative framework that estimates driver tissues of complex diseases/traits from tissue-selective expression of GWAS-associated genes, and outputs prioritized susceptibility genes as a byproduct
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Has reproduction · 81
Transcriptome analysis reveals differential splicing events in IPF lung tissue.
PMID 24647608 · PMC3960165 · PloS one · 2014 · 8 claims · 6 setups
873 genes are differentially expressed in IPF lung tissue versus healthy controls at FDR<5%, with more up-regulated than down-regulated genes.
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Has reproduction · 69
Fluent genomics with plyranges and tximeta.
PMID 32528659 · PMC7243206 · F1000Research · 2020 · 6 claims · 2 setups
A simple three-step workflow (import, model, integrate) using R/Bioconductor enables fluent, reproducible genomics data analysis integrating RNA-seq and ATAC-seq.
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Has reproduction · 56
Analysis of subcellular transcriptomes by RNA proximity labeling with Halo-seq.
PMID 34875090 · PMC8887463 · Nucleic acids research · 2022 · 6 claims · 8 setups
Halo-seq pairs a light-activatable Halo-DBF ligand with Click chemistry to label and purify spatially defined RNA populations in living cells with high spatial specificity (~100 nm radius)
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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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Has reproduction · 80
Synthesis of transcriptomic studies reveals a core response to heat stress in abalone (genus Haliotis).
PMID 40361012 · PMC12070547 · BMC genomics · 2025 · 6 claims · 8 setups
A core set of 74 differentially expressed genes responds to heat stress in at least seven of nine abalone transcriptomic studies, constituting a conserved core heat-stress response across the genus Haliotis.
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Has reproduction · 87
De Novo Transcriptome Meta-Assembly of the Mixotrophic Freshwater Microalga Euglena gracilis.
PMID 34072576 · PMC8227486 · Genes · 2021 · 6 claims · 8 setups
A consensus transcriptome assembled by combining reads from five independent studies is the most complete E. gracilis transcriptome released to date, outperforming the two previously available transcriptomes (GEFR01 and GDJR01).
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Has reproduction · 67
Optimal scaling of digital transcriptomes.
PMID 24223126 · PMC3819321 · PloS one · 2013 · 8 claims · 8 setups
Fifteen existing and novel transcript-count normalization algorithms can be compared with two novel, mutually independent metrics: the number of "uniform" genes (sufficiently low coefficient of variation after normalization) and low average Spearman correlation between normalized expression profiles of gene pairs.
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Has reproduction · 79
pyrpipe: a Python package for RNA-Seq workflows.
PMID 34085037 · PMC8168212 · NAR genomics and bioinformatics · 2021 · 8 claims · 3 setups
pyrpipe enables development of flexible, reproducible, and easy-to-debug RNA-Seq computational pipelines purely in Python, in an object-oriented manner
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Has reproduction · 52
Transcriptomic profiling of skeletal muscle adaptations to exercise and inactivity.
PMID 31980607 · PMC6981202 · Nature communications · 2020 · 6 claims · 4 setups
A meta-analysis (MetaMEx) of 66 published human skeletal muscle datasets reveals pathways selectively activated by inactivity, aerobic versus resistance, and acute versus chronic exercise training.
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Has reproduction · 71
Utilizing the codon adaptation index to evaluate the susceptibility to HIV-1 and SARS-CoV-2 related coronaviruses in possible target cells in humans.
PMID 36760235 · PMC9905242 · Frontiers in cellular and infection microbiology · 2022 · 7 claims · 8 setups
CAI is positively correlated with translational efficiency, supporting its use as a proxy for viral mRNA translation in cell types.
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Has reproduction · 84
The seeker R package: simplified fetching and processing of transcriptome data.
PMID 36389425 · PMC9648347 · PeerJ · 2022 · 8 claims · 4 setups
seeker is an R package that wraps existing tools to fetch and process RNA-seq and microarray data, providing a standard interface, simple parallelization, and detailed logging
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Has reproduction · 62
Metatranscriptomics of the human oral microbiome during health and disease.
PMID 24692635 · PMC3977359 · mBio · 2014 · 8 claims · 8 setups
Disease-associated periodontal communities display conserved community-level metabolic gene expression profiles between patients, whereas the metabolic gene expression of individual species is highly variable between patients.
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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
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Has reproduction · 66
A global database for modeling tumor-immune cell communication.
PMID 37438390 · PMC10338499 · Scientific data · 2023 · 7 claims · 6 setups
TICCom integrates 739 experimentally-validated or manually-curated TIC interactions collected from more than 3,000 literatures