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 · 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
Exploratory adaptation (stochastic gene-regulatory network perturbation) explains how GBM cells adapt phenotypically across spatially distinct tumor regions
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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
Dissection of multiple sclerosis genetics identifies B and CD4+ T cells as driver cell subsets.
PMID 35672799 · PMC9175345 · Genome biology · 2022 · 8 claims · 7 setups
CD4+ T cells and B cells independently and significantly contribute to MS GWAS heritability enrichment, distinct from a merely shared immune regulatory landscape.
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Has reproduction · 67
Generative and integrative modeling for transcriptomics with formalin fixed paraffin embedded material.
PMID 41029822 · PMC12486589 · Journal of translational medicine · 2025 · 8 claims · 6 setups
The negative binomial distribution best fits fRNA-seq transcript counts, with little evidence supporting zero-inflated extensions
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Full-text index only
Effects of HIV type-1 immune selection on susceptability to integrase inhibitor resistance.
PMID 19918099 · PMC4155129 · Antiviral therapy · 2009 · 8 claims · 6 setups
Primary integrase inhibitor resistance mutations (T66I, E92Q, G140S, Y143C/H/R, Q148H/R/K, N155S/H) were absent in 342 drug-naive individuals, indicating these sites are highly constrained.
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Has reproduction · 76
Correcting scale distortion in RNA sequencing data.
PMID 39875825 · PMC11776150 · BMC bioinformatics · 2025 · 8 claims · 8 setups
Local averaging reveals expression-level-dependent biases that differ from sample to sample across all RNA-seq datasets studied, and are not corrected by conventional normalization (TPM/FPKM)
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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 · 80
Multiomic analysis of malignant pleural mesothelioma identifies molecular axes and specialized tumor profiles driving intertumor heterogeneity.
PMID 36928603 · PMC10101853 · Nature genetics · 2023 · 8 claims · 6 setups
The WHO histopathological classification of MPM accounts for only up to ~10% of interpatient molecular differences
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Has reproduction · 68
Revealing an unexpectedly low electron injection threshold via reinforced shock acceleration.
PMID 39805850 · PMC11730962 · Nature communications · 2025 · 8 claims · 4 setups
A reinforced shock acceleration model combining foreshock transients, wave-particle interactions, and variable stellar wind conditions operating across multiple scales enables electrons to consistently reach relativistic energies