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).

• RNA-SeqEZPZ: a point-and-click pipeline for comprehensive transcriptomics analysis with interactive visualizations.

  PMID 41222189 · PMC12857227 · GigaScience · 2026 · 8 claims · 8 setups

  Full-text index only

  RNA-SeqEZPZ is the first open-source tool offering a point-and-click interface with interactive plots, spanning raw FASTQ reads through differential gene and pathway analysis.

  generic paired-end aligned gene bulk adapter read

• Transcriptome analysis reveals differential splicing events in IPF lung tissue.

  PMID 24647608 · PMC3960165 · PloS one · 2014 · 8 claims · 6 setups

  Has reproduction · 81

  873 genes are differentially expressed in IPF lung tissue versus healthy controls at FDR<5%, with more up-regulated than down-regulated genes.

  lung discovery gene gse24206 sequencing rna-seq real-time

• Decoding unchanged transcriptome of Alzheimer's disease reveals an NCAM1 mRNA switch as a potential biomarker.

  PMID 42006342 · PMC13090632 · iScience · 2026 · 8 claims · 7 setups

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  Most genes are gene-level non-differentially expressed (nDEGs) in AD but nDEGs are strongly associated with neuronal function pathways

  hippocampus brain bulk alternative isoform

• 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

  Has reproduction · 44

  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

  nasopharyngeal same dygaf-ranked bulk differential random

• Commonalities in gene expression and methylation changes across two rat models of acquired epilepsy.

  PMID 41530481 · PMC12877007 · Scientific reports · 2026 · 7 claims · 8 setups

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  71 genes show concordant (same-direction) expression changes and 94 genes show concordant methylation changes across both the kindling and kainic acid epilepsy models

  hippocampus sequencing reduced-representation rt-pcr

• Application of proteomics in the study of tumor metastasis.

  PMID 15862116 · PMC5172469 · Genomics, proteomics & bioinformatics · 2004 · 8 claims · 8 setups

  Full-text index only

  Cell function is directly regulated through proteins, not genes or mRNA, so metastasis-related gene findings need protein-level validation via proteomics.

  young metastatic hepatocellular lines microarray 2de cdna

• Long non-coding RNA profiling of hypertrophic cardiomyopathy in mice.

  PMID 41942516 · PMC13230700 · Scientific data · 2026 · 6 claims · 8 setups

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  This study presents a transcriptome-wide RNA-Seq dataset delineating differentially expressed lncRNAs in left ventricle of the TNNT2 ∆160 HCM mouse model (n=31 TG, n=33 nTG).

  left fastq rna-seq lncrna bulk fastqc read

• scLong: a billion-parameter foundation model for capturing long-range gene context in single-cell transcriptomics.

  PMID 41639087 · PMC12982784 · Nature communications · 2026 · 7 claims · 4 setups

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  scLong performs self-attention across all ~27,874 human genes, including lowly expressed ones, to capture long-range gene dependencies missed by models restricted to highly expressed gene subsets

  million norman self-supervised transcriptional genetic

• Shape-constrained, changepoint additive models for time series omics data with cpam.

  PMID 41978264 · PMC13076231 · Nucleic acids research · 2026 · 8 claims · 3 setups

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  cpam outperforms existing time series methods in control of false discovery rate versus power to detect temporal changes

  embryogenesis arabidopsis simulated isoform-level gene-level simulation

• Bacillus Calmette-Guérin Treatment Changes the Tumor Microenvironment of Non-Muscle-Invasive Bladder Cancer.

  PMID 35311085 · PMC8930202 · Frontiers in oncology · 2022 · 8 claims · 8 setups

  Has reproduction · 30

  BCG therapy has bidirectional effects on tumor evolution and immune checkpoint landscape, with a significant reduction in neoantigen burden percentage in relapsed tumors

  tur matched nmibc relapsed whole-exome sequencing immune