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).

• AXOLOTL: an accurate method for detecting aberrant gene expression in rare diseases using coexpression constraints.

  PMID 42083807 · PMC13198384 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 6 setups

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  AXOLOTL is a novel ensemble outlier detection method that incorporates coexpression constraints to detect aberrant gene expression events in RNA expression matrices.

  gtex skin-derived skeletal ly111 bulk shap

• Extending differential gene expression testing to handle genome aneuploidy in cancer.

  PMID 41894415 · PMC13061324 · PLoS computational biology · 2026 · 8 claims · 4 setups

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  DeConveil integrates CNV data into DGE analysis using a GLM with negative binomial distribution to correct for CN-driven gene dosage effects

  simulated lung tcga breast simulated bulk

• Lineage-Specific Disruption of Hematopoiesis by Oxaliplatin: Mechanisms of Erythropoietin Resistance and Immune Suppression.

  PMID 41868970 · PMC13005433 · Journal of hematology and oncology research · 2026 · 8 claims · 5 setups

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  Oxaliplatin induces coordinated, lineage-dependent suppression of hematopoiesis, strongest in erythroid and lymphoid lineages while neutrophils are relatively spared

  bone peripheral plasma bulk complete multiplex

• The H3K36me3 methyltransferase SETD2 contributes to PAF1C interactions with RNA Pol II and is required for neuronal differentiation.

  PMID 41963556 · PMC13187324 · The EMBO journal · 2026 · 8 claims · 8 setups

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  SETD2 is required for establishment of neuronal gene expression during late stages of differentiation but is dispensable in mature neurons

  mesc-derived setd2-fkbp setd2-ko live-dead tet-inducible dtag-based

• saseR: juggling offsets unlocks RNA-seq tools for fast and scalable differential usage, aberrant splicing and expression retrieval.

  PMID 41709279 · PMC13019952 · Genome biology · 2026 · 8 claims · 5 setups

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  Replacing the library-size offset with the log of the total gene count in NB-based bulk RNA-seq models (edgeR/DESeq2) lets the mean-model parameters be interpreted as transcript/exon usage, unlocking these tools for differential usage and aberrant splicing without DEXSeq-style subject-specific blocking covariates.

  simulated bulk cohort aberrant differential exon

• Comparison of RNA-Seq by poly (A) capture, ribosomal RNA depletion, and DNA microarray for expression profiling.

  PMID 24888378 · PMC4070569 · BMC genomics · 2014 · 8 claims · 8 setups

  Has reproduction · 77

  Ribo-Zero-Seq removes rRNA with efficiency comparable to poly(A)-based mRNA-Seq in both FF and FFPE RNA, whereas DSN-Seq leaves significantly more rRNA and shows greater variation.

  fresh-frozen ffpe breast unc microarray mrna-seq ribo-zero-seq

• FracFixR: a compositional statistical framework for absolute proportion estimation between fractions in RNA sequencing data.

  PMID 41264734 · PMC12866640 · Bioinformatics (Oxford, England) · 2026 · 7 claims · 5 setups

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  FracFixR reconstructs original fraction proportions by modeling the compositional relationship between whole and fractionated RNA samples using non-negative least squares (NNLS) regression on selected transcripts

  gm12878 mixtures reh long-read polysome synthetic

• Score Matching for Differential Abundance Testing of Compositional High-Throughput Sequencing Data.

  PMID 41944570 · PMC13055433 · Statistics in medicine · 2026 · 8 claims · 3 setups

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  cosmoDA extends the a-b power interaction model by adding a linear covariate effect on the location vector, enabling differential abundance testing on compositional data with feature interactions.

  simulated cell-type microbial simulated single-cell 16s

• AuPairWise: A Method to Estimate RNA-Seq Replicability through Co-expression.

  PMID 27082953 · PMC4833304 · PLoS computational biology · 2016 · 7 claims · 6 setups

  Has reproduction · 88

  Sample-sample correlation of transcript abundances is a misleading measure of replicability for assessing differential expression, because it is dominated by gene-specific dynamic ranges rather than condition-dependent variation.

  liver encode publicly co-expressed rna-seq meta-analysis computational

• Assessment tool based on fatty acid metabolic signatures for predicting the prognosis and treatment response in bladder cancer.

  PMID 38076064 · PMC10703629 · Heliyon · 2023 · 8 claims · 8 setups

  Has reproduction · 71

  Consensus clustering of prognosis-related fatty acid metabolism genes (FAMGs) identifies three molecular subtypes of BLCA (FAMC1, FAMC2, FAMC3) with distinct prognoses and tumor microenvironments

  tcga-blca famc1-3 differentially gse32894 bulk consensus gene

• Generative and integrative modeling for transcriptomics with formalin fixed paraffin embedded material.

  PMID 41029822 · PMC12486589 · Journal of translational medicine · 2025 · 8 claims · 6 setups

  Has reproduction · 67

  The negative binomial distribution best fits fRNA-seq transcript counts, with little evidence supporting zero-inflated extensions

  compendium ffpe simulated frna-seq statistical bulk integrity

• Transcriptome assembly, profiling and differential gene expression analysis of the halophyte Suaeda fruticosa provides insights into salt tolerance.

  PMID 25943316 · PMC4422317 · BMC genomics · 2015 · 7 claims · 6 setups

  Has reproduction · 73

  De novo assembly of the S. fruticosa transcriptome (Velvet/Oases k-45, CDHIT-EST) produced 54,526 high-quality unigenes with N50 of 957 bp

  suaeda rna-seq novo blastx

• miRge3.0: a comprehensive microRNA and tRF sequencing analysis pipeline.

  PMID 34308351 · PMC8294687 · NAR genomics and bioinformatics · 2021 · 8 claims · 6 setups

  Has reproduction

  miRge3.0 is a Python 3-based small RNA-seq and tRF analysis pipeline that improves on miRge2.0 (which was Python 2.7-based)

  sra synthetic qiagen-processed same small umi mirna

• RNA-Seq transcriptome profiling of upland cotton (Gossypium hirsutum L.) root tissue under water-deficit stress.

  PMID 24324815 · PMC3855774 · PloS one · 2013 · 8 claims · 8 setups

  Has reproduction · 38

  A total of 1,530 transcripts were differentially expressed between well-watered and water-deficit stressed field-grown upland cotton root tissues (913 up-regulated, 617 down-regulated).

  gossypium uppermost root reads bulk leaf rt-qpcr

• A comparison across non-model animals suggests an optimal sequencing depth for de novo transcriptome assembly.

  PMID 23496952 · PMC3655071 · BMC genomics · 2013 · 8 claims · 8 setups

  Has reproduction · 69

  Representative de novo transcriptome assemblies are generated with as few as ~20 million reads for single-tissue samples and ~30 million reads for whole animals at the mRNA-coverage level.

  mus chuniphyes hormiphora pleuromamma rna-seq homology

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

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

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  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

• PeakPrime: a peak-guided primer design pipeline for target enrichment in 3'-end RNA-seq.

  PMID 41919010 · PMC13034549 · Bioinformatics advances · 2026 · 8 claims · 7 setups

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  PeakPrime is a reproducible Nextflow pipeline that calls 3′ RNA-seq coverage peaks (MACS2), selects exonic windows, designs strand-appropriate primers (Primer3), and screens specificity (Bowtie2)

  imr-32 universal candidate 10m-read rna-seq targeted quantitative

• Gli3R-mediated inhibition of hedgehog signaling alters the embryonic transcriptome in zebrafish.

  PMID 41546624 · PMC12958812 · G3 (Bethesda, Md.) · 2026 · 8 claims · 5 setups

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  Ubiquitous overexpression of zGli3R (Tg(ubb:zGli3R)) causes widespread changes to the 30 hpf zebrafish embryonic transcriptome

  hpf dpf bulk gene bright-field

• Epigenetic profiling of hematopoietic stem cells from male mice identifies KDR and PU.1 as regulators of aging transcriptome and caloric restriction response.

  PMID 41720793 · PMC13035812 · Nature communications · 2026 · 8 claims · 8 setups

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  Lifelong CR reduces white blood cell production and shifts hematopoiesis toward myeloid and thrombo-erythroid lineages while suppressing lymphoid output

  peripheral sorted young aged complete flow bulk

• NELF prevents transcriptional readthrough into DNA replication zones in cancer cells.

  PMID 41721097 · PMC13076867 · EMBO reports · 2026 · 8 claims · 8 setups

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  NELFCD transcript and NELF subunit protein levels are significantly upregulated in colorectal tumors (COAD/READ) relative to normal tissue

  gtex nelf-c-aid spt4-aid parental rna-seq western growth