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).

• 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

• 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

• 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

• 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

• bayesReact: expression-coupled regulatory motif analysis detects microRNA activity across cancers, tissues, and at the single-cell level.

  PMID 41657247 · PMC12884093 · Nucleic acids research · 2026 · 8 claims · 6 setups

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  bayesReact is a novel fully Bayesian generative model for inferring regulatory motif (e.g., miRNA) activity from bulk or single-cell expression data

  tcga gtex stem embryonic paired semi-synthetic single-cell

• 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

• 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

• Multi-omics analyses identify mannose phosphate isomerase-centered hypoxia-induced angiogenesis signature in colorectal cancer.

  PMID 41204349 · PMC12595641 · Journal of translational medicine · 2025 · 8 claims · 8 setups

  Has reproduction · 61

  Twelve HIA-related genes were identified that are transcriptionally activated by HIF1A/HIF2A and functionally implicated in angiogenesis in CRC

  hct116 crc tumor chip-seq bulk single

• 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

• 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

• 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

• 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

• 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

• IMIREG: a lineage-resolved regulon signature unveiling immune engagement archetypes and predicting immunotherapy response across diverse cancers.

  PMID 42092126 · PMC13234301 · NPJ precision oncology · 2026 · 8 claims · 8 setups

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  IMIREG, a 14-regulon transcriptional signature, robustly predicts clinical benefit from ICB across 50 immunotherapy cohorts (52 treatment arms) spanning 16 cancer types with mean AUROC = 0.71

  imvigor210 matched gtex healthy bulk scrna-seq pathway

• Benefit of using interaction effects for the analysis of high-dimensional time-response or dose-response data for two-group comparisons.

  PMID 38012163 · PMC10682470 · Scientific reports · 2023 · 5 claims · 1 setups

  Has reproduction · 92

  Interaction effects are often the mathematical equivalent of the biological research question in gene expression studies but are frequently not considered in practice.

  mice bulk

• Transcriptome- and phenotype-based epistasis analysis in Caenorhabditis elegans reveals daf-16/FoxO-dependent and independent effects of daf-2/InsR in L1 starvation and recovery.

  PMID 41528819 · PMC12958807 · G3 (Bethesda, Md.) · 2026 · 7 claims · 8 setups

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  Differential gene expression caused by disruption of daf-2/InsR during L1 starvation is daf-16-dependent.

  elegans bulk principal hierarchical

• Bulk RNA-seq datasets analysis integration identifies robust drought-responsive genes and functional networks in Eucalyptus grandis.

  PMID 42038403 · PMC13106539 · Frontiers in bioinformatics · 2026 · 7 claims · 7 setups

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  Meta-analysis integration of three independent RNA-seq drought studies identifies 472 robust differentially expressed genes (274 up, 198 down) that remain significant across the full meta-analysis and all leave-one-out Jackknife iterations

  grandis computational consistently bulk differential leave-one-out

• In vivo induction of activin A-producing alveolar macrophages supports the progression of lung cell carcinoma.

  PMID 36650150 · PMC9845242 · Nature communications · 2023 · 8 claims · 8 setups

  Has reproduction · 96

  AMs accumulate in human lung cancer tissue and support cancer cell proliferation, contributing to unfavourable outcome

  normal llc lung c57bl immunohistochemistry count flow

• 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

• Comprehensive immune profiling reveals IFN-γ signaling in T cells mediates parasite phagocytosis in a rodent malaria model.

  PMID 41810957 · PMC13059739 · mBio · 2026 · 8 claims · 8 setups

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  IFN-γ signaling in T cells contributes to the development of malaria-associated lung pathology

  lungs pbnk65-infected cell-specific lung flow time-series qrt-pcr