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).

• 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

  Full-text index only

  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

• 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

• scPASU: A computational protocol for quantifying polyadenylation site usage and alternative polyadenylation from 3' scRNA-seq data.

  PMID 42085187 · PMC13157062 · STAR protocols · 2026 · 8 claims · 6 setups

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  scPASU is a Snakemake-based workflow that quantifies APA from standard 3′ scRNA-seq data without requiring specialized library preparation

  ureter processed scrna-seq read poly

• 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

• Single-Cell Differential Network Analysis with Sparse Bayesian Factor Models.

  PMID 35186014 · PMC8855158 · Frontiers in genetics · 2021 · 8 claims · 2 setups

  Has reproduction · 85

  A hierarchical Bayesian factor model using treatment-dependent latent factor loadings can construct gene co-expression networks from scRNA-seq data and identify differences in network structure between two (or more) biological conditions.

  simulated sars-cov-2 scrna-seq

• treeclimbR pinpoints the data-dependent resolution of hierarchical hypotheses.

  PMID 34001188 · PMC8127214 · Genome biology · 2021 · 7 claims · 6 setups

  Has reproduction · 73

  treeclimbR proposes multiple candidate resolutions on a tree and selects the optimal one in a data-driven manner using three criteria (FDR-controlling range of t, number of rejected leaves, fewest internal nodes)

  synthetic semi-simulated microbiome mirna differential microbiome microrna

• 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

• Benchmarking of methods to analyse data derived from GBS-MeDIP.

  PMID 41555215 · PMC12829230 · BMC bioinformatics · 2026 · 7 claims · 4 setups

  Full-text index only

  featureCounts is the most reliable tool for count matrix generation from GBS-MeDIP data, outperforming MEDIPS

  gbs-medip randomized simulated count distribution null

• Geometry-aware graph attention networks to explain single-cell chromatin states and gene expression with SEAGALL.

  PMID 42026624 · PMC13238118 · Genome biology · 2026 · 8 claims · 6 setups

  Full-text index only

  SEAGALL combines a geometry-regularised autoencoder (GRAE) to embed cells and build a cell-cell graph with a graph attention network (GAT) classifier and GNNExplainer-based XAI to identify features driving cell type/phenotype.

  count same scchip-seq ten count latent classification

• Prediction of prognostic signatures in triple-negative breast cancer based on the differential expression analysis via NanoString nCounter immune panel.

  PMID 33138797 · PMC7607642 · BMC cancer · 2020 · 8 claims · 8 setups

  Has reproduction · 72

  edgeR-based DEG selection is more appropriate for feature selection than Elastic Net when sample sizes are small.

  ffpe same nanostring tnbc nanostring immunohistochemistry differential

• Bayesian model accounting for within-class biological variability in Serial Analysis of Gene Expression (SAGE).

  PMID 15339345 · PMC517707 · BMC bioinformatics · 2004 · 7 claims · 5 setups

  Full-text index only

  A Bayesian mixture model is proposed to account for within-class biological variability in SAGE/Digital-Northern/MPSS tag counting data.

  astrocytoma same sage classical beta-binomial

• 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

• 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

• 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

  Full-text index only

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

  elegans bulk principal hierarchical

• 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

  Full-text index only

  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

• 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

• 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

• nf-core/circrna: a portable workflow for the quantification, miRNA target prediction and differential expression analysis of circular RNAs.

  PMID 36694127 · PMC9875403 · BMC bioinformatics · 2023 · 8 claims · 4 setups

  Has reproduction · 76

  Existing circRNA workflows are limited: none delineate circRNA-miRNA interactions and only one performs differential expression analysis, requiring users to supplement missing analysis types with in-house expertise

  paired-end rna-seq mature circrna read circrna mirna

• 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

• Downregulation of Splicing Factor PTBP1 Curtails FBXO5 Expression to Promote Cellular Senescence in Lung Adenocarcinoma.

  PMID 39057099 · PMC11276454 · Current issues in molecular biology · 2024 · 8 claims · 8 setups

  Has reproduction · 59

  PTBP1 is significantly upregulated across multiple cancer types including LUAD, and higher PTBP1 levels are associated with worse LUAD patient survival

  cancer luad fibroblast a549 pan-cancer differential replicative