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).

• scDenorm: a denormalization tool for integrating single-cell transcriptomics data.

  PMID 41915012 · PMC13142155 · GigaScience · 2026 · 8 claims · 7 setups

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  Inconsistent delta-method normalization across datasets introduces biases (e.g., B-cell separation) that persist even after integration with Harmony, scanorama, or BBKNN.

  10x brain ucsc datasets scrna-seq integration snrna-seq

• 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

• Evaluating the practical aspects and performance of commercial single-cell RNA sequencing technologies.

  PMID 41503158 · PMC12770963 · NAR genomics and bioinformatics · 2026 · 8 claims · 8 setups

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  A comprehensive comparison of seven 3'/whole-transcriptome single-cell platforms and two 5' whole-transcriptome + TCR platforms was performed using PBMCs from multiple donors.

  pbmcs sorted scrna-seq evercode

• 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

• 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

• 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

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  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

• 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

• 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

• Differential expression analysis in single-cell and spatial RNA-seq without model assumptions.

  PMID 41980775 · PMC13198004 · Cell reports methods · 2026 · 7 claims · 4 setups

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  Common DGE analysis methods (Wilcoxon test, unweighted t-test, pseudo-bulk aggregation, SCTransform-style parametrization) rely on unnecessary simplifications and assumptions that are inconsistent with experimental data and cause false findings

  e18 simulated scrna-seq sprna-seq scrna-seq simulation count

• 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

• All of gene expression (AOE): An integrated index for public gene expression databases.

  PMID 31978081 · PMC6980531 · PloS one · 2020 · 6 claims · 4 setups

  Has reproduction

  ArrayExpress (AE) discontinued importing data from GEO in 2017, causing new GEO entries to become unavailable from AE

  geo arrayexpress aoe cross-database metadata keyword

• 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

• AI-assisted discovery of an ethnicity-influenced driver of cell transformation in esophageal and gastroesophageal junction adenocarcinomas.

  PMID 36134663 · PMC9675486 · JCI insight · 2022 · 8 claims · 8 setups

  Has reproduction · 84

  An AI-guided Boolean network approach (BoNE) models transcriptomic continuum states of normal esophagus, BE, and EAC to derive classifier gene signatures

  gene keratinocyte-derived ffpe spt6-depleted boolean rna-seq immunohistochemistry

• Intrinsic suppression of type I interferon production underlies the therapeutic efficacy of IL-15-producing natural killer cells in B-cell acute lymphoblastic leukemia.

  PMID 37217248 · PMC10231005 · Journal for immunotherapy of cancer · 2023 · 8 claims · 8 setups

  Has reproduction · 76

  High expression of IFN-I signaling/response genes (IFNAR1, IFNAR2, STAT1, MX1, OAS1) predicts favorable relapse-free survival in B-ALL patients

  cog b-all eμ-myc crispra gene-expression-based flow mass

• MiR-21-5p Protects Embryonic Growth and Heart Function During Developmental Hypoxia by Dampening HIF Responses and Altering Gene Expression.

  PMID 42138560 · PMC13178401 · Comprehensive Physiology · 2026 · 8 claims · 7 setups

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  Hypoxia induces widespread transcriptomic remodeling in neonatal rat cardiomyocytes (385 DEGs vs normoxia)

  neonatal chicken fetal tunel long-read exon-level

• Endothelial Adgrl2 Expression and Alternative Splicing Controls the Cerebrovasculature.

  PMID 41876233 · PMC13108381 · The Journal of neuroscience : the official journal of the Society for Neuroscience · 2026 · 8 claims · 5 setups

  Has reproduction · 75

  Endothelial cell-specific deletion of Adgrl2 impairs cerebrovascular integrity in mice

  wild-type cortex brain single-molecule single-cell immunohistochemistry

• Molecular and Clinical Relevance of ZBTB38 Expression Levels in Prostate Cancer.

  PMID 32365491 · PMC7281456 · Cancers · 2020 · 8 claims · 8 setups

  Has reproduction · 35

  ZBTB38 mRNA expression is significantly lower in prostate cancer than in normal/benign prostate tissue, and further reduced in metastatic versus localised tumours

  localised tcga taylor metastatic microarray rna-sequencing clinico-pathological

• 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

• 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

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  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

• Computer identification of snoRNA genes using a Mammalian Orthologous Intron Database.

  PMID 16093549 · PMC1184218 · Nucleic acids research · 2005 · 8 claims · 5 setups

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  Created the Mammalian Orthologous Intron Database (MOID) containing orthologous introns of human, mouse and rat identified via conserved reading-frame position

  introns ribosomal rrna comparative orthologous pairwise