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).

• 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

• Leveraging RNA-seq deconvolution to improve complex in vitro model characterization.

  PMID 40701251 · PMC12391696 · The Journal of biological chemistry · 2025 · 8 claims · 6 setups

  Has reproduction · 67

  RNA-seq deconvolution can predict cell type proportions from bulk RNA-seq using scRNA-seq references, offering a useful characterization tool for CIVMs where single-cell methods are impractical

  intestine rodent duodenal neonatal bulk scrna-seq marker

• Strawberry atlas: Fragaria vesca gene expression atlas for strawberry genomics.

  PMID 41664659 · PMC12883160 · PeerJ · 2026 · 8 claims · 8 setups

  Full-text index only

  A consolidated gene expression atlas of F. vesca built from 233 RNA-seq libraries across nine tissue categories, aligned to the v6 T2T reference genome, was constructed.

  vesca bulk rna-seq qpcr

• Computational modeling demonstrates that glioblastoma cells can survive spatial environmental challenges through exploratory adaptation.

  PMID 31836713 · PMC6911112 · Nature communications · 2019 · 8 claims · 6 setups

  Has reproduction · 100

  Exploratory adaptation (stochastic gene-regulatory network perturbation) explains how GBM cells adapt phenotypically across spatially distinct tumor regions

  patient-derived low-grade tf-gene single-sample bulk differential gene

• Identification of succinylation-related genes in bladder cancer: integration of single-cell and transcriptomic data.

  PMID 42220482 · PMC13218921 · Frontiers in immunology · 2026 · 8 claims · 8 setups

  Has reproduction · 78

  KCTD16, CD3D, and GSDMB were identified as prognostic succinylation-related genes in BLCA

  soochow-blca tcga-blca gse13507 gse135337 bulk scrna-seq somatic

• Betacoronavirus-specific alternate splicing.

  PMID 35074468 · PMC8782732 · Genomics · 2022 · 8 claims · 8 setups

  Has reproduction · 100

  Genes differentially spliced during SARS-CoV-2 infection show a similar functional (GO) profile to those differentially spliced in SARS-CoV and MERS infection, affecting a diverse set of genes tied to virus biology.

  mrc5 calu-3 nasal lung bulk

• Sox8 remodels the cranial ectoderm to generate the ear.

  PMID 35867760 · PMC9282420 · Proceedings of the National Academy of Sciences of the United States of America · 2022 · 8 claims · 8 setups

  Has reproduction · 100

  Sox8 sits at the top of a core transcriptional circuit (Sox8, Pax2, Lmx1a, Zbtb16) that determines otic identity

  chick bulk single-cell chipseq

• Identification of Novel Therapeutic Candidates Against SARS-CoV-2 Infections: An Application of RNA Sequencing Toward mRNA Based Nanotherapeutics.

  PMID 35983322 · PMC9378778 · Frontiers in microbiology · 2022 · 6 claims · 7 setups

  Has reproduction · 75

  RPL29 (60S ribosomal protein L29) is highly/consistently expressed across all COVID-19 infected groups regardless of severity, suggesting it as a novel host therapeutic target for mRNA-based nanomedicines.

  pbmcs pbmc aligned bulk read transcript

• Therapeutic Stress-Induced Remodeling of Transposable Elements and TE-Gene Chimeras in KYSE150 Esophageal Squamous Cell Carcinoma Cells.

  PMID 42074115 · PMC13116134 · International journal of molecular sciences · 2026 · 8 claims · 8 setups

  Has reproduction · 67

  Combined 125I radiation and carfilzomib treatment causes structured, non-random remodeling of the TE transcriptome in KYSE150 ESCC cells.

  kyse150 bulk rna-seq-based differential

• Diapause vs. reproductive programs: transcriptional phenotypes in a keystone copepod.

  PMID 33782539 · PMC8007741 · Communications biology · 2021 · 8 claims · 7 setups

  Has reproduction · 57

  t-SNE clustering of all-gene expression data groups field-collected (diapause program) samples into one cluster while early and late culture (reproductive program) samples separate into two distinct phenotypes

  calanus same 11k degs bulk dimensionality differential

• De Novo Transcriptome Meta-Assembly of the Mixotrophic Freshwater Microalga Euglena gracilis.

  PMID 34072576 · PMC8227486 · Genes · 2021 · 7 claims · 8 setups

  Has reproduction · 87

  A new consensus transcriptome of E. gracilis was assembled by combining reads from five independent RNA-seq studies (23 samples)

  euglena gracilis consensus bulk in-house novo

• Optimal scaling of digital transcriptomes.

  PMID 24223126 · PMC3819321 · PloS one · 2013 · 8 claims · 8 setups

  Has reproduction · 67

  Fifteen existing and novel transcript-count normalization algorithms can be compared with two novel, mutually independent metrics: the number of "uniform" genes (sufficiently low coefficient of variation after normalization) and low average Spearman correlation between normalized expression profiles of gene pairs.

  tissues bodymap mapped 16-sample bulk read transcript

• Holliday junction recognition protein (HJURP) could reflect the clinical outcomes of lung adenocarcinoma patients, and impact the choice of precision therapy.

  PMID 39649097 · PMC11621083 · Frontiers in genetics · 2024 · 7 claims · 8 setups

  Full-text index only

  HJURP is a significant prognostic biomarker in LUAD, with high expression associated with increased risk of overall survival death across four independent cohorts

  tcga-luad best brain advanced bulk kaplan-meier pearson

• Oxidative stress-associated genes TPPP3 and VEGFA in COPD revealed by bulk and single-cell sequencing analysis.

  PMID 41620539 · PMC12916760 · Scientific reports · 2026 · 8 claims · 9 setups

  Full-text index only

  76 overlapping genes were identified between COPD-associated DEGs and oxidative stress-related genes.

  lung genecards differentially bronchial bulk database functional

• pmid-41731547

  PMID 41731547 · PMC13037183 · 8 claims · 5 setups

  Full-text index only

  Unsupervised ML analysis of ALS transcriptomes consistently identifies molecular subtypes reflecting distinct biological processes, primarily oxidative stress (ALS-Ox) and glial activation/neuroinflammation (ALS-Glia), found in every study reviewed.

  post-mortem peripheral bulk rna-seq blood

• UBD: incorporating uncertainty in cell type proportion estimates from bulk samples to infer cell-type-specific profiles.

  PMID 41520227 · PMC12895075 · Briefings in bioinformatics · 2026 · 7 claims · 4 setups

  Full-text index only

  Existing CTS deconvolution methods (e.g., CIBERSORTx, TCA, bMIND, CellDMC, HBI) require cell type proportions that are in practice only estimated, not known, introducing unaccounted uncertainty into CTS inference.

  simulated rosmap onek1k bulk simulation-based cell-type-specific type

• Optimal Dual RNA-Seq Mapping for Accurate Pathogen Detection in Complex Eukaryotic Hosts.

  PMID 39959292 · PMC11825298 · Bio-protocol · 2025 · 7 claims · 6 setups

  Has reproduction · 90

  Mapping adapter-trimmed reads first to the pathogen genome recovers more pathogen reads than the traditional host-first mapping approach.

  monocyte-derived raw same trimmed dual fastqc adapter

• Fifty Generations of Amitosis: Tracing Asymmetric Allele Segregation in Polyploid Cells with Single-Cell DNA Sequencing.

  PMID 34576874 · PMC8467633 · Microorganisms · 2021 · 7 claims · 7 setups

  Full-text index only

  Amitosis causes random assortment of somatic alleles (IESs) in the highly polyploid Paramecium macronucleus, which can be tracked without phenotypic markers using scDNA-seq.

  paramecium tetraurelia telomere-capped simulated single-cell bulk bias

• A machine learning-defined cellular senescence signature systematically enhances prognostication and guides immunotherapy strategies for the treatment of gliomas.

  PMID 41501133 · PMC12886967 · NPJ precision oncology · 2026 · 8 claims · 8 setups

  Full-text index only

  CSRGPS is a robust, machine-learning-derived prognostic signature that outperforms existing glioma prognostic models across multiple cohorts

  tcga-gbm glioma meta consensus wgcna machine

• Development of a split-toxin CRISPR screening platform to systematically identify regulators of human myoblast fusion.

  PMID 41540035 · PMC12808753 · Nature communications · 2026 · 8 claims · 7 setups

  Full-text index only

  A CRISPR screening platform combining human myoblast models, a custom muscle-targeted gRNA library (MyoCRISPR-KO Lib), and a split-toxin selection system enables quantitative enrichment of fusion-defective myocytes.

  myoblasts myoblast time-course immunostaining gene