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).

• ICE: robust detection of cellular senescence from weak single-cell signatures using imputation-based marker refinement.

  PMID 41668152 · PMC12990438 · Genome biology · 2026 · 8 claims · 7 setups

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  Senescence-associated marker genes show weak, non-specific expression across human tissues and cell types compared to canonical tissue/cell-type markers

  tissues pancreas pancreatic brain bulk scrna-seq train

• CeLLTra: aligning cell names with gene expression via a pathway-informed transformer.

  PMID 41652996 · PMC12881829 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 4 setups

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  Grouping genes into pathway-defined gene sets as Transformer input tokens (instead of using individual genes or discretized bins) mitigates the long-sequence problem and improves representation learning of scRNA-Seq gene expression profiles.

  tabula tumor-infiltrating scrna-seq

• FEM: mining biological meaning from cell level in single-cell RNA sequencing data.

  PMID 34909283 · PMC8641482 · PeerJ · 2021 · 8 claims · 5 setups

  Has reproduction · 75

  The FEM algorithm converts a single-cell gene expression matrix into a functional expression matrix using multi-module gene set enrichment analysis, utilizing information from all expressed genes rather than discarding filtered genes.

  pbmc pancreas liver scrna-seq single-cell fisher's dimensionality

• Tbx5 drives Aldh1a2 expression to regulate a RA-Hedgehog-Wnt gene regulatory network coordinating cardiopulmonary development.

  PMID 34643182 · PMC8555986 · eLife · 2021 · 7 claims · 8 setups

  Has reproduction · 84

  Tbx5 directly maintains Aldh1a2 expression in the foregut lateral plate mesoderm via an evolutionarily conserved intronic enhancer

  e9.5 xenopus bulk rt-qpcr whole-mount

• D2H2: diabetes data and hypothesis hub.

  PMID 38107655 · PMC10723036 · Bioinformatics advances · 2023 · 6 claims · 6 setups

  Has reproduction

  D2H2 is a web-based portal integrating hundreds of curated diabetes-relevant transcriptomics datasets with bioinformatics tools for gene/gene set queries

  brain top curated d2h2 differential gene bulk

• Ensembl 2013.

  PMID 23203987 · PMC3531136 · Nucleic acids research · 2013 · 8 claims · 8 setups

  Has reproduction · 85

  Ensembl (http://www.ensembl.org) provides genome information for sequenced chordate genomes, currently supporting 70 species with a focus on human, mouse, zebrafish and rat.

  genome species supported variants evidence-based rna-seq chip-seq

• B-lineage commitment is dependent on a reversible epigenetic switch.

  PMID 41266087 · PMC12863259 · Genes & development · 2026 · 8 claims · 8 setups

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  B-lymphoid commitment is mediated by a transcription factor-dose-dependent epigenetic switch that suppresses inherent T-lineage potential in early lymphoid progenitors

  bone expanded pax5 ebf1 combined atac-seq chip-seq

• PD-1 and TIGIT coexpression identifies a circulating CD8 T cell subset predictive of response to anti-PD-1 therapy.

  PMID 33188038 · PMC7668369 · Journal for immunotherapy of cancer · 2020 · 7 claims · 6 setups

  Has reproduction · 75

  The frequency of circulating PD-1+TIGIT+ (DPOS) CD8+ T cells after 1 month of anti-PD-1 therapy is associated with clinical response and overall survival

  pbmcs sorted expanded cancer multiparameter receptor targeted

• SETDB1 enables development beyond cleavage stages by extinguishing the MERVL-driven two-cell totipotency transcriptional program in the mouse embryo.

  PMID 41697236 · PMC12908936 · eLife · 2026 · 8 claims · 5 setups

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  Maternal SETDB1 is required for mouse preimplantation development beyond the eight-cell stage

  2-cell single-embryo degs embryo single-embryo principal

• Pathway signatures derived from on-treatment tumor specimens predict response to anti-PD1 blockade in metastatic melanoma.

  PMID 34654806 · PMC8519947 · Nature communications · 2021 · 6 claims · 8 setups

  Has reproduction · 100

  A pathway-based super signature from on-treatment samples (PASS-ON) predicts anti-PD1 response with high accuracy (validation AUC 0.85-0.89, combined AUC 0.88) and outperforms existing signatures across all four datasets.

  metastatic pathway bulk gene elastic-net

• Adaptive learning embedding features to improve the predictive performance of SARS-CoV-2 phosphorylation sites.

  PMID 37847658 · PMC10628388 · Bioinformatics (Oxford, England) · 2023 · 8 claims · 6 setups

  Has reproduction · 67

  PSPred-ALE outperforms state-of-the-art SARS-CoV-2 phosphorylation site predictors (e.g. DeepIPs) and handcrafted feature-based methods in benchmarking comparisons

  a549 sequence same bulk pathway gene

• Mutually exclusive teams-like patterns of gene regulation characterize phenotypic heterogeneity along the noradrenergic-mesenchymal axis in neuroblastoma.

  PMID 38230570 · PMC10795782 · Cancer biology & therapy · 2024 · 8 claims · 6 setups

  Has reproduction · 87

  NOR-specific and MES-specific gene expression patterns are largely mutually exclusive, exhibiting a teams-like behavior across multiple bulk NB transcriptomic datasets

  lines bulk single-cell housekeeping bulk pca single-sample

• COVID-19 vaccination atlas using an integrative systems vaccinology approach.

  PMID 40456760 · PMC12130191 · NPJ vaccines · 2025 · 8 claims · 6 setups

  Has reproduction · 69

  mRNA vaccines induce transient but strong immune responses after booster doses

  pbmcs immune pbmc bulk gene principal

• CRESCENT, a comprehensive RNA-Seq expression, splicing, and coding/non-coding element network tool.

  PMID 41566196 · PMC12895761 · BMC bioinformatics · 2026 · 6 claims · 6 setups

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  CRESCENT is a Snakemake workflow performing fully automated, comprehensive RNA-Seq analysis integrating differential expression, differential alternative splicing (DAS), differential transcript usage (DTU), and GO enrichment

  arabidopsis bulk rna-seq-based rna-seq

• Protocadherin 20 Is a POU Class 2 Homeobox 3 Target Gene Required for Proper Tuft Cell Microvillus Organization.

  PMID 41619969 · PMC13051935 · Cellular and molecular gastroenterology and hepatology · 2026 · 8 claims · 8 setups

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  POU2F3 ChIP-seq in isolated murine tuft cells identifies high-confidence POU2F3 binding sites/target genes enriched at gene promoters and the POU consensus motif

  facs-isolated pou2f3 duodenal non-small-cell chip-seq novo bulk

• In vivo antiviral host transcriptional response to SARS-CoV-2 by viral load, sex, and age.

  PMID 32898168 · PMC7478592 · PLoS biology · 2020 · 8 claims · 8 setups

  Has reproduction · 89

  SARS-CoV-2 infection induces a strong interferon-driven antiviral response in the nasopharynx, with up-regulation of viral sensors, T cell/NK chemokines, and antiviral effectors

  nasopharyngeal airway patient-matched swab shotgun gsea biological

• DeepGSEA: explainable deep gene set enrichment analysis for single-cell transcriptomic data.

  PMID 38950178 · PMC11236288 · Bioinformatics (Oxford, England) · 2024 · 8 claims · 2 setups

  Has reproduction · 40

  DeepGSEA is an explainable deep gene set enrichment analysis method built on interpretable, prototype-based neural networks.

  simulated real-world simulation scrna-seq-based

• An integrated single-cell lung cancer atlas reveals distinct fibroblast phenotypes between adenocarcinoma and squamous cell carcinomas.

  PMID 41577803 · PMC12920623 · NPJ precision oncology · 2026 · 8 claims · 8 setups

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  Inflammatory CAFs (iCAFs) predominate in LUAD, whereas myofibroblastic CAFs (mCAFs) predominate in LUSC

  nsclc epithelial macrophage caf scrna-seq copy gene-set

• Chromatin accessibility directly governs flavonoid biosynthesis and indirectly orchestrates cannabinoid production in Cannabis.

  PMID 41635698 · PMC12861918 · Frontiers in plant science · 2025 · 8 claims · 5 setups

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  Increased chromatin accessibility at promoters of flavonoid-biosynthetic genes up-regulates their expression, driving flavonoid accumulation in the H cultivar.

  inflorescences rna-seq untargeted bulk atac-seq

• Aged murine bone marrow myeloid and mesenchymal cells develop unique senescence phenotypes.

  PMID 41592025 · PMC13038201 · The Journal of clinical investigation · 2026 · 7 claims · 8 setups

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  Myeloid-lineage cells (monocytes, macrophages, myeloid progenitors) show the highest expression of p16 and SASP markers among bone marrow immune cell types in aged mice

  bone femur skeletal single-cell mass cytof