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).

• Unraveling the Causal Linkages of RBP7 and SCGB3A1 on Pelvic Organ Prolapse: Multifaceted Insights From Genome-Wide Mendelian Randomization, Single-Cell RNA Analysis, and Network Pharmacology.

  PMID 41497737 · PMC12765987 · BioMed research international · 2026 · 8 claims · 7 setups

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  High RBP7 expression causally increases POP risk

  vaginal gwas rbp7 key single-cell mendelian protein-protein

• VISTA uncovers missing gene expression and spatial-induced information for spatial transcriptomic data analysis.

  PMID 41507434 · PMC12891734 · Communications biology · 2026 · 8 claims · 6 setups

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  VISTA predicts unmeasured gene expression in subcellular spatial transcriptomic data by integrating scRNA-seq and SST through variational inference and geometric deep learning with built-in uncertainty quantification

  brain breast embryo muscle imaging-based sequencing spot-based

• sCellST predicts single-cell gene expression from H& E images.

  PMID 41513659 · PMC12858858 · Nature communications · 2026 · 7 claims · 6 setups

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  sCellST is a weakly supervised (Multiple Instance Learning) deep learning framework that predicts single-cell gene expression from H&E images alone, trained using paired spatial transcriptomics (Visium) and H&E slides

  ovarian kidney prostate breast simulation spot-level nucleus

• Predicting the effect of CRISPR-Cas9-based epigenome editing.

  PMID 41524535 · PMC12795505 · eLife · 2026 · 8 claims · 6 setups

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  Machine learning (CNN and ridge regression) models trained on histone PTM ChIP-seq and RNA-seq data from 13 ENCODE cell types accurately predict endogenous gene expression, with transcriptome-wide correlations of ~0.70-0.79 for most cell types

  hek293t k562 computational chip-seq rna-seq mnase-seq

• Single-cell and spatial transcriptomic profiling of cardiac fibroblasts following myocardial infarction.

  PMID 41526391 · PMC12890913 · Scientific data · 2026 · 7 claims · 6 setups

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  Cthrc1+ Reparative Cardiac Fibroblasts (RCFs) are the primary driver of the cardiac healing process after myocardial infarction

  col1α1-gfp+ heart frozen bulk single-cell spatial

• 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

• Commonalities in gene expression and methylation changes across two rat models of acquired epilepsy.

  PMID 41530481 · PMC12877007 · Scientific reports · 2026 · 7 claims · 8 setups

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  71 genes show concordant (same-direction) expression changes and 94 genes show concordant methylation changes across both the kindling and kainic acid epilepsy models

  hippocampus sequencing reduced-representation rt-pcr

• Temporal multiomics gene expression data across human embryonic stem cell-derived polyhormonal cell differentiation.

  PMID 41545424 · PMC12920657 · Scientific data · 2026 · 8 claims · 8 setups

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  Generated a high-resolution, time-resolved multi-omics dataset (RNA-seq, ribosome profiling, and quantitative proteomics) tracking mRNA, translation, and protein dynamics across hESC differentiation into definitive endoderm and polyhormonal pancreatic cells

  hesc-derived rues2 extracted star-aligned rna-seq ribosome quantitative

• RaMBat: Accurate identification of medulloblastoma subtypes from diverse data sources with severe batch effects.

  PMID 41571436 · PMC13060657 · Molecular oncology · 2026 · 7 claims · 5 setups

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  RaMBat achieves a median accuracy of 99% across 13 independent benchmark datasets, significantly outperforming state-of-the-art MB subtyping methods and conventional ML classifiers

  medulloblastoma gse85217 ger microarray bulk intrasample

• Spatial gene expression analysis reveals drivers of extremely early lymph node metastasis in breast cancer.

  PMID 41578129 · PMC12932634 · NPJ breast cancer · 2026 · 8 claims · 7 setups

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  Identified 30 isolated tumor cells (ITCs) in a clinically metastasis-negative tumor-draining lymph node, representing the initial metastatic seeding event, spanning ~200 μm

  dissected same tumor xenium-derived bulk enzymatic whole-genome

• Identification and characterization of tryptophan metabolism-related genes in carotid artery plaques.

  PMID 41628167 · PMC12863520 · PloS one · 2026 · 8 claims · 6 setups

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  446 differentially expressed genes (DEGs) were identified between carotid plaque and normal tissue, enriched in immune and tryptophan-related pathways

  carotid degs six bulk kegg logistic

• Therapeutic synergies that overcome carboplatin resistance in triple-negative breast cancer.

  PMID 41630032 · PMC13037280 · Journal of experimental & clinical cancer research : CR · 2026 · 8 claims · 8 setups

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  Four isogenic carboplatin-resistant (CR) PDX pairs (WHIM30, BCM-2147, BCM-3887, BCM-7482) were generated via serial in vivo carboplatin exposure to model acquired resistance in TNBC

  isogenic pdx ffpe carboplatin-resistant bulk single-cell nuclear

• MUUMI: an R package for statistical and network-based meta-analysis for multi-omics data integration.

  PMID 41634555 · PMC12955011 · BMC bioinformatics · 2026 · 8 claims · 5 setups

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  MUUMI unifies statistical meta-analysis and network-based omics data integration within a single analytical R package framework

  lung integrated ranked thp-1 sequencing microarray statistical

• Single-cell transcriptomics of X-ray irradiated Drosophila wing discs reveals heterogeneity related to cell-cycle status and cell location.

  PMID 41637132 · PMC12872174 · eLife · 2026 · 8 claims · 6 setups

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  Transcriptomic clustering of wing disc cells groups mainly based on proximodistal (PD) cell location, in both irradiated and unirradiated conditions.

  drosophila immunofluorescence edu single-cell

• scLong: a billion-parameter foundation model for capturing long-range gene context in single-cell transcriptomics.

  PMID 41639087 · PMC12982784 · Nature communications · 2026 · 7 claims · 4 setups

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  scLong performs self-attention across all ~27,874 human genes, including lowly expressed ones, to capture long-range gene dependencies missed by models restricted to highly expressed gene subsets

  million norman self-supervised transcriptional genetic

• An NSP2-MYB module orchestrates flavonoid biosynthesis and nodule symbiosis.

  PMID 41643674 · PMC7619063 · Current biology : CB · 2026 · 8 claims · 8 setups

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  NSP1 and NSP2 promote expression of flavonoid biosynthesis genes during nutrient starvation and rhizobial symbiosis in Medicago truncatula

  medicago nicotiana recombinant yeast rna-seq qpcr targeted

• FLASH-MM: fast and scalable single-cell differential expression analysis using linear mixed-effects models.

  PMID 41644528 · PMC12982622 · Nature communications · 2026 · 8 claims · 6 setups

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  FLASH-MM produces LMM parameter estimates identical to lmer (lme4) up to the sixth decimal place while being 50- to 140-fold faster as sample size increases from 20,000 to 120,000 cells

  simulated same healthy female-biased simulated comparative single-cell

• Heterochronic transcription factor expression drives cone-dominant retina development in 13-lined ground squirrels.

  PMID 41649260 · PMC12880807 · eLife · 2026 · 8 claims · 8 setups

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  13LGS cone photoreceptors arise from both early-stage and late-stage neurogenic progenitors, unlike mice where cones arise only from early-stage progenitors

  13-lined retina 13lgs retinal single-cell scrna-seq chromvar

• pmid-41663976

  PMID 41663976 · PMC12997902 · 8 claims · 8 setups

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  Differentially expressed MTDM-related genes (DEMTDMRGs) are significantly enriched in cell cycle regulation, ferroptosis, and ABC transporter pathways

  luad demtdmrgs gse131907 wgcna kegg univariate

• PID1 regulates insulin-dependent glucose uptake by controlling intracellular sorting of GLUT4-storage vesicles.

  PMID 30904610 · PMC6624118 · Biochimica et biophysica acta. Molecular basis of disease · 2019 · 8 claims · 8 setups

  Has reproduction

  PID1 serves as an insulin-regulated retention adaptor protein controlling co-translocation of LRP1 and GLUT4 to the adipocyte plasma membrane

  brown bat muscle qrt-pcr western insulin