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).

• Annexin A13 Protects Against Acute Kidney Injury by Inactivating TGF-β/Smad3 Signaling.

  PMID 41486854 · PMC12915081 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

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  ANXA13 is selectively downregulated in the kidneys of AKI patients and IRI- or cisplatin-induced AKI mice, primarily in proximal tubular cells

  kidney aki renal hek293t rna-seq immunohistochemistry serum

• Accurate detection of somatic single-nucleotide variants from bulk RNA-seq data using RNA-MosaicHunter.

  PMID 41505106 · PMC12781890 · Nucleic acids research · 2026 · 6 claims · 8 setups

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  RNA-MosaicHunter accurately detects sSNVs from bulk RNA-seq with high precision (94.7% in TCGA, 99.3% in cell-line mixture) in default mode

  tcga cell-line same gtex bulk whole-exome whole-genome

• PBRM1 Deficiency Reshapes an Immune Suppressive Microenvironment Through Epigenetic Tuning of PBRM1-KDM5C-IL6 Axis in ccRCC.

  PMID 41514194 · PMC13042695 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

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  PBRM1 deficiency increases infiltration of immunosuppressive M2 tumor-associated macrophages (TAMs) and creates an immune-excluded tumor microenvironment

  vhl kidney pbrm1 immunodeficient scrna-seq multiplex crispr-cas9

• Early feature extraction drives model performance in high-resolution chromatin accessibility prediction.

  PMID 41526189 · PMC12951969 · Genome research · 2026 · 8 claims · 6 setups

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  Early feature extraction (via ConvNeXt V2 blocks), rather than downstream architecture type, is the primary determinant of prediction accuracy in high-resolution chromatin accessibility prediction.

  lines cancer sets gm12878 atac-seq peak input-shift

• S3RL: Enhancing Spatial Single-Cell Transcriptomics With Separable Representation Learning.

  PMID 41556263 · PMC13042551 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

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  S3RL is a separable representation learning framework that denoises sparse spatial transcriptomic data and enhances biologically relevant signals by integrating gene expression, spatial coordinates, and histological image features.

  dorsolateral dlpfc nanostring spatial cell-type multi-platform

• Gene regulatory network transitions reveal the central transcription factors in lung adenocarcinoma progression.

  PMID 41559111 · PMC12873405 · NPJ systems biology and applications · 2026 · 7 claims · 8 setups

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  NR2F1 is a central transcription factor in LUAD progression, identified independently through GRN architecture transitions and gene regulation dynamics analysis

  luad epithelial myeloid nr2f1 single-cell gene binding

• Exploring phenotype-related single-cells through attention-enhanced representation learning.

  PMID 41566378 · PMC12906058 · Genome medicine · 2026 · 6 claims · 5 setups

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  scPhase, an attention-based multiple instance learning (AMIL) framework with Mixture-of-Experts aggregation, predicts sample-level clinical phenotypes from raw scRNA-seq data and generalizes across patient cohorts

  pbmcs brain tumor scrna-seq

• DHODH links mitochondrial bioenergetics, one-carbon metabolism, and DNA repair to sustain aggressive prostate adenocarcinoma.

  PMID 41612476 · PMC12930642 · Cell communication and signaling : CCS · 2026 · 8 claims · 8 setups

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  DHODH is markedly overexpressed in malignant prostate epithelial cells and abundant in tumors

  tcga-prad gse141445 22rv1 bulk single-cell lentiviral

• Tumour-intrinsic features shape T cell differentiation through precursor to symptomatic multiple myeloma.

  PMID 41644568 · PMC12982522 · Nature communications · 2026 · 8 claims · 6 setups

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  MM is not characterized by T cell exhaustion but by antigen-driven terminal memory differentiation, unlike solid cancers

  bone cd69+ cd8+ smm single-cell cite-seq gene

• RMzyme: regulations of RNA-modifying enzymes in humans.

  PMID 41672979 · PMC12895048 · Signal transduction and targeted therapy · 2026 · 8 claims · 7 setups

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  RMzyme is a comprehensive multiomics knowledgebase covering 179 human RNA-modifying proteins across 18 major RNA modification types and 63 human tissues

  nomo1 molm13 tissues cptac merip-seq bulk single-cell

• Comprehensive analysis of the causal risk factor from hypertension associated with prognosis and therapeutic response in renal cell carcinoma by multi-omics analysis and validation.

  PMID 41680825 · PMC12998095 · Biology direct · 2026 · 8 claims · 8 setups

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  A 48-gene cross-species hypertension (HTN) gene module identified from human and SHR rat scRNA-seq can classify ccRCC patients into two molecular subgroups with distinct survival and targeted therapy response

  aortic spontaneously tcga icgc single-cell bulk summary-data-based

• Blood-based epigenetic instability linked to human aging and disease.

  PMID 41690920 · PMC13018287 · Nature communications · 2026 · 7 claims · 8 setups

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  31,744 unmethylated (and 6143 methylated) CpG loci in blood show highly consistent, stable methylation in young healthy individuals and are defined as Epigenetically Stable Loci (ESLs)

  blood normal paired aml illumina whole-genome methylation

• HRCHY-CytoCommunity identifies hierarchical tissue organization in cell-type spatial maps.

  PMID 41764165 · PMC13065825 · Nature communications · 2026 · 8 claims · 5 setups

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  HRCHY-CytoCommunity is an end-to-end graph neural network framework that jointly identifies multi-level (coarse tissue compartment and fine cellular neighborhood) tissue structures from cell-type spatial maps using differentiable graph pooling, adaptive edge pruning, and consistency/balance regularization.

  healthy colorectal simulated breast codex visium merfish

• Scalable cell-specific coexpression networks for granular regulatory pattern discovery with NeighbourNet.

  PMID 41786602 · PMC13138013 · Genome research · 2026 · 7 claims · 5 setups

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  NNet uses PCA embedding followed by local KNN regression in PC space to construct cell-specific coexpression networks (CSNs), improving computational efficiency and estimate stability versus pairwise approaches.

  pbmc thp-1 lin small scrna-seq perturb-seq

• A unified framework for correcting batch effects and integrating multi-omics data.

  PMID 41786846 · PMC13079841 · Scientific reports · 2026 · 7 claims · 6 setups

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  MoDAmix, a four-stage domain adaptation framework (pre-training, single-omics adversarial adaptation, multi-omics adversarial alignment, semi-supervised class alignment), unifies batch correction across multiple omics layers.

  brain aml same single-cell bulk k-means

• CDK4/6 inhibition mitigates chemotherapy-induced expansion of TP53-mutant clonal hematopoiesis.

  PMID 41814002 · PMC12987733 · Nature genetics · 2026 · 7 claims · 6 setups

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  Trilaciclib reduces chemotherapy-induced expansion of DDR-gene (TP53, PPM1D, CHEK2) clonal hematopoiesis across four randomized clinical trials and diverse chemotherapy regimens

  peripheral c57bl bone deep competitive flow

• Illuminating cell states by a comprehensive and interpretable single cell foundation model.

  PMID 41839876 · PMC13139411 · Nature communications · 2026 · 6 claims · 6 setups

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  CellVQ, incorporating a Single-Cell Discretization (SCD) module that converts cell embeddings into a discrete 'cell code' via a unified codebook, mitigates data heterogeneity and batch effects while improving interpretability

  pancreas sampled bulk lines scrna-seq type property

• Targeting Wnt/β-catenin and circadian regulator restores PRC2/EZH2-controlled chromatin bivalency and suppresses cell state diversity.

  PMID 41842971 · PMC13132380 · The Journal of clinical investigation · 2026 · 8 claims · 8 setups

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  PRC2i/EZH2i alone or combined with AR inhibitors induce diverse cell state programs (CSPs) that increase tumor cell invasion, metastasis, and drug resistance despite only modest suppression of tumor growth.

  lncap pca pdx clinical viability tumor ic50

• Ultra-precision deconvolution of spatial transcriptomics decodes immune heterogeneity and fate-defining programs in tissues.

  PMID 41862467 · PMC13168514 · Nature communications · 2026 · 8 claims · 8 setups

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  UCASpatial is a novel deconvolution algorithm that uses Shannon entropy-based gene weighting combined with weighted non-negative least squares to estimate cell-type composition from spatial transcriptomics data

  simulated colorectal hippocampus ear simulated runtime spatial

• Interpretable learning of temporal cellular dynamics from single-cell data.

  PMID 41875867 · PMC13030976 · Cell reports methods · 2026 · 7 claims · 7 setups

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  NeuroVelo couples a linear latent phase-space projection with a non-linear neural ODE, using RNA velocity as a physics-informed loss penalty, to jointly model cellular dynamics and enable gene-level interpretability

  gastrulation bone pancreatic cancer scrna-seq chip-seq computational