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).

• Identify GDPD3 as a key regulator of epithelial-mesenchymal transition and prostate adenocarcinoma progression via the LPA/LPAR1/AKT axis: transcriptomic and experimental study.

  PMID 41562071 · PMC12813044 · Frontiers in immunology · 2025 · 7 claims · 8 setups

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  GDPD3 is upregulated in PRAD tumor tissue and its knockdown inhibits tumor cell proliferation, invasion, and migration

  prad tcga-prad du145 scrna-seq bulk wgcna

• 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

• Atlas-guided discovery of transcription factors for T cell programming.

  PMID 41639465 · PMC13017511 · Nature · 2026 · 8 claims · 8 setups

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  A multi-omics atlas (Taiji pipeline) integrating RNA-seq and ATAC-seq across nine CD8+ T cell states can predict TF activity and identify state-selective versus multi-state TFs

  cd8+ lcmv p14 c57bl rna-seq pearson crispr

• A multi-omics features-based approach integrating immunogenicity and inflammation enhances immunotherapy benefit in clear cell renal cell carcinoma.

  PMID 41640425 · PMC12864441 · Frontiers in cell and developmental biology · 2025 · 7 claims · 8 setups

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  The TIs-ML multi-omics model predicts ICB response/survival in ccRCC with superior accuracy (AUC > 0.997) compared to single biomarkers like PD-L1 and TMB

  autoimmune igan scrna-seq bulk bulk scrna-seq scissor-based

• 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

• Genomic biomarkers of immunotherapy plus chemotherapy in patients with advanced NSCLC: Insights from the phase 3 ORIENT-11 study.

  PMID 41660271 · PMC12876322 · iScience · 2026 · 8 claims · 8 setups

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  A 9-gene Immune-Chemotherapy Prediction Score (ICPscore), derived from ORIENT-11 via WGCNA and LASSO Cox regression, predicts survival benefit from ICI plus chemotherapy in advanced NSCLC

  orient-11 hub nsclc oak bulk pd-l1 wgcna

• DANST enables cell-type deconvolution in spatial transcriptomics using deep domain adversarial neural networks.

  PMID 41663685 · PMC12996496 · Communications biology · 2026 · 7 claims · 6 setups

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  DANST, a deconvolution framework using deep domain adversarial neural networks, achieves superior cell-type deconvolution accuracy compared with existing methods on human and mouse benchmark datasets

  heart cortex visual brain spatial cell-type

• PreTSA: computationally efficient modeling of temporal and spatial gene expression patterns.

  PMID 41673899 · PMC12998178 · Genome biology · 2026 · 7 claims · 8 setups

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  PreTSA dramatically reduces computational time and memory versus GAM (Monocle, TSCAN) and PseudotimeDE for identifying temporally variable genes (TVGs) while producing highly similar results

  simulated null pbmc pancreas pseudotime tvg false-positive

• Genome-wide association analyses highlight the role of the intestinal molecular environment in human gut microbiota variation.

  PMID 41688638 · PMC12987725 · Nature genetics · 2026 · 8 claims · 8 setups

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  Variants in the OR51E1–OR51E2 locus, encoding microbiome-derived fatty acid chemosensors expressed in enteroendocrine cells, are associated with gut microbial richness

  adults subset intestinal enteroendocrine genome-wide sanger single-cell

• Lactate metabolism-related interaction perturbation network enables robust stratification of hepatocellular carcinoma.

  PMID 41689750 · PMC13009326 · Discover oncology · 2026 · 8 claims · 8 setups

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  An LM-related gene interaction perturbation network can stratify HCC into four robust molecular subtypes (Cluster1-4)

  tcga-hcc gse76427 gene consensus immune

• Robust and efficient annotation of cell states through gene signature scoring.

  PMID 41708334 · PMC12951948 · Genome research · 2026 · 8 claims · 8 setups

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  Established scoring methods (Seurat, SCANPY, UCell, JASMINE) fail to provide robust and comparable score distributions across diverse signatures and experimental conditions, precluding accurate unsupervised cell-state annotation.

  pbmc colorectal esophageal crc scrna-seq cross-implementation signature

• Single-cell RNA sequencing of adenoid cystic carcinoma of the breast reveals cellular heterogeneity and tumor microenvironment features.

  PMID 41761191 · PMC13041279 · BMC medical genomics · 2026 · 8 claims · 7 setups

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  H19+ myoepithelial cells (H19+myoEpC) represent the dominant malignant subpopulation in ACCB, characterized by the majority of large-scale CNVs and high expression of oncogenic pathway genes and ligands (e.g., LAMB1, WNT6)

  tumor hnacc epithelial accb single-cell scrna-seq copy

• Identification and validation of prognostic genes associated with M2 macrophage and heme metabolism in lung adenocarcinoma through bulk and single-cell RNA sequencing analysis.

  PMID 41787185 · PMC13076703 · Discover oncology · 2026 · 8 claims · 8 setups

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  EPB41, ACP5, PPOX, RBM38, and TRIM58 were identified as prognostic genes for LUAD

  tcga-luad gse131907 clinical cibersort gsea spearman

• MetaScreener: a robust dual-mode framework for directional prioritization of actionable signatures through multi-dataset and multi-approach integration.

  PMID 41845481 · PMC13107662 · Journal of translational medicine · 2026 · 8 claims · 7 setups

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  MetaScreener is a dual-mode framework (DiffMetaScreener for discrete labels, CorMetaScreener for continuous variables) integrating over 4,000 analysis pipelines to compute activation/inhibition directionality indices (ADI/IDI/DI) for gene signatures

  crc independent ctrp rko differential robustness single-cell

• LazySlide: accessible and interoperable whole-slide image analysis.

  PMID 41862659 · PMC13076205 · Nature methods · 2026 · 8 claims · 8 setups

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  LazySlide is an open-source Python package built on the scverse ecosystem for whole-slide image (WSI) analysis and multimodal integration.

  artery gene wsis breast zero-shot bulk multimodal

• A novel deep learning-driven framework for improving lncRNA comprehensive annotation with LncADeep 2.0.

  PMID 41923359 · PMC13090826 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 8 setups

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  LncADeep 2.0 outperforms LncADeep and other existing tools for lncRNA identification on both GENCODE annotated transcripts and independent RNA-seq data

  lncrna hypertrophic gencode lncrna-protein-mirna mlp-based independent ablation

• Exonic enhancers are a widespread class of dual-function regulatory elements.

  PMID 41927541 · PMC13216554 · Nature communications · 2026 · 8 claims · 8 setups

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  Many protein-coding exons possess enhancer activity across species, forming a class of candidate Exonic Enhancers (cEEs)

  coding k-562 cloned garre1 chip-seq dnase histone

• SMARCB1 missense mutants disrupt SWI/SNF complex stability and remodeling activity.

  PMID 41951591 · PMC13237135 · Nature communications · 2026 · 8 claims · 8 setups

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  RPT2 domain missense mutations disrupt SMARCB1 antiproliferative function by destabilizing the SWI/SNF complex and impairing chromatin remodeling and transcriptional regulation, comparable to nonsense mutations

  g401 smarcb1 cohorts proliferation-based inducible immunoblot

• An artificial intelligence optimized hepatic differentiation unveils NR5A2 and AP-1 transcriptional regulation in hepatic maturation.

  PMID 41962865 · PMC13185932 · The Journal of biological chemistry · 2026 · 7 claims · 8 setups

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  A CNN-based AI algorithm trained on bright-field images of hepatic progenitor cells (HPCs) accurately predicts successful vs. failed differentiation without immunostaining or lineage tracing

  hpsc-derived hlcs cnn-based qpcr flow

• Interpretable, flexible and spatially aware integration of multiple spatial transcriptomics datasets from diverse sources.

  PMID 42045691 · PMC13175893 · Nature genetics · 2026 · 6 claims · 7 setups

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  INSPIRE is a deep-learning method that unifies adversarial learning with a GNN-based encoder and integrated NMF to interpretably integrate multiple spatial transcriptomics datasets

  synthetic dorsolateral brain cortex simulated visium spatial