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).

• Single-cell epigenetic and transcriptomic states across the continuum of monoclonal B cell lymphocytosis to chronic lymphocytic leukemia.

  PMID 41987205 · PMC13192028 · Genome biology · 2026 · 8 claims · 6 setups

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  The HC-MBL to CLL transition shows subclonal, epigenetic and transcriptomic stability, consistent with a continuous disease spectrum rather than distinct evolutionary phases.

  cd19+ lc-mbl single scrna-seq mtscatac-seq asap-seq

• Digital sorting of complex tissues for cell type-specific gene expression profiles.

  PMID 23497278 · PMC3626856 · BMC bioinformatics · 2013 · 8 claims · 8 setups

  Has reproduction · 85

  The Digital Sorting Algorithm (DSA) deconvolves mixed tissue expression into cell type-specific profiles using only marker genes, without requiring prior knowledge of cell type frequencies or in vitro pure-cell profiles.

  liver im-9 immune deconvolved microarray simulation roc

• Solute exchange through gap junctions lessens the adverse effects of inactivating mutations in metabolite-handling genes.

  PMID 36107487 · PMC9534548 · eLife · 2022 · 8 claims · 8 setups

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  Colorectal cancer (CRC) cells are coupled by gap junctions assembled predominantly from Cx26 (GJB2)

  colorectal normal crc microarray tcga single-cell

• Single-nucleus ATAC-seq analysis resolves chromatin and transcriptional features of fibrolamellar carcinoma.

  PMID 41865105 · PMC13144680 · Scientific reports · 2026 · 8 claims · 5 setups

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  snATAC-seq resolves cell-type specific chromatin accessibility, microRNA activity, transcription factor networks, and super enhancer usage in FLC tumors versus non-malignant liver (NML).

  flc bulk snatac-seq snrna-seq single-nucleus bulk motif

• LRP1 as a potential diagnostic and immunomodulatory target in endometriosis: evidence from multi-omics and single-cell analyses.

  PMID 42064072 · PMC13124487 · Frontiers in immunology · 2026 · 8 claims · 8 setups

  Has reproduction · 49

  LRP1 is a hub gene with the highest diagnostic performance among 30 candidate hub genes identified by machine learning

  ectopic geo gse5108 training microarray wgcna machine

• Identifying clinically relevant cell state interactions in the tumor microenvironment of IDH-mutant gliomas using CSI-TME.

  PMID 41807578 · PMC13230996 · Molecular systems biology · 2026 · 7 claims · 8 setups

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  CSI-TME is a computational pipeline that deconvolves bulk tumor RNA-seq into cell-type-specific expression (via CODEFACS), infers transcriptional states per cell type via ICA, and identifies IC pairs from two cell types whose joint activity is associated with survival via Cox regression

  idh-mutant tcga cgga deconvolved scrna-seq bulk independent

• Stress testing reveals selective vulnerabilities in protein homeostasis.

  PMID 41575849 · PMC13040462 · Cell reports · 2026 · 8 claims · 8 setups

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  Tn-seq fitness profiling across strains lacking major chaperones/proteases under proteotoxic stress reveals stress- and strain-specific fitness determinants otherwise masked by redundancy

  caulobacter transposon growth sequencing

• Tumor cell villages define the co-dependency of tumor and microenvironment in liver cancer.

  PMID 41723121 · PMC12932787 · Nature communications · 2026 · 8 claims · 8 setups

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  Different tumor cell transcriptomic states organize into distinct spatial clusters, or 'villages', each supported by a unique surrounding microenvironment

  liver malignant non-malignant tumor single-cell immunofluorescence non-negative

• Integrative omics and experimental validation reveal METTL17 and SLC27A1 as biomarkers and potential therapeutic targets in chronic kidney disease.

  PMID 41766913 · PMC12946038 · Frontiers in immunology · 2026 · 8 claims · 8 setups

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  METTL17 and SLC27A1 are identified as consistently dysregulated key genes bridging mitochondrial dysfunction and macrophage polarization in CKD

  kidney peripheral uuo bulk single-cell cibersort

• Spatiotemporal Transcriptomics Characterizes Immune Microenvironment During Mouse Liver Aging.

  PMID 42010880 · PMC13096584 · Aging cell · 2026 · 8 claims · 8 setups

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  T cells are the immune cell population with the most pronounced transcriptomic alterations during liver aging

  liver nash cirrhotic hcc scrna-seq snrna-seq stereo-seq

• Identification and validation of prognostic genes related to glycolysis and M2 macrophage in hepatocellular carcinoma: an integrated analysis of bulk RNA sequencing and single-cell RNA sequencing.

  PMID 41766871 · PMC12935947 · Frontiers in immunology · 2026 · 8 claims · 8 setups

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  52 candidate genes were identified at the intersection of glycolysis-related genes (GRGs), M2 macrophage-related genes (MRGs), and HCC-vs-control DEGs (DEGs2).

  tcga-lihc gse149614 key hcc bulk immune cox

• Mitochondrial localization and function of a subset of 22q11 deletion syndrome candidate genes.

  PMID 18775783 · PMC2729512 · Molecular and cellular neurosciences · 2008 · 8 claims · 8 setups

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  Six 22q11 genes (Mrpl40, Prodh, Slc25a1, Txnrd2, T10, Zdhhc8) encode proteins that localize to mitochondria, including neuronal/synaptic mitochondria.

  orthologues nih-3t3 3t3 mefs bioinformatic egfp co-transfection

• Characterizing gene perturbations in single cells via network divergence analysis.

  PMID 41965857 · PMC13249949 · Nature communications · 2026 · 8 claims · 8 setups

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  scDNS quantifies gene-specific functional perturbations by measuring Jensen-Shannon divergence between condition-specific gene interaction network configurations

  ipsc-derived embryonic panc-1 triple scrna-seq single-nucleus

• Metabolite-Centric Reporter Pathway and Tripartite Network Analysis of Arabidopsis Under Cold Stress.

  PMID 30258841 · PMC6143811 · Frontiers in bioengineering and biotechnology · 2018 · 8 claims · 8 setups

  Has reproduction · 83

  Metabolite-centric reporter pathway analysis (RPAm) computes reporter metabolites and reporter pathways from transcriptome P-values by aggregating Z-scores of neighboring genes in a genome-scale metabolic network

  arabidopsis gene-metabolite-pathway tripartite microarray metabolite-centric reporter

• Cell-Type-Specific Gene Modules Related to the Regional Homogeneity of Spontaneous Brain Activity and Their Associations With Common Brain Disorders.

  PMID 33958982 · PMC8093778 · Frontiers in neuroscience · 2021 · 8 claims · 6 setups

  Has reproduction · 59

  Fourteen gene modules were consistently (Bonferroni-corrected) associated with ReHo across a discovery sample and two independent replication samples (including one non-Chinese HCP cohort).

  healthy postmortem ahba neocortex resting-state microarray weighted

• KEGG spider: interpretation of genomics data in the context of the global gene metabolic network.

  PMID 19094223 · PMC2646283 · Genome biology · 2008 · 8 claims · 8 setups

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  KEGG spider, using a global 'pathway-free' metabolic network framework, provides deeper insight into metabolism variations than existing enrichment-based methods.

  diffuse-type liver renal anaplastic differential proteomic proteomics

• Deconvolving cell-type-specific gene expression profiles from bulk RNA-seq samples.

  PMID 41886524 · PMC13038110 · PLoS computational biology · 2026 · 8 claims · 6 setups

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  BLUE, a U-Net-based deep learning model with dual branches (U-Net for GEPs, MLP for proportions), accurately predicts cell-type proportions and cell-type-specific gene expression profiles from bulk RNA-seq.

  pbmc pancreatic aml scrna-seq-derived real scrna-seq

• Unveiling gene perturbation effects through gene regulatory networks inference from single-cell transcriptomic data.

  PMID 41984780 · PMC13082667 · PLoS computational biology · 2026 · 7 claims · 4 setups

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  IGNITE is an unsupervised framework that infers directed, weighted, and signed GRNs directly from unperturbed scRNA-seq data using the inverse problem for a kinetic Ising model.

  pluripotent scrna-seq gene perturbation

• Innate immune modulation by RNA viruses: emerging insights from functional genomics.

  PMID 18654572 · PMC7097543 · Nature reviews. Immunology · 2008 · 8 claims · 7 setups

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  Influenza virus signals primarily through RIG-I to induce ISG expression, while West Nile virus signals through both RIG-I and MDA5 cooperatively.

  embryonic liver brain serial gene-expression computational

• 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

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  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