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).

• 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

• Robust transcriptomic hallmarks targeting intratumor heterogeneity in intrahepatic cholangiocarcinoma.

  PMID 41916296 · PMC13130669 · Cell reports. Medicine · 2026 · 8 claims · 8 setups

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  Immune and stromal heterogeneity, rather than genetic variation, are primary drivers of gene expression ITH in iCCA

  multi-region icca four lihv bulk hallmark single-cell

• A reference profile-free deconvolution method to infer cancer cell-intrinsic subtypes and tumor-type-specific stromal profiles.

  PMID 32111252 · PMC7049190 · Genome medicine · 2020 · 8 claims · 8 setups

  Has reproduction · 91

  DeClust is a reference-profile-free deconvolution method that incorporates molecular subtyping directly into the deconvolution process, outputting cohort-level cancer subtype and stromal reference profiles rather than per-individual profiles

  tcga simulated muscle-invasive ccrcc computational simulation-based deconvolution

• 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

• Mitochondrial DNA methylation predicts immunotherapy response and prognosis in lung adenocarcinoma: evidence from scRNA-Seq and machine learning.

  PMID 41663976 · PMC12997902 · BMC cancer · 2026 · 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

• Machine learning-based identification of biomarkers and drugs in immunologically cold and hot pancreatic adenocarcinomas.

  PMID 39152432 · PMC11328457 · Journal of translational medicine · 2024 · 7 claims · 8 setups

  Has reproduction · 42

  PAAD tumors can be consensus-clustered into immunologically hot and cold subtypes based on CIBERSORT-derived immune cell fractions, with significantly different survival outcomes.

  paad degs bulk consensus tumor

• Epigenetic context defines the transcriptional activity of canonical and noncanonical NF-κB signaling in pancreatic cancer.

  PMID 41844578 · PMC13039881 · Cell death discovery · 2026 · 8 claims · 8 setups

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  TNFα is the primary activator of canonical NF-κB signaling via RELA in PDAC

  pdac patient-derived aspc-1 l3.6pl single-cell bulk multiplex

• 5-methylcytosine RNA modification regulators-based patterns and features of immune microenvironment in acute myeloid leukemia.

  PMID 38277218 · PMC10911375 · Aging · 2024 · 8 claims · 8 setups

  Has reproduction · 93

  m5C regulators are differentially expressed between AML and normal samples and correlate with AML prognosis

  tcga aml gse12417 bulk mutation methylation

• Annotation-free prediction of immunotherapy response in melanoma using single-cell transcriptomic data.

  PMID 41758825 · PMC12948085 · PloS one · 2026 · 8 claims · 6 setups

  Full-text index only

  AI-based predictive models built on unannotated scRNA-seq data (cell-by-gene expression matrices) can classify melanoma patients as ICI responders vs. non-responders

  cd45+ scrna-seq independent scrna-seq single-gene-level pathway-level

• 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

• Multi-omics integration and machine learning reveal gut-immune signatures in idiopathic pulmonary fibrosis: insights from bulk RNA-seq, single-cell profiles, spatial transcriptomics, and experimental validation.

  PMID 41939867 · PMC13043422 · Frontiers in immunology · 2026 · 7 claims · 8 setups

  Full-text index only

  CXCL13, IL33, TLR4, and IGF1 are core IPF genes consistently linked to immune infiltration and fibrotic remodeling across bulk, single-cell, spatial, and blood multi-omics data

  lung candidate bulk normalized bulk ppi machine

• The proteomic landscape and temporal dynamics of human and mouse gastruloid development.

  PMID 42032312 · PMC13179132 · Nature cell biology · 2026 · 8 claims · 8 setups

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  Generated a quantitative proteomic, phosphoproteomic, and matched transcriptomic resource across four stages of human and mouse gastruloid development

  escs gastruloids sox2-mcitrine quantitative phosphoproteomics bulk

• Placental gene signatures associated with high neonatal adiposity: role for immune cell activation.

  PMID 41958865 · PMC13061145 · Journal of the Endocrine Society · 2026 · 8 claims · 8 setups

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  A placental transcriptomic signature is associated with high neonatal adiposity

  placental term atlas neonates bulk gene protein-protein

• Neuroscience in the era of functional genomics and systems biology.

  PMID 19829370 · PMC3645852 · Nature · 2009 · 8 claims · 7 setups

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  Omics/discovery-based approaches do not eschew hypotheses but elevate hypothesis testing to high-throughput hypothesis generation and prioritization.

  developing hippocampus bac-transgenic fetal situ gene bac-transgenic

• Evaluating Distribution and Prognostic Value of New Tumor-Infiltrating Lymphocytes in HCC Based on a scRNA-Seq Study With CIBERSORTx.

  PMID 33043022 · PMC7527443 · Frontiers in medicine · 2020 · 6 claims · 8 setups

  Has reproduction · 78

  CIBERSORTx can combine scRNA-seq-derived signature matrices with bulk RNA-seq data to estimate proportions of 11 TIL subsets in HCC tumor and normal tissue

  tcga degs cd4-gzma prognostic scrna-seq cibersortx differential

• Characterization of Human Genes Modulated by Porphyromonas gingivalis Highlights the Ribosome, Hypothalamus, and Cholinergic Neurons.

  PMID 34194426 · PMC8236716 · Frontiers in immunology · 2021 · 8 claims · 8 setups

  Full-text index only

  Genes in the SRP-dependent cotranslational protein targeting to membrane (ER translocation) pathway and ribosomal subunit genes are strongly and specifically enriched for arginine and lysine residues, suggesting high susceptibility to gingipain cleavage.

  protein-coding coli recombinant postmortem proteome-wide gene gingipain

• Cellular insights into transposable elements in Alzheimer's disease.

  PMID 41573740 · PMC12819740 · Frontiers in molecular biosciences · 2025 · 8 claims · 5 setups

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  508 TE loci are differentially expressed in AD brain, with the large majority (84.3%) upregulated, indicating widespread TE activation

  postmortem brain genome genes single-nucleus atac-seq pseudobulk

• Distinct radial glia subtypes regulate midbrain dopaminergic neuron development.

  PMID 41699318 · PMC13061605 · Nature neuroscience · 2026 · 8 claims · 8 setups

  Full-text index only

  Rgl1 is the progenitor of the mesDA neuronal lineage

  embryonic developing wa09 bulk scrna-seq ligand-receptor

• Trans-ethnic association study of blood pressure determinants in over 750,000 individuals.

  PMID 30578418 · PMC6365102 · Nature genetics · 2019 · 7 claims · 8 setups

  Has reproduction

  208 novel common blood pressure SNPs and 53 rare variants were discovered in GWASs of SBP, DBP and pulse pressure in up to 776,078 participants from MVP and collaborating studies.

  multi-ethnic mvp tissues kidney genome-wide exome transcriptome-wide

• Exploring the prognostic and diagnostic value of lactylation-related genes in sepsis.

  PMID 39367086 · PMC11452377 · Scientific reports · 2024 · 8 claims · 7 setups

  Has reproduction · 73

  Intersecting sepsis-associated differentially expressed genes with a curated list of 332 lactylation genes yields 55 sepsis-related lactylation genes.

  peripheral overlapping geo pbmcs bulk kegg protein-protein