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).

• Exploration of the shared diagnostic genes and molecular mechanism between obesity and atherosclerosis via bioinformatic analysis.

  PMID 39825072 · PMC11742665 · Scientific reports · 2025 · 8 claims · 8 setups

  Has reproduction · 76

  56 shared genes with consistent expression trend were identified between OB and AS by intersecting WGCNA key module genes with DEGs

  obesity atherosclerosis differential wgcna lasso

• Microglial Fkbp5 Impairs Post-Stroke Vascular Integrity and Regeneration by Promoting Yap1-Mediated Glycolysis and Oxidative Phosphorylation.

  PMID 41355597 · PMC13042415 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

  Has reproduction · 50

  A post-stroke perivascular microglia niche (stroke-VAM) is identified, characterized by low M2 marker expression and elevated glycolysis, OXPHOS, and phagocytic activity

  ipsilateral cx3cr1-cre peri-infarct ischemic scrna-seq snrna-seq immunofluorescence

• A mechanistic model captures the emergence and implications of non-genetic heterogeneity and reversible drug resistance in ER+ breast cancer cells.

  PMID 34316714 · PMC8271219 · NAR cancer · 2021 · 7 claims · 8 setups

  Has reproduction · 85

  EMT and tamoxifen-resistance (TamR) regulatory axes can drive one another, enabling non-genetic heterogeneity via six co-existing phenotypes (ES, ER, HS, HR, MS, MR)

  gene same randomized publicly racipe stochastic randomized

• Comprehensive analysis of peroxisome proliferator-activated receptors to predict the drug resistance, immune microenvironment, and prognosis in stomach adenocarcinomas.

  PMID 38529307 · PMC10962337 · PeerJ · 2024 · 8 claims · 8 setups

  Has reproduction · 58

  PPARA, PPARD and PPARG are more abnormally expressed in STAD samples and cell lines compared to most of 32 cancer types in TCGA

  cancer tcga-stad stomach ges1 rna-seq pearson gsva

• Cancer-wide in silico analyses using differentially expressed genes demonstrate the functions and clinical relevance of JAG, DLL, and NOTCH.

  PMID 39074091 · PMC11285958 · PloS one · 2024 · 7 claims · 8 setups

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  JAG, DLL, and NOTCH family gene/protein expression varies diversely across 15 cancer types relative to normal tissue, sometimes discordant between mRNA and protein levels.

  tumor degs cancer jag bulk proteomics gene

• The Molecular and Functional Landscape of Resistance to FOLFIRI Chemotherapy in Metastatic Colorectal Cancer.

  PMID 40981426 · PMC12877753 · Cancer discovery · 2026 · 8 claims · 7 setups

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  FOLFIRI-resistant PDX tumors show transcriptional upregulation of innate immunity and mitochondrial metabolism genes and reduced expression of DNA polymerase POLD1

  mcrc pdx patients patient-derived drug whole-exome bulk

• Alternative splicing dynamics during human cardiac development in vivo and in vitro.

  PMID 41483812 · PMC12925949 · Stem cell reports · 2026 · 8 claims · 8 setups

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  iPSC-CMs globally resemble prenatal cardiac cells at both the transcriptional and splicing levels

  ipsc-cms heart bulk ipsc-cm immunofluorescence single-cell bulk

• Colorectal microenvironment determines the prognosis of colorectal cancer.

  PMID 41495419 · PMC12868731 · Experimental & molecular medicine · 2026 · 8 claims · 7 setups

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  The colorectal microenvironment (classified via NBT gene expression as tumor-supportive vs healthy) can serve as a prognostic biomarker predicting cancer invasiveness and recurrence

  paired nbt slide bulk bulk 16s single-cell

• Development and validation of an oxidative phosphorylation based prognostic model revealing tumor progression and immune microenvironment in lung adenocarcinoma.

  PMID 41670771 · PMC12996521 · Discover oncology · 2026 · 8 claims · 8 setups

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  OXPHOS activity is significantly elevated in LUAD tumor tissue compared to adjacent normal tissue

  tcga-luad geo lung single-cell bulk ssgsea cibersort

• Increased IL4I1 expression predicts poor survival and modulates the immune microenvironment in acute myeloid leukemia.

  PMID 41680858 · PMC12910993 · Journal of translational medicine · 2026 · 8 claims · 8 setups

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  IL4I1 mRNA expression is significantly elevated in AML compared to normal controls

  tcga-laml bone thp-1-derived thp-1 bulk kaplan-meier deg

• Multimodal learning reveals plants' hidden sensory integration logic.

  PMID 41714925 · PMC13032346 · BMC genomics · 2026 · 8 claims · 8 setups

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  CoMM-BIP (Contrastive Multi-Modal learning with Biologically Informed Priors) integrates transcriptomic, metabolomic, and phenomic data using pathway-guided attention, information-theoretic disentanglement, and domain-aware augmentations

  tomato multimodal transcriptomics metabolomics

• Identification and validation of lymphangiogenesis-related genes for predicting acute myeloid leukemia prognosis: insights from bulk RNA sequencing and single-cell RNA sequencing analyses.

  PMID 41772327 · PMC12979290 · Clinical and experimental medicine · 2026 · 7 claims · 8 setups

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  A 6-LYMRG risk model (ANGPT1, HGF, MAPK8, PCNA, TBL1XR1, TLR4) is the optimal prognostic signature for AML

  gse142698 tcga-laml tcga-laml1 gse116256 differential univariate kaplan-meier

• Fibroblast-associated CTHRC1 as a key indicator of recurrence risk in prostate cancer.

  PMID 41832493 · PMC13101373 · World journal of surgical oncology · 2026 · 7 claims · 8 setups

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  Pathological T stage, N stage, Gleason score, and TP53 mutation are associated with higher PRAD recurrence risk

  tcga geo prad scrna-seq bulk single-cell cell-cell

• Single-cell transcriptomic analysis reveals intra-tumoral heterogeneity and immunotherapy strategies in high-grade serous ovarian cancer.

  PMID 41907410 · PMC13018870 · iScience · 2026 · 8 claims · 8 setups

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  scRNA-seq of 17 HGSOC tissue samples reveals seven major cell types and extensive intra-tumoral heterogeneity

  hgsoc epithelial tcga gse165897 single-cell copy kegg

• Pseudotimecascade Visualizes Gene Expression Cascade in Pseudotime Analysis.

  PMID 41939293 · PMC13047748 · Computational and structural biotechnology journal · 2026 · 8 claims · 6 setups

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  Pseudotimecascade jointly analyzes multiple genes to uncover their relative temporal ordering and stage-specific activation patterns along pseudotime.

  bone genes same scrna-seq single-sample gene

• Integrating single-cell and bulk transcriptomes to reveal prognostic and immunological features of ecDNA-related genes in osteosarcoma.

  PMID 42047819 · PMC13125642 · Cancer immunology, immunotherapy : CII · 2026 · 7 claims · 8 setups

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  A novel ecDNA-related Gene Prognostic Score Model (EGPSM) was constructed using an integrated framework of 101 machine learning algorithm combinations and validated in training, testing, and external cohorts.

  osteosarcoma treatment-naive bulk 143b bulk single-cell cibersort

• Identification of Cell Subpopulation-Specific Driver Genes Reveals Ideal Candidates for Renal Cell Carcinoma Immunotherapy.

  PMID 42074110 · PMC13115843 · International journal of molecular sciences · 2026 · 8 claims · 8 setups

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  25 immune-related candidate driver genes were identified from tumor, myeloid, and lymphoid cell gene regulatory networks (GRNs) using SCENIC and topological Q statistics.

  kidney lymphoid rcc tcga-kirc single-cell scenic genome-wide

• Identification of a prognostic signature based on ammonia metabolism-related genes in clear cell renal cell carcinoma: an integrated analysis of bulk and single-cell transcriptomics.

  PMID 42112332 · PMC13149443 · Frontiers in immunology · 2026 · 7 claims · 8 setups

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  A 6-gene (RGS20, ADA, AICDA, SLC12A5, RUFY4, CDK5RAP3) prognostic risk model was constructed for ccRCC from ammonia death-related genes

  tcga-kirc gse159115 clinical bulk univariate gsea

• 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

• Specific signature biomarkers highlight the potential mechanisms of circulating neutrophils in aneurysmal subarachnoid hemorrhage.

  PMID 36438795 · PMC9685413 · Frontiers in pharmacology · 2022 · 8 claims · 8 setups

  Has reproduction · 80

  A neutrophil-related co-expression gene module (blue module) is significantly associated with aSAH occurrence

  peripheral genes overlapping neutrophil-related microarray weighted kegg