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).

• A longitudinal single-cell and spatial multiomic atlas of pediatric high-grade glioma.

  PMID 42030938 · PMC13198283 · Cell reports. Medicine · 2026 · 8 claims · 8 setups

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  A multiomic (snRNA-seq, snATAC-seq, WGS, CODEX) atlas defines a core set of pHGG neoplastic cell states shared across molecular subtypes

  phgg neoplastic fetal single-nucleus whole-genome codex

• Expression Patterns of Immune Genes Reveal Heterogeneous Subtypes of High-Risk Neuroblastoma.

  PMID 32629858 · PMC7408437 · Cancers · 2020 · 8 claims · 8 setups

  Has reproduction · 73

  Unsupervised biclustering of 283 NB-specific immune genes stratifies HR-NB into two reproducible subtypes: ultra-high-risk (UHR-NB) and (revised) HR-NB.

  pediatric target cohorts neuroblastoma bulk spectral kaplan-meier

• Construction of a SEMA3 family-based model to predict prognosis and molecular subtypes in pancreatic ductal adenocarcinoma.

  PMID 41792569 · PMC13079247 · Discover oncology · 2026 · 8 claims · 8 setups

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  SEMA3 family expression defines two molecular subtypes (A and B) of PDAC with significantly different overall survival

  pdac bulk ssgsea differential

• Identifying Molecular Subtypes and 6-Gene Prognostic Signature Based on Hypoxia for Optimizing Targeted Therapies in Non-Small Cell Lung Cancer.

  PMID 35509605 · PMC9058021 · International journal of general medicine · 2022 · 8 claims · 8 setups

  Has reproduction · 59

  NSCLC samples can be classified into two molecular subtypes (C1 and C2) based on hypoxia-related gene expression via consensus clustering

  tcga-nsclc geo bulk microarray unsupervised

• EMTscore infers divergent EMT pathways from omics data and enables rapid screening for EMT-associated gene sets.

  PMID 42097304 · PMC13186194 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 4 setups

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  EMTscore is an R package providing efficient, unbiased scoring of multiple EMT pathways from single-cell or bulk omics data

  small a549 trunk bulk scrna-seq

• Molecular subtype of recurrent implantation failure reveals distinct endometrial etiology of female infertility.

  PMID 40660214 · PMC12257665 · Journal of translational medicine · 2025 · 8 claims · 8 setups

  Has reproduction · 68

  RIF endometrial samples segregate into two reproducible molecular subtypes: an immune-driven subtype (RIF-I) and a metabolic-driven subtype (RIF-M)

  endometrial in-house bulk rif-degs meta-analysis sequencing immune

• Unveiling the NEFH+ malignant cell subtype: Insights from single-cell RNA sequencing in prostate cancer progression and tumor microenvironment interactions.

  PMID 39759507 · PMC11695424 · Frontiers in immunology · 2024 · 8 claims · 8 setups

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  A malignant cell subtype in PCa with high expression of NEFH was identified, located at the differentiation terminal, showing higher malignancy and association with advanced tumor lesions.

  pca malignant tcga mda single-cell infercnv pseudotime

• Integrated transcriptomic landscape of medulloblastoma and ependymoma reveals novel tumor subtype-specific biology.

  PMID 41159380 · PMC12979040 · Neuro-oncology · 2026 · 8 claims · 8 setups

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  A unified UMAP-based transcriptomic landscape built from 888 medulloblastoma and 370 ependymoma tumors reveals distinct clusters corresponding to known and novel molecular subtypes.

  medulloblastoma ependymoma healthy shh bulk fusion copy

• Multimodal profiling of pancreatic cancer reveals a TIMP-1-dominated secretory profile determining pro-tumor immunoinstruction in human cancers.

  PMID 41564862 · PMC12866174 · Cell reports. Medicine · 2026 · 8 claims · 8 setups

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  A 19-factor cancer-immunoinstructive secretory signature (CISS) is present across multiple human cancers and correlates with pro-tumorigenic tumor microenvironments and poor patient survival.

  pancreatic kpc pdac tcga-paad rna-seq bulk proteomics

• DeCAF defines clinical fibroblast subtypes and multidimensional tumor-stroma crosstalk shaping prognosis and immunotherapy response.

  PMID 41707654 · PMC12923980 · Cell reports. Medicine · 2026 · 8 claims · 8 setups

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  DeCAF is a single-sample kTSP classifier using 9 TSP gene pairs that predicts proCAF vs restCAF subtypes from bulk expression data

  pdac cptac external elyada-sc bulk single-sample classifier

• scTWAS: a powerful statistical framework for single-cell transcriptome-wide association studies.

  PMID 41820391 · PMC13121454 · Nature communications · 2026 · 8 claims · 5 setups

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  scTWAS uses a latent-variable expression-measurement model combined with a moment-based regression to more accurately estimate genetic regulation of gene expression from single-cell data, improving GReX prediction across cell types and datasets

  onek1k-derived onek1k-based immune brain simulated two-sample stage

• Perturbation of placental protein glycosylation by endoplasmic reticulum stress promotes maladaptation of maternal hepatic glucose metabolism.

  PMID 36660474 · PMC9843443 · iScience · 2023 · 8 claims · 8 setups

  Has reproduction · 71

  ER stress reduces the complexity and sialylation of trophoblast protein N-glycosylation

  bewo eif2s1 umbilical placenta maldi-tof western rt-pcr

• Assessment tool based on fatty acid metabolic signatures for predicting the prognosis and treatment response in bladder cancer.

  PMID 38076064 · PMC10703629 · Heliyon · 2023 · 8 claims · 8 setups

  Has reproduction · 71

  Consensus clustering of prognosis-related fatty acid metabolism genes (FAMGs) identifies three molecular subtypes of BLCA (FAMC1, FAMC2, FAMC3) with distinct prognoses and tumor microenvironments

  tcga-blca famc1-3 differentially gse32894 bulk consensus gene

• Metabolic reprogramming and prognostic insights in molecular landscapes driven by glycolysis in ovarian cancer.

  PMID 40707588 · PMC12290113 · Scientific reports · 2025 · 7 claims · 8 setups

  Has reproduction · 77

  457 differentially expressed GRGs were identified between OC and normal ovarian tissue, of which 30 were significantly associated with prognosis

  tcga-oc tcga-oc-gse26193 ov_gse154600 iose-80 bulk univariate copy

• Classification of ALS molecular subtypes: a literature review on machine learning applications and their clinical value.

  PMID 41731547 · PMC13037183 · BMC medicine · 2026 · 8 claims · 5 setups

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  Unsupervised ML analysis of ALS transcriptomes consistently identifies molecular subtypes reflecting distinct biological processes, primarily oxidative stress (ALS-Ox) and glial activation/neuroinflammation (ALS-Glia), found in every study reviewed.

  post-mortem peripheral bulk rna-seq blood

• Ectopic NMDAR expression in cancer unmasks germline-encoded autoimmunity.

  PMID 41882353 · PMC13216075 · Nature · 2026 · 8 claims · 8 setups

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  GluN1 and GluN2B NMDAR subunits are ectopically expressed in cancer cells of human TNBC tumours

  breast tnbc 4t1-nmdar orthotopic bulk spatial immunofluorescence

• Cross-tissue atlas of mucosa-associated lymphoid tissue lymphomas reveals intratumoral heterogeneity and microenvironmental subtypes.

  PMID 42066772 · PMC13198276 · Cell reports. Medicine · 2026 · 8 claims · 8 setups

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  Integrative bulk, single-nucleus, and spatial RNA-seq analysis identifies three LME subtypes in MALT lymphoma: LME1 (mesenchymal), LME2 (inflammatory), and LME3 (depleted).

  malt ffpe snrna-seq-derived snrna-seq bulk single-nucleus spatial

• 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

• Machine Learning-Based Integrated Analysis of PANoptosis Patterns in Acute Myeloid Leukemia Reveals a Signature Predicting Survival and Immunotherapy.

  PMID 38322112 · PMC10846924 · International journal of clinical practice · 2024 · 8 claims · 8 setups

  Has reproduction · 71

  AML cases can be categorized into two distinct PANRG (PANoptosis-related gene) clusters with differentially expressed prognostic genes (PRDEGs)

  aml hovon cancer tcga bulk consensus machine

• Comprehensive analysis of mitophagy in HPV-related head and neck squamous cell carcinoma.

  PMID 37161060 · PMC10170109 · Scientific reports · 2023 · 8 claims · 8 setups

  Has reproduction · 73

  Mitophagy affects tumour development, immune cell infiltration, and prognosis in HPV-associated HNSCC

  hnscc hpv-positive combined rna-seq microarray qrt-pcr