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).

• 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

• Molecular Classification Models for Triple Negative Breast Cancer Subtype Using Machine Learning.

  PMID 34575658 · PMC8472680 · Journal of personalized medicine · 2021 · 7 claims · 4 setups

  Has reproduction · 86

  TNBC can be divided into four gene-expression-defined subtypes: BLIA, BLIS, MES, and LAR

  tnbc unique 719-gene gene term machine

• RaMBat: Accurate identification of medulloblastoma subtypes from diverse data sources with severe batch effects.

  PMID 41571436 · PMC13060657 · Molecular oncology · 2026 · 7 claims · 5 setups

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  RaMBat achieves a median accuracy of 99% across 13 independent benchmark datasets, significantly outperforming state-of-the-art MB subtyping methods and conventional ML classifiers

  medulloblastoma gse85217 ger microarray bulk intrasample

• Integrated genomics identifies five medulloblastoma subtypes with distinct genetic profiles, pathway signatures and clinicopathological features.

  PMID 18769486 · PMC2518524 · PloS one · 2008 · 8 claims · 4 setups

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  Unsupervised clustering of expression profiles from 62 medulloblastomas identifies 5 molecular subtypes (A–E)

  relapsed medulloblastoma independent expression array targeted

• Systematic annotation of orphan RNAs reveals blood-accessible molecular barcodes of cancer identity and cancer-emergent oncogenic drivers.

  PMID 41579861 · PMC12923976 · Cell reports. Medicine · 2026 · 8 claims · 8 setups

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  oncRNA binary presence-absence patterns constitute digital molecular barcodes that capture cancer type and subtype identity

  tcga exrna cptac mda-mb-231 small machine atac-seq

• 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

• Hierarchical classification-based pan-cancer methylation analysis to classify primary cancer.

  PMID 38066424 · PMC10709847 · BMC bioinformatics · 2023 · 8 claims · 8 setups

  Has reproduction · 83

  CHCT, a two-tier hierarchical classification tool built from methylation data, accurately classifies primary cancer type across 30 cancer types.

  tumor clinical methylation clustered methylation unsupervised anova

• Computer-aided identification of polymorphism sets diagnostic for groups of bacterial and viral genetic variants.

  PMID 17672919 · PMC1973086 · BMC bioinformatics · 2007 · 6 claims · 8 setups

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  The Not-N algorithm, incorporated into the Minimum SNPs program, identifies small marker sets diagnostic for user-defined subgroups of genetic variants with 0% false negatives

  hcv campylobacter yersinia clostridium snp comparative cgh

• Direct evidence of extensive diversity of HIV-1 in Kinshasa by 1960.

  PMID 18833279 · PMC3682493 · Nature · 2008 · 7 claims · 8 setups

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  Recovered and characterized HIV-1 sequences (DRC60) from a 1960 Bouin's-fixed paraffin-embedded lymph node biopsy from Léopoldville, Belgian Congo

  archival hiv-1-positive cdna concatenated rt-pcr quantitative pcr

• Discovery of molecular subtypes in leiomyosarcoma through integrative molecular profiling.

  PMID 19901961 · PMC2820592 · Oncogene · 2010 · 8 claims · 6 setups

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  Unsupervised gene expression clustering identifies 3 reproducible molecular subtypes of LMS (Group I/muscle-enriched, Group II, Group III)

  lms independent soft gene array immunohistochemistry

• Single-cell profiling of trabecular meshwork identifies mitochondrial dysfunction in a glaucoma model that is protected by vitamin B3 treatment.

  PMID 41556506 · PMC12818872 · eLife · 2026 · 8 claims · 8 setups

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  Mouse TM contains three molecularly distinct, reproducible cell subtypes (TM1, TM2, TM3) identified by scRNA-seq and validated by IF/ISH

  limbal lmx1b scrna-seq snatac-seq immunofluorescence

• Patient-derived kidney organoids recapitulate ADPKD and facilitate the identification of Rho pathway inhibitors as candidate therapeutics.

  PMID 41946363 · PMC13130689 · Cell reports. Medicine · 2026 · 8 claims · 8 setups

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  Multi-lineage adult renal organoids (MAROs) can be established directly from adult human kidney tissue and expanded long-term while retaining proximal tubule and collecting duct lineages

  maros patient-derived pkd_orgs bulk single-cell immunofluorescence

• Integrative analysis of transcriptomic data reveals a predictive gene signature for chemoradiotherapy response in rectal cancer.

  PMID 41550766 · PMC12803930 · iScience · 2026 · 8 claims · 8 setups

  Has reproduction · 50

  A 186-gene signature predictive of nCRT response was derived from integrating six GEO transcriptomic datasets using machine learning.

  pre-treatment combined larc 186-gene differential machine molecular

• Predicting survival within the lung cancer histopathological hierarchy using a multi-scale genomic model of development.

  PMID 16800721 · PMC1483910 · PLoS medicine · 2006 · 8 claims · 8 setups

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  Multi-scale genomic similarities exist between four human lung cancer subtypes and the developing mouse lung, and these similarities are prognostically meaningful.

  perfused lung microarray principal wilcoxon

• Defining human diabetic nephropathy on the molecular level: integration of transcriptomic profiles with biological knowledge.

  PMID 18704688 · PMC2597685 · Reviews in endocrine & metabolic disorders · 2008 · 8 claims · 8 setups

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  Genetic predisposition determines susceptibility and rate of progression to ESRD in diabetic patients, in addition to environmental factors

  kidney proximal pbmcs macrophages gene qrt-pcr immunohistochemistry

• Synthetic super-enhancers enable precision viral immunotherapy.

  PMID 41951744 · PMC13149004 · Nature · 2026 · 8 claims · 8 setups

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  Synthetic super-enhancers (SSEs) assembled from validated 160 bp SOX2/SOX9-bound enhancer fragments achieve strong and highly selective transcriptional activity in glioblastoma stem cells (GSCs)

  gsc7 patient-derived seven id2904 luciferase flow chip-seq

• Scalable Prediction of Acute Myeloid Leukemia Using High-Dimensional Machine Learning and Blood Transcriptomics.

  PMID 31918046 · PMC6992905 · iScience · 2020 · 8 claims · 8 setups

  Has reproduction · 96

  Assembled the largest reference blood gene expression profiling (GEP) dataset for AML to date: 12,029 samples from 105 studies across three platforms.

  peripheral datasets hg-u133 disjoint bulk machine deep

• Graph Random Forest: A Graph Embedded Algorithm for Identifying Highly Connected Important Features.

  PMID 37509188 · PMC10377046 · Biomolecules · 2023 · 8 claims · 6 setups

  Has reproduction · 89

  GRF identifies effective features that form highly connected sub-graphs on the underlying biological network

  synthetic tcga embryonic simulation sub-graph reproducibility