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).

• Patterns of somatic mutation in human cancer genomes.

  PMID 17344846 · PMC2712719 · Nature · 2007 · 8 claims · 5 setups

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  Systematic resequencing of a large gene family (protein kinases) across diverse cancers reveals a larger repertoire of cancer genes than previously anticipated

  cancers additional computational combined targeted follow-up statistical

• Developing prognostic gene panel of survival time in lung adenocarcinoma patients using machine learning.

  PMID 35117753 · PMC8799101 · Translational cancer research · 2020 · 8 claims · 5 setups

  Has reproduction · 32

  Naïve Bayes using a 22-gene panel is the best-performing and most stable machine learning model for predicting LUAD survival time (>3 vs <3 years)

  tcga geo rna-seq methylation sequencing

• Proteomic analysis of stage I primary lung adenocarcinoma aimed at individualisation of postoperative therapy.

  PMID 18212748 · PMC2243141 · British journal of cancer · 2008 · 5 claims · 6 setups

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  LC-MS/MS proteomic analysis of stage I lung adenocarcinoma specimens identified myosin IIA and vimentin as candidate biomarker proteins with signal intensities that differed significantly among patient outcome groups

  surgically tryptic set lysates lc-ms mascot immunohistochemistry

• 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

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  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

• Comprehensive analysis of transcriptomics and radiomics revealed the potential of TEDC2 as a diagnostic marker for lung adenocarcinoma.

  PMID 39553728 · PMC11569783 · PeerJ · 2024 · 8 claims · 8 setups

  Has reproduction · 80

  WGCNA identified 214 key genes in the blue module most correlated with LUAD

  tcga-luad merged tedc2-associated a549 wgcna differential machine

• Lysine 63-polyubiquitination guards against translesion synthesis-induced mutations.

  PMID 16789823 · PMC1513265 · PLoS genetics · 2006 · 8 claims · 8 setups

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  K63-polyubiquitin chain formation protects human cells against translesion synthesis-induced mutations by promoting error-free recovery of blocked replication forks.

  a549 western proliferation clonogenic

• Oxidative stress-associated genes TPPP3 and VEGFA in COPD revealed by bulk and single-cell sequencing analysis.

  PMID 41620539 · PMC12916760 · Scientific reports · 2026 · 8 claims · 9 setups

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  76 overlapping genes were identified between COPD-associated DEGs and oxidative stress-related genes.

  lung genecards differentially bronchial bulk database functional

• Robust and efficient annotation of cell states through gene signature scoring.

  PMID 41708334 · PMC12951948 · Genome research · 2026 · 8 claims · 8 setups

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  Established scoring methods (Seurat, SCANPY, UCell, JASMINE) fail to provide robust and comparable score distributions across diverse signatures and experimental conditions, precluding accurate unsupervised cell-state annotation.

  pbmc colorectal esophageal crc scrna-seq cross-implementation signature

• Enabling Single-Cell Drug Response Annotations from Bulk RNA-Seq Using SCAD.

  PMID 36762572 · PMC10104628 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2023 · 7 claims · 7 setups

  Has reproduction · 81

  SCAD, a transfer learning framework integrating adversarial discriminative domain adaptation (ADDA), can infer single-cell drug sensitivities by transferring knowledge from bulk RNA-seq pharmacogenomic data (GDSC) to scRNA-seq target domains

  pan-cancer pc9 451lu a375 bulk scrna-seq computational

• Attention-based deep learning for analysis of pathology images and gene expression data in lung squamous premalignant lesions.

  PMID 41952176 · PMC13188385 · Genome medicine · 2026 · 8 claims · 8 setups

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  A multimodal transformer combining WSIs and gene expression outperforms models trained on either modality alone for classifying bronchial dysplasia or worse vs non-dysplasia.

  endobronchial bronchial colorado jules slide bulk microarray

• A comprehensive toolkit for analyzing cell-free DNA genomic sequencing data in liquid biopsy.

  PMID 42111187 · PMC13157187 · iScience · 2026 · 8 claims · 8 setups

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  cfDNAanalyzer integrates feature extraction, feature processing/selection, and machine learning model building into a single one-command-line toolkit for cfDNA genomic sequencing data

  balanced breast healthy multi-cancer cfdna machine computational

• Detecting aberrant DNA methylation in Illumina DNA methylation arrays: a toolbox and recommendations for its use.

  PMID 37218167 · PMC10208159 · Epigenetics · 2023 · 8 claims · 8 setups

  Has reproduction · 73

  Developed OutlierMeth, an R package that computes probe-specific thresholds and flags DNA methylation outliers from array data

  normal blood tcga gse40279 illumina logistic unsupervised

• Rapid detection, cloning and molecular cytogenetic characterisation of sequences from an MRP-encoding amplicon by chromosome microdissection.

  PMID 8018546 · PMC2033297 · British journal of cancer · 1994 · 7 claims · 6 setups

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  Chromosome microdissection can be used to rapidly detect, clone and cytogenetically characterise amplified sequences from hsrs/dmins in drug-resistant cells

  ht1080 normal h69ar hsr micro-fish chromosome southern

• CanSig Benchmarks Methods for Reproducible Cancer Cell State Discovery from Single-Cell Transcriptomic Data.

  PMID 41231245 · PMC13053056 · Cancer research · 2026 · 7 claims · 7 setups

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  CanSig is a comprehensive benchmarking tool for evaluating computational methods that identify shared transcriptional signatures in cancer from scRNA-seq data

  neftel kim scrna-seq same scrna-seq ground-truth robustness

• 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

• The GENEVA platform models tumor mosaicism to reveal variations of responses to KRAS inhibitors and identify improved drug combinations.

  PMID 41735640 · PMC13035475 · Nature cancer · 2026 · 8 claims · 8 setups

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  GENEVA is a scalable single-cell-resolution platform for measuring drug responses across genetically diverse pooled 2D/3D cultures and xenograft models

  pooled pool nsg mosaic scrna-seq crispri mitotracker