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).

• Developing a thyroid cancer differentiation state classification system using deep residual networks and metabolic signature profiling.

  PMID 40993300 · PMC12460824 · NPJ digital medicine · 2025 · 8 claims · 7 setups

  Has reproduction

  A ResNet classifier built on a 10-gene metabolic signature distinguishes all thyroid cancer differentiation states with ~92.7% average accuracy.

  fuscc epithelial aggregated untargeted whole-exome bulk

• Genomic and mutational profiling to assess clonal relationships between multiple non-small cell lung cancers.

  PMID 19671847 · PMC2892178 · Clinical cancer research : an official journal of the American Association for Cancer Research · 2009 · 8 claims · 5 setups

  Full-text index only

  Genomic profiling by aCGH can distinguish clonal tumors from independent primaries with high confidence by identifying matching versus non-matching regions of allelic gain/loss.

  fresh-frozen same banked resected array mutational pcr

• High DNA methylation age deceleration defines an aggressive phenotype with immunoexclusion environments in endometrial carcinoma.

  PMID 37388735 · PMC10303802 · Frontiers in immunology · 2023 · 8 claims · 8 setups

  Has reproduction · 76

  Almost 90% of TCGA EC tumors exhibit DNA methylation age deceleration (DNAmad) relative to patient chronological age as assessed by the Horvath clock

  tumors metastatic methylation bulk kegg

• An individualized causal framework for learning intercellular communication networks that define microenvironments of individual tumors.

  PMID 36548438 · PMC9822106 · PLoS computational biology · 2022 · 8 claims · 7 setups

  Has reproduction · 67

  An individualized causal analysis framework can discover tumor-specific intercellular communication networks (ICNs) from transcriptomic data

  hnscc pooled cd45+ cd8+ single-cell nhdp celda

• iBRIDGE: A Data Integration Method to Identify Inflamed Tumors from Single-cell RNA-Seq Data and Differentiate Cell Type-Specific Markers of Immune-Cell Infiltration.

  PMID 37023414 · PMC10236149 · Cancer immunology research · 2023 · 8 claims · 8 setups

  Has reproduction · 94

  Malignant cells cluster by patient in scRNA-seq data while immune and stromal cells cluster by cell type, making malignant cells uniquely suited to carry patient-level inflamed/cold signal

  nsclc coad brca tcga scrna-seq bulk rna-seq

• Interpretable and integrative analysis of single-cell multiomics with scMKL.

  PMID 40770488 · PMC12328712 · Communications biology · 2025 · 8 claims · 7 setups

  Has reproduction · 65

  scMKL combines multiple kernel learning with random Fourier features and group Lasso to jointly model transcriptomic and epigenomic single-cell data interpretably

  mcf-7 t-47d small prostate 10x scrna-seq sciatac-seq

• Intratumoral heterogeneity in microsatellite instability status at single-cell resolution.

  PMID 41767255 · PMC12936829 · iScience · 2026 · 8 claims · 8 setups

  Has reproduction · 100

  MSI status can be heterogeneous at the single-cell level within a tumor, challenging its use as a binary biomarker

  cancer aggregate single-cell homogeneously single-cell msi cancer

• Expression genomics in breast cancer research: microarrays at the crossroads of biology and medicine.

  PMID 17397520 · PMC1868923 · Breast cancer research : BCR · 2007 · 8 claims · 8 setups

  Full-text index only

  Genome-wide expression microarray studies reveal transcriptional networks/signatures that explain breast cancer biological and clinical heterogeneity

  breast early-stage diffuse dlbcl gene

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

  PMID 37509188 · PMC10377046 · Biomolecules · 2023 · 8 claims · 3 setups

  Has reproduction · 89

  Graph Random Forest (GRF) embeds graph/network information directly into the decision-tree building process by splitting on features in the k-hop neighborhood of a data-driven head-splitting node.

  scale-free non-small embryonic simulation rna-seq

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

  PMID 35117753 · PMC8799101 · Translational cancer research · 2020 · 7 claims · 4 setups

  Has reproduction · 32

  A panel of 22 genetic features with Naïve Bayes can predict whether lung adenocarcinoma patient survival time is >3 years (accuracy=75%, AUC=0.81).

  tcga-luad geo bulk expression methylation

• Single-Cell Transcriptome Analysis Revealed Heterogeneity and Identified Novel Therapeutic Targets for Breast Cancer Subtypes.

  PMID 37190091 · PMC10137100 · Cells · 2023 · 8 claims · 8 setups

  Has reproduction · 54

  Single-cell transcriptomic analysis of EPCAM+Lin- epithelial cells identified unique gene signatures/markers that distinguish ER+, HER2+, ER+HER2+, and TNBC molecular subtypes

  breast epcam+cd45-cd8a-cd4-cd19-cd3e cancer identified single-cell differential crispr-cas9

• High-resolution aCGH and expression profiling identifies a novel genomic subtype of ER negative breast cancer.

  PMID 17925008 · PMC2246289 · Genome biology · 2007 · 7 claims · 8 setups

  Full-text index only

  A novel subtype of high-grade ER-negative breast cancer exists, characterized by a low genomic instability index (GII)

  breast computational array-cgh gene bac

• Frameshift mutations in coding repeats of protein tyrosine phosphatase genes in colorectal tumors with microsatellite instability.

  PMID 19000305 · PMC2586028 · BMC cancer · 2008 · 7 claims · 6 setups

  Full-text index only

  16 PTP candidate genes containing coding mononucleotide repeats (cMNR) of at least 7 units were identified via bioinformatic analysis and screened in MSI-H cell lines, cancers, and adenomas

  msi-h genome colorectal fragment bioinformatic sequencing

• Integrative genomics analysis of chromosome 5p gain in cervical cancer reveals target over-expressed genes, including Drosha.

  PMID 18559093 · PMC2440550 · Molecular cancer · 2008 · 7 claims · 6 setups

  Full-text index only

  Gain of chromosome 5p is the most frequent genomic alteration in invasive cervical cancer

  cervical tumors pap tumor snp fluorescence fish

• Glioblastoma subclasses can be defined by activity among signal transduction pathways and associated genomic alterations.

  PMID 19915670 · PMC2771920 · PloS one · 2009 · 8 claims · 6 setups

  Full-text index only

  Proteomic analysis of glioma samples reveals three signaling subclasses of GBM associated with predominant EGFR activation, PDGFR activation, or loss of NF1

  surgical standardized glioma gbm western principal k-means

• Molecular tumor profiling: translating genomic insights into clinical advances.

  PMID 15287965 · PMC507868 · Genome biology · 2004 · 8 claims · 8 setups

  Full-text index only

  Gene-expression profiling can distinguish BRCA1- and BRCA2-linked breast tumors from sporadic breast tumors with similar hormone-receptor status

  breast ovarian panel tumor gene-expression candidate-gene large-scale

• SelTarbase, a database of human mononucleotide-microsatellite mutations and their potential impact to tumorigenesis and immunology.

  PMID 19820113 · PMC2808963 · Nucleic acids research · 2010 · 7 claims · 6 setups

  Full-text index only

  SelTarbase is a curated relational database of published mononucleotide-repeat mutation data from MSI-H human colorectal, gastric, endometrial tumors and colon cancer cell lines.

  msi-h aggregated genome mnr sigmoid genome-wide

• Extensive androgen receptor enhancer heterogeneity in primary prostate cancers underlies transcriptional diversity and metastatic potential.

  PMID 36450752 · PMC9712620 · Nature communications · 2022 · 8 claims · 8 setups

  Has reproduction · 70

  AR enhancer/chromatin binding usage is highly heterogeneous between primary prostate tumors, with <5% of all AR binding sites shared by half of tumors analyzed.

  prostate normal ar+ pca chip-seq rna-seq massively

• Epidemiology of doublet/multiplet mutations in lung cancers: evidence that a subset arises by chronocoordinate events.

  PMID 19005564 · PMC2579325 · PloS one · 2008 · 8 claims · 7 setups

  Full-text index only

  Doublet mutations are significantly more frequent in EGFR (6.0%) and TP53 (2.3%) in human lung cancer than spontaneous doublets in mouse lacI (0.7%), about 8-fold and 3-fold higher respectively.

  egfr tp53 laci lung literature comparative statistical

• Social and ethical implications of genomics, race, ethnicity, and health inequities.

  PMID 19000599 · PMC2892396 · Seminars in oncology nursing · 2008 · 8 claims · 5 setups

  Full-text index only

  Race and ethnicity are increasingly viewed as genetic surrogates for predicting disease risk and treatment response, though directly assessing genomic and environmental factors is more accurate.

  population prostate non-small-cell breast genome-wide gene somatic