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).

• Specific Marker Gene Analysis for Primary Central Nervous System Lymphoma Based on Methylation Difference and Development of Detection Primers.

  PMID 41097902 · PMC12528802 · Brain and behavior · 2025 · 7 claims · 5 setups

  Has reproduction · 62

  450K microarray analysis identified 26 overlapping differential methylation sites distinguishing PCNSL from CNS and non-CNS groups

  tcga ccle clinical pcnsl 450k rrbs roc

• A systems-level analysis of the mutually antagonistic roles of RKIP and BACH1 in dynamics of cancer cell plasticity.

  PMID 37963558 · PMC10645512 · Journal of the Royal Society, Interface · 2023 · 8 claims · 7 setups

  Has reproduction · 95

  RKIP and BACH1 are negatively correlated with each other across most cancer types in TCGA

  tcga er+ ccle computational spearman correlation gene

• Multi-scale integrative analyses identify THBS2(+) cancer-associated fibroblasts as a key orchestrator promoting aggressiveness in early-stage lung adenocarcinoma.

  PMID 35547750 · PMC9065207 · Theranostics · 2022 · 8 claims · 8 setups

  Has reproduction · 68

  THBS2 is a tumor size-independent biomarker that robustly predicts post-surgical OS and RFS in multiple independent early-stage LUAD cohorts

  tcga paired thbs2+ scrna-seq wgcna scrna-seq gsea

• Fast, accurate, and racially unbiased pan-cancer tumor-only variant calling with tabular machine learning.

  PMID 36611079 · PMC9825621 · NPJ precision oncology · 2023 · 8 claims · 8 setups

  Has reproduction

  Tree-based (XGBoost, LightGBM) and deep-learning (TabNet) tabular ML classifiers achieve state-of-the-art somatic vs germline classification in tumor-only WES samples, outperforming PureCN.

  tcga same metastatic tumor-only whole-exome wes copy-number

• Pan-cancer evaluation of regulated cell death to predict overall survival and immune checkpoint inhibitor response.

  PMID 38538696 · PMC10973470 · NPJ precision oncology · 2024 · 8 claims · 8 setups

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  RCD score, defined as the sum of ssGSEA scores of 18 RCD signatures, quantifies overall RCD signaling in a sample

  tcga gtex scrna-seq cancer bulk scrna-seq transcriptomic

• Holliday junction recognition protein (HJURP) could reflect the clinical outcomes of lung adenocarcinoma patients, and impact the choice of precision therapy.

  PMID 39649097 · PMC11621083 · Frontiers in genetics · 2024 · 7 claims · 8 setups

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  HJURP is a significant prognostic biomarker in LUAD, with high expression associated with increased risk of overall survival death across four independent cohorts

  tcga-luad best brain advanced bulk kaplan-meier pearson

• Integrative microRNA and transcriptome analysis reveals sex-specific molecular divergence in human bladder cancer.

  PMID 41578372 · PMC12911049 · Biology of sex differences · 2026 · 8 claims · 8 setups

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  48 tumor-specific sex-biased (TSSB) microRNAs were identified in bladder cancer, mostly located on autosomes rather than sex chromosomes

  tcga tssb blca mirna-seq bulk kegg

• Human endogenous retrovirus profiling reveals heterogenous expression in cutaneous melanoma.

  PMID 41971443 · PMC13061668 · Frontiers in oncology · 2026 · 7 claims · 8 setups

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  HERV expression differs between primary and metastatic cutaneous melanoma

  tcga-skcm metastatic normal selected bulk consensus orf

• A machine learning-defined cellular senescence signature systematically enhances prognostication and guides immunotherapy strategies for the treatment of gliomas.

  PMID 41501133 · PMC12886967 · NPJ precision oncology · 2026 · 8 claims · 8 setups

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  CSRGPS is a robust, machine-learning-derived prognostic signature that outperforms existing glioma prognostic models across multiple cohorts

  tcga-gbm glioma meta consensus wgcna machine

• Accurate detection of somatic single-nucleotide variants from bulk RNA-seq data using RNA-MosaicHunter.

  PMID 41505106 · PMC12781890 · Nucleic acids research · 2026 · 6 claims · 8 setups

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  RNA-MosaicHunter accurately detects sSNVs from bulk RNA-seq with high precision (94.7% in TCGA, 99.3% in cell-line mixture) in default mode

  tcga cell-line same gtex bulk whole-exome whole-genome

• Spatial transcriptome and single-cell sequencing reveal the role of nucleotide metabolism in breast cancer progression and tumor microenvironment.

  PMID 41613532 · PMC12847018 · Frontiers in oncology · 2025 · 7 claims · 8 setups

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  Tumor cells show significantly upregulated nucleotide metabolic activity, allowing stratification into NUhighepi and NUlowepi subgroups

  tcga-brca breast scrna-seq epithelial ssgsea single-cell cell-cell

• DHODH links mitochondrial bioenergetics, one-carbon metabolism, and DNA repair to sustain aggressive prostate adenocarcinoma.

  PMID 41612476 · PMC12930642 · Cell communication and signaling : CCS · 2026 · 8 claims · 8 setups

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  DHODH is markedly overexpressed in malignant prostate epithelial cells and abundant in tumors

  tcga-prad gse141445 22rv1 bulk single-cell lentiviral

• bayesReact: expression-coupled regulatory motif analysis detects microRNA activity across cancers, tissues, and at the single-cell level.

  PMID 41657247 · PMC12884093 · Nucleic acids research · 2026 · 8 claims · 6 setups

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  bayesReact is a novel fully Bayesian generative model for inferring regulatory motif (e.g., miRNA) activity from bulk or single-cell expression data

  tcga gtex stem embryonic paired semi-synthetic 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

• Novel fatty acid metabolism-related molecular subtyping and prognostic signature for breast cancer.

  PMID 41674979 · PMC12885896 · Translational cancer research · 2026 · 8 claims · 8 setups

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  A FAM-related gene prognostic model (FAMGM) built using CoxBoost and random survival forest was identified as the optimal model among 101 machine learning combinations, based on highest average C-index across TCGA-BRCA and GSE96058 cohorts

  tcga-brca gse96058 brca breast bulk single-cell spatial

• 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

• Lactate metabolism-related interaction perturbation network enables robust stratification of hepatocellular carcinoma.

  PMID 41689750 · PMC13009326 · Discover oncology · 2026 · 8 claims · 8 setups

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  An LM-related gene interaction perturbation network can stratify HCC into four robust molecular subtypes (Cluster1-4)

  tcga-hcc gse76427 gene consensus immune

• SiCmiR Atlas: Single-Cell miRNA Landscape Reveals Hub-miRNA and Network Signatures in Human Cancers.

  PMID 41691474 · PMC13042402 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

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  SiCmiR, a two-layer neural network, predicts mature miRNA expression profiles from only 977 LINCS L1000 landmark genes

  tcga k562 pancreatic acth-secreting paired bulk scrna-seq-based

• Integrative bulk and single-cell transcriptomics link EZH2 to immunosuppressive programs and tumor-Treg crosstalk in castration-resistant prostate cancer.

  PMID 41710887 · PMC12909565 · Frontiers in immunology · 2026 · 8 claims · 8 setups

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  Higher EZH2 expression is associated with adverse clinical outcomes in bulk PCa/CRPC cohorts

  tcga-prad su2c gse264573 gse137829 bulk scrna-seq ligand-receptor

• Multi-cohort and single-cell profiling of aging genes reveals prognostic and therapeutic targets in breast cancer.

  PMID 41732271 · PMC12924738 · iScience · 2026 · 8 claims · 7 setups

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  The eight-gene MLAG signature outperforms 100 previously published prognostic models across 12 independent breast cancer cohorts

  tcga-brca senescent normal single-cell machine univariate gene