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).
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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
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.
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Has reproduction · 76
Topologically inferring pathway activity toward precise cancer classification via integrating genomic and metabolomic data: prostate cancer as a case.
PMID 26286638 · PMC4541321 · Scientific reports · 2015 · 6 claims · 6 setups
DRW-GM evaluates gene topological importance by directed random walk on a global gene–metabolite pathway graph integrating gene expression and metabolomic profiles to infer pathway activities
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Has reproduction · 87
Analysis of Tumor-Infiltrating T-Cell Transcriptomes Reveal a Unique Genetic Signature across Different Types of Cancer.
PMID 36232369 · PMC9569723 · International journal of molecular sciences · 2022 · 8 claims · 8 setups
Common genes shared across five cancer types differ from those found in nonmalignant tissue-resident T-cells for each subset (CD4-T, CD8-T, Treg)
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Characterization of the linkage disequilibrium structure and identification of tagging-SNPs in five DNA repair genes.
PMID 16091150 · PMC1208870 · BMC cancer · 2005 · 7 claims · 5 setups
Three of the five DNA repair genes (MRE11A, RAD50, XRCC4) do not conform to a contiguous haplotype block structure; instead SNPs in high LD can be non-contiguous, fitting a more flexible LD group paradigm
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Has reproduction · 84
DeepProg: an ensemble of deep-learning and machine-learning models for prognosis prediction using multi-omics data.
PMID 34261540 · PMC8281595 · Genome medicine · 2021 · 8 claims · 7 setups
DeepProg is a novel ensemble framework of deep-learning and machine-learning approaches that robustly predicts patient survival subtypes using multi-omics data
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Has reproduction · 80
Colorectal Cancer Prediction Based on Weighted Gene Co-Expression Network Analysis and Variational Auto-Encoder.
PMID 32825264 · PMC7563725 · Biomolecules · 2020 · 6 claims · 7 setups
Combining WGCNA hub genes and VAE 10-dimensional representation as features for an SVM classifier achieves high accuracy in predicting CRC
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Has reproduction · 50
In vivo microscopy reveals macrophage polarization locally promotes coherent microtubule dynamics in migrating cancer cells.
PMID 32665556 · PMC7360550 · Nature communications · 2020 · 8 claims · 8 setups
Cancer cells in vivo display higher coherent orientation of MT dynamics along their major axis compared to 2D in vitro cultures
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Has reproduction · 65
Interpretable and integrative analysis of single-cell multiomics with scMKL.
PMID 40770488 · PMC12328712 · Communications biology · 2025 · 7 claims · 7 setups
scMKL outperforms SVM, EasyMKL, MLP, and XGBoost in classification accuracy (AUROC) across multiple single-cell cancer datasets
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Has reproduction · 95
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
RKIP and BACH1 are negatively correlated with each other across most cancer types in TCGA
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Has reproduction · 47
Comprehensive analysis of metastatic gastric cancer tumour cells using single-cell RNA-seq.
PMID 33441952 · PMC7806779 · Scientific reports · 2021 · 8 claims · 5 setups
CDK12, ERBB2, and CLDN11 are overexpressed in metastatic lymph node gastric cancer and serve as candidate lymph node metastasis marker genes.
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A scale space approach for unsupervised feature selection in mass spectra classification for ovarian cancer detection.
PMID 19828085 · PMC2762074 · BMC bioinformatics · 2009 · 7 claims · 1 setups
A scale-space based unsupervised feature extraction method combined with SVM classification achieves high accuracy in ovarian cancer detection from serum mass spectra.
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Has reproduction · 96
In vivo induction of activin A-producing alveolar macrophages supports the progression of lung cell carcinoma.
PMID 36650150 · PMC9845242 · Nature communications · 2023 · 8 claims · 8 setups
AMs accumulate in human lung cancer tissue and support cancer cell proliferation, contributing to unfavourable outcome
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Has reproduction · 78
Emergent dynamics of underlying regulatory network links EMT and androgen receptor-dependent resistance in prostate cancer.
PMID 36851919 · PMC9957767 · Computational and structural biotechnology journal · 2023 · 8 claims · 7 setups
Simulations of the EMT-AR crosstalk network reveal four possible phenotypes: epithelial-sensitive (ES), epithelial-resistant (ER), mesenchymal-resistant (MR), and mesenchymal-sensitive (MS), with MS occurring rarely
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On consensus biomarker selection.
PMID 17570864 · PMC1892093 · BMC bioinformatics · 2007 · 7 claims · 2 setups
Four popular feature ranking criteria (t-statistic, mutual information, peak probability contrasts, random forest variable importance) produce different rankings of the same features on the same dataset.
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Has reproduction · 88
Human methylome variation across Infinium 450K data on the Gene Expression Omnibus.
PMID 33937763 · PMC8061458 · NAR genomics and bioinformatics · 2021 · 8 claims · 8 setups
Among annotated HM450K GEO samples, about two-thirds were from blood, one-quarter from brain, and about one-third were from cancer patients.
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Has reproduction · 10
RADAR: differential analysis of MeRIP-seq data with a random effect model.
PMID 31870409 · PMC6927177 · Genome biology · 2019 · 8 claims · 6 setups
RADAR is a novel analytical tool for differential methylation analysis of MeRIP-seq data combining gene-level INPUT normalization with a Poisson random effect model.
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Has reproduction · 50
SMAC, a computational system to link literature, biomedical and expression data.
PMID 31324861 · PMC6642118 · Scientific reports · 2019 · 8 claims · 8 setups
SMAC is a tool that extracts, prioritises, integrates and analyses biomedical and molecular data according to user-defined terms
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Has reproduction · 70
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
AR chromatin binding is highly heterogeneous between primary prostate tumors, with <5% of all AR binding sites (ARBS) shared by half of the 88 tumors analyzed
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Has reproduction · 94
Hierarchical cell-type identifier accurately distinguishes immune-cell subtypes enabling precise profiling of tissue microenvironment with single-cell RNA-sequencing.
PMID 36681937 · PMC10025442 · Briefings in bioinformatics · 2023 · 8 claims · 8 setups
HiCAT is a hierarchical, marker-based cell-type identifier that uses gene set analysis (GSA) scoring with markers structured in a three-level taxonomy tree (major-type, minor-type, subset)
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The use of laser capture microscopy in proteomics research--a review.
PMID 15502248 · PMC3839334 · Disease markers · 2004 · 8 claims · 8 setups
LCM allows purification of specific, histologically defined cell populations from heterogeneous tissue for downstream proteomic analysis