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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Has reproduction · 71
Machine Learning-Based Integrated Analysis of PANoptosis Patterns in Acute Myeloid Leukemia Reveals a Signature Predicting Survival and Immunotherapy.
PMID 38322112 · PMC10846924 · International journal of clinical practice · 2024 · 8 claims · 8 setups
AML cases can be categorized into two distinct PANRG (PANoptosis-related gene) clusters with differentially expressed prognostic genes (PRDEGs)
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Has reproduction · 40
Machine learning developed an intratumor heterogeneity signature for predicting clinical outcome and immunotherapy benefit in bladder cancer.
PMID 39100839 · PMC11291408 · Translational andrology and urology · 2024 · 8 claims · 8 setups
An integrative machine learning procedure (10 methods, 101 algorithm combinations) identified an Enet (alpha=0.2)-based intratumor heterogeneity-related signature (IRS) with the highest average C-index (0.69) across TCGA and GEO cohorts
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Has reproduction · 69
Machine learning-based identification of an immunotherapy-related signature to enhance outcomes and immunotherapy responses in melanoma.
PMID 39355255 · PMC11442245 · Frontiers in immunology · 2024 · 8 claims · 8 setups
66 consensus immunotherapy prognostic genes (CITPGs) were identified from the intersection of WGCNA modules, immunotherapy responder-vs-non-responder DEGs, and tumor-vs-normal DEGs
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Solute exchange through gap junctions lessens the adverse effects of inactivating mutations in metabolite-handling genes.
PMID 36107487 · PMC9534548 · eLife · 2022 · 8 claims · 8 setups
Colorectal cancer (CRC) cells are coupled by gap junctions assembled predominantly from Cx26 (GJB2)
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Endogenous retroviruses mediate transcriptional rewiring in response to oncogenic signaling in colorectal cancer.
PMID 39018396 · PMC466953 · Science advances · 2024 · 8 claims · 8 setups
Primate-specific ERVs are a rich source of enhancers displaying cancer-specific activity across multiple tumor types
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Has reproduction · 92
Activity of distinct growth factor receptor network components in breast tumors uncovers two biologically relevant subtypes.
PMID 28446242 · PMC5406893 · Genome medicine · 2017 · 8 claims · 7 setups
Application of GFRN pathway signatures to breast tumor gene expression data identifies two discrete phenotypes: a 'survival phenotype' (concordant activation of HER2, IGF1R, AKT) and a 'growth phenotype' (concordant activation of EGFR, KRAS(G12V), RAF1, BAD)
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Has reproduction · 61
miEAA 2.0: integrating multi-species microRNA enrichment analysis and workflow management systems.
PMID 32374865 · PMC7319446 · Nucleic acids research · 2020 · 8 claims · 5 setups
miEAA 2.0 extends miRNA enrichment analysis to ten species (previously only Homo sapiens), accepting both precursor and mature miRNA input.
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Has reproduction · 100
Proneural-mesenchymal antagonism dominates the patterns of phenotypic heterogeneity in glioblastoma.
PMID 38433919 · PMC10905000 · iScience · 2024 · 8 claims · 8 setups
The four proposed GBM molecular subtypes (Proneural, Neural, Classical, Mesenchymal / NPC-like, OPC-like, AC-like, MES-like) are not mutually exclusive or independent of one another
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Has reproduction · 73
Integrated multiomic analysis reveals disulfidptosis subtypes in glioblastoma: implications for immunotherapy, targeted therapy, and chemotherapy.
PMID 38504986 · PMC10950096 · Frontiers in immunology · 2024 · 8 claims · 8 setups
Consensus clustering on 32 disulfidptosis-associated genes stratifies GBM patients into two subtypes, DRGcluster A and B, with distinct survival outcomes.
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Has reproduction · 71
Comprehensive analyses of telomerase component DKC1 and its association with clinical, molecular and immune landscapes in uterine corpus endometrial carcinoma.
PMID 40458122 · PMC12127311 · Frontiers in cell and developmental biology · 2025 · 8 claims · 8 setups
DKC1 mRNA and protein expression are significantly upregulated in UCEC tumors compared with non-tumorous endometrial tissue
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Has reproduction · 32
Integrated analysis of post-transcriptional regulations reveals insights into acute myeloid leukemia.
PMID 41407883 · PMC12712020 · Communications biology · 2025 · 8 claims · 6 setups
PTRs computed from integrated transcriptomic/proteomic data of 44 AML samples are highly conserved across AML subtypes and with 29 other human tissues, indicating broadly conserved post-transcriptional mechanisms.
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Has reproduction · 78
Identification of succinylation-related genes in bladder cancer: integration of single-cell and transcriptomic data.
PMID 42220482 · PMC13218921 · Frontiers in immunology · 2026 · 8 claims · 8 setups
KCTD16, CD3D, and GSDMB were identified as prognostic succinylation-related genes in BLCA
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Has reproduction · 50
Heterogeneity of cancer-associated fibroblasts in head and neck squamous cell carcinoma.
PMID 37320872 · PMC10277597 · Translational oncology · 2023 · 8 claims · 9 setups
Seven distinct CAF subsets exist in HNSCC, identified via integration of scRNA-seq, bulk transcriptomic, and spatial transcriptomic data.
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pmid-41671387
PMID 41671387 · PMC13012242 · 8 claims · 8 setups
TETs stratify into three molecular subgroups with distinct origins: GTF2I-type thymomas, CN-type thymomas, and thymic carcinomas
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Has reproduction · 80
Decoding the tumor microenvironment and molecular mechanism: unraveling cervical cancer subpopulations and prognostic signatures through scRNA-Seq and bulk RNA-seq analyses.
PMID 38482016 · PMC10933018 · Frontiers in immunology · 2024 · 8 claims · 8 setups
C3 PLP2+ Tumor Epithelial Progenitor Cells are a noteworthy subpopulation exerting a pivotal influence on CC differentiation and progression
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Has reproduction · 79
Epigenetic loss of heterogeneity from low to high grade localized prostate tumours.
PMID 34911933 · PMC8674326 · Nature communications · 2021 · 8 claims · 7 setups
Low-grade (Gleason pattern 3) prostate cancer cells share chromatin accessibility features that are lost in high-grade (Gleason pattern 4) tumours
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Has reproduction · 35
Molecular and Clinical Relevance of ZBTB38 Expression Levels in Prostate Cancer.
PMID 32365491 · PMC7281456 · Cancers · 2020 · 8 claims · 8 setups
ZBTB38 mRNA expression is significantly lower in prostate cancer than in normal/benign prostate tissue, and further reduced in metastatic versus localised tumours
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Has reproduction · 65
A urine extracellular vesicle lncRNA classifier for high-grade prostate cancer and increased risk of progression: A multi-center study.
PMID 37852185 · PMC10591064 · Cell reports. Medicine · 2023 · 8 claims · 8 setups
A 3-lncRNA urine extracellular vesicle classifier (Clnc: AC015987.1, CTD-2589M5.4, RP11-363E6.3) detects high-grade PCa with higher accuracy than PCA3, mpMRI, PCPT-RC 2.0, and ERSPC-RC
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Has reproduction · 50
Exploiting convergent phenotypes to derive a pan-cancer cisplatin response gene expression signature.
PMID 37076665 · PMC10115855 · NPJ precision oncology · 2023 · 8 claims · 8 setups
A convergent-phenotype-based seed gene/co-expression method can extract consensus gene expression signatures predictive of response to chemotherapeutic drugs in the GDSC database
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Has reproduction · 71
Comprehensive analysis of a novel RNA modifications-related model in the prognostic characterization, immune landscape and drug therapy of bladder cancer.
PMID 37124622 · PMC10131083 · Frontiers in genetics · 2023 · 8 claims · 8 setups
Two distinct RNA modification patterns exist among BCa samples with radically varying clinical outcomes and biological characteristics