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).

• Gene regulatory network transitions reveal the central transcription factors in lung adenocarcinoma progression.

  PMID 41559111 · PMC12873405 · NPJ systems biology and applications · 2026 · 7 claims · 8 setups

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  NR2F1 is a central transcription factor in LUAD progression, identified independently through GRN architecture transitions and gene regulation dynamics analysis

  luad epithelial myeloid nr2f1 single-cell gene binding

• Identification and validation of prognostic genes related to glycolysis and M2 macrophage in hepatocellular carcinoma: an integrated analysis of bulk RNA sequencing and single-cell RNA sequencing.

  PMID 41766871 · PMC12935947 · Frontiers in immunology · 2026 · 8 claims · 8 setups

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  52 candidate genes were identified at the intersection of glycolysis-related genes (GRGs), M2 macrophage-related genes (MRGs), and HCC-vs-control DEGs (DEGs2).

  tcga-lihc gse149614 key hcc bulk immune cox

• Machine learning-predicted chromatin organization landscape across pediatric tumors.

  PMID 41904260 · PMC13039956 · Scientific reports · 2026 · 8 claims · 5 setups

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  SuPreMo-Akita (built on the Akita CNN) enables systematic in silico prediction of somatic SV effects on 3D genome folding across large SV cohorts where experimental testing is infeasible

  somatic per-sample tumor paired mutagenesis dimensionality h3k27ac

• Integrative multimodal transcriptomics identifies a cancer-associated fibroblast membrane signature for predicting prognosis and therapeutic response in pancreatic ductal adenocarcinoma.

  PMID 41942785 · PMC13053443 · Journal of molecular medicine (Berlin, Germany) · 2026 · 8 claims · 8 setups

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  A PDAC-enriched myoCAF-c1 fibroblast cluster is closely associated with epithelial-mesenchymal transition (EMT) and angiogenesis

  pdac myocaf-c1-derived tcga-paad scrna-seq spatial bulk

• 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

  Has reproduction · 73

  Consensus clustering on 32 disulfidptosis-associated genes stratifies GBM patients into two subtypes, DRGcluster A and B, with distinct survival outcomes.

  fresh tcga gbm bulk rna-seq consensus

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

  PMID 41767255 · PMC12936829 · iScience · 2026 · 8 claims · 7 setups

  Has reproduction · 100

  A novel computational (Snakemake) pipeline quantifies intratumoral heterogeneity in MSI status at single-cell resolution

  colorectal cancer aggregated msisensor-rna single-cell cnv-based

• Effects of two common polymorphisms in the 3' untranslated regions of estrogen receptor beta on mRNA stability and translatability.

  PMID 19754929 · PMC2759954 · BMC genetics · 2009 · 8 claims · 4 setups

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  Breast tumor heterozygotes show a significant difference in relative mRNA levels between the two alleles of rs4986938

  breast hek293 erβ1 allelic luciferase stability

• Cancer-wide in silico analyses using differentially expressed genes demonstrate the functions and clinical relevance of JAG, DLL, and NOTCH.

  PMID 39074091 · PMC11285958 · PloS one · 2024 · 7 claims · 8 setups

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  JAG, DLL, and NOTCH family gene/protein expression varies diversely across 15 cancer types relative to normal tissue, sometimes discordant between mRNA and protein levels.

  tumor degs cancer jag bulk proteomics gene

• 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

• Emerging translational bioinformatics: knowledge-guided biomarker identification for cancer diagnostics.

  PMID 19964620 · PMC5003034 · Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference · 2009 · 8 claims · 3 setups

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  omniBiomarker, a web-based application, uses prior biological knowledge to identify the most biologically relevant gene ranking metric for a given clinical problem

  renal microarray qrt-pcr computational

• Predicting Bone Metastasis Using Gene Expression-Based Machine Learning Models.

  PMID 34858485 · PMC8631472 · Frontiers in genetics · 2021 · 8 claims · 5 setups

  Has reproduction · 62

  A DNN model built on 34 top-ranked hub genes achieves the highest prediction accuracy (AUC 92.11%) for distinguishing primary from bone-metastasized tumors

  breast degs geo tcga microarray protein-protein machine

• Monocarboxylate Transporter-2 Expression Restricts Tumor Growth in a Murine Model of Lung Cancer: A Multi-Omic Analysis.

  PMID 34638954 · PMC8508890 · International journal of molecular sciences · 2021 · 8 claims · 8 setups

  Has reproduction · 53

  MCT2 knockout (KO) increases tumor weight, volume, and local invasiveness in the TC1 lung carcinoma model

  testis tc1 tumor tumor-associated western tumor electron

• Network Controllability Reveals Key Mitigation Points for Tumor-Promoting Signaling in Tumor-Educated Platelets.

  PMID 41226816 · PMC12609506 · International journal of molecular sciences · 2025 · 8 claims · 6 setups

  Has reproduction · 84

  TEPs from NSCLC patients show 111 upregulated and 108 downregulated genes compared to platelets from non-cancer donors

  platelets degs platelet-specific tep-specific transcriptome pathway k-means

• Genetic demultiplexing of pooled single-cell RNA-sequencing samples in cancer facilitates effective experimental design.

  PMID 34553212 · PMC8458035 · GigaScience · 2021 · 8 claims · 6 setups

  Has reproduction · 87

  Genetic variation-based demultiplexing tools can be effectively deployed on pooled scRNA-seq experimental designs in cancer tissue (HGSOC and lung adenocarcinoma) despite somatic variation.

  hgsoc lung healthy scrna-seq bulk downstream

• Ethnic differences and functional analysis of MET mutations in lung cancer.

  PMID 19723643 · PMC2767337 · Clinical cancer research : an official journal of the American Association for Cancer Research · 2009 · 8 claims · 7 setups

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  MET mutations identified in lung tumors are predominantly germline rather than somatic

  tumor established recombinant cos-7 pcr elisa-based apoptosis

• Distinct tumor genomic signatures underlie canine macrophage polarization.

  PMID 42030266 · PMC13108725 · PloS one · 2026 · 8 claims · 8 setups

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  Canine cancer cell lines show marked heterogeneity in macrophage polarization capacity, largely independent of histologic tumor type

  monocyte-derived canine dh82 rna-seq elisa 13-plex bulk

• A novel oxidative stress-related gene signature as an indicator of prognosis and immunotherapy responses in HNSCC.

  PMID 38157249 · PMC10781479 · Aging · 2023 · 7 claims · 8 setups

  Has reproduction · 85

  Consensus clustering of 74 oxidative stress-related genes identifies three distinct HNSCC molecular subgroups (Cluster1-3) with significantly different overall survival and tumor stage distribution

  tcga-hnscc gse41613 gse103322 prjeb23709 bulk single-cell immunohistochemistry

• Stemness genes and miR-1247-3p expression associate with clinicopathological parameters and prognosis in lung adenocarcinoma.

  PMID 37948380 · PMC10637681 · PloS one · 2023 · 8 claims · 8 setups

  Has reproduction · 90

  Stemness-related genes ORC1L, KIF20A, and DLGAP5 are upregulated in LUAD and correlate with altered immune cell infiltration (Th2, MDSC, HSC) and reduced patient survival.

  tcga gse40419 gse31210 gene bulk microarray univariate

• PathogenMIPer: a tool for the design of molecular inversion probes to detect multiple pathogens.

  PMID 17105657 · PMC1657037 · BMC bioinformatics · 2006 · 6 claims · 5 setups

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  PathogenMIPer designs unique, target-specific MIP probes, assembling all probe components (target-specific sequences, barcodes, universal primers, restriction sites) into ready-to-order probes for any genome.

  hpv clinical biotinylated pcr mip molecular microarray

• Genomic profiling of microRNA and messenger RNA reveals deregulated microRNA expression in prostate cancer.

  PMID 18676839 · PMC2597340 · Cancer research · 2008 · 8 claims · 7 setups

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  MicroRNA processing components (Dicer, DGCR8) and microRNA host genes (MCM7, C9orf5) are significantly up-regulated in prostate tumors versus non-tumor tissue

  prostate subset lncap 22rv1 microrna quantitative western