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).

• Minimal metabolic pathway structure is consistent with associated biomolecular interactions.

  PMID 24987116 · PMC4299494 · Molecular systems biology · 2014 · 8 claims · 8 setups

  Has reproduction · 30

  MinSpan, a mixed-integer linear optimization algorithm, computes the shortest, linearly independent pathways (sparsest basis of the null space of the stoichiometric matrix S) for genome-scale metabolic networks, which convex approaches (extreme pathways, elementary flux modes) cannot do at genome scale.

  simplified genome-scale cerevisiae coli minspan spearman comparative

• Differential Gene Expression and Methylation Analysis of Melanoma in TCGA Database to Further Study the Expression Pattern of KYNU in Melanoma.

  PMID 35893303 · PMC9329910 · Journal of personalized medicine · 2022 · 8 claims · 8 setups

  Has reproduction · 100

  Oncogenes MITF, KIT, CDH1, NRAS, AKT1, EGFR, TP53, and CDK4 are elevated while tumor suppressors PTEN, cAMP, and BCL2 are reduced in melanoma

  tcga-skcm melanoma-related intradermal keratinocytes rna-seq kegg copy

• NDUFA4L2 regulates the progression and chemotherapy sensitivity of HNSCC by inhibiting PANoptosis.

  PMID 41787028 · PMC13087130 · NPJ precision oncology · 2026 · 8 claims · 8 setups

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  Elevated NDUFA4L2 expression is associated with poor survival and chemotherapy resistance in HNSCC

  carcinoma hnscc cal27 oscc non-negative kaplan-meier western

• GAUGE-Annotated Microbial Transcriptomic Data Facilitate Parallel Mining and High-Throughput Reanalysis To Form Data-Driven Hypotheses.

  PMID 33758032 · PMC8547006 · mSystems · 2021 · 8 claims · 7 setups

  Has reproduction · 70

  GAUGE automatically annotates GEO microbial transcriptomic data sets (microarray and RNA-seq), increasing the proportion of annotatable studies from 4% to 33%

  microarray rna-seq aeruginosa mantel manual anova

• Cancer genomics identifies regulatory gene networks associated with the transition from dysplasia to advanced lung adenocarcinomas induced by c-Raf-1.

  PMID 19812696 · PMC2754338 · PloS one · 2009 · 8 claims · 5 setups

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  Comparison of tumor, transgenic, and non-transgenic lung cells reveals distinct and overlapping regulatory gene networks associated with progression to adenocarcinoma.

  lung gene differentially significantly laser histology principal

• Proteomic characterization of HIV-modulated membrane receptors, kinases and signaling proteins involved in novel angiogenic pathways.

  PMID 19712456 · PMC2754444 · Journal of translational medicine · 2009 · 7 claims · 5 setups

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  31 HIV-modulated cellular proteins were identified as functionally associated with signaling events involved in angiogenesis

  rh9 hiv-infected identified subtractive mass enzyme-linked

• Annotation-free prediction of immunotherapy response in melanoma using single-cell transcriptomic data.

  PMID 41758825 · PMC12948085 · PloS one · 2026 · 8 claims · 6 setups

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  AI-based predictive models built on unannotated scRNA-seq data (cell-by-gene expression matrices) can classify melanoma patients as ICI responders vs. non-responders

  cd45+ scrna-seq independent scrna-seq single-gene-level pathway-level

• Single-cell RNA sequencing of adenoid cystic carcinoma of the breast reveals cellular heterogeneity and tumor microenvironment features.

  PMID 41761191 · PMC13041279 · BMC medical genomics · 2026 · 8 claims · 7 setups

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  H19+ myoepithelial cells (H19+myoEpC) represent the dominant malignant subpopulation in ACCB, characterized by the majority of large-scale CNVs and high expression of oncogenic pathway genes and ligands (e.g., LAMB1, WNT6)

  tumor hnacc epithelial accb single-cell scrna-seq copy

• Prediction of myeloid malignant cells in Fanconi anemia using machine learning.

  PMID 41557613 · PMC12818649 · PloS one · 2026 · 6 claims · 7 setups

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  A DNN classifier trained on AML scRNA-seq data accurately predicts AML-like transcriptional profiles at single-cell resolution

  bone predicted-aml healthy scrna-seq reference-based stemnet

• Colorectal Cancer Prediction Based on Weighted Gene Co-Expression Network Analysis and Variational Auto-Encoder.

  PMID 32825264 · PMC7563725 · Biomolecules · 2020 · 6 claims · 7 setups

  Has reproduction · 80

  Combining WGCNA hub genes and VAE 10-dimensional representation as features for an SVM classifier achieves high accuracy in predicting CRC

  colorectal same combined meturquoise microarray differential batch

• Evaluating Distribution and Prognostic Value of New Tumor-Infiltrating Lymphocytes in HCC Based on a scRNA-Seq Study With CIBERSORTx.

  PMID 33043022 · PMC7527443 · Frontiers in medicine · 2020 · 6 claims · 8 setups

  Has reproduction · 78

  CIBERSORTx can combine scRNA-seq-derived signature matrices with bulk RNA-seq data to estimate proportions of 11 TIL subsets in HCC tumor and normal tissue

  tcga degs cd4-gzma prognostic scrna-seq cibersortx differential

• Variations in the transcriptome of Alzheimer's disease reveal molecular networks involved in cardiovascular diseases.

  PMID 18842138 · PMC2760875 · Genome biology · 2008 · 8 claims · 6 setups

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  AD-related genes (APOE, A2M, PON2, MAP4) and CVD-associated genes (COMT, CBS, WNK1) congregate in a single co-expression module, linking AD and CVD at the transcriptional level

  entorhinal subjects expression differentially microarray significance principal

• Exploring the mechanism of action of abemaciclib in breast cancer through circulating chromatin fragments.

  PMID 41845059 · PMC13149665 · Communications medicine · 2026 · 8 claims · 5 setups

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  cfDNA concentrations are significantly higher in breast cancer patients than healthy donors and decline following abemaciclib therapy

  serum t47d edger-normalized cfdna proliferation pathway

• Spatially resolved osteoblast-traced transcriptomics uncovers TGF-β as a combination target with sclerostin in osteoporosis.

  PMID 41927532 · PMC13046724 · Bone research · 2026 · 8 claims · 8 setups

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  Spatially resolved osteoblast-traced transcriptomics (lineage tracing + SLACS) identifies TGF-β signaling as a regulator of osteoblast activation state on quiescent bone surfaces

  dmp1-creert2 gfp+ spatial mc3t3-e1 spatially cell-type gsea

• Selective vulnerability of cerebral vasculature to NOTCH3 variants in small vessel disease and rescue by phosphodiesterase-5 inhibitor.

  PMID 41931622 · PMC13048245 · Science advances · 2026 · 7 claims · 8 setups

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  Brain-specific (neural crest-derived, NC-SMC) but not peripheral (LPM-SMC/PM-SMC) iPSC-derived VSMCs are selectively vulnerable to CADASIL NOTCH3 variants

  ipsc-derived ivsmcs immunofluorescence wound collagen

• PD-1 antibody-bound progenitor-exhausted CD8(+) T cells in lymph nodes boost PD-1-blockade anti-tumor immunity in gastrointestinal cancer.

  PMID 41951588 · PMC13237225 · Nature communications · 2026 · 8 claims · 6 setups

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  Progenitor-exhausted CD8+ T cells (CD8-Tpex, TCF7+PDCD1+) are enriched in proximal lymph nodes and proliferate at a high rate after ICI treatment

  esophagogastric cancer surgically tcga scrna-seq scrna reanalysis

• Therapeutic Targeting of Oxidative Phosphorylation in Microsatellite Instability-High Gastric Cancer.

  PMID 42038020 · PMC13104725 · Journal of Cancer · 2026 · 7 claims · 8 setups

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  MSI gastric cancer samples show significantly greater T cell infiltration and a lower proportion of epithelial cells compared to GS samples

  gastric epithelial stomach nod-scid single-cell cnv differential

• 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

• Single-Cell Analysis Reveals Characterization of Infiltrating T Cells in Moderately Differentiated Colorectal Cancer.

  PMID 33584715 · PMC7873865 · Frontiers in immunology · 2020 · 8 claims · 8 setups

  Has reproduction · 45

  Eight distinct T cell populations can be identified from CRC tumor tissue by unsupervised clustering of scRNA-seq data

  tumor-infiltrating peripheral cd4+ tumor single-cell unsupervised pearson

• Single-Cell Transcriptome Profiling Reveals Multicellular Ecosystem of Nucleus Pulposus during Degeneration Progression.

  PMID 34825784 · PMC8787427 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2022 · 8 claims · 6 setups

  Has reproduction · 59

  Human NP contains six transcriptionally distinct NPC subpopulations: HT-CLNPs, effector NPCs, homeostatic NPCs, regulatory NPCs, fibroNPCs, and adhesion NPCs

  npcs scrna-seq-derived ht-clnp-i g-mdscs single-cell rt-qpcr immunohistochemistry