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).

• Inference of Subpathway Activity Profiles Reveals Metabolism Abnormal Subpathway Regions in Glioblastoma Multiforme.

  PMID 33072547 · PMC7533644 · Frontiers in oncology · 2020 · 8 claims · 7 setups

  Has reproduction · 89

  A GSVA-based method for constructing a metabolic subpathway activity score matrix accurately identifies abnormal GBM metabolic targets

  metabolic gbm tcga u87-mg k-clique gsva-based survival

• Developing a thyroid cancer differentiation state classification system using deep residual networks and metabolic signature profiling.

  PMID 40993300 · PMC12460824 · NPJ digital medicine · 2025 · 8 claims · 8 setups

  Has reproduction

  Metabolic status is closely tied to tumor differentiation state, with distinct metabolic reprogramming occurring during thyroid cancer dedifferentiation

  thyroid fuscc gse193581 aggregated untargeted whole-exome transcriptomics

• metaGEM: reconstruction of genome scale metabolic models directly from metagenomes.

  PMID 34614189 · PMC8643649 · Nucleic acids research · 2021 · 8 claims · 8 setups

  Has reproduction · 64

  metaGEM enables end-to-end reconstruction of FBA-ready GEMs directly from metagenomes without relying on reference genomes

  metagenomic prokaryotic reconstructed gut mag genome-scale gem

• A novel approach to tag and identify geranylgeranylated proteins.

  PMID 19784953 · PMC2855049 · Electrophoresis · 2009 · 7 claims · 7 setups

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  Metabolic incorporation of azido-GG alcohol followed by Cu(I)-catalyzed click reaction with TAMRA-alkyne selectively labels geranylgeranylated proteins for fluorescence detection

  jurkat cos-7 mcf-7 embryonic metabolic comparative fractionation

• Metabolic adaptations rewire CD4(+) T cells in a subset-specific manner in human critical illness with and without sepsis.

  PMID 41540263 · PMC12864044 · Nature immunology · 2026 · 8 claims · 7 setups

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  CD4+ T cells in critical illness show subset-specific metabolic plasticity, with regulatory T (Treg) cells preferentially acquiring glycolytic capacity

  pbmc-derived peripheral cd4+ puromycin-incorporation complete expression

• Metabolic quiescence of naive-like memory T cells precedes and maintains antigen-specific T cell memory.

  PMID 41735532 · PMC12956582 · Nature immunology · 2026 · 8 claims · 8 setups

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  CD8+ T cells upregulate glycolysis to fuel anabolic needs for proliferation but predominantly use oxidative phosphorylation (OXPHOS) for energy production during the acute phase (days 7-28) after YFV vaccination

  peripheral cd8+ ns4b+ antigen-specific flow scrna-seq cite-seq

• Expansion of the BioCyc collection of pathway/genome databases to 160 genomes.

  PMID 16246909 · PMC1266070 · Nucleic acids research · 2005 · 8 claims · 6 setups

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  The BioCyc collection has been expanded to 160 pathway/genome databases (PGDBs) organized into three curation tiers.

  sequenced cmr-derived uniprot cogent computational genome sequence

• 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

• A high-temporal resolution technology for dynamic proteomic analysis based on 35S labeling.

  PMID 18714357 · PMC2500177 · PloS one · 2008 · 6 claims · 6 setups

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  35S pulse-labeling (phosphor-imaging) detects more protein spots with higher sensitivity than CBB staining on the same 2-DE gels

  a549 liver 35s electrophoresis paired

• A quantitative proteomics analysis of subcellular proteome localization and changes induced by DNA damage.

  PMID 20026476 · PMC2849709 · Molecular & cellular proteomics : MCP · 2010 · 6 claims · 5 setups

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  A SILAC-based 'spatial proteomics' method can quantitatively measure the relative subcellular distribution of thousands of proteins across cytoplasm, nucleus, and nucleolus.

  hct116 silac silac-based immunofluorescence

• Single-cell mapping of cholesterol metabolism reveals FDPS as a therapeutic vulnerability in hepatocellular carcinoma.

  PMID 41706364 · PMC12916967 · Cellular oncology (Dordrecht, Netherlands) · 2026 · 7 claims · 8 setups

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  Cholesterol metabolic activity is markedly elevated in HCC tumors and in immune checkpoint blockade (ICB) non-responders, with pronounced intratumoral heterogeneity across malignant cell subpopulations

  hcc tcga-lihc malignant hepa1-6 scrna-seq bulk hdwgcna

• Pre-implantation embryo metabolism identified by PEMA reveals endogenous lactate insufficiency contributes to pre-implantation development arrest.

  PMID 42272466 · PMC13247451 · Fundamental research · 2026 · 6 claims · 7 setups

  Has reproduction

  PEMA, a computational tool that weights metabolic reactions using Ribo-seq data combined with RNA-seq-derived flux balance analysis, can characterize metabolic states of human and mouse pre-implantation embryos more precisely than existing methods like Compass.

  embryos pre-implantation ch3pn single-embryo immunofluorescence single-cell

• Improving recombinant protein production by yeast through genome-scale modeling using proteome constraints.

  PMID 35624178 · PMC9142503 · Nature communications · 2022 · 7 claims · 5 setups

  Has reproduction · 84

  pcSecYeast, a proteome-constrained genome-scale model integrating metabolism, translation, and detailed secretory pathway processing (translocation, PTMs, folding, misfolding, degradation), was constructed for S. cerevisiae

  cerevisiae genome-scale unit expression

• Reconstruction of pathways associated with amino acid metabolism in human mitochondria.

  PMID 18267298 · PMC5054205 · Genomics, proteomics & bioinformatics · 2007 · 8 claims · 5 setups

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  Out of 20 amino acids, the metabolic pathways of 17 utilize mitochondrial enzymes, and dysfunction of these enzymes causes over 40 known human mitochondrial diseases/disorders

  mitoproteome orthologous liver mitochondrial sequence-based computational literature

• The Edinburgh human metabolic network reconstruction and its functional analysis.

  PMID 17882155 · PMC2013923 · Molecular systems biology · 2007 · 8 claims · 7 setups

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  EHMN is a high-quality, manually curated human metabolic network combining genome-based and literature-based (EMP) reconstruction, containing nearly 3000 reactions and over 2000 metabolic genes.

  enzyme emp kegg humancyc genome literature-based comparative

• Metabolism as a complex genetic trait, a systems biology approach: implications for inborn errors of metabolism and clinical diseases.

  PMID 18836848 · PMC4319114 · Journal of inherited metabolic disease · 2008 · 7 claims · 8 setups

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  Synergistic heterozygosity — cumulative heterozygous mutations at multiple loci in functionally related metabolic pathways — can cause physiologically relevant reduction of pathway flux and disease.

  models liver sucrose vlcad-deficient physiological blue sucrose

• 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

• Nuclear Myosin 1 links genomic architecture to adipose tissue remodeling, metabolic inflammation and obesity in mice.

  PMID 41748556 · PMC13004839 · Cell death & disease · 2026 · 8 claims · 8 setups

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  NM1 is required for metabolic homeostasis during adipocyte differentiation

  nm1 epididymal mefs het atac-seq bulk rna-seq

• Protocol for single-cell optimization objective and trade-off inference.

  PMID 41790544 · PMC12992945 · STAR protocols · 2026 · 6 claims · 6 setups

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  SCOOTI is a computational framework that integrates bulk and single-cell omics data with genome-scale metabolic modeling to infer metabolic objectives and trade-offs

  mcf10a serum-starved contact-inhibited zygote bulk scrna-seq genome-scale

• Systems biology of SNPs.

  PMID 16820779 · PMC1681509 · Molecular systems biology · 2006 · 8 claims · 2 setups

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  Co-sets are groups of enzymatic reactions that are perfectly correlated (correlation coefficient of 1) in a reconstructed metabolic network and represent functional modules.

  mitochondrial genome-scale database