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).

• Metatranscriptomics of the human oral microbiome during health and disease.

  PMID 24692635 · PMC3977359 · mBio · 2014 · 8 claims · 8 setups

  Has reproduction · 62

  Disease-associated periodontal communities display conserved community-level metabolic gene expression profiles between patients, whereas the metabolic gene expression of individual species is highly variable between patients.

  patient-matched subset health rna-seq rrna comparison metatranscriptomics

• Metabolite-Centric Reporter Pathway and Tripartite Network Analysis of Arabidopsis Under Cold Stress.

  PMID 30258841 · PMC6143811 · Frontiers in bioengineering and biotechnology · 2018 · 7 claims · 4 setups

  Has reproduction · 83

  A metabolite-centric reporter pathway analysis (RPAm) can infer cold-stress-associated metabolites and pathways in Arabidopsis directly from transcriptome data without metabolome data

  arabidopsis tripartite affymetrix metabolite-centric network

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

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

  Has reproduction · 89

  A metabolic subpathway activity score matrix method combining the k-clique algorithm and GSVA can accurately identify disease-related metabolic abnormal subpathways in GBM

  gbm tcga u87-mg gene survival viability

• Irisin ameliorates obesity and insulin resistance via adipose tissue IL-33 and regulatory T cells.

  PMID 41933175 · PMC13052164 · Nature metabolism · 2026 · 8 claims · 8 setups

  Has reproduction · 48

  Irisin modulates adipose tissue inflammation by increasing IL-33 production and preserving ST2+ regulatory T cells in white adipose tissues, thereby improving obesity and glucose intolerance.

  4-week-old hfd-fed bat iwat aav8-mediated body intraperitoneal

• Comparison between short-term stress and long-term adaptive responses reveal common paths to molecular adaptation.

  PMID 35243257 · PMC8873613 · iScience · 2022 · 8 claims · 7 setups

  Has reproduction · 59

  Short-term stress and long-term adaptations share common metabolic pathways

  great embryonic gef mapk1 bulk gene transcription

• 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

• GOLD.db: genomics of lipid-associated disorders database.

  PMID 15588328 · PMC544894 · BMC genomics · 2004 · 8 claims · 4 setups

  Full-text index only

  GOLD.db integrates annotated pathways, gene/protein reference information, and curated gene expression datasets for lipid-associated disorders research

  adipocyte adipose-specific 3t3-l1 gene curated whole-body insulin

• TFEB deficiency attenuates mitochondrial degradation upon brown adipose tissue whitening at thermoneutrality.

  PMID 33516944 · PMC7903014 · Molecular metabolism · 2021 · 7 claims · 8 setups

  Has reproduction

  BAT whitening at thermoneutrality is associated with TFEB-dependent mitochondrial degradation.

  bat subscapular tfeb-bat-ko metabolically qrt-pcr western immunohistochemistry

• Requirements for Pseudomonas aeruginosa acute burn and chronic surgical wound infection.

  PMID 25057820 · PMC4109851 · PLoS genetics · 2014 · 8 claims · 8 setups

  Has reproduction · 78

  In vivo gene expression is generally not correlated with a gene's importance for fitness, with the exception of metabolic genes, for which differential expression is more predictive of fitness.

  aeruginosa differentially paired rna-seq tn-seq computational

• 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

• Using random walks to identify cancer-associated modules in expression data.

  PMID 24128261 · PMC4015830 · BioData mining · 2013 · 8 claims · 8 setups

  Has reproduction

  Walktrap-GM, a random-walk community detection algorithm adapted with stopping criteria (maximum modularity, maximum size, maximum module score), identifies modules significantly enriched with cancer genes in expression-weighted interaction networks.

  hepatocellular breast sporadic geo gene differential interaction

• 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

  Full-text index only

  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

• Current and future directions in genomics of amyotrophic lateral sclerosis.

  PMID 18625410 · PMC3524513 · Physical medicine and rehabilitation clinics of North America · 2008 · 8 claims · 8 setups

  Full-text index only

  Familial ALS (FALS, 5-10% of cases) follows Mendelian autosomal dominant inheritance, with 20% caused by SOD1 mutations and 80% by unknown mutations

  american sals dutch irish genome laser expression

• COVID-19 vaccination atlas using an integrative systems vaccinology approach.

  PMID 40456760 · PMC12130191 · NPJ vaccines · 2025 · 8 claims · 6 setups

  Has reproduction · 69

  mRNA vaccines induce transient but strong immune responses after booster doses

  pbmcs immune pbmc bulk gene principal

• Caloric Restriction Reprograms Adipose Tissues in Rhesus Monkeys.

  PMID 41042069 · PMC12686577 · Aging cell · 2025 · 8 claims · 8 setups

  Has reproduction · 66

  At baseline, SAT and VAT transcriptomes are highly similar, with only ~1% of genes (30 genes, adjusted p<0.05) differentially expressed between depots in Controls

  subcutaneous sat rhesus bulk gsea xcell

• Diapause vs. reproductive programs: transcriptional phenotypes in a keystone copepod.

  PMID 33782539 · PMC8007741 · Communications biology · 2021 · 8 claims · 7 setups

  Has reproduction · 57

  t-SNE clustering of all-gene expression data groups field-collected (diapause program) samples into one cluster while early and late culture (reproductive program) samples separate into two distinct phenotypes

  calanus same 11k degs bulk dimensionality differential

• Systems Analysis Reveals Ageing-Related Perturbations in Retinoids and Sex Hormones in Alzheimer's and Parkinson's Diseases.

  PMID 34680427 · PMC8533098 · Biomedicines · 2021 · 8 claims · 7 setups

  Has reproduction · 75

  AD and PD patients can be stratified by transcriptomic clustering into three subclasses with distinct gene expression and metabolic profiles

  post-mortem brain zebrafish bulk single-cell unsupervised

• Tumor cell metabolism: the marriage of molecular genetics and proteomics with cellular intermediary metabolism; proceed with caution!

  PMID 17090311 · PMC1636067 · Molecular cancer · 2006 · 8 claims · 5 setups

  Full-text index only

  Genetic/proteomic alterations will have little relevancy to disease processes if they are not manifested in altered and impaired cellular and metabolic function

  prostate tumor malignant enzyme gene abundance

• mitoXplorer, a visual data mining platform to systematically analyze and visualize mitochondrial expression dynamics and mutations.

  PMID 31799603 · PMC6954439 · Nucleic acids research · 2020 · 6 claims · 4 setups

  Has reproduction · 89

  mitoXplorer is a web-based visual data mining platform that integrates expression and mutation data of mito-genes with a manually curated mitochondrial interactome of ~1200 genes grouped into 38 mitochondrial processes across four model species including human

  rpe-1 trisomic rpe bulk proteomics metabolic