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).

• Discovery and characterization of gene-by-environment and epistatic genetic effects in a vertebrate model.

  PMID 41672067 · PMC13174225 · Cell genomics · 2026 · 7 claims · 7 setups

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  A segregation analysis in an F2 medaka cross identified 16 QTLs linked to embryonic heart rate variation across temperatures

  mikk medaka discovered informed high-throughput heart shallow

• Gene-environment interaction and obesity.

  PMID 19019037 · PMC3683966 · Nutrition reviews · 2008 · 8 claims · 8 setups

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  Obesity susceptibility is largely genetically determined but requires environmental exposure (excess energy intake, low fiber, physical inactivity) to manifest phenotypically.

  framingham european individuals healthy genome-wide candidate gene-diet

• Genetic architecture of natural variation of cardiac performance from flies to humans.

  PMID 36383075 · PMC9668334 · eLife · 2022 · 8 claims · 7 setups

  Has reproduction · 74

  Natural genetic variation significantly influences cardiac performance traits (rhythmicity and contractility) across 167 DGRP lines

  drosophila dgrp gene induced high-speed genome-wide epistasis

• Mouse-Geneformer: A deep learning model for mouse single-cell transcriptome and its cross-species utility.

  PMID 40106407 · PMC11964219 · PLoS genetics · 2025 · 7 claims · 6 setups

  Has reproduction · 95

  Mouse-Geneformer, a Transformer Encoder model pre-trained via masked-token self-supervised learning on mouse-Genecorpus-20M, was successfully constructed following the original human Geneformer architecture.

  healthy scrna-seq disease scrna-seq type perturbation

• Enhancing KLF15 activity in cardiomyocytes: a novel approach to prevent pathological reprogramming and fibrosis via nuclease-deficient dCas9VPR.

  PMID 41771837 · PMC12953643 · Signal transduction and targeted therapy · 2026 · 8 claims · 8 setups

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  KLF15 transcriptional activity shows the most significant change among TFs in pathological cardiomyocytes during progressive hypertrophic remodeling, reflecting less effective repression of disease-associated genes.

  ventricular heart cardiomyocytes cardiomyocyte single-cell rt-qpcr bulk

• GAA repeat expansion mutation mouse models of Friedreich ataxia exhibit oxidative stress leading to progressive neuronal and cardiac pathology.

  PMID 16919418 · PMC2842930 · Genomics · 2006 · 8 claims · 8 setups

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  Human FXN YAC transgenes containing GAA repeat expansions (YG22, YG8) rescue the embryonic lethality of homozygous Fxn knockout mice

  yg22 tissues lysates sciatic breeding semiquantitative western

• Identification of the imprinted KLF14 transcription factor undergoing human-specific accelerated evolution.

  PMID 17480121 · PMC1865561 · PLoS genetics · 2007 · 7 claims · 8 setups

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  KLF14 is a novel imprinted gene showing monoallelic maternal expression in embryonic and extra-embryonic tissues of both human and mouse

  embryonic fetal monochromosomal fibroblasts allele-specific rt-pcr chromatin

• CellPolaris: Transfer Learning for Gene Regulatory Network Construction to Guide Cell State Transitions.

  PMID 41498638 · PMC12948241 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

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  CellPolaris is a unified computational framework performing TF-centered GRN construction, master TF identification, and TF perturbation simulation

  bulk previously round paired transfer-learning cross-species

• CD74 deficiency protects against doxorubicin cardiotoxicity through RRM2-mediated regulation of ferroptosis.

  PMID 42180553 · PMC13198236 · Acta pharmaceutica Sinica. B · 2026 · 8 claims · 8 setups

  Has reproduction · 29

  CD74 levels are elevated in plasma of DOX-exposed breast cancer patients and in DOX-challenged mouse hearts and cardiomyocytes

  plasma cd74− cardiomyocytes hearts elisa echocardiography cardiomyocyte

• Genotype-phenotype associations: modulation by diet and obesity.

  PMID 19037211 · PMC2771769 · Obesity (Silver Spring, Md.) · 2008 · 8 claims · 7 setups

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  Obesity modulates the association between APOE genotype and fasting insulin/glucose levels in men, with obese APOE4 carriers showing higher insulin and glucose than other obese genotype groups.

  framingham spanish caucasian population apoe edn1 lpl

• DBTSS provides a tissue specific dynamic view of Transcription Start Sites.

  PMID 19910371 · PMC2808897 · Nucleic acids research · 2010 · 8 claims · 8 setups

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  DBTSS update adds ~330 million new TSS Seq tags from 31 different human/mouse cell types or culture conditions.

  normal dld1 beas2b ramos tss comparative

• Genetic evidence supporting obesity as a risk factor for lung squamous cell carcinoma and the identification of MFAP1 as a shared genetic target.

  PMID 41820721 · PMC13096280 · Discover oncology · 2026 · 8 claims · 8 setups

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  BMI and LUSC show a significant positive genome-wide genetic correlation, robust to constrained-intercept sensitivity analysis and replicated by GNOVA.

  gwas gtex scrna-seq ldsc gnova ρ-hess

• Widespread ectopic expression of olfactory receptor genes.

  PMID 16716209 · PMC1508154 · BMC genomics · 2006 · 8 claims · 6 setups

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  OR genes show widespread, locus-dependent, heterogeneous ectopic expression across dozens of non-olfactory human and mouse tissues

  tissues olfactory intact probesets microarray est custom

• Endurance exercise as a countermeasure for aging.

  PMID 18716044 · PMC2570389 · Diabetes · 2008 · 8 claims · 8 setups

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  Reduced insulin sensitivity with age is likely related to adiposity and physical inactivity rather than being an inevitable consequence of aging.

  vastus mitochondria mitochondrial extracted euglycemic-hyperinsulinemic mitochondrial citrate