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).

• Revealing the critical state and identifying individualized dynamic network biomarker for type 2 diabetes through advanced analysis methods on individual basis.

  PMID 39890881 · PMC11785715 · Scientific reports · 2025 · 8 claims · 5 setups

  Has reproduction · 75

  sJSD, NIG, and TNFE methods can detect critical states/tipping points before disease deterioration using only a single sample

  simulated adipose gastrocnemius dnb numerical microarray protein-protein

• Threshold-dominated regulation hides genetic variation in gene expression networks.

  PMID 18062810 · PMC2238762 · BMC systems biology · 2007 · 8 claims · 2 setups

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  Threshold robustness (insensitivity of a singular/regulating variable's equilibrium value to parameter perturbations, except threshold changes) increases with increasing response function steepness and is present even under Michaelis-Menten conditions, not just in the step-function limit.

  three-gene illustrative numerical analytical

• Testing whether genetic variation explains correlation of quantitative measures of gene expression, and application to genetic network analysis.

  PMID 18444230 · PMC2729096 · Statistics in medicine · 2008 · 8 claims · 3 setups

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  A statistical test (delta method and Steiger-Browne optimal linear composites) is developed to test equality of the marginal correlation and the partial correlation of two gene expression traits conditional on a set of covariates.

  simulated real analytical simulation application

• Computational analysis of the synergy among multiple interacting genes.

  PMID 17299419 · PMC1828751 · Molecular systems biology · 2007 · 8 claims · 3 setups

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  Multivariate synergy of a set of factors with respect to a phenotype can be defined via the maximum-information partition, i.e., comparing the mutual information of the full set to the best achievable sum of mutual information over any partition into disjoint subsets.

  healthy biological hypothetical gene snp illustrative

• Information-theoretic identification of predictive SNPs and supervised visualization of genome-wide association studies.

  PMID 16899448 · PMC1557808 · Nucleic acids research · 2006 · 7 claims · 4 setups

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  3D VizStruct (DFT-based radial mapping + KLD as z-axis) can identify SNPs/polymorphic markers that are predictive of underlying biological class distinctions across diverse datasets

  lpl y-chromosome coral simulated snp aflp numerical

• Applications for protein sequence-function evolution data: mRNA/protein expression analysis and coding SNP scoring tools.

  PMID 16912992 · PMC1538848 · Nucleic acids research · 2006 · 7 claims · 8 setups

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  PANTHER HMMs built from family/subfamily multiple sequence alignments can classify novel protein sequences into functional groups based on statistically significant HMM match scores

  input gene genome-wide genes sequence gene numerical