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).

• SIRE 2.0: a novel method for estimating polygenic host effects underlying infectious disease transmission, and analytical expressions for prediction accuracies.

  PMID 40169992 · PMC11963337 · Genetics, selection, evolution : GSE · 2025 · 8 claims · 2 setups

  Has reproduction · 83

  SIRE 2.0 is a novel Bayesian methodology and software tool for estimating polygenic contributions (variance components and additive genetic effects) to host susceptibility, infectivity and recoverability from temporal epidemic data using pedigree/genomic relationship matrices.

  simulated bayesian systematic

• ConNIS and labeling instability: New statistical methods for improving the detection of essential genes in TraDIS libraries.

  PMID 41790830 · PMC12991369 · PLoS computational biology · 2026 · 8 claims · 3 setups

  Has reproduction · 83

  ConNIS provides an analytic solution for the probability of observing the longest insertion-free sequence within a gene given its length and number of insertion sites under non-essentiality.

  simulated four real simulation semi-synthetic real-world

• A mechanistic model captures the emergence and implications of non-genetic heterogeneity and reversible drug resistance in ER+ breast cancer cells.

  PMID 34316714 · PMC8271219 · NAR cancer · 2021 · 7 claims · 8 setups

  Has reproduction · 85

  EMT and tamoxifen-resistance (TamR) regulatory axes can drive one another, enabling non-genetic heterogeneity via six co-existing phenotypes (ES, ER, HS, HR, MS, MR)

  gene same randomized publicly racipe stochastic randomized

• Topological approximate Bayesian computation for parameter inference of an angiogenesis model.

  PMID 35191485 · PMC9048691 · Bioinformatics (Oxford, England) · 2022 · 7 claims · 3 setups

  Has reproduction · 100

  TDA summary statistics can be combined with ABC to infer parameters (ρ, χ) of the Anderson–Chaplain angiogenesis model

  square simplicial simulated computational persistent approximate

• Incorporation of genetic model parameters for cost-effective designs of genetic association studies using DNA pooling.

  PMID 17634103 · PMC1947971 · BMC genomics · 2007 · 8 claims · 4 setups

  Full-text index only

  A closed-form approximation to the F-test non-centrality parameter (NCP) incorporating genetic model parameters (disease allele frequency, marker allele frequency, prevalence, genotype relative risk, sample size, genetic model, number of pools/replicates, machine variability) can be used to compute power for DNA pooling association studies

  modeled analytic factorial power

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

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

  Full-text index only

  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

• The evolutionary dynamics of a rapidly mutating virus within and between hosts: the case of hepatitis C virus.

  PMID 19911046 · PMC2768904 · PLoS computational biology · 2009 · 8 claims · 3 setups

  Full-text index only

  The replication rate of the strain that initiates an infection has a strong effect on the fitness of the infection at the between-host level, even though the virus evolves rapidly within the host.

  computational same simulation stochastic parameter-sweep multivariate

• Deep learning from phylogenies to uncover the epidemiological dynamics of outbreaks.

  PMID 35794110 · PMC9258765 · Nature communications · 2022 · 8 claims · 5 setups

  Has reproduction · 94

  Deep learning (FFNN-SS and CNN-CBLV) enables accurate and fast likelihood-free estimation of epidemiological parameters and model selection from phylogenies

  simulated same hiv-1 simulation-based bayesian maximum-likelihood

• Stability analysis of mixtures of mutagenetic trees.

  PMID 18366778 · PMC2335279 · BMC bioinformatics · 2008 · 7 claims · 5 setups

  Full-text index only

  Mutagenetic trees mixture models capture multiple alternative pathways of ordered accumulation of genetic events (e.g., HIV resistance mutations, cancer chromosomal aberrations).

  simulated hiv-1 hiv timed simulation genotypic mutagenetic

• Uncertainty in the mating strategy of honeybees causes bias and unreliability in the estimates of genetic parameters.

  PMID 38632535 · PMC11022492 · Genetics, selection, evolution : GSE · 2024 · 7 claims · 3 setups

  Has reproduction · 98

  The most precise estimates of genetic parameters and genetic trends are obtained when breeding queens are mated with drones of a single DPQ that is correctly assigned in the pedigree (SS mating).

  simulated simulation sensitivity

• Emergent dynamics of underlying regulatory network links EMT and androgen receptor-dependent resistance in prostate cancer.

  PMID 36851919 · PMC9957767 · Computational and structural biotechnology journal · 2023 · 8 claims · 7 setups

  Has reproduction · 78

  Simulations of the EMT-AR crosstalk network reveal four possible phenotypes: epithelial-sensitive (ES), epithelial-resistant (ER), mesenchymal-resistant (MR), and mesenchymal-sensitive (MS), with MS occurring rarely

  gene racipe clinical tcga racipe influence principal

• 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

• 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

  Full-text index only

  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

• Evolutionary distance estimation and fidelity of pair wise sequence alignment.

  PMID 15840174 · PMC1087827 · BMC bioinformatics · 2005 · 8 claims · 8 setups

  Full-text index only

  Evolutionary distance estimation is relatively unaffected by alignment error as long as 50% or more of homologous sites remain identical between sequences

  simulated simulated sequence indel

• Computing Ka and Ks with a consideration of unequal transitional substitutions.

  PMID 16740169 · PMC1552089 · BMC evolutionary biology · 2006 · 7 claims · 7 setups

  Full-text index only

  MYN, a modified version of the Yang-Nielsen (YN) algorithm based on the Tamura-Nei Model, allows unequal transitional substitution rates between purines (κR) and pyrimidines (κY) plus codon frequency bias

  simulated pairs human-mouse human-dog computer comparative

• The fragile breakage versus random breakage models of chromosome evolution.

  PMID 16501665 · PMC1378107 · PLoS computational biology · 2006 · 8 claims · 6 setups

  Full-text index only

  Sankoff and Trinh's synteny block identification algorithm (ST-Synteny) is flawed, producing erroneous block identifications even in small toy examples.

  small synthetic synteny random whole-genome

• The origins of lactase persistence in Europe.

  PMID 19714206 · PMC2722739 · PLoS computational biology · 2009 · 8 claims · 5 setups

  Full-text index only

  The −13,910*T allele first underwent selection among dairying farmers around 7,500 years ago in a region between the central Balkans and central Europe, possibly linked to the Linearbandkeramik culture.

  simulated simulation 910*t farming demic approximate comparison

• Calculating expected DNA remnants from ancient founding events in human population genetics.

  PMID 18928554 · PMC2588638 · BMC genetics · 2008 · 8 claims · 3 setups

  Full-text index only

  Genetic parameters (native/migrant population size, mutation rate, generations since admixture) strongly determine the final frequency of migrant alleles detectable today.

  simulated forward-based size

• Antigenic diversity, transmission mechanisms, and the evolution of pathogens.

  PMID 19847288 · PMC2759524 · PLoS computational biology · 2009 · 8 claims · 3 setups

  Full-text index only

  Three distinct infection types (A, B, C) emerge as maxima in the pathogen fitness landscape, each with characteristic within-host dynamics, contact network structure, and transmission mode

  generic simulated hiv-1 stochastic dynamic regression

• Generative and integrative modeling for transcriptomics with formalin fixed paraffin embedded material.

  PMID 41029822 · PMC12486589 · Journal of translational medicine · 2025 · 8 claims · 5 setups

  Has reproduction · 67

  fRNA-seq transcript counts are best fit by the negative binomial distribution, with little evidence supporting zero-inflated extensions

  compendium frna-seq nb-generated breast ffpe distribution synthetic