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).
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Has reproduction · 78
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
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
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Has reproduction · 85
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
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)
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Has reproduction · 75
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
sJSD, NIG, and TNFE methods can detect critical states/tipping points before disease deterioration using only a single sample
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Threshold-dominated regulation hides genetic variation in gene expression networks.
PMID 18062810 · PMC2238762 · BMC systems biology · 2007 · 8 claims · 2 setups
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.
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Has reproduction · 85
NETISCE: a network-based tool for cell fate reprogramming.
PMID 35725577 · PMC9209484 · NPJ systems biology and applications · 2022 · 8 claims · 4 setups
NETISCE predicts cell fate reprogramming targets in static (GRN/signaling) networks without needing full kinetic parameterization of a dynamical model.
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Has reproduction · 74
Software JimenaE allows efficient dynamic simulations of Boolean networks, centrality and system state analysis.
PMID 36725967 · PMC9892028 · Scientific reports · 2023 · 8 claims · 4 setups
JimenaE simulates Boolean networks dynamically and systematically calculates all system states rather than heuristically as SQUAD does.
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Has reproduction · 100
Computational modeling demonstrates that glioblastoma cells can survive spatial environmental challenges through exploratory adaptation.
PMID 31836713 · PMC6911112 · Nature communications · 2019 · 8 claims · 6 setups
Stochastic exploration of the gene-regulatory network structure confers enhanced adaptive capacity, enabling GBM cells to converge to new target phenotypes in novel environments.
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Has reproduction · 53
spliceJAC: transition genes and state-specific gene regulation from single-cell transcriptome data.
PMID 36321549 · PMC9627675 · Molecular systems biology · 2022 · 8 claims · 6 setups
spliceJAC quantifies multivariate mRNA splicing from unspliced/spliced count matrices to construct cell state-specific gene-gene (Jacobian) interaction matrices.
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Has reproduction · 49
Numb prevents a complete epithelial-mesenchymal transition by modulating Notch signalling.
PMID 29187638 · PMC5721160 · Journal of the Royal Society, Interface · 2017 · 7 claims · 8 setups
Numb (and Numbl) inhibits a full EMT by stabilizing a hybrid E/M phenotype, acting as a 'phenotypic stability factor'.
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Digital evolution.
PMID 14551915 · PMC212697 · PLoS biology · 2003 · 7 claims · 5 setups
Digital organisms (Avidians) evolved from simple self-replicators, through an unexpected transitional form, to complex performers of many logic functions, with the full genealogy traceable and no missing links.
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Has reproduction · 59
Integrative network modeling reveals mechanisms underlying T cell exhaustion.
PMID 32024856 · PMC7002445 · Scientific reports · 2020 · 8 claims · 6 setups
An integrative, literature-curated and data-driven gene regulatory network underlies CD8+ T cell exhaustion and accurately captures expression states in chronic infection and tumor settings.
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The fragile breakage versus random breakage models of chromosome evolution.
PMID 16501665 · PMC1378107 · PLoS computational biology · 2006 · 8 claims · 6 setups
Sankoff and Trinh's synteny block identification algorithm (ST-Synteny) is flawed, producing erroneous block identifications even in small toy examples.
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CYCLONET--an integrated database on cell cycle regulation and carcinogenesis.
PMID 17202170 · PMC1899094 · Nucleic acids research · 2007 · 7 claims · 4 setups
Cyclonet is a web-based integrated database combining 'omics' and chemoinformatics data on mammalian cell cycle regulation in normal and pathological (cancer) states, built on a systems biology approach.
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Has reproduction · 63
Extensive tissue-specific expression variation and novel regulators underlying circadian behavior.
PMID 33514540 · PMC7846174 · Science advances · 2021 · 8 claims · 8 setups
More than 1700 mostly tissue-specific cycling genes are detected across four Drosophila tissues, substantially expanding the catalog of clock-controlled genes