Scope |
• Does the model: |
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° Represent appropriate biology? |
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° Include necessary biological components and processes? |
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° Include appropriate level of biological detail (especially for your target areas)? |
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° Represent the appropriate timeframe (e.g., minutes vs. years)? |
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° Represent the phenotype (e.g., therapeutic area, severity) of interest? |
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• Is the size and complexity appropriate to the time and resources you can apply? |
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• Is the biology represented appropriately? |
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• Is the embedded biological knowledge current? |
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• Is the original research context clear? |
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• Are assumptions clearly stated? |
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• Are assumptions appropriate for the new research context? |
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• Are data and parameter sources appropriate for the new research context? |
Uncertainty |
• Does the publication identify key knowledge gaps and associated assumptions? |
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• Does the publication evaluate the impact of key uncertainties via sensitivity analysis or “what if” scenario testing? |
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• Does the publication include multiple Virtual Patients (VPs) to explore biological uncertainty that is relevant to the new research context? |
Variability |
• Does the publication identify known pathway variability? |
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• Does the publication evaluate the impact of pathway variability via sensitivity analysis or “what if” scenario testing? |
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• Does the publication comment on clinical variability? |
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• Are multiple relevant VPs included? |
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• If VPs are included, how do they differ from each other mechanistically? |
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• If VPs are included, what clinical phenotype and response to therapy do they represent? |
Testing |
• Qualitative Testing: |
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° Were relevant experts consulted to assess if model results looked reasonable? |
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° Were relevant sources of information for qualitative testing identified and used, e.g., clinical data from related therapeutic areas, or relevant non-clinical data? |
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° Were what-if experiments performed to assess model behavior? |
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° Are subsystem behavior tests described, with appropriate data references? |
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• Quantitative Testing: |
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° Were relevant clinical data for the drug of interest used for testing? |
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° Were relevant clinical data for drugs in the same therapeutic area used for testing? |
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° Were multiple disparate types of model perturbations tested and compared to relevant data? |
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° Did the model perform adequately, given the new research context? |
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° Does the model include relevant clinical outcome measures and/or biomarkers? |
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° Is it clear how the outcome measures were derived from the represented biology? |
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° Were population-level outcomes reproduced with appropriate range and distribution of outcomes? |