0. Model selection
• What model system is used? Why is this system appropriate for the study’s goals (e.g., relevance to human biology, ease of manipulation)? • What are alternative model systems? Compare their pros/cons (cost, ethical concerns, translatability). • Are there ethical considerations in using this system? Models: - In silico model - Cell line model - Mouse model(animal model) - Human model
3R for animal model¶
And the choice should follow the 3Rs principle: Replacement, Reduction, and Refinement - Replacement: we should use alternatives to replace live animals when possible, like cell cultures, computer models - Reduction: we should minimizing the number of animals used while maintaining scientific validity - Refinement: we should optimize procedures to minimize pain and distress, improving animal welfare through better housing, enrichment, and less invasive techniques
In silico models¶
- Advantage:
- useful for predicting gene functions, drug interaction, pathway by calculation
- cost-effective
- rapid for initial screening
- Disadvantages
- Limited by accuracy of algorithms, and limited by existing knowledge and datasets
- Can only be used to raise up hypotheses or identify wet lab results
Cell line model¶
- Cell line models use cultured cells (often immortalised) to study biological processes in controlled environments
- Advantages:
- More biologically relevant than computational models
- Controlled experimental environment
- Relatively inexpensive compared to animal/human studies
- Amenable to high-throughput screening
- Allows for genetic manipulation and specific pathway analysis
- Reproducible results from homogeneous populations
- Can be used in pilot experiment to decide which method or does of drug could be the best.
- Disadvantages:
- Lack complex tissue interactions and physiological context
- May not represent in vivo behavior accurately
- Cell lines can drift genetically over passages
- Limited to cellular responses rather than organism-level effects
- May not reflect normal cell behavior (especially cancer cell lines)
- Cannot study systemic responses or organ interactions
Mouse model¶
- 8 weeks -- young and adult mouse
- Advantages:
- Whole organism with intact physiological systems
- Significant genetic similarity to humans (~85%)
- Well-characterized biology and available genetic tools
- Allows study of complex disease processes and treatments
- Enables tissue interactions and systemic responses
- Established protocols and research precedents
- Disadvantages:
- Expensive to maintain and require specialized facilities
- Significant ==ethical== considerations and regulatory requirements
- Physiological differences from humans affect translatability
- Longer experimental timelines than in vitro studies
- Genetic homogeneity in lab strains may not reflect human diversity
- Limited sample sizes due to cost and ethical considerations
Human Models¶
- Advantages
- Directly relevant to human health and disease
- No species translation concerns
- Captures human-specific biological responses
- Most valuable for clinical applications
- Reflects human genetic and physiological diversity
- Disadvantages:
- Highest ethical scrutiny and regulatory requirements
- Most expensive and logistically complex
- Limited experimental manipulation possibilities
- Significant variability between individuals
- Longer timelines for study completion
- Recruitment and retention challenges
- Limited ability to control for confounding variables
Zebrafish Model¶
- Advantages:
- Transparent embryos allow real-time visualization of development
- Rapid development and short generation time
- High fecundity (hundreds of embryos per mating)
- External fertilization and development
- ~70% genetic similarity to humans
- Amenable to genetic manipulation (CRISPR, transgenesis)
- Relatively low cost compared to mammalian models
- Less stringent ethical regulations than mammalian models
- Disadvantages:
- Evolutionary distance from humans limits some applications
- Physiological differences in some organ systems
- Limited behavioral complexity compared to mammals
- Some human disease mechanisms not conserved
- Regenerative abilities not shared with humans
Rat Model¶
- Advantages:
- Larger size than mice allows for more complex surgical procedures
- Better for behavioral and cognitive studies than mice
- More similar to humans in some physiological and metabolic aspects
- Superior model for certain disease areas (cardiovascular, neurological)
- Well-established in toxicology and drug development
- More sophisticated social behaviors than mice
- Disadvantages:
- More expensive than mice
- Fewer genetic tools available compared to mice
- Require more space and resources
- Similar ethical considerations as mice
- Still significant translational gaps to humans
Non-Human Primate Models¶
- Advantages:
- Closest evolutionary relationship to humans
- Similar brain structure and cognitive abilities
- Comparable immune system and disease susceptibility
- Most predictive for human drug responses and safety
- Critical for specific research areas (neuroscience, infectious disease)
- Similar reproductive physiology
- Disadvantages:
- Highest ethical concerns among animal models
- Extremely costly to maintain
- Stringent regulatory requirements
- Long lifespan complicates longitudinal studies
- Limited availability and specialized facility requirements
- Public controversy surrounding their use
Drosophila (Fruit Fly) Model¶
- Advantages:
- Rapid generation time (10-12 days)
- Extensive genetic tools available
- Low cost and easy maintenance
- ~60% of human disease genes have fly counterparts
- Minimal ethical concerns
- High-throughput screening capability
- Well-characterized developmental biology
- Disadvantages:
- Significant evolutionary distance from humans
- Simplified organ systems
- Invertebrate physiology differs substantially from mammals
- Limited behavioural complexity
- Restricted ability to model complex human diseases