The experimenter's view of the trees. |
For a therapeutic agent to improve outcomes in a given
disease, say sepsis, a fundamental and paramount precondition must be met: the agent/therapy must interfere with part of
the causal pathway to the outcome of interest. Even if this precondition is met, the agent
may not influence the outcome favorably for several reasons:
- Causal pathway redundancy: redundancy in causal pathways may mitigate the agent's effects on the downstream outcome of interest - blocking one intermediary fails because another pathway remains active
- Causal factor redundancy: the factor affected by the agent has both beneficial and untoward effects in different causal pathways - that is, the agent's toxic effects may outweigh/counteract its beneficial ones through different pathways
- Time dependency of the causal pathway: the agent interferes with a factor in the causal pathway that is time dependent and thus the timing of administration is crucial for expression of the agent's effects
- Multiplicity of agent effects: the agent has multiple effects on multiple pathways - e.g., HMG-CoA reductase inhibitors both lower LDL cholesterol and have anti-inflammatory effects. In this case, the agent may influence the outcome favorably, but it's a trick of nature - it's doing so via a different mechanism than the one you think it is.