Abstract
Background: Identifying individual-specific mechanisms of action may facilitate progress toward precision medicine. Most studies seeking to identify mechanisms of action collapse together two distinct components: pre-treatment trait-like characteristics differentiating between individuals and state-like characteristics changing within each individual over the course of treatment. We suggest a conceptual framework highlighting the importance of studying interactions between trait-like and state-like components in the development of moderated mediation models that can guide personalized targeted interventions. Methods: To facilitate implementation of this framework, two empirical demonstrations are presented from a recent clinical trial and neuroimaging study. The first examines limbic reactivity during an emotional face task; the second concerns striatal activation in a monetary reward task. Results: In both tasks, considering the interaction between trait-like and state-like components predicted treatment outcome more robustly than did the trait-like or state-like components examined individually. Conclusions: These findings suggest that the extent to which state-like modulation of neural activations can serve as a potential treatment target depends on the pre-treatment, trait-like levels of activation in these regions. Thus, the interaction between trait-like and state-like components can serve as a promising path to the development of personalized interventions within a precision medicine framework in which mechanisms of action are individual-specific.
| Original language | American English |
|---|---|
| Article number | 1197 |
| Journal | Journal of Personalized Medicine |
| Volume | 12 |
| Issue number | 8 |
| DOIs | |
| State | Published - 23 Jul 2022 |
| Externally published | Yes |
Keywords
- between-individuals variance
- mechanisms of action
- mediators
- moderators
- precision medicine
- within-individual variance
All Science Journal Classification (ASJC) codes
- Medicine (miscellaneous)
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