Nucleus accumbens-right dorsolateral prefrontal cortex connections achieved 84% classification accuracy in distinguishing patients with chronic low back pain from healthy controls.
Case-Control (n=197)
Does nucleus accumbens-prefrontal connectivity distinguish individuals with chronic low back pain from healthy controls?
Nucleus accumbens-prefrontal connectivity consistently distinguishes people with chronic low back pain from healthy controls, suggesting abnormal interactions in brain regions involved in pain regulation.
ABSTRACT: The nucleus accumbens (NAc) and its prefrontal connections are implicated in the aetiology of chronic low back pain (CLBP). Animal and human studies suggest that the NAc and its connections play a critical role in the transition from acute to CLBP. However, whole-brain connectivity in individuals with longstanding CLBP has not been systematically investigated. Using a functional connectomics approach, we examined whether the 2 NAc subregions-shell and core-exhibit different whole-brain connectivity between CLBP patients and healthy controls (HCs; total N = 197). The identified connections were correlated with CLBP intensity (multiple comparisons corrected), and their reproducibility was validated in 2 independent cohorts. These clinically relevant and reproducible connections were further leveraged to classify CLBP using machine learning. Compared with HC (n = 41), individuals with CLBP (n = 39) exhibited hyperconnectivity between the NAc shell and core and the prefrontal cortex (PFC). Although several NAc-PFC connections were linked to higher CLBP intensity, only the connections between the left NAc shell and core to the right dorsolateral PFC were reproduced in validation cohorts (total CLBP n = 53; HC n = 64). Nucleus accumbens-right dorsolateral PFC connections achieved 84% classification accuracy using logistic regression. The machine learning analyses demonstrate how knowledge-based feature selection can reliably detect CLBP. Overall, we report that NAc-PFC connectivity consistently distinguishes people with CLBP from HC and suggest an abnormal interaction between the NAc and brain regions involved in motivation, decision-making, and pain regulation.
Sunavsky et al. (Thu,) conducted a case-control in Chronic low back pain (n=197). Nucleus accumbens-prefrontal connectivity vs. Healthy controls was evaluated on Classification accuracy of chronic low back pain. Nucleus accumbens-right dorsolateral prefrontal cortex connections achieved 84% classification accuracy in distinguishing patients with chronic low back pain from healthy controls.