Connectivity Patterns across Bipolar Disorder Stages: a Tractography-based Graph Analysis
Author Block: S. Capelli1, A. Arrigoni1, S. Saluzzi2, P. Patani2, S. Martinelli2, A. Caroli1, A. Di Giorgio2, S. Gerevini2; 1Ranica/IT, 2Bergamo/IT
Purpose: Diffusion-weighted MRI (DW-MRI) tractography enables non-invasive mapping of brain connectivity and may reveal biomarkers of structural network alterations in psychiatric disorders. This study investigated connectome changes across clinical stages of Bipolar Disorder (BD), including individuals at familial risk, using advanced DW-MRI processing and graph analysis.
Methods or Background: Forty-five participants were recruited from two Italian centers and classified according to the Kupka–Hillegers staging model: Stage 0–1 (n = 13, familial risk and subthreshold symptoms), Stage 2 (n = 8, first hypo/manic episode), Stage 3 (n = 13, recurrent episodes), and Stage 4 (n = 11, chronic non-remissive course). DW-MRI data were acquired using a 3T scanner and processed with a custom pipeline integrating single-shell 3-tissue constrained spherical deconvolution (SS3T-CSD), anatomically constrained probabilistic tractography (iFOD2-ACT), and graph-based connectome analysis. Tractograms were optimized with the COMMIT2 method, and connectivity metrics were derived using Python’s bctpy package. T1-weighted imaging was coregistered to the DW-MRI scan using ANT and parcellated with FreeSurfer. Group differences were assessed with Kruskal-Wallis tests and Wilcoxon pairwise comparisons (p < 0.05), with Bonferroni correction applied.
Results or Findings: Mean nodal strength showed a significant group effect (p = 0.024), with post hoc analysis indicating reduced strength in Stage 4 compared to Stage 2 (p = 0.002) and a trend compared to Stage 3 (p = 0.072). Among node-wise metrics, the betweenness of the left posterior cingulate cortex (PCC) had the most significant effect (p < 0.001), which remained significant after Bonferroni correction.
Conclusion: Findings indicate progressive disruption of structural connectivity with advancing BD stage, particularly affecting PCC centrality. DW-MRI tractography and connectome metrics hold promise as biomarkers for disease progression and stratification in BD.
Limitations: Single-center image acquisition, modest sample size, and lack of external validation.
Funding for this study: NextGeneration EU - PNRR: M6/C2_CALL 2022
Has your study been approved by an ethics committee? Yes
Ethics committee - additional information: Protocol title: BipOlAR Disorder Integrative stagiNG: incorporating the role of biomarkers into Progression AcrosS Stages (BOARDING-PASS)