TY - JOUR
T1 - Spatiotemporal alterations of thalamo-cortical effective connectivity in major depressive disorder patients
AU - Yang, Chengxiao
AU - Wang, Pan
AU - Biswal, Bharat
AU - Wang, Yifeng
N1 - Publisher Copyright:
© The Author(s) 2025.
PY - 2025/12
Y1 - 2025/12
N2 - Background: Thalamic structural and functional abnormalities in major depressive disorder (MDD) are linked to impairments in diverse cognitive and emotional functions via the thalamo-cortical circuit. Given the constraints of temporal and spatial factors on information exchange, investigating frequency-specific effective connectivity (EC) is essential for elucidating the abnormal mechanisms of spatiotemporal information communication in patients with MDD. Method: We employed a large-scale, multicenter resting-state functional magnetic resonance imaging (fMRI) dataset comprising individuals with MDD and matched healthy controls. Frequency-specific EC between the thalamic subregions and cortical/subcortical regions was assessed using spectral Granger causality in four frequency bands: slow-5 (0.01–0.027 Hz), slow-4 (0.027–0.073 Hz), slow-3 (0.073–0.185 Hz), and a classic frequency range (0.01–0.08 Hz). Support vector regression (SVR) models were employed to evaluate the predictive value of altered EC for clinical symptom scores. Results: Individuals with MDD exhibited significant and frequency-dependent abnormalities in thalamocortical and thalamo-subcortical EC, with the most pronounced disruptions observed in the slow-5 band. These abnormalities originate from the specific thalamic subregions and extend to cortical and subcortical regions. Among the frequency bands analyzed, EC alterations in the slow-5 band showed the strongest association with clinical severity and yielded the highest predictive performance in SVR models. Conclusions: Frequency-specific EC disruptions, particularly within the slow-5 band, may reflect fundamental spatiotemporal communication deficits in MDD. These findings highlight the slow-5 thalamocortical and thalamo-subcortical EC as a potential neurobiological marker for diagnosis and a target for treatment strategies in MDD.
AB - Background: Thalamic structural and functional abnormalities in major depressive disorder (MDD) are linked to impairments in diverse cognitive and emotional functions via the thalamo-cortical circuit. Given the constraints of temporal and spatial factors on information exchange, investigating frequency-specific effective connectivity (EC) is essential for elucidating the abnormal mechanisms of spatiotemporal information communication in patients with MDD. Method: We employed a large-scale, multicenter resting-state functional magnetic resonance imaging (fMRI) dataset comprising individuals with MDD and matched healthy controls. Frequency-specific EC between the thalamic subregions and cortical/subcortical regions was assessed using spectral Granger causality in four frequency bands: slow-5 (0.01–0.027 Hz), slow-4 (0.027–0.073 Hz), slow-3 (0.073–0.185 Hz), and a classic frequency range (0.01–0.08 Hz). Support vector regression (SVR) models were employed to evaluate the predictive value of altered EC for clinical symptom scores. Results: Individuals with MDD exhibited significant and frequency-dependent abnormalities in thalamocortical and thalamo-subcortical EC, with the most pronounced disruptions observed in the slow-5 band. These abnormalities originate from the specific thalamic subregions and extend to cortical and subcortical regions. Among the frequency bands analyzed, EC alterations in the slow-5 band showed the strongest association with clinical severity and yielded the highest predictive performance in SVR models. Conclusions: Frequency-specific EC disruptions, particularly within the slow-5 band, may reflect fundamental spatiotemporal communication deficits in MDD. These findings highlight the slow-5 thalamocortical and thalamo-subcortical EC as a potential neurobiological marker for diagnosis and a target for treatment strategies in MDD.
KW - Effective connectivity
KW - Major depressive disorder
KW - Spatiotemporal neuroscience
KW - Support vector regression
KW - Thalamus
UR - https://www.scopus.com/pages/publications/105017555527
UR - https://www.scopus.com/pages/publications/105017555527#tab=citedBy
U2 - 10.1186/s12888-025-07351-9
DO - 10.1186/s12888-025-07351-9
M3 - Article
C2 - 41039494
AN - SCOPUS:105017555527
SN - 1471-244X
VL - 25
JO - BMC Psychiatry
JF - BMC Psychiatry
IS - 1
M1 - 924
ER -