Whole-brain turbulent dynamics predict responsiveness to pharmacological treatment in major depressive disorder

被引:2
作者
Escrichs, Anira [1 ]
Sanz Perl, Yonatan [1 ,2 ]
Fisher, Patrick M. [3 ,4 ]
Martinez-Molina, Noelia [1 ]
Guzman, Elvira G. [1 ]
Frokjaer, Vibe G. [3 ,5 ,6 ]
Kringelbach, Morten L. [7 ,8 ,9 ]
Knudsen, Gitte M. [3 ,5 ]
Deco, Gustavo [1 ,10 ]
机构
[1] Univ Pompeu Fabra, Ctr Brain & Cognit, Dept Informat & Commun Technol, Computat Neurosci Grp, Barcelona, Catalonia, Spain
[2] Paris Brain Inst ICM, Paris, France
[3] Copenhagen Univ Hosp, Neurobiol Res Unit, Rigshosp, Copenhagen, Denmark
[4] Univ Copenhagen, Dept Drug Design & Pharmacol, Copenhagen, Denmark
[5] Univ Copenhagen, Fac Hlth & Med Sci, Dept Clin Med, Copenhagen, Denmark
[6] Capital Reg Denmark, Mental Hlth Serv, Copenhagen, Denmark
[7] Univ Oxford, Dept Psychiat, Oxford, England
[8] Aarhus Univ, Ctr Mus Brain, Dept Clin Med, Aarhus, Denmark
[9] Univ Oxford, Ctr Eudaimonia & Human Flourishing, Oxford OX1 2JD, England
[10] Inst Catalana Recerca & Estudis Avancats ICREA, Barcelona, Catalonia, Spain
基金
新加坡国家研究基金会;
关键词
TREATMENT RESPONSE; RATING-SCALE; NETWORK; CONNECTIVITY; CONNECTOME; ENERGY; MRI;
D O I
10.1038/s41380-024-02690-7
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Depression is a multifactorial clinical syndrome with a low pharmacological treatment response rate. Therefore, identifying predictors of treatment response capable of providing the basis for future developments of individualized therapies is crucial. Here, we applied model-free and model-based measures of whole-brain turbulent dynamics in resting-state functional magnetic resonance imaging (fMRI) in healthy controls and unmedicated depressed patients. After eight weeks of treatment with selective serotonin reuptake inhibitors (SSRIs), patients were classified as responders and non-responders according to the Hamilton Depression Rating Scale 6 (HAMD6). Using the model-free approach, we found that compared to healthy controls and responder patients, non-responder patients presented disruption of the information transmission across spacetime scales. Furthermore, our results revealed that baseline turbulence level is positively correlated with beneficial pharmacological treatment outcomes. Importantly, our model-free approach enabled prediction of which patients would turn out to be non-responders. Finally, our model-based approach provides mechanistic evidence that non-responder patients are less sensitive to stimulation and, consequently, less prone to respond to treatment. Overall, we demonstrated that different levels of turbulent dynamics are suitable for predicting response to SSRIs treatment in depression.
引用
收藏
页码:1069 / 1079
页数:11
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