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Roy JC, Hédouin R, Desmidt T, Dam S, Mirea-Grivel I, Louise W, Bannier E, Barantin L, Drapier D, Batail JM, David R, Coloigner J, Robert GH. Quantifying Apathy in Late-Life Depression: Unraveling Neurobehavioral Links through Daily Activity Patterns and Brain Connectivity Analysis. Biol Psychiatry Cogn Neurosci Neuroimaging 2024:S2451-9022(24)00102-2. [PMID: 38615911 DOI: 10.1016/j.bpsc.2024.04.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/28/2023] [Revised: 03/04/2024] [Accepted: 04/04/2024] [Indexed: 04/16/2024]
Abstract
BACKGROUND Better understanding apathy in late-life depression (LLD) would help predicting poor prognosis of the disease such as dementia. Actimetry provides an objective and ecological measure of apathy from patients' daily motor activity. We aimed to determine if patterns of motor activity were associated with apathy and brain connectivity in networks underlying goal-directed behaviors. METHODS Resting-state functional MRI and diffusion MRI were collected from 38 non-demented LLD subjects. Apathy was evaluated using the diagnostic criteria for apathy, the apathy evaluation scale (AES) and the apathy motivation index (AMI). Functional principal components (fPC) of motor activity were derived from actimetry recordings of 72 hours. Associations between fPC and apathy were estimated by linear regression. Subnetworks whose connectivity was significantly associated with fPC were identified via the threshold-free network-based statistics. The relationship between apathy and microstructure metrics was estimated along fibers by diffusion tensor imaging and a multicompartment model called neurite orientation dispersion and density imaging via tractometry. RESULTS We found two fPC associated with apathy: mean diurnal activity, negatively associated with AES, and an early chronotype, negatively associated with AMI. Mean diurnal activity was associated with increased connectivity in the default-mode, the cingulo-opercular and the frontoparietal networks, while chronotype was associated with a more heterogenous connectivity pattern in the same networks. We did not find significant associations between microstructural metrics and fPCs. CONCLUSION Our findings suggest that mean diurnal activity and chronotype could provide indirect ambulatory measures of apathy in LLD, associated with modified functional connectivity of brain networks underlying goal-directed behaviors.
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Affiliation(s)
- Jean-Charles Roy
- Centre Hospitalier Guillaume Régnier, Pôle Hospitalo-Universitaire de Psychiatrie Adulte, F-35703, Rennes, France; CIC 1414, CHU de Rennes, Inserm, Rennes, France; Univ Rennes, Inria, CNRS, IRISA, INSERM, Empenn U1228 ERL, F-35042, Rennes, France.
| | - Renaud Hédouin
- Univ Rennes, Inria, CNRS, IRISA, INSERM, Empenn U1228 ERL, F-35042, Rennes, France
| | - Thomas Desmidt
- CHU de Tours, Tours, France; UMR 1253, iBrain, Université de Tours, Inserm, Tours, France; CIC 1415, CHU de Tours, Inserm, Tours, France
| | - Sébastien Dam
- Univ Rennes, Inria, CNRS, IRISA, INSERM, Empenn U1228 ERL, F-35042, Rennes, France
| | - Iris Mirea-Grivel
- Centre Hospitalier Guillaume Régnier, Pôle Hospitalo-Universitaire de Psychiatrie Adulte, F-35703, Rennes, France
| | - Weyl Louise
- Centre Hospitalier Guillaume Régnier, Pôle Hospitalo-Universitaire de Psychiatrie Adulte, F-35703, Rennes, France
| | - Elise Bannier
- Univ Rennes, Inria, CNRS, IRISA, INSERM, Empenn U1228 ERL, F-35042, Rennes, France; CHU Rennes, Service de Radiologie, Rennes, France
| | - Laurent Barantin
- CHU de Tours, Tours, France; UMR 1253, iBrain, Université de Tours, Inserm, Tours, France
| | - Dominique Drapier
- Centre Hospitalier Guillaume Régnier, Pôle Hospitalo-Universitaire de Psychiatrie Adulte, F-35703, Rennes, France; CIC 1414, CHU de Rennes, Inserm, Rennes, France; Univ Rennes, Faculté de Médecine, Rennes, France
| | - Jean-Marie Batail
- Centre Hospitalier Guillaume Régnier, Pôle Hospitalo-Universitaire de Psychiatrie Adulte, F-35703, Rennes, France; CIC 1414, CHU de Rennes, Inserm, Rennes, France; Univ Rennes, Faculté de Médecine, Rennes, France
| | - Renaud David
- Nice University Hospital/Côte d'Azur University, Côte d'Azur, Nice, France
| | - Julie Coloigner
- Univ Rennes, Inria, CNRS, IRISA, INSERM, Empenn U1228 ERL, F-35042, Rennes, France
| | - Gabriel H Robert
- Centre Hospitalier Guillaume Régnier, Pôle Hospitalo-Universitaire de Psychiatrie Adulte, F-35703, Rennes, France; CIC 1414, CHU de Rennes, Inserm, Rennes, France; Univ Rennes, Inria, CNRS, IRISA, INSERM, Empenn U1228 ERL, F-35042, Rennes, France; Univ Rennes, Faculté de Médecine, Rennes, France
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Roy JC, Desmidt T, Dam S, Mirea-Grivel I, Weyl L, Bannier E, Barantin L, Drapier D, Batail JM, David R, Coloigner J, Robert GH. Connectivity patterns of the core resting-state networks associated with apathy in late-life depression. J Psychiatry Neurosci 2023; 48:E404-E413. [PMID: 37914222 PMCID: PMC10620011 DOI: 10.1503/jpn.230008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/15/2023] [Revised: 04/28/2023] [Accepted: 08/03/2023] [Indexed: 11/03/2023] Open
Abstract
BACKGROUND Apathy is associated with reduced antidepressant response and dementia in late-life depression (LLD). However, the functional cerebral basis of apathy is understudied in LLD. We investigated the functional connectivity of 5 resting-state networks (RSN) hypothesized to underlie apathy in LLD. METHODS Resting-state functional MRI data were collected from individuals with LLD who did not have dementia as well as healthy older adults between October 2019 and April 2022. Apathy was evaluated using the diagnostic criteria for apathy (DCA), the Apathy Evaluation Scale (AES) and the Apathy Motivation Index (AMI). Subnetworks whose connectivity was significantly associated with each apathy measure were identified via the threshold-free network-based statistics. Regions that were consistently associated with apathy across the measures were reported as robust findings. RESULTS Our sample included 39 individuals with LLD who did not have dementia and 26 healthy older adults. Compared with healthy controls, individuals with LLD had an altered intra-RSN and inter-RNS connectivity in the default mode, the cingulo-opercular and the frontoparietal networks. All 3 apathy measurements showed associations with modified intra-RSN connectivity in these networks, except for the DCA in the cingulo-opercular network. The AMI scores showed stronger associations with the cingulo-opercular and frontoparietal networks, whereas the AES had stronger associations with the default mode network and the goal-oriented behaviour network. LIMITATIONS The study was limited by the small number of participants without apathy according to the DCA, which may have reduced the statistical power of between-group comparisons. Additionally, the reliance on specific apathy measures may have influenced the observed overlap in brain regions. CONCLUSION Our findings indicate that apathy in LLD is consistently associated with changes in both intra-RSN and inter-RSN connectivity of brain regions implicated in goal-oriented behaviours. These results corroborate previous findings of altered functional RSN connectivity in severe LLD.
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Affiliation(s)
- Jean-Charles Roy
- From the Centre Hospitalier Guillaume Régnier, Pôle Hospitalo-Universitaire de Psychiatrie Adulte, Rennes, France (Roy, Mirea-Grivel, Louise, Drapier, Batail, Robert); the Centre d'investigation clinique (CIC) de Rennes 1414, CHU de Rennes, Institut national de la santé et de la recherche médicale (INSERM), Rennes, France (Roy, Drapier, Batail, Robert); l'Université de Rennes, Inria Centre, Centre National de la Recherche Scientifique, IRISA, INSERM, Empenn U1228 ERL, Rennes, France (Roy, Dam, Bannier, Coloigner, Robert); the Service de Radiologie, CHU Rennes, Rennes, France (Bannier); the CHU de Tours, Tours, France (Desmidt, Barantin); the UMR 1253, iBrain, Université de Tours, INSERM, Tours, France (Desmidt, Barantin); the CIC 1415, CHU de Tours, INSERM, Tours, France (Desmidt); the CoBTeK (Cognition Behaviour Technology) Lab, University Côte d'Azur, Nice, France (David)
| | - Thomas Desmidt
- From the Centre Hospitalier Guillaume Régnier, Pôle Hospitalo-Universitaire de Psychiatrie Adulte, Rennes, France (Roy, Mirea-Grivel, Louise, Drapier, Batail, Robert); the Centre d'investigation clinique (CIC) de Rennes 1414, CHU de Rennes, Institut national de la santé et de la recherche médicale (INSERM), Rennes, France (Roy, Drapier, Batail, Robert); l'Université de Rennes, Inria Centre, Centre National de la Recherche Scientifique, IRISA, INSERM, Empenn U1228 ERL, Rennes, France (Roy, Dam, Bannier, Coloigner, Robert); the Service de Radiologie, CHU Rennes, Rennes, France (Bannier); the CHU de Tours, Tours, France (Desmidt, Barantin); the UMR 1253, iBrain, Université de Tours, INSERM, Tours, France (Desmidt, Barantin); the CIC 1415, CHU de Tours, INSERM, Tours, France (Desmidt); the CoBTeK (Cognition Behaviour Technology) Lab, University Côte d'Azur, Nice, France (David)
| | - Sébastien Dam
- From the Centre Hospitalier Guillaume Régnier, Pôle Hospitalo-Universitaire de Psychiatrie Adulte, Rennes, France (Roy, Mirea-Grivel, Louise, Drapier, Batail, Robert); the Centre d'investigation clinique (CIC) de Rennes 1414, CHU de Rennes, Institut national de la santé et de la recherche médicale (INSERM), Rennes, France (Roy, Drapier, Batail, Robert); l'Université de Rennes, Inria Centre, Centre National de la Recherche Scientifique, IRISA, INSERM, Empenn U1228 ERL, Rennes, France (Roy, Dam, Bannier, Coloigner, Robert); the Service de Radiologie, CHU Rennes, Rennes, France (Bannier); the CHU de Tours, Tours, France (Desmidt, Barantin); the UMR 1253, iBrain, Université de Tours, INSERM, Tours, France (Desmidt, Barantin); the CIC 1415, CHU de Tours, INSERM, Tours, France (Desmidt); the CoBTeK (Cognition Behaviour Technology) Lab, University Côte d'Azur, Nice, France (David)
| | - Iris Mirea-Grivel
- From the Centre Hospitalier Guillaume Régnier, Pôle Hospitalo-Universitaire de Psychiatrie Adulte, Rennes, France (Roy, Mirea-Grivel, Louise, Drapier, Batail, Robert); the Centre d'investigation clinique (CIC) de Rennes 1414, CHU de Rennes, Institut national de la santé et de la recherche médicale (INSERM), Rennes, France (Roy, Drapier, Batail, Robert); l'Université de Rennes, Inria Centre, Centre National de la Recherche Scientifique, IRISA, INSERM, Empenn U1228 ERL, Rennes, France (Roy, Dam, Bannier, Coloigner, Robert); the Service de Radiologie, CHU Rennes, Rennes, France (Bannier); the CHU de Tours, Tours, France (Desmidt, Barantin); the UMR 1253, iBrain, Université de Tours, INSERM, Tours, France (Desmidt, Barantin); the CIC 1415, CHU de Tours, INSERM, Tours, France (Desmidt); the CoBTeK (Cognition Behaviour Technology) Lab, University Côte d'Azur, Nice, France (David)
| | - Louise Weyl
- From the Centre Hospitalier Guillaume Régnier, Pôle Hospitalo-Universitaire de Psychiatrie Adulte, Rennes, France (Roy, Mirea-Grivel, Louise, Drapier, Batail, Robert); the Centre d'investigation clinique (CIC) de Rennes 1414, CHU de Rennes, Institut national de la santé et de la recherche médicale (INSERM), Rennes, France (Roy, Drapier, Batail, Robert); l'Université de Rennes, Inria Centre, Centre National de la Recherche Scientifique, IRISA, INSERM, Empenn U1228 ERL, Rennes, France (Roy, Dam, Bannier, Coloigner, Robert); the Service de Radiologie, CHU Rennes, Rennes, France (Bannier); the CHU de Tours, Tours, France (Desmidt, Barantin); the UMR 1253, iBrain, Université de Tours, INSERM, Tours, France (Desmidt, Barantin); the CIC 1415, CHU de Tours, INSERM, Tours, France (Desmidt); the CoBTeK (Cognition Behaviour Technology) Lab, University Côte d'Azur, Nice, France (David)
| | - Elise Bannier
- From the Centre Hospitalier Guillaume Régnier, Pôle Hospitalo-Universitaire de Psychiatrie Adulte, Rennes, France (Roy, Mirea-Grivel, Louise, Drapier, Batail, Robert); the Centre d'investigation clinique (CIC) de Rennes 1414, CHU de Rennes, Institut national de la santé et de la recherche médicale (INSERM), Rennes, France (Roy, Drapier, Batail, Robert); l'Université de Rennes, Inria Centre, Centre National de la Recherche Scientifique, IRISA, INSERM, Empenn U1228 ERL, Rennes, France (Roy, Dam, Bannier, Coloigner, Robert); the Service de Radiologie, CHU Rennes, Rennes, France (Bannier); the CHU de Tours, Tours, France (Desmidt, Barantin); the UMR 1253, iBrain, Université de Tours, INSERM, Tours, France (Desmidt, Barantin); the CIC 1415, CHU de Tours, INSERM, Tours, France (Desmidt); the CoBTeK (Cognition Behaviour Technology) Lab, University Côte d'Azur, Nice, France (David)
| | - Laurent Barantin
- From the Centre Hospitalier Guillaume Régnier, Pôle Hospitalo-Universitaire de Psychiatrie Adulte, Rennes, France (Roy, Mirea-Grivel, Louise, Drapier, Batail, Robert); the Centre d'investigation clinique (CIC) de Rennes 1414, CHU de Rennes, Institut national de la santé et de la recherche médicale (INSERM), Rennes, France (Roy, Drapier, Batail, Robert); l'Université de Rennes, Inria Centre, Centre National de la Recherche Scientifique, IRISA, INSERM, Empenn U1228 ERL, Rennes, France (Roy, Dam, Bannier, Coloigner, Robert); the Service de Radiologie, CHU Rennes, Rennes, France (Bannier); the CHU de Tours, Tours, France (Desmidt, Barantin); the UMR 1253, iBrain, Université de Tours, INSERM, Tours, France (Desmidt, Barantin); the CIC 1415, CHU de Tours, INSERM, Tours, France (Desmidt); the CoBTeK (Cognition Behaviour Technology) Lab, University Côte d'Azur, Nice, France (David)
| | - Dominique Drapier
- From the Centre Hospitalier Guillaume Régnier, Pôle Hospitalo-Universitaire de Psychiatrie Adulte, Rennes, France (Roy, Mirea-Grivel, Louise, Drapier, Batail, Robert); the Centre d'investigation clinique (CIC) de Rennes 1414, CHU de Rennes, Institut national de la santé et de la recherche médicale (INSERM), Rennes, France (Roy, Drapier, Batail, Robert); l'Université de Rennes, Inria Centre, Centre National de la Recherche Scientifique, IRISA, INSERM, Empenn U1228 ERL, Rennes, France (Roy, Dam, Bannier, Coloigner, Robert); the Service de Radiologie, CHU Rennes, Rennes, France (Bannier); the CHU de Tours, Tours, France (Desmidt, Barantin); the UMR 1253, iBrain, Université de Tours, INSERM, Tours, France (Desmidt, Barantin); the CIC 1415, CHU de Tours, INSERM, Tours, France (Desmidt); the CoBTeK (Cognition Behaviour Technology) Lab, University Côte d'Azur, Nice, France (David)
| | - Jean-Marie Batail
- From the Centre Hospitalier Guillaume Régnier, Pôle Hospitalo-Universitaire de Psychiatrie Adulte, Rennes, France (Roy, Mirea-Grivel, Louise, Drapier, Batail, Robert); the Centre d'investigation clinique (CIC) de Rennes 1414, CHU de Rennes, Institut national de la santé et de la recherche médicale (INSERM), Rennes, France (Roy, Drapier, Batail, Robert); l'Université de Rennes, Inria Centre, Centre National de la Recherche Scientifique, IRISA, INSERM, Empenn U1228 ERL, Rennes, France (Roy, Dam, Bannier, Coloigner, Robert); the Service de Radiologie, CHU Rennes, Rennes, France (Bannier); the CHU de Tours, Tours, France (Desmidt, Barantin); the UMR 1253, iBrain, Université de Tours, INSERM, Tours, France (Desmidt, Barantin); the CIC 1415, CHU de Tours, INSERM, Tours, France (Desmidt); the CoBTeK (Cognition Behaviour Technology) Lab, University Côte d'Azur, Nice, France (David)
| | - Renaud David
- From the Centre Hospitalier Guillaume Régnier, Pôle Hospitalo-Universitaire de Psychiatrie Adulte, Rennes, France (Roy, Mirea-Grivel, Louise, Drapier, Batail, Robert); the Centre d'investigation clinique (CIC) de Rennes 1414, CHU de Rennes, Institut national de la santé et de la recherche médicale (INSERM), Rennes, France (Roy, Drapier, Batail, Robert); l'Université de Rennes, Inria Centre, Centre National de la Recherche Scientifique, IRISA, INSERM, Empenn U1228 ERL, Rennes, France (Roy, Dam, Bannier, Coloigner, Robert); the Service de Radiologie, CHU Rennes, Rennes, France (Bannier); the CHU de Tours, Tours, France (Desmidt, Barantin); the UMR 1253, iBrain, Université de Tours, INSERM, Tours, France (Desmidt, Barantin); the CIC 1415, CHU de Tours, INSERM, Tours, France (Desmidt); the CoBTeK (Cognition Behaviour Technology) Lab, University Côte d'Azur, Nice, France (David)
| | - Julie Coloigner
- From the Centre Hospitalier Guillaume Régnier, Pôle Hospitalo-Universitaire de Psychiatrie Adulte, Rennes, France (Roy, Mirea-Grivel, Louise, Drapier, Batail, Robert); the Centre d'investigation clinique (CIC) de Rennes 1414, CHU de Rennes, Institut national de la santé et de la recherche médicale (INSERM), Rennes, France (Roy, Drapier, Batail, Robert); l'Université de Rennes, Inria Centre, Centre National de la Recherche Scientifique, IRISA, INSERM, Empenn U1228 ERL, Rennes, France (Roy, Dam, Bannier, Coloigner, Robert); the Service de Radiologie, CHU Rennes, Rennes, France (Bannier); the CHU de Tours, Tours, France (Desmidt, Barantin); the UMR 1253, iBrain, Université de Tours, INSERM, Tours, France (Desmidt, Barantin); the CIC 1415, CHU de Tours, INSERM, Tours, France (Desmidt); the CoBTeK (Cognition Behaviour Technology) Lab, University Côte d'Azur, Nice, France (David)
| | - Gabriel H Robert
- From the Centre Hospitalier Guillaume Régnier, Pôle Hospitalo-Universitaire de Psychiatrie Adulte, Rennes, France (Roy, Mirea-Grivel, Louise, Drapier, Batail, Robert); the Centre d'investigation clinique (CIC) de Rennes 1414, CHU de Rennes, Institut national de la santé et de la recherche médicale (INSERM), Rennes, France (Roy, Drapier, Batail, Robert); l'Université de Rennes, Inria Centre, Centre National de la Recherche Scientifique, IRISA, INSERM, Empenn U1228 ERL, Rennes, France (Roy, Dam, Bannier, Coloigner, Robert); the Service de Radiologie, CHU Rennes, Rennes, France (Bannier); the CHU de Tours, Tours, France (Desmidt, Barantin); the UMR 1253, iBrain, Université de Tours, INSERM, Tours, France (Desmidt, Barantin); the CIC 1415, CHU de Tours, INSERM, Tours, France (Desmidt); the CoBTeK (Cognition Behaviour Technology) Lab, University Côte d'Azur, Nice, France (David)
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