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Research Paper
Open Access

The functional and structural associations of aberrant microglial activity in major depressive disorder

Jasmine D. Cakmak, Linshan Liu, Stefan E. Poirier, Betsy Schaefer, Raju Poolacherla, Amer M. Burhan, Priyadharshini Sabesan, Keith St. Lawrence, Jean Théberge, Justin W. Hicks, Elizabeth Finger, Lena Palaniyappan and Udunna C. Anazodo
J Psychiatry Neurosci June 02, 2022 47 (3) E197-E208; DOI: https://doi.org/10.1503/jpn.210124
Jasmine D. Cakmak
From the Department of Neuroscience, Western University, London, Ont. (Cakmak, Schaefer, Sabesan, Palaniyappan); the Robarts Research Institute, Western University, London, Ont. (Cakmak, Palaniyappan); the Lawson Health Research Institute, London, Ont. (Liu, Poirier, Burhan, St. Lawrence, Théberge, Hicks, Finger, Anazodo); the Department of Medical Biophysics, Western University, London, Ont. (Poirier, Sabesan, St. Lawrence, Théberge, Hicks, Anazodo); the London Health Sciences Centre, London, Ont. (Schaefer, Poolacherla, Palaniyappan); the Department of Psychiatry, Western University, London, Ont. (Burhan, Théberge, Palaniyappan); the Department of Psychiatry, University of Toronto, Toronto, Ont. (Burhan); the Ontario Shores Centre for Mental Health Sciences, Whitby, Ont. (Burhan); the Department of Clinical Neurological Sciences, Western University, London, Ont. (Finger); the Department of Anesthesia and Perioperative Medicine, Western University, London, Ont. (Poolacherla)
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Linshan Liu
From the Department of Neuroscience, Western University, London, Ont. (Cakmak, Schaefer, Sabesan, Palaniyappan); the Robarts Research Institute, Western University, London, Ont. (Cakmak, Palaniyappan); the Lawson Health Research Institute, London, Ont. (Liu, Poirier, Burhan, St. Lawrence, Théberge, Hicks, Finger, Anazodo); the Department of Medical Biophysics, Western University, London, Ont. (Poirier, Sabesan, St. Lawrence, Théberge, Hicks, Anazodo); the London Health Sciences Centre, London, Ont. (Schaefer, Poolacherla, Palaniyappan); the Department of Psychiatry, Western University, London, Ont. (Burhan, Théberge, Palaniyappan); the Department of Psychiatry, University of Toronto, Toronto, Ont. (Burhan); the Ontario Shores Centre for Mental Health Sciences, Whitby, Ont. (Burhan); the Department of Clinical Neurological Sciences, Western University, London, Ont. (Finger); the Department of Anesthesia and Perioperative Medicine, Western University, London, Ont. (Poolacherla)
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Stefan E. Poirier
From the Department of Neuroscience, Western University, London, Ont. (Cakmak, Schaefer, Sabesan, Palaniyappan); the Robarts Research Institute, Western University, London, Ont. (Cakmak, Palaniyappan); the Lawson Health Research Institute, London, Ont. (Liu, Poirier, Burhan, St. Lawrence, Théberge, Hicks, Finger, Anazodo); the Department of Medical Biophysics, Western University, London, Ont. (Poirier, Sabesan, St. Lawrence, Théberge, Hicks, Anazodo); the London Health Sciences Centre, London, Ont. (Schaefer, Poolacherla, Palaniyappan); the Department of Psychiatry, Western University, London, Ont. (Burhan, Théberge, Palaniyappan); the Department of Psychiatry, University of Toronto, Toronto, Ont. (Burhan); the Ontario Shores Centre for Mental Health Sciences, Whitby, Ont. (Burhan); the Department of Clinical Neurological Sciences, Western University, London, Ont. (Finger); the Department of Anesthesia and Perioperative Medicine, Western University, London, Ont. (Poolacherla)
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Betsy Schaefer
From the Department of Neuroscience, Western University, London, Ont. (Cakmak, Schaefer, Sabesan, Palaniyappan); the Robarts Research Institute, Western University, London, Ont. (Cakmak, Palaniyappan); the Lawson Health Research Institute, London, Ont. (Liu, Poirier, Burhan, St. Lawrence, Théberge, Hicks, Finger, Anazodo); the Department of Medical Biophysics, Western University, London, Ont. (Poirier, Sabesan, St. Lawrence, Théberge, Hicks, Anazodo); the London Health Sciences Centre, London, Ont. (Schaefer, Poolacherla, Palaniyappan); the Department of Psychiatry, Western University, London, Ont. (Burhan, Théberge, Palaniyappan); the Department of Psychiatry, University of Toronto, Toronto, Ont. (Burhan); the Ontario Shores Centre for Mental Health Sciences, Whitby, Ont. (Burhan); the Department of Clinical Neurological Sciences, Western University, London, Ont. (Finger); the Department of Anesthesia and Perioperative Medicine, Western University, London, Ont. (Poolacherla)
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Raju Poolacherla
From the Department of Neuroscience, Western University, London, Ont. (Cakmak, Schaefer, Sabesan, Palaniyappan); the Robarts Research Institute, Western University, London, Ont. (Cakmak, Palaniyappan); the Lawson Health Research Institute, London, Ont. (Liu, Poirier, Burhan, St. Lawrence, Théberge, Hicks, Finger, Anazodo); the Department of Medical Biophysics, Western University, London, Ont. (Poirier, Sabesan, St. Lawrence, Théberge, Hicks, Anazodo); the London Health Sciences Centre, London, Ont. (Schaefer, Poolacherla, Palaniyappan); the Department of Psychiatry, Western University, London, Ont. (Burhan, Théberge, Palaniyappan); the Department of Psychiatry, University of Toronto, Toronto, Ont. (Burhan); the Ontario Shores Centre for Mental Health Sciences, Whitby, Ont. (Burhan); the Department of Clinical Neurological Sciences, Western University, London, Ont. (Finger); the Department of Anesthesia and Perioperative Medicine, Western University, London, Ont. (Poolacherla)
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Amer M. Burhan
From the Department of Neuroscience, Western University, London, Ont. (Cakmak, Schaefer, Sabesan, Palaniyappan); the Robarts Research Institute, Western University, London, Ont. (Cakmak, Palaniyappan); the Lawson Health Research Institute, London, Ont. (Liu, Poirier, Burhan, St. Lawrence, Théberge, Hicks, Finger, Anazodo); the Department of Medical Biophysics, Western University, London, Ont. (Poirier, Sabesan, St. Lawrence, Théberge, Hicks, Anazodo); the London Health Sciences Centre, London, Ont. (Schaefer, Poolacherla, Palaniyappan); the Department of Psychiatry, Western University, London, Ont. (Burhan, Théberge, Palaniyappan); the Department of Psychiatry, University of Toronto, Toronto, Ont. (Burhan); the Ontario Shores Centre for Mental Health Sciences, Whitby, Ont. (Burhan); the Department of Clinical Neurological Sciences, Western University, London, Ont. (Finger); the Department of Anesthesia and Perioperative Medicine, Western University, London, Ont. (Poolacherla)
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Priyadharshini Sabesan
From the Department of Neuroscience, Western University, London, Ont. (Cakmak, Schaefer, Sabesan, Palaniyappan); the Robarts Research Institute, Western University, London, Ont. (Cakmak, Palaniyappan); the Lawson Health Research Institute, London, Ont. (Liu, Poirier, Burhan, St. Lawrence, Théberge, Hicks, Finger, Anazodo); the Department of Medical Biophysics, Western University, London, Ont. (Poirier, Sabesan, St. Lawrence, Théberge, Hicks, Anazodo); the London Health Sciences Centre, London, Ont. (Schaefer, Poolacherla, Palaniyappan); the Department of Psychiatry, Western University, London, Ont. (Burhan, Théberge, Palaniyappan); the Department of Psychiatry, University of Toronto, Toronto, Ont. (Burhan); the Ontario Shores Centre for Mental Health Sciences, Whitby, Ont. (Burhan); the Department of Clinical Neurological Sciences, Western University, London, Ont. (Finger); the Department of Anesthesia and Perioperative Medicine, Western University, London, Ont. (Poolacherla)
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Keith St. Lawrence
From the Department of Neuroscience, Western University, London, Ont. (Cakmak, Schaefer, Sabesan, Palaniyappan); the Robarts Research Institute, Western University, London, Ont. (Cakmak, Palaniyappan); the Lawson Health Research Institute, London, Ont. (Liu, Poirier, Burhan, St. Lawrence, Théberge, Hicks, Finger, Anazodo); the Department of Medical Biophysics, Western University, London, Ont. (Poirier, Sabesan, St. Lawrence, Théberge, Hicks, Anazodo); the London Health Sciences Centre, London, Ont. (Schaefer, Poolacherla, Palaniyappan); the Department of Psychiatry, Western University, London, Ont. (Burhan, Théberge, Palaniyappan); the Department of Psychiatry, University of Toronto, Toronto, Ont. (Burhan); the Ontario Shores Centre for Mental Health Sciences, Whitby, Ont. (Burhan); the Department of Clinical Neurological Sciences, Western University, London, Ont. (Finger); the Department of Anesthesia and Perioperative Medicine, Western University, London, Ont. (Poolacherla)
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Jean Théberge
From the Department of Neuroscience, Western University, London, Ont. (Cakmak, Schaefer, Sabesan, Palaniyappan); the Robarts Research Institute, Western University, London, Ont. (Cakmak, Palaniyappan); the Lawson Health Research Institute, London, Ont. (Liu, Poirier, Burhan, St. Lawrence, Théberge, Hicks, Finger, Anazodo); the Department of Medical Biophysics, Western University, London, Ont. (Poirier, Sabesan, St. Lawrence, Théberge, Hicks, Anazodo); the London Health Sciences Centre, London, Ont. (Schaefer, Poolacherla, Palaniyappan); the Department of Psychiatry, Western University, London, Ont. (Burhan, Théberge, Palaniyappan); the Department of Psychiatry, University of Toronto, Toronto, Ont. (Burhan); the Ontario Shores Centre for Mental Health Sciences, Whitby, Ont. (Burhan); the Department of Clinical Neurological Sciences, Western University, London, Ont. (Finger); the Department of Anesthesia and Perioperative Medicine, Western University, London, Ont. (Poolacherla)
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Justin W. Hicks
From the Department of Neuroscience, Western University, London, Ont. (Cakmak, Schaefer, Sabesan, Palaniyappan); the Robarts Research Institute, Western University, London, Ont. (Cakmak, Palaniyappan); the Lawson Health Research Institute, London, Ont. (Liu, Poirier, Burhan, St. Lawrence, Théberge, Hicks, Finger, Anazodo); the Department of Medical Biophysics, Western University, London, Ont. (Poirier, Sabesan, St. Lawrence, Théberge, Hicks, Anazodo); the London Health Sciences Centre, London, Ont. (Schaefer, Poolacherla, Palaniyappan); the Department of Psychiatry, Western University, London, Ont. (Burhan, Théberge, Palaniyappan); the Department of Psychiatry, University of Toronto, Toronto, Ont. (Burhan); the Ontario Shores Centre for Mental Health Sciences, Whitby, Ont. (Burhan); the Department of Clinical Neurological Sciences, Western University, London, Ont. (Finger); the Department of Anesthesia and Perioperative Medicine, Western University, London, Ont. (Poolacherla)
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Elizabeth Finger
From the Department of Neuroscience, Western University, London, Ont. (Cakmak, Schaefer, Sabesan, Palaniyappan); the Robarts Research Institute, Western University, London, Ont. (Cakmak, Palaniyappan); the Lawson Health Research Institute, London, Ont. (Liu, Poirier, Burhan, St. Lawrence, Théberge, Hicks, Finger, Anazodo); the Department of Medical Biophysics, Western University, London, Ont. (Poirier, Sabesan, St. Lawrence, Théberge, Hicks, Anazodo); the London Health Sciences Centre, London, Ont. (Schaefer, Poolacherla, Palaniyappan); the Department of Psychiatry, Western University, London, Ont. (Burhan, Théberge, Palaniyappan); the Department of Psychiatry, University of Toronto, Toronto, Ont. (Burhan); the Ontario Shores Centre for Mental Health Sciences, Whitby, Ont. (Burhan); the Department of Clinical Neurological Sciences, Western University, London, Ont. (Finger); the Department of Anesthesia and Perioperative Medicine, Western University, London, Ont. (Poolacherla)
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Lena Palaniyappan
From the Department of Neuroscience, Western University, London, Ont. (Cakmak, Schaefer, Sabesan, Palaniyappan); the Robarts Research Institute, Western University, London, Ont. (Cakmak, Palaniyappan); the Lawson Health Research Institute, London, Ont. (Liu, Poirier, Burhan, St. Lawrence, Théberge, Hicks, Finger, Anazodo); the Department of Medical Biophysics, Western University, London, Ont. (Poirier, Sabesan, St. Lawrence, Théberge, Hicks, Anazodo); the London Health Sciences Centre, London, Ont. (Schaefer, Poolacherla, Palaniyappan); the Department of Psychiatry, Western University, London, Ont. (Burhan, Théberge, Palaniyappan); the Department of Psychiatry, University of Toronto, Toronto, Ont. (Burhan); the Ontario Shores Centre for Mental Health Sciences, Whitby, Ont. (Burhan); the Department of Clinical Neurological Sciences, Western University, London, Ont. (Finger); the Department of Anesthesia and Perioperative Medicine, Western University, London, Ont. (Poolacherla)
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Udunna C. Anazodo
From the Department of Neuroscience, Western University, London, Ont. (Cakmak, Schaefer, Sabesan, Palaniyappan); the Robarts Research Institute, Western University, London, Ont. (Cakmak, Palaniyappan); the Lawson Health Research Institute, London, Ont. (Liu, Poirier, Burhan, St. Lawrence, Théberge, Hicks, Finger, Anazodo); the Department of Medical Biophysics, Western University, London, Ont. (Poirier, Sabesan, St. Lawrence, Théberge, Hicks, Anazodo); the London Health Sciences Centre, London, Ont. (Schaefer, Poolacherla, Palaniyappan); the Department of Psychiatry, Western University, London, Ont. (Burhan, Théberge, Palaniyappan); the Department of Psychiatry, University of Toronto, Toronto, Ont. (Burhan); the Ontario Shores Centre for Mental Health Sciences, Whitby, Ont. (Burhan); the Department of Clinical Neurological Sciences, Western University, London, Ont. (Finger); the Department of Anesthesia and Perioperative Medicine, Western University, London, Ont. (Poolacherla)
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  • Figure 1
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    Figure 1

    Differences in mean rSUV by region of interest. Regions of interest included the left and right sides of (A) the entire anterior cingulate cortex (violet); (B) the ACC pregenual (green), subgenual (red) and supracallosal (blue) subregions; and (C) the insula (yellow). (D) Regions of interest chosen a priori for hypothesis testing are highlighted in red boxes. We ran linear regressions for each region of interest (including covariates), finding significant differences between patients with major depressive disorder (n = 12) and controls (n = 23) in the left subgenual ACC (p = 0.012) when partial volume correction was used. ACC = anterior cingulate cortex; rSUV = relative standardized uptake value.

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    Figure 2

    The relationship between mean rSUV from the insula and HAM-D scores. A linear regression including age as a nonlinear factor (LOESS) and sex as covariates found that [18F]FEPPA activity (represented by rSUV) in (A) the left insula (p = 0.039) and (B) the right insula (p = 0.037) significantly predicted HAM-D scores in patients with major depressive disorder (n = 12). [18F]FEPPA = [18F]N-2-(fluoroethoxl) benzyl-N-(4phenoxypyridin-3-yl) acetamide; HAM-D = 17-item Hamilton Depression Rating Scale; LOESS = locally estimated scatterplot smoothing; rSUV = relative standardized uptake value.

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    Figure 3

    Differences in functional connectivity between the sgACC and the insula. A linear regression (including age and sex as covariates) found that functional connectivity (represented by Pearson r-to-z scores) did not differ significantly between patients with major depressive disorder (n = 12) and controls (n = 19). We found a borderline significant difference in functional connectivity between the right sgACC and the right insula (p = 0.053), and between the left sgACC and the right insula (p = 0.059). sgACC = subgenual anterior cingulate cortex.

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    Figure 4

    The relationship between mean rSUV and functional connectivity. We ran nonlinear regressions that included PCA-derived functional connectivity factor and age as nonlinear factors (LOESS), and linear covariates of no interest, to assess the impact of sgACC–insula functional connectivity (represented by Pearson r-to-z scores) on [18F]FEPPA activity (represented by rSUV). (A) We used all 6 pair-wise connectivity variables between the bilateral sgACC (red) and the insula (yellow) to create a single principal factor. (B) In the full sample (n = 31), increasing functional connectivity was associated with a sinusoidal-like change in [18F]FEPPA activity (p = 0.044). (C) In patients with MDD (n = 12), increasing functional connectivity was associated with first a decrease and then an increase in [18F]FEPPA activity (p = 0.015). (D) In controls (n = 19), we again found a sinusoidal relationship between connectivity and activity (p = 0.035). [18F]FEPPA = [18F]N-2-(fluoroethoxl) benzyl-N-(4phenoxypyridin-3-yl) acetamide; LOESS = locally estimated scatterplot smoothing; MDD = major depressive disorder; PCA = principal component analysis; rSUV = relative standardized uptake value; sgACC = subgenual anterior cingulate cortex.

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    Figure 5

    The relationship between microglial activity and structural connectivity. We assessed the impact of white matter integrity of the cingulum bundle on microglial activity in patients with major depressive disorder (n = 12). We ran linear regressions that included age as a nonlinear covariate and sex, TSPO status and diffusion tensor imaging metrics of white matter integrity as linear predictors. (A) Increasing axial diffusivity was associated with increasing microglial activity (p = 0.023). (B) Increasing fractional anisotropy was not significantly associated with microglial activity (p = 0.84). (C) Increasing mean diffusivity was not significantly associated with microglial activity (p = 0.07). (D) Increasing radial diffusivity was not significantly associated with microglial activity (p = 0.17). rSUV = relative standardized uptake value; sgACC = subgenual anterior cingulate cortex; TSPO = translocator protein.

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    Table 1

    Participant demographics

    Variable*Depression
    n = 12
    Control
    n = 23
    Significant difference between groups
    Sex, n8 female, 4 male11 female, 12 maleNo
    Age, yr54.9 ± 4.560.3 ± 8.5No
    Level of education, yr17.1 ± 4.0NANA
    TSPO status, n8 HAB, 4 MAB12 HAB, 11 MABNo
    Injected dose [18F]FEPPA, MBq222.7 ± 50.0204.6 ± 49.9No
    Montreal Cognitive Assessment score†26.5 ± 2.1NANA
    HAM-D score18.9 ± 7.1NANA
    Suicidality, %66.7NANA
    Psychosis, %8.3NANA
    Age of onset, yr‡30.4 ± 13.8NANA
    • [18F]FEPPA = [18F]N-2-(fluoroethoxl)benzyl-N-(4phenoxypyridin-3-yl) acetamide; HAB = high-affinity binder; HAM-D = 17-item Hamilton Depression Rating Scale; MAB = mixed-affinity binder; NA = not applicable; TSPO = translocator protein.

    • ↵* All means include ± standard deviation.

    • ↵† Missing data from 1 participant.

    • ↵‡ Missing data from 2 participants.

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    Table 2

    Statistical summary, Figure 1 and Figure 3*

    FigureOutcomeDifference ± SD (controls − patients with MDD)t (1 − α/2g, n − k)p valuePower
    1rSUV, left sgACC−0.165 ± 0.062−2.6840.0120.986
    1rSUV, right sgACC−0.077 ± 0.071−1.0860.290.934
    1rSUV, left insula−0.091 ± 0.064−1.4090.170.739
    1rSUV, right insula−0.100 ± 0.069−1.4380.160.814
    3Connectivity, left sgACC–left insula0.057 ± 0.0780.7250.470.407
    3Connectivity, right sgACC–right insula0.136 ± 0.0672.0240.0530.838
    3Connectivity, left sgACC–right insula0.139 ± 0.0701.9730.0590.792
    3Connectivity, right sgACC–left insula0.092 ± 0.0721.2880.210.796
    • MDD = major depressive disorder; rSUV = relative standard uptake value; SD = standard deviation; sgACC = subgenual anterior cingulate cortex; TSPO = translocator protein.

    • ↵* Group differences are presented after adjustment for age, sex and TSPO in a regression model. Bonferroni adjustments were applied to p values for simultaneous parameter estimates. α = 0.05, g indicates the number of parameters to be estimated jointly, k indicates the number of variables in the model and n − k represents degrees of freedom.

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    Table 3

    Statistical summary, Figure 2 and Figure 5*

    FigureOutcomePredictor (mean)Change ± SEtp value†Power
    2AHAM-DrSUV, left insula (1.37760)−36.675 ± 14.670−2.5000.0390.880
    2BHAM-DrSUV, right insula (1.30117)−30.151 ± 11.871−2.5400.0370.840
    5ArSUV, left sgACCAxial diffusivity of the left cingulum (0.00091)3.282 ± 1.0423.1500.0230.683
    5BrSUV, left sgACCFractional anisotropy of the left cingulum (0.30021)−0.154 ± 0.735−0.2100.840.419
    5CrSUV, left sgACCMean diffusivity of the left cingulum (0.00068)2.110 ± 0.9822.1500.070.839
    5DrSUV, left sgACCRadial diffusivity of the left cingulum (0.00057)1.238 ± 0.8091.5300.170.833
    • HAM-D = 17-item Hamilton Depression Rating Scale; rSUV = relative standard uptake value; SE = standard error; sgACC = subgenual anterior cingulate cortex.

    • ↵* Represented are changes in microglial activity of the left sgACC associated with mean increase in diffusion tensor imaging scalars of the cingulum bundle, and changes in functional connectivity of the sgACC associated with mean increase in insular microglial activity.

    • ↵† p value associated with the absolute value of t.

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    Table 4

    Statistical summary, Figure 4*

    FigureOutcomeIndependent variablePopulationNonlinear association
    Fdfp valuePower
    4BMean rSUV, left sgACCPCA Pearson r-to-z scoresAll3.771.7550.0440.938
    4CMean rSUV, left sgACCPCA Pearson r-to-z scoresPatients with MDD12.300.9440.0150.744
    4DMean rSUV, left sgACCPCA Pearson r-to-z scoresControls4.462.2660.0350.815
    • df = degrees of freedom; MDD = major depressive disorder; PCA = principal component analysis; rSUV = relative standard uptake value; sgACC = subgenual anterior cingulate cortex.

    • ↵* Nonlinear association between the left sgACC mean rSUV and Pearson’s r-to-z scores (PCA-derived) for each population.

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Journal of Psychiatry and Neuroscience: 47 (3)
J Psychiatry Neurosci
Vol. 47, Issue 3
22 Jun 2022
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The functional and structural associations of aberrant microglial activity in major depressive disorder
Jasmine D. Cakmak, Linshan Liu, Stefan E. Poirier, Betsy Schaefer, Raju Poolacherla, Amer M. Burhan, Priyadharshini Sabesan, Keith St. Lawrence, Jean Théberge, Justin W. Hicks, Elizabeth Finger, Lena Palaniyappan, Udunna C. Anazodo
J Psychiatry Neurosci Jun 2022, 47 (3) E197-E208; DOI: 10.1503/jpn.210124

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The functional and structural associations of aberrant microglial activity in major depressive disorder
Jasmine D. Cakmak, Linshan Liu, Stefan E. Poirier, Betsy Schaefer, Raju Poolacherla, Amer M. Burhan, Priyadharshini Sabesan, Keith St. Lawrence, Jean Théberge, Justin W. Hicks, Elizabeth Finger, Lena Palaniyappan, Udunna C. Anazodo
J Psychiatry Neurosci Jun 2022, 47 (3) E197-E208; DOI: 10.1503/jpn.210124
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