Skip to main content
Log in

Opposite subgenual cingulate cortical functional connectivity and metabolic activity patterns in refractory melancholic major depression

  • ORIGINAL RESEARCH
  • Published:
Brain Imaging and Behavior Aims and scope Submit manuscript

Abstract

Although in treatment-resistant depression (TRD) subgenual anterior cingulate cortex (sgACC) functional connectivity (FC) is frequently used to examine deregulated brain networks, neurobiological data from other sources may be required to interpret these FC findings. In 16 melancholic TRD patients with a high level of treatment resistance and 16 closely matched healthy never-depressed individuals we verified whether sgACC FC patterns were related to regional metabolic activity (CMRglc) with 18FDG PET imaging. Notwithstanding that TRD patients displayed stronger sgACC FC with the right lateral frontotemporal cortex, metabolically they exhibited the opposite pattern. Our results indicate that the sgACC seed and its functionally connected regions not automatically follow a similar metabolic pattern in TRD, possibly reflecting the refractory state of the sample. Multimodal brain imaging may help to increase our insight into the pathophysiology of TRD.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3

Similar content being viewed by others

References

  • Aiello, M., Salvatore, E., Cachia, A., Pappatà, S., Cavaliere, C., Prinster, A., et al. (2015). Relationship between simultaneously acquired resting-state regional cerebral glucose metabolism and functional MRI: A PET/MR hybrid scanner study. NeuroImage, 113, 111–121.

    PubMed  Google Scholar 

  • Alavi, A., Dann, R., Chawluk, J., Alavi, J., Kushner, M., & Reivich, M. (1986). Positron emission tomography imaging of regional cerebral glucose metabolism. Seminars in Nuclear Medicine, 16, 2–34.

    CAS  PubMed  Google Scholar 

  • Aron, A. R., Robbins, T. W., & Poldrack, R. A. (2004). Inhibition and the right inferior frontal cortex. Trends in Cognitive Sciences, 8, 170–177.

    PubMed  Google Scholar 

  • Aron, A. R., Robbins, T. W., & Poldrack, R. A. (2014). Inhibition and the right inferior frontal cortex: One decade on. Trends in Cognitive Sciences, 18, 177–185.

    PubMed  Google Scholar 

  • Backes, H., Walberer, M., Endepols, H., Neumaier, B., Graf, R., Wienhard, K., et al. (2011). Whiskers area as extracerebral reference tissue for quantification of rat brain metabolism using (18)F-FDG PET: Application to focal cerebral ischemia. Journal of Nuclear Medicine, 52, 1252–1260.

    PubMed  Google Scholar 

  • Baeken, C., Van Schuerbeek, P., De Raedt, R., Ramsey, N. F., Bossuyt, A., De Mey, J., et al. (2010). Reduced left subgenual anterior cingulate cortical activity during withdrawal-related emotions in melancholic depressed female patients. Journal of Affective Disorders, 127, 326–331.

    CAS  PubMed  Google Scholar 

  • Baeken, C., Marinazzo, D., Wu, G. R., Van Schuerbeek, P., De Mey, J., Marchetti, I., et al. (2014). Accelerated HF-rTMS in treatment-resistant unipolar depression: Insights from subgenual anterior cingulate functional connectivity. World Journal of Biological Psychiatry, 15, 286–297.

    PubMed  Google Scholar 

  • Baeken, C., Marinazzo, D., Everaert, H., Wu, G. R., Van Hove, C., Audenaert, K., et al. (2015). The impact of accelerated HF-rTMS on the Subgenual anterior cingulate cortex in refractory unipolar major depression: Insights from 18FDG PET brain imaging. Brain Stimulation, 8, 808–815.

    PubMed  Google Scholar 

  • Baeken, C., Lefaucheur, J. P., & Van Schuerbeek, P. (2017). The impact of accelerated high frequency rTMS on brain neurochemicals in treatment-resistant depression: Insights from 1H MR spectroscopy. Clinical Neurophysiology, 128, 1664–1672.

    PubMed  Google Scholar 

  • Baeken, C., Wu, G. R., & De Raedt, R. (2018). Dorsomedial frontal cortical metabolic differences of comorbid generalized anxiety disorder in refractory major depression: A [18F] FDG PET brain imaging study. Journal of Affective Disorders, 227, 550–553.

    PubMed  Google Scholar 

  • Beck, A. T., & Steer, R. A. (1984). Internal consistencies of the original and revised Beck depression inventory. Journal of Clinical Neurophysiology, 40, 1365–1367.

    CAS  Google Scholar 

  • Bernier, M., Croteau, E., Castellano, C. A., Cunnane, S. C., & Whittingstall, K. (2017). Spatial distribution of resting-state BOLD regional homogeneity as a predictor of brain glucose uptake: A study in healthy aging. NeuroImage, 150, 14–22.

    CAS  PubMed  Google Scholar 

  • Brett, M., Anton, J-L., Valabregue, R. (2002). Region of interest analysis using an SPM toolbox [abstract]. Presented at the Eighth international conference of functional mapping of the human brain, June 2–6, 2002, Sendai, Japan, vol. 16(2). Available on CD-ROM in NeuroImage 2002.

  • Buckner, R. L., Krienen, F. M., & Yeo, B. T. (2013). Opportunities and limitations of intrinsic functional connectivity MRI. Nature Neuroscience, 16, 832–837.

    PubMed  Google Scholar 

  • Cisler, J. M., James, G. A., Tripathi, S., Mletzko, T., Heim, C., Hu, X. P., et al. (2013). Differential functional connectivity within an emotion regulation neural network among individuals resilient and susceptible to the depressogenic effects of early life stress. Psychological Medicine, 43, 507–518.

    CAS  PubMed  Google Scholar 

  • Connolly, C. G., Wu, J., Ho, T. C., Hoeft, F., Wolkowitz, O., Eisendrath, S., et al. (2013). Resting-state functional connectivity of subgenual anterior cingulate cortex in depressed adolescents. Biological Psychiatry, 74, 898–907.

    PubMed  PubMed Central  Google Scholar 

  • Dambacher, F., Sack, A. T., Lobbestael, J., Arntz, A., Brugmann, S., & Schuhmann, T. (2014). The role of right prefrontal and medial cortex in response inhibition: Interfering with action restraint and action cancellation using transcranial magnetic brain stimulation. Journal of Cognitive Neuroscience, 26, 1775–1784.

    PubMed  Google Scholar 

  • De Raedt, R., Vanderhasselt, M. A., & Baeken, C. (2015). Neurostimulation as an intervention for treatment resistant depression: From research on mechanisms towards targeted neurocognitive strategies. Clinical Psychology Review, 41, 61–69.

    PubMed  Google Scholar 

  • Di, X., & Biswal, B. B. (2012). Alzheimer's disease neuroimaging initiative. Metabolic brain covariant networks as revealed by FDG-PET with reference to resting-state fMRI networks. Brain Connectivity, 2, 275–283.

    PubMed  PubMed Central  Google Scholar 

  • Disner, S. G., Beevers, C. G., Haigh, E. A., et al. (2011). Neural mechanisms of the cognitive model of depression. Nature Reviews Neuroscience, 12, 467–477.

    CAS  PubMed  Google Scholar 

  • Drevets, W. C., Price, J. L., Simpson Jr., J. R., Todd, R. D., Reich, T., Vannier, M., et al. (1997). Subgenual prefrontal cortex abnormalities in mood disorders. Nature, 386, 824–827.

    CAS  PubMed  Google Scholar 

  • Drevets, W. C., Savitz, J., & Trimble, M. (2008). The subgenual anterior cingulate cortex in mood disorders. CNS Spectrums, 13, 663–681.

    PubMed  PubMed Central  Google Scholar 

  • Drysdale, A. T., Grosenick, L., Downar, J., Dunlop, K., Mansouri, F., Meng, Y., et al. (2017). Resting-state connectivity biomarkers define neurophysiological subtypes of depression. Nature Medicine, 23, 28–38.

    CAS  PubMed  Google Scholar 

  • Egner, T., & Hirsch, J. (2005). Cognitive control mechanisms resolve conflict through cortical amplification of task-relevant information. Nature Neuroscience, 8, 1784–1790.

    CAS  PubMed  Google Scholar 

  • Etkin, A., Egner, T., & Kalisch, R. (2011). Emotional processing in anterior cingulate and medial prefrontal cortex. Trends in Cognitive Sciences, 15, 85–93.

    PubMed  Google Scholar 

  • Fox, M. D., & Greicius, M. (2010). Clinical applications of resting state functional connectivity. Frontiers in Systems Neuroscience, 4, 19.

    PubMed  PubMed Central  Google Scholar 

  • Gold, P. W., & Chrousos, G. P. (2002). Organization of the stress system and its dysregulation in melancholic and atypical depression: High vs low CRH/NE states. Molecular Psychiatry, 7, 254–275.

    CAS  PubMed  Google Scholar 

  • Greicius, M. D., Flores, B. H., Menon, V., Glover, G. H., Solvason, H. B., Kenna, H., et al. (2007). Resting-state functional connectivity in major depression: Abnormally increased contributions from subgenual cingulate cortex and thalamus. Biological Psychiatry, 62, 429–437.

    PubMed  PubMed Central  Google Scholar 

  • Hahn, A., Gryglewski, G., Nics, L., Rischka, L., Ganger, S., Sigurdardottir, H., et al. (2018). Task-relevant brain networks identified with simultaneous PET/MR imaging of metabolism and connectivity. Brain Structure and Function, 223, 1369–1378.

    PubMed  Google Scholar 

  • Ho, T. C., Yang, G., Wu, J., Cassey, P., Brown, S. D., Hoang, N., et al. (2014). Functional connectivity of negative emotional processing in adolescent depression. Journal of Affective Disorders, 155, 65–74.

    PubMed  Google Scholar 

  • Holtzheimer, P. E., & Mayberg, H. S. (2011). Stuck in a rut: Rethinking depression and its treatment. Trends in Neurosciences, 34, 1–9.

    CAS  PubMed  Google Scholar 

  • Ji, G.-J., Liao, W., Chen, F.-F., Zhang, L., & Wang, K. (2017). Low-frequency blood oxygen level-dependent fluctuations in the brain white matter: More than just noise. Scientific Bulletin, 62, 656–657.

    CAS  Google Scholar 

  • Killeen, P. R., Russell, V. A., & Tannock, R. (2016). Neuroenergetics. Current Directions in Psychological Science, 25, 124–129.

    Google Scholar 

  • Kim, H. K., Nunes, P. V., Oliveira, K. C., Young, L. T., & Lafer, B. (2016). Neuropathological relationship between major depression and dementia: A hypothetical model and review. Progress in Neuro-Psychopharmacology & Biological Psychiatry, 67, 51–57.

    Google Scholar 

  • Li, J., Duan, X., Cui, Q., Chen, H., & Liao, W. (in press, 2018). More than just statics: Temporal dynamics of intrinsic brain activity predicts the suicidal ideation in depressed patients. Psycholological Medicine. https://doi.org/10.1017/S0033291718001502.

  • Liao, W., Li, J., Duan, X., Cui, Q., Chen, H., & Chen, H. (2018). Static and dynamic connectomics differentiate between depressed patients with and without suicidal ideation. Human Brain Mapping, 39, 4105–4118.

    PubMed  Google Scholar 

  • Liston, C., Chen, A. C., Zebley, B. D., Drysdale, A. T., Gordon, R., Leuchter, B., et al. (2014). Default mode network mechanisms of transcranial magnetic stimulation in depression. Biological Psychiatry, 76, 517–526.

    PubMed  PubMed Central  Google Scholar 

  • Lythe, K. E., Moll, J., Gethin, J. A., Workman, C. I., Green, S., Lambon Ralph, M. A., et al. (2015). Self-blame-selective Hyperconnectivity between anterior temporal and Subgenual cortices and prediction of recurrent depressive episodes. JAMA Psychiatry, 72, 1119–1126.

    PubMed  Google Scholar 

  • Margulies, D. S., Vincent, J. L., Kelly, C., Lohmann, G., Uddin, L. Q., Biswal, B. B., et al. (2009). Precuneus shares intrinsic functional architecture in humans and monkeys. Proceedings of the National Academy of Sciences U S A, 106, 20069–20074.

    CAS  Google Scholar 

  • Matthews, S. C., Strigo, I. A., Simmons, A. N., Yang, T. T., & Paulus, M. P. (2008). Decreased functional coupling of the amygdala and supragenual cingulate is related to increased depression in unmedicated individuals with current major depressive disorder. Journal of Affective Disorders, 111, 13–20.

    PubMed  Google Scholar 

  • Mayberg, H. S., Brannan, S. K., Mahurin, R. K., Jerabek, P. A., Brickman, J. S., Tekell, J. L., et al. (1997). Cingulate function in depression: A potential predictor of treatment response. Neuroreport, 8, 1057–1061.

    CAS  PubMed  Google Scholar 

  • Passow, S., Specht, K., Adamsen, T. C., Biermann, M., Brekke, N., Craven, A. R., et al. (2015). Default-mode network functional connectivity is closely related to metabolic activity. Human Brain Mapping, 36, 2027–2038.

    PubMed  PubMed Central  Google Scholar 

  • Pflanz, C. P., Pringle, A., Filippini, N., Warren, M., Gottwald, J., Cowen, P. J., et al. (2015). Effects of seven-day diazepam administration on resting-state functional connectivity in healthy volunteers: A randomized, double-blind study. Psychopharmacology (Berlin), 232, 2139–2147.

    CAS  Google Scholar 

  • Raichle, M. E. (2015). The restless brain: How intrinsic activity organizes brain function. Philosophical transactions of the Royal Society of London, 370(1668), 20140172.

    PubMed  Google Scholar 

  • Riedl, V., Bienkowska, K., Strobel, C., Tahmasian, M., Grimmer, T., Förster, S., et al. (2014). Local activity determines functional connectivity in the resting human brain: A simultaneous FDG-PET/fMRI study. Journal of Neuroscience, 34, 6260–6266.

    CAS  PubMed  Google Scholar 

  • Rush, A. J., Thase, M. E., & Dubé, S. (2003). Research issues in the study of difficult-to-treat depression. Biological Psychiatry, 53, 743–753.

    PubMed  Google Scholar 

  • Sheehan, D. V., Lecrubier, Y., Sheehan, K. H., Amorim, P., Janavs, J., Weiller, E., et al. (1998). The Mini-international neuropsychiatric interview (M.I.N.I.): The development and validation of a structured diagnostic psychiatric interview for DSM-IV and ICD-10. Journal of Clinical Psychiatry, 20, 22–57.

    Google Scholar 

  • Sheng, J., Shen, Y., Qin, Y., Zhang, L., Jiang, B., Li, Y., et al. (2018). Spatiotemporal, metabolic, and therapeutic characterization of altered functional connectivity in major depressive disorder. Human Brain Mapping, 39, 1957–1971.

    PubMed  Google Scholar 

  • Spetsieris, P. G., Ko, J. H., Tang, C. C., Nazem, A., Sako, W., Peng, S., et al. (2015). Metabolic resting-state brain networks in health and disease. Proceedings of the National Academy of Sciences U S A, 112, 2563–2568.

    CAS  Google Scholar 

  • Tomasi, D., Wang, G. J., & Volkow, N. D. (2013). Energetic cost of brain functional connectivity. Proceedings of the National Academy of Sciences U S A, 110, 13642–13647.

    CAS  Google Scholar 

  • Vaishnavi, S. N., Vlassenko, A. G., Rundle, M. M., Snyder, A. Z., Mintun, M. A., & Raichle, M. E. (2010). Regional aerobic glycolysis in the human brain. Proceedings of the National Academy of Sciences U S A, 107, 17757–17762.

    CAS  Google Scholar 

  • Vandenberghe, S., & Marsden, P. K. (2015). PET-MRI: A review of challenges and solutions in the development of integrated multimodality imaging. Physics in Medicine and Biology, 60, 115–154.

    Google Scholar 

  • Vanderhasselt, M. A., Baeken, C., Van Schuerbeek, P., Luypaert, R., De Mey, J., & De Raedt, R. (2013). How brooding minds inhibit negative material: An event-related fMRI study. Brain and Cognition, 81, 352–359.

    PubMed  Google Scholar 

  • Wang, L., Hermans, D. F., Hickie, I. B., & Lagopoulos, J. (2012). A systematic review of resting-state functional-MRI studies in major depression. Journal of Affective Disorders, 142, 6–12.

    CAS  PubMed  Google Scholar 

  • Wehrl, H. F., Hossain, M., Lankes, K., Liu, C. C., Bezrukov, I., Martirosian, P., et al. (2013). Simultaneous PET-MRI reveals brain function in activated and resting state on metabolic, hemodynamic and multiple temporal scales. Nature Medicine, 19, 1184–1189.

    CAS  PubMed  Google Scholar 

  • Wu, J. T., Wu, H. Z., Yan, C. G., Chen, W. X., Zhang, H. Y., He, Y., et al. (2011). Aging-related changes in the default mode network and its anti-correlated networks: A resting-state fMRI study. Neuroscience Letters, 504, 62–67.

    CAS  PubMed  Google Scholar 

  • Yu, X., Glen, D., Wang, S., Hirano, Y., Saad, Z., Reynolds, R., et al. (2012). Direct imaging of macrovascular and microvascular contributions to BOLD fMRI in layers IV-V of the rat whisker-barrel cortex. NeuroImage, 59, 1451–1460.

    PubMed  Google Scholar 

Download references

Funding

This study was funded by a grant from the Scientific Fund W. Gepts, by the Ghent University Multidisciplinary Research Partnership “The integrative neuroscience of behavioural control”, by a grant BOF16/GOA/017 for a Concerted Research Action of Ghent University, and by a grant from the National Natural Foundation of China (Grant No. 61876156).

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Chris Baeken.

Ethics declarations

Conflict of interest

All authors report no conflict of interest.

Ethical approval

All procedures performed in studies involving human participants were in accordance with the ethical standards of the institutional and/or national research committee and with the 1964 Helsinki declaration and its later amendments or comparable ethical standards.

Informed consent

Informed consent was obtained from all individual participants included in the study.

Additional information

Publisher’s Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Electronic supplementary material

ESM 1

(DOCX 1415 kb)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Wu, GR., De Raedt, R., Van Schuerbeek, P. et al. Opposite subgenual cingulate cortical functional connectivity and metabolic activity patterns in refractory melancholic major depression. Brain Imaging and Behavior 14, 426–435 (2020). https://doi.org/10.1007/s11682-018-0011-1

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11682-018-0011-1

Keywords

Navigation