Salience Network Functional Connectivity Predicts Placebo Effects in Major Depression

Mayberg, 2007, Defining the neural circuitry of depression: Toward a new nosology with therapeutic implications, Biol Psychiatry, 61, 729, 10.1016/j.biopsych.2007.01.013 Anand, 2005, Activity and connectivity of brain mood regulating circuit in depression: A functional magnetic resonance study, Biol Psychiatry, 57, 1079, 10.1016/j.biopsych.2005.02.021 Kaiser, 2014, Distracted and down: Neural mechanisms of affective interference in subclinical depression, Soc Cogn Affect Neurosci, 10, 654, 10.1093/scan/nsu100 Kaiser, 2015, Large-scale network dysfunction in major depressive disorder: A meta-analysis of resting-state functional connectivity, JAMA Psychiatry, 72, 603, 10.1001/jamapsychiatry.2015.0071 Mayberg, 2003, Modulating dysfunctional limbic-cortical circuits in depression: Towards development of brain-based algorithms for diagnosis and optimised treatment, Br Med Bull, 65, 193, 10.1093/bmb/65.1.193 Disner, 2011, Neural mechanisms of the cognitive model of depression, Nat Rev Neurosci, 12, 467, 10.1038/nrn3027 Gotlib, 2010, Cognition and depression: Current status and future directions, Annu Rev Clin Psychol, 6, 285, 10.1146/annurev.clinpsy.121208.131305 Kito, 2011, Neuroanatomical correlates of therapeutic efficacy of low-frequency right prefrontal transcranial magnetic stimulation in treatment-resistant depression, Psychiatry Clin Neurosci, 65, 175, 10.1111/j.1440-1819.2010.02183.x Korb, 2009, Rostral anterior cingulate cortex theta current density and response to antidepressants and placebo in major depression, Clin Neurophysiol, 120, 1313, 10.1016/j.clinph.2009.05.008 Langguth, 2007, Pre-treatment anterior cingulate activity as a predictor of antidepressant response to repetitive transcranial magnetic stimulation (rTMS), Neuro Endocrinol Lett, 28, 633 Li, 2010, Structural and cognitive deficits in remitting and non-remitting recurrent depression: A voxel-based morphometric study, Neuroimage, 50, 347, 10.1016/j.neuroimage.2009.11.021 McGrath, 2013, Toward a neuroimaging treatment selection biomarker for major depressive disorder, JAMA Psychiatry, 70, 821, 10.1001/jamapsychiatry.2013.143 Rizvi, 2013, Neural response to emotional stimuli associated with successful antidepressant treatment and behavioral activation, J Affect Disord, 151, 573, 10.1016/j.jad.2013.06.050 Korb, 2011, Rostral anterior cingulate cortex activity and early symptom improvement during treatment for major depressive disorder, Psychiatry Res, 192, 188, 10.1016/j.pscychresns.2010.12.007 Mayberg, 2002, The functional neuroanatomy of the placebo effect, Am J Psychiatry, 159, 728, 10.1176/appi.ajp.159.5.728 Stolk, 2003, Meta-analysis of placebo rates in major depressive disorder trials, Ann Pharmacother, 37, 1891, 10.1345/aph.1D172 Walsh, 2002, Placebo response in studies of major depression: Variable, substantial, and growing, JAMA, 287, 1840, 10.1001/jama.287.14.1840 Damoiseaux, 2006, Consistent resting-state networks across healthy subjects, Proc Natl Acad Sci U S A, 103, 13848, 10.1073/pnas.0601417103 Laird, 2011, Behavioral interpretations of intrinsic connectivity networks, J Cogn Neurosci, 23, 4022, 10.1162/jocn_a_00077 Power, 2011, Functional network organization of the human brain, Neuron, 72, 665, 10.1016/j.neuron.2011.09.006 Hamilton, 2013, Neural systems approaches to understanding major depressive disorder: An intrinsic functional organization perspective, Neurobiol Dis, 52, 4, 10.1016/j.nbd.2012.01.015 Manoliu, 2014, Aberrant dependence of default mode/central executive network interactions on anterior insular salience network activity in schizophrenia, Schizophr Bull, 40, 428, 10.1093/schbul/sbt037 Greicius, 2003, Functional connectivity in the resting brain: A network analysis of the default mode hypothesis, Proc Natl Acad Sci U S A, 100, 253, 10.1073/pnas.0135058100 Buckner, 2008, The brainʼs default network: Anatomy, function, and relevance to disease, Ann N Y Acad Sci, 1124, 1, 10.1196/annals.1440.011 Hamilton, 2011, Default-mode and task-positive network activity in major depressive disorder: Implications for adaptive and maladaptive rumination, Biol Psychiatry, 70, 327, 10.1016/j.biopsych.2011.02.003 Marchetti, 2012, The default mode network and recurrent depression: A neurobiological model of cognitive risk factors, Neuropsychol Rev, 22, 229, 10.1007/s11065-012-9199-9 Sheline, 2009, The default mode network and self-referential processes in depression, Proc Natl Acad Sci U S A, 106, 1942, 10.1073/pnas.0812686106 Sheline, 2010, Resting-state functional MRI in depression unmasks increased connectivity between networks via the dorsal nexus, Proc Natl Acad Sci U S A, 107, 11020, 10.1073/pnas.1000446107 Davidson, 2003, The neural substrates of affective processing in depressed patients treated with venlafaxine, Am J Psychiatry, 160, 64, 10.1176/appi.ajp.160.1.64 Holthoff, 1999, [Changes in regional cerebral perfusion in depression. SPECT monitoring of response to treatment], Nervenarzt, 70, 620, 10.1007/s001150050487 Pizzagalli, 2011, Frontocingulate dysfunction in depression: Toward biomarkers of treatment response, Neuropsychopharmacology, 36, 183, 10.1038/npp.2010.166 Posner, 2013, Antidepressants normalize the default mode network in patients with dysthymia, JAMA Psychiatry, 70, 373, 10.1001/jamapsychiatry.2013.455 Seeley, 2007, Dissociable intrinsic connectivity networks for salience processing and executive control, J Neurosci, 27, 2349, 10.1523/JNEUROSCI.5587-06.2007 Craig, 2009, How do you feel--now? The anterior insula and human awareness, Nat Rev Neurosci, 10, 59, 10.1038/nrn2555 Chang, 2013, Decoding the role of the insula in human cognition: Functional parcellation and large-scale reverse inference, Cereb Cortex, 23, 739, 10.1093/cercor/bhs065 Sliz, 2012, Major depressive disorder and alterations in insular cortical activity: A review of current functional magnetic imaging research, Front Hum Neurosci, 6, 323, 10.3389/fnhum.2012.00323 Mayberg, 1999, Reciprocal limbic-cortical function and negative mood: Converging PET findings in depression and normal sadness, Am J Psychiatry, 156, 675, 10.1176/ajp.156.5.675 Fitzgerald, 2008, A meta-analytic study of changes in brain activation in depression, Hum Brain Mapp, 29, 683, 10.1002/hbm.20426 Beauregard, 2006, Dysfunction in the neural circuitry of emotional self-regulation in major depressive disorder, Neuroreport, 17, 843, 10.1097/01.wnr.0000220132.32091.9f Fu, 2013, Predictive neural biomarkers of clinical response in depression: A meta-analysis of functional and structural neuroimaging studies of pharmacological and psychological therapies, Neurobiol Dis, 52, 75, 10.1016/j.nbd.2012.05.008 Koenigs, 2009, The functional neuroanatomy of depression: Distinct roles for ventromedial and dorsolateral prefrontal cortex, Behav Brain Res, 201, 239, 10.1016/j.bbr.2009.03.004 Ressler, 2007, Targeting abnormal neural circuits in mood and anxiety disorders: From the laboratory to the clinic, Nat Neurosci, 10, 1116, 10.1038/nn1944 Fales, 2009, Antidepressant treatment normalizes hypoactivity in dorsolateral prefrontal cortex during emotional interference processing in major depression, J Affect Disord, 112, 206, 10.1016/j.jad.2008.04.027 Mayberg, 2005, Deep brain stimulation for treatment-resistant depression, Neuron, 45, 651, 10.1016/j.neuron.2005.02.014 Padberg, 2009, Repetitive transcranial magnetic stimulation of the prefrontal cortex in depression, Exp Neurol, 219, 2, 10.1016/j.expneurol.2009.04.020 de la Fuente-Fernandez, 2001, Expectation and dopamine release: Mechanism of the placebo effect in Parkinsonʼs disease, Science, 293, 1164, 10.1126/science.1060937 Pecina, 2014, Molecular mechanisms of placebo responses in humans, Mol Psychiatry, 20, 416, 10.1038/mp.2014.164 Petrovic, 2002, Placebo and opioid analgesia--imaging a shared neuronal network, Science, 295, 1737, 10.1126/science.1067176 Scott, 2007, Individual differences in reward responding explain placebo-induced expectations and effects, Neuron, 55, 325, 10.1016/j.neuron.2007.06.028 Wager, 2007, Placebo effects on human mu-opioid activity during pain, Proc Natl Acad Sci U S A, 104, 11056, 10.1073/pnas.0702413104 Zubieta, 2005, Placebo effects mediated by endogenous opioid activity on mu-opioid receptors, J Neurosci, 25, 7754, 10.1523/JNEUROSCI.0439-05.2005 Bingel, 2006, Mechanisms of placebo analgesia: rACC recruitment of a subcortical antinociceptive network, Pain, 120, 8, 10.1016/j.pain.2005.08.027 Wager, 2004, Placebo-induced changes in FMRI in the anticipation and experience of pain, Science, 303, 1162, 10.1126/science.1093065 Fanselow, 1994, Neural organization of the defensive behavior system responsible for fear, Psychon Bull Rev, 1, 429, 10.3758/BF03210947 Scott, 2008, Placebo and nocebo effects are defined by opposite opioid and dopaminergic responses, Arch Gen Psychiatry, 65, 220, 10.1001/archgenpsychiatry.2007.34 Atlas, 2010, Brain mediators of predictive cue effects on perceived pain, J Neurosci, 30, 12964, 10.1523/JNEUROSCI.0057-10.2010 Eippert, 2009, Activation of the opioidergic descending pain control system underlies placebo analgesia, Neuron, 63, 533, 10.1016/j.neuron.2009.07.014 Pecina, 2014, Neurobiology of placebo effects: Expectations or learning?, Soc Cogn Affect Neurosci, 9, 1013, 10.1093/scan/nst079 Corbetta, 2002, Control of goal-directed and stimulus-driven attention in the brain, Nat Rev Neurosci, 3, 201, 10.1038/nrn755 Wager, 2011, Predicting individual differences in placebo analgesia: Contributions of brain activity during anticipation and pain experience, J Neurosci, 31, 439, 10.1523/JNEUROSCI.3420-10.2011 Pecina, 2015, Association between placebo-activated neural systems and antidepressant responses: Neurochemistry of placebo effects in major depression, JAMA Psychiatry, 72, 1087, 10.1001/jamapsychiatry.2015.1335 Beckmann, 2005, Investigations into resting-state connectivity using independent component analysis, Philos Trans R Soc Lond B Biol Sci, 360, 1001, 10.1098/rstb.2005.1634 Greicius, 2007, Resting-state functional connectivity in major depression: Abnormally increased contributions from subgenual cingulate cortex and thalamus, Biol Psychiatry, 62, 429, 10.1016/j.biopsych.2006.09.020 Rush, 2003, The 16-Item Quick Inventory of Depressive Symptomatology (QIDS), clinician rating (QIDS-C), and self-report (QIDS-SR): A psychometric evaluation in patients with chronic major depression, Biol Psychiatry, 54, 573, 10.1016/S0006-3223(02)01866-8 Smith, 2009, Correspondence of the brainʼs functional architecture during activation and rest, Proc Natl Acad Sci U S A, 106, 13040, 10.1073/pnas.0905267106 Brett M, Anton J, Valabregue R, Poline J. (2002): Region of interest analysis using an SPM toolbox. Presented at the 8th International Conference on Functional Mapping of the Human Brain, June 2–6, Sendai, Japan. Tipping, 2001, Sparse Bayesian learning and the relevance vector machine, J Mach Learn Res, 1, 211 Orru, 2012, Using support vector machine to identify imaging biomarkers of neurological and psychiatric disease: A critical review, Neurosci Biobehav Rev, 36, 1140, 10.1016/j.neubiorev.2012.01.004 Gong, 2014, Quantitative prediction of individual psychopathology in trauma survivors using resting-state FMRI, Neuropsychopharmacology, 39, 681, 10.1038/npp.2013.251 Mayberg, 1997, Cingulate function in depression: A potential predictor of treatment response, Neuroreport, 8, 1057, 10.1097/00001756-199703030-00048 Pizzagalli, 2001, Anterior cingulate activity as a predictor of degree of treatment response in major depression: Evidence from brain electrical tomography analysis, Am J Psychiatry, 158, 405, 10.1176/appi.ajp.158.3.405 Keedwell, 2005, The neural correlates of anhedonia in major depressive disorder, Biol Psychiatry, 58, 843, 10.1016/j.biopsych.2005.05.019 Uddin, 2015, Salience processing and insular cortical function and dysfunction, Nat Rev Neurosci, 16, 55, 10.1038/nrn3857 Langenecker, 2007, Frontal and limbic activation during inhibitory control predicts treatment response in major depressive disorder, Biol Psychiatry, 62, 1272, 10.1016/j.biopsych.2007.02.019 Mulert, 2007, Prediction of treatment response in major depression: Integration of concepts, J Affect Disord, 98, 215, 10.1016/j.jad.2006.07.021 Clark, 2006, Does amygdalar perfusion correlate with antidepressant response to partial sleep deprivation in major depression?, Psychiatry Res, 146, 43, 10.1016/j.pscychresns.2005.09.007 Fu, 2008, Pattern classification of sad facial processing: Toward the development of neurobiological markers in depression, Biol Psychiatry, 63, 656, 10.1016/j.biopsych.2007.08.020 Gong, 2011, Prognostic prediction of therapeutic response in depression using high-field MR imaging, Neuroimage, 55, 1497, 10.1016/j.neuroimage.2010.11.079 Marquand, 2008, Neuroanatomy of verbal working memory as a diagnostic biomarker for depression, Neuroreport, 19, 1507, 10.1097/WNR.0b013e328310425e Costafreda, 2009, Prognostic and diagnostic potential of the structural neuroanatomy of depression, PLoS One, 4, e6353, 10.1371/journal.pone.0006353