Subgenual Anterior Cingulate cortex in the Adolescent Brain
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1 440 Clinical neuroscience and neuropathology Depressed adolescents demonstrate greater subgenual anterior cingulate activity Tony T. Yang a,b, Alan N. Simmons a,c, Scott C. Matthews a,c, Susan F. Tapert a,c, Guido K. Frank d, Amanda Bischoff-Grethe a,c, Amy E. Lansing a, Jing Wu a, Gregory G. Brown a,c and Martin P. Paulus a,c Neuroimaging studies implicate the subgenual anterior cingulate cortex (sgacc) as a critical brain region in adult depression. However, unlike adult depression, little is known about the underlying neural substrates of adolescent depression, and there are no published data examining differences in sgacc activation between depressed and healthy adolescents. This study used functional magnetic resonance imaging to examine sgacc activity in 26 depressed and normal year olds during the performance of a stop-signal task. Significantly greater sgacc activation was found in the depressed adolescents relative to controls. These results establish for the first time abnormal functioning of the sgacc in depressed adolescents and have important implications for understanding the underlying neural correlates and potential treatments of adolescent depression. NeuroReport 20: c 2009 Wolters Kluwer Health Lippincott Williams & Wilkins. NeuroReport 2009, 20: Keywords: adolescent, depression, functional magnetic resonance imaging, functional neuroimaging, major depressive disorder, mood disorder, pediatrics, prefrontal cortex, subgenual anterior cingulate cortex a Department of Psychiatry, b Division of Child and Adolescent Psychiatry, University of California, c Veterans Affairs San Diego Health Care System, San Diego and d Department of Psychiatry, Denver and Health Sciences Center, University of Colorado, Colorado, USA Correspondence to Dr Tony T. Yang, MD, PhD, 3020 Children s Way, MC-5018, San Diego, CA 92123, USA Tel: x7761; fax: ; [email protected] Received 26 November 2008 accepted 12 December 2008 Introduction Adolescent depression is a major and costly problem. Epidemiological studies have shown that up to 8.3% of adolescents in the United States suffer from depression [1]. By the time they enter their early adult years, at least 20% of adolescents have experienced at least one depressive episode [2]. The physical, social, and psychological changes taking place during adolescence make this time period a high risk for the development of depression. Functional neuroimaging studies have begun to uncover the underlying neural correlates of depression. Several functional neuroimaging studies have clearly shown the subgenual anterior cingulate cortex to be one brain region that is a part of an extended and complex cortical and subcortical network, which is dysfunctional in depressed adults. In a positron emission tomography (PET) study of depressed adults, Mayberg et al. [3] reported that along with sadness, there were increases in blood flow within the subgenual anterior cingulate cortex. With recovery from depression, decreases in blood flow within the subgenual anterior cingulate cortex were observed. Similarly, functional magnetic resonance imaging (fmri) studies have found the anterior cingulate to be an important brain region in adult depression. In one fmri study comparing depressed and nondepressed adults, the authors discovered the depressed adults exhibiting increased activation in the subgenual anterior cingulate cortex [4]. To test the hypothesis that an inability to self-regulate negative emotions plays a pivotal role in the genesis of major depressive disorder (MDD), another fmri study scanned depressed adults and controls [5]. The researchers found greater activation in the anterior cingulate cortex in the depressed adults relative to the controls. Although adult depression has been extensively studied, investigation of the underlying neural substrates of adolescent depression is very limited. To our knowledge, there are no published fmri studies examining differences in brain activation within the subgenual anterior cingulate cortex between adolescents with major depression compared with matched, healthy controls. Thus, the main purpose of this 3-T fmri study was to examine subgenual anterior cingulate cortex activity in depressed adolescents relative to matched, normal adolescents. To this end, we used blood oxygenation level-dependent fmri in combination with a fast event-related, parametric, stop-signal paradigm that has been shown to reliably activate the subgenual anterior cingulate cortex in both healthy adult [6] and adolescent [7] populations. On the basis of the reviewed adult functional neuroimaging literature, we hypothesized that the subgenual anterior cingulate cortex would be more active in the depressed adolescents relative to the matched, healthy controls during the performance of the stop-signal task c 2009 Wolters Kluwer Health Lippincott Williams & Wilkins DOI: /WNR.0b013e e10
2 Anterior cingulate and adolescent depression Yang et al. 441 Methods Participants A total of 26 adolescents participated in this study. Thirteen adolescents (mean ± SD, 16.0 ± 1.5 years; range, years; seven girls, six boys) with a Diagnostic and Statistical Manual of Mental Disorders, IV Edition diagnosis of MDD were compared with a matched group of 13 healthy adolescents (mean ± SD, 15.8 ± 1.5 years; range, years; seven girls, six boys). All adolescents were righthanded. The depressed and healthy adolescents did not significantly differ in estimated IQ [t(24)= 1.21, P=0.273], socioeconomic status [w 2 (8, n=26)=7.33, P=0.501], pubertal developmental stage (Tanner Stage) [w 2 (6, n=26)=4.200, P=0.650], age [t(24)=4.59, P=0.650], sex [w 2 (1, n=26)=0.000, P=1.00], ethnicity [w 2 (3, n=26)=0.000, P=1.000], and anxiety [t(24)=1.618, P=0.119]. Relative to the healthy controls, the depressed adolescents were significantly higher on the Children s Depression Rating Scale-Revised (CDRS-R) [t(24)=11.401, P=0.00] and lower on the Children s Global Assessment Scale (CGAS) [t(24)= , P=0.00]. Healthy adolescents were recruited from all regions of San Diego through the use of posted flyers, , and the Internet. Depressed adolescents were recruited from clinics in San Diego when they sought treatment. Healthy adolescents were screened using the computerized Diagnostic Interview Schedule for Children version 4.0 [8] and the Diagnostic Predictive Scale [9] to assess for the presence of any Axis I diagnosis. For the potentially depressed adolescents, psychiatric diagnosis was determined through the administration of the Schedule for Affective Disorders and Schizophrenia for School-Age Children-Present and Lifetime version (K-SADS-PL) [10] to both the adolescent and parent(s) by an experienced child and adolescent psychiatrist. Using the K-SADS-PL, all adolescents met criteria for current MDD. None of the depressed adolescents had psychotic features. All participants were administered the following items: (i) Wechsler Abbreviated Scale of Intelligence [11], (ii) Customary Drinking and Drug Use Record [12], (iii) Standard Snellen Eye Chart, (iv) Ishihara Color Plates Test (8 plate, 2005 edition), (v) Family Interview for Genetics Studies [13], (vi) Edinburgh Handedness Inventory [14], (vii) CDRS-R [15], and (viii) CGAS [16]. The CDRS-R and CGAS were administered by an experienced child and adolescent psychiatrist. In addition, each participant completed the following self-administered questionnaires: (i) Tanner Stage [17], (ii) Demographics Questionnaire, (iii) medical and developmental history form, and (iv) Multidimensional Anxiety Scale for Children [18]. Adolescents ages years with MDD from all ethnicities and both sexes were allowed to participate. All patients were medication-free and symptomatic. Exclusionary criteria for the depressed adolescents included: (i) having a full IQ score of less than 80 on the Wechsler Abbreviated Scale of Intelligence; (ii) being color blind or having less than 20/40 correctable vision as determined by the Ishihara color plates and Snellen eye chart: (iii) any contraindication to MRI (ferometallic implants, braces, claustrophobia); (iv) any history of neurological disorder (e.g. meningitis, migraine, HIV), head trauma with loss of consciousness for more than 2 min, learning disability, serious physical health problem, or a complicated or premature birth less than 33 weeks of gestation (exclusionary because of potentially abnormal neurodevelopment); (v) being pregnant or suspect being pregnant; (vi) any evidence of illicit drug use, misuse of prescription drugs, or more than two alcohol drinks per week either currently or within the past 6 months as determined by the Customary Drinking and Drug Use Record; (vii) left-handedness; (viii) prepubertal status (Tanner stages 1 or 2); (ix) inability to fully understand and cooperate with the study procedures; (x) a current diagnosis of posttraumatic stress disorder; (xi) present or past diagnosis of anorexia nervosa, bipolar disorder, autism, or schizophrenia; (xii) use of medication with central nervous system effects within the past 2 weeks before scanning; and (xiii) CDRS-R score less than 55. Healthy adolescents were excluded from the study for any of the items listed for the depressed adolescents and for any of these additional reasons: (i) any current or lifetime Diagnostic and Statistical Manual of Mental Disorders, IV Edition Axis I psychiatric disorders as determined by the Diagnostic Interview Schedule for Children and Diagnostic Predictive Scale; (ii) any family history of mood or psychotic disorders in first-degree or second-degree relatives as assessed by the Family Interview for Genetics Studies. This study was approved by the University of California at San Diego and Children s Hospital and Health Center Institutional Review Boards. All participants provided written assent, and their parent/legal guardians provided written informed consent to participate. All participants were financially compensated. Experimental task The visual stimuli, an X or an O, in white capital letters appeared on a black background back-projected to the MRI room subtending a visual angle of approximately 61. Participants were told to press as quickly as possible the right button whenever an O appeared and the left button when an X appeared. Additional details of this task have been published elsewhere [6]. Participants were also told that when they heard a tone delivered through headphones during a trial, they were not to press either
3 442 NeuroReport 2009, Vol 20 No 4 button. Stimuli appeared at the beginning of each of the trials. Each trial lasted for 1300 ms or until the participant responded. Trials were separated by 200 ms interstimulus intervals (blank screen). The individual response latency was used to denote the period of inhibitory processing and provided a naturally jittered reference function. Participants performed 72 total stop trials, which were pseudorandomized throughout the task and counterbalanced. Six blocks were performed, each containing 48 total trials (12 stop and 36 nonstop trials in each block). Task instructions were presented for 12 s between blocks. Just before scanning, each participant performed the stop task in a behavioral testing session to determine their mean reaction time (RT). On the basis of these data, six different trial types were designed based on the amount of time after the beginning of the trial (when an X or an O stimuli first appeared) when the stop signal was delivered: those when the stop signal was delivered at the participant s mean RT, and those when the stop signal was delivered at 100 (RT-100), 200 (RT-200), 300 (RT-300), 400 (RT-400), or 500 (RT-500) ms less than the mean RT after the beginning of the trial. Behavioral response data were collected on all participants during the scan. Image acquisition A fast event-related fmri design was used. Images were acquired on a 3-T GE scanner (General Electric, Milwaukee, Wisconsin, USA) with Twin Speed gradients using a GE 8-channel head coil. Each session consisted of a three-plane scout scan, high-resolution anatomical scan, T2*-weighted echo-planar imaging (EPI) scan to measure the blood oxygen level-dependent response, and EPI-based field maps to correct for susceptibility-induced geometric distortions. Functional scans covering the entire brain were acquired parallel to the anterior and posterior commissure (T2* weighted EPI, TR=2000 ms, TE=32 ms, FOV=23 23 cm, matrix, 30 oblique slices (2.6 mm) parallel with the ac-pc axial plane with a 1.4 mm gap, 256 repetitions, 512 s). During the same experimental session, a T1 weighted image with an inversion time of TI=450 ms to null the CSF (FSPGR, TR=8.0 ms, TE=3.1 ms, flip angle=121, FOV=25 cm, matrix= , mm 3 voxels) was collected in the sagittal plane for anatomical reference. Statistical analysis of imaging data All functional and structural image processing and analyses were conducted with the Analysis of Functional NeuroImages software [19]. Details of the image analysis pathway have been published elsewhere [6,20]. To minimize motion artifact, an Analysis of Functional NeuroImages three-dimensional (3d) coregistration algorithm (3dvolreg) was used to realign all echoplanar images. Data were time-corrected for slice acquisition order, and the time series data for each individual were analyzed using a multiple regression model (3dDeconvolve). For the analysis of task difficulty, three task regressors of interest: easy (MRT-400 ms and MRT-500 ms), medium (MRT-200 ms and MRT-300 ms), and hard (MRT and MRT-100 ms), and five nuisance regressors: roll, pitch, yaw (to account for residual motion), baseline (which included block instructions), and linear trend (to eliminate slow signal drifts) were entered into a linear multiple regression. Before inclusion in the regression model, the task-related regressors were convolved with a modified g variate function to account for the hemodynamic delay and the slow rise and fall of the hemodynamic response. Activation in each voxel during each specific task condition was divided by the baseline activation to obtain the percent signal difference for each task condition. A 4-mm full-width half-maximum Gaussian filter was applied to the voxel-wise percent signal difference data to account for individual variations in anatomical landmarks. After smoothing, each participant s data were normalized to Talairach coordinates and a whole-brain mask screened out nonbrain voxels. The AFNI program 3dttest was used to examine differences in brain activation between the depressed and nondepressed adolescents for the all-stop minus nonstop condition. A threshold/cluster method was then applied. This threshold adjustment method was based on Monte-Carlo simulations and was used to guard against identifying false-positive areas of activation using a 4-mm full-width half-maximum Gaussian filter. On the basis of these simulations, it was determined that a minimum volume of 704 ml and a connectivity radius of 4.0 mm was necessary to ensure that a voxel-wise a priori probability of 0.05 would result in a corrected cluster-wise activation probability of Percent signal change values for the contrasts were extracted from significant brain clusters for further analysis. Statistical analyses of behavioral and clinical scales data All behavioral and correlational statistical analyses were carried out with SPSS 14.0 [21]. Correlational analyses of the task-related activation in the subgenual anterior cingulate cortex and bilateral medial frontal gyrus with the CDRS-R and CGAS were conducted for both groups combined. Results Behavioral data The depressed (mean=665 ms; SD=103 ms) and healthy (mean=696 ms; SD=142 ms) adolescents were not different in their mean RTs [F(1,24)=0.387, P=0.540]
4 Anterior cingulate and adolescent depression Yang et al. 443 during the nonstop trials, indicating that the two groups did not differ in vigilance during the task. By design, both groups committed significantly more errors during the hard (depressed: mean=93%; SD=11% and controls: mean=91%; SD=18%) than easy trials (depressed: mean=34%; SD=21% and controls: mean=44%; SD=27%), [F(2,23)=104.5, P < 0.001]. No significant group [F(1,24)=0.437, P=0.515] or group by task [F(2,23)=1.424, P=0.261] effects on error rate were found indicating that the depressed and healthy control groups were not significantly different in their accuracy during any of the trials. Functional neuroimaging whole-brain analysis The whole-brain analysis revealed several brain regions that were significantly different in activation between the depressed and healthy adolescents. For the all-stop minus nonstop condition, the depressed adolescents demonstrated greater activation than did the healthy control participants in the subgenual anterior cingulate cortex [Brodmann areas 24, 25, 32; x= 11.8, y=35.0, z= 5.4; cluster volume=2176 ml; t(25)=4.024]. In comparison, the depressed adolescents showed less activation than did the healthy controls bilaterally in the medial frontal gyrus [Brodmann area 10; x= 0.5, y=51.6, z=7.2; 2240 ml; t(25)=3.972] and visual cortex [Brodmann areas 17, 18; x= 2.3, y= 71.1, z=5.3; 960 ml; t(25)=3.490] for the same contrast (Fig. 1). All coordinates are Talairach coordinates (x, y, z). Correlational analysis Greater subgenual anterior cingulate cortex activation was associated with higher scores on the CDRS-R (Spearman s r=0.57, P=0.002, two-tailed) and lower scores on the CGAS (Spearman s r= 0.60, P=0.001). In contrast, greater bilateral task-related medial frontal gyrus activation was associated with lower scores on the CDRS-R (Spearman s r= 0.60, P=0.001) and higher scores on the CGAS (Spearman s r=0.62, P=0.001). Discussion This study is the first one to use a fast, event-related, parametric, individualized stop-signal task design to examine differences in brain activation between depressed adolescents and matched controls. The whole-brain analysis yielded two important main findings: (i) depressed adolescents demonstrated greater activation of the subgenual anterior cingulate cortex relative to the normal adolescents, and (ii) depressed adolescents showed less activation of the medial frontal gyrus compared with the healthy controls. To our knowledge, this study is the first to report fmri whole-brain findings of significant differences in activation between depressed adolescents and matched, healthy controls in the subgenual anterior cingulate cortex and medial frontal gyrus. The adult functional neuroimaging studies implicate the subgenual anterior cingulate cortex as one of several critical brain regions in depression. Our finding of significantly greater subgenual anterior cingulate cortex activation in the depressed adolescents relative to the matched, healthy controls is consistent with several adult depression studies using PET [3] and fmri [4,5]. In addition, our finding of decreased medial frontal gyrus activation in the depressed adolescents compared with the controls is consistent with the much larger adult functional neuroimaging literature examining the prefrontal cortex in depression. A comprehensive review of PET studies in depression found that decreased prefrontal cortex blood Fig A B 0.6 Signal change (%) Signal change (%) x= 1 Easy Hard MDD CTL Easy Hard Sagittal image showing whole-brain results of significant activation differences between the 13 depressed adolescents and 13 matched, healthy controls in the bilateral medial frontal gyrus (A), subgenual anterior cingulate cortex (B), and bilateral visual cortex (C). Bar graphs on the right side show the percent signal change in the medial frontal gyrus (A) and subgenual anterior cingulate cortex (B) for the easy and hard conditions in the depressed (MDD) adolescents and healthy controls (CTL). Error bars indicate standard error.
5 444 NeuroReport 2009, Vol 20 No 4 flow and metabolism in depressed adults are the most consistently replicated findings in the PET literature [22]. Similar to the PET findings, results from fmri studies in adults have also shown decreased prefrontal cortex activity in depressed adults compared with never-depressed, healthy controls [23]. Of particular note, our results are consistent with Mayberg et al. s [3] model of adult depression in which the prefrontal cortex and subgenual anterior cingulate cortex play a crucial role. In their model, decreases in blood flow to the prefrontal cortex and increases in blood flow to the subgenual cingulate are associated with sadness, whereas the reverse pattern involving the same brain regions is seen in the recovery from depression. Although preliminary, our findings suggest that perhaps Mayberg et al. s [3] model of adult depression might be extended to include depressed adolescents as well. The results of this study may have important clinical implications for the treatment of adolescent depression. Several functional neuroimaging studies in depressed adults have shown that the subgenual anterior cingulate cortex is important both as a specific target site for the application of deep brain stimulation in treatmentresistant depression [24] and as a brain region associated with the successful response to treatment using antidepressants or cognitive behavioral therapy [25]. Although several such functional neuroimaging studies have been done in adults, no such similar research has been performed in depressed adolescents. Our findings suggest that future studies may wish to focus on the subgenual anterior cingulate cortex as a potential target site for the treatment of adolescent depression. Finally, given that adults and adolescents differ from one another in clinically important areas such as medication response, future studies should include both depressed adults and depressed adolescents to directly compare these two groups for any significant differences in brain activation. Conclusion By using a fast, event-related, parametric, individualized stop-signal task design to study potential differences in brain activation between depressed adolescents and matched, healthy controls, we demonstrated for the first time that depressed adolescents showed significantly greater subgenual anterior cingulate cortex activity than normal adolescents. Our results have important implications for both the understanding of the underlying neural correlates and the potential clinical treatment of adolescent depression. Acknowledgements The authors acknowledge the invaluable help of Dr Rebecca Theilmann, Dr Scott Roesch, Dr Don Slymen, Kevin Hahn, and Sarah Jurick. This study was supported by grants from the NIMH (K23MH70791) and the NARSAD Foundation to T.T.Y. References 1 Birmaher B, Ryan ND, Williamson DE, Brent DA, Kaufman J, Dahl RE, et al. Childhood and adolescent depression: a review of the past 10 years. Part I. J Am Acad Child Adolesc Psychiatry 1996; 35: Brent DA, Birmaher B. Treatment-resistant depression in adolescents: recognition and management. Child Adolesc Psychiatr Clin N Am 2006; 15: Mayberg HS, Liotti M, Brannan SK, McGinnis S, Mahurin RK, Jerabek PA, et al. Reciprocal limbic-cortical function and negative mood: converging PET findings in depression and normal sadness. Am J Psychiatry 1999; 156: Gotlib IH, Sivers H, Gabrieli JD, Whitfield-Gabrieli S, Goldin P, Minor KL, et al. Subgenual anterior cingulate activation to valenced emotional stimuli in major depression. Neuroreport 2005; 16: Beauregard M, Paquette V, Levesque J. Dysfunction in the neural circuitry of emotional self-regulation in major depressive disorder. Neuroreport 2006; 17: Matthews SC, Simmons AN, Arce E, Paulus MP. Dissociation of inhibition from error processing using a parametric inhibitory task during functional magnetic resonance imaging. Neuroreport 2005; 16: Yang TT, Simmons AN, Matthews SC, Tapert SF, Frank GK, Bischoff-Grethe A, et al. Adolescent subgenual anterior cingulate activity is related to harm avoidance. Neuroreport 2009; 20: Shaffer D, Fisher P, Lucas CP, Dulcan MK, Schwab-Stone ME. NIMH Diagnostic Interview Schedule for Children version IV (NIMH DISC-IV): description, differences from previous versions, and reliability of some common diagnoses. J Am Acad Child Adolesc Psychiatry 2000; 39: Lucas C, Zhang H, Mroczek D. The DISC predictive scales: efficiently predicting DISC diagnoses. 44th Annual Meeting of the American Academy of Child and Adolescent Psychiatry. Toronto; Kaufman J, Birmaher B, Brent DA, Ryan ND, Rao U. K-SADS-PL. J Am Acad Child Adolesc Psychiatry 2000; 39: Wechsler D. Wechsler abbreviated scale of intelligence administration and scoring manual. San Antonio: The Psychological Corporation; Brown SA, Myers MG, Lippke L, Tapert SF, Stewart DG, Vik PW. Psychometric evaluation of the Customary Drinking and Drug Use Record (CDDR): a measure of adolescent alcohol and drug. J Stud Alcohol 1998; 59: Maxwell ME. Family Interview for Genetic Studies (FIGS): Manual for FIGS Oldfield RC. The assessment and analysis of handedness: the Edinburgh inventory. Neuropsychologia 1971; 9: Poznanski EO. Children s Depression Rating Scale-Revised (CDRS-R). Los Angeles: Western Psychological Services; Shaffer D, Gould MS, Brasic J, Ambrosini P, Fisher P, Bird H, et al. A children s global assessment scale (CGAS). Arch Gen Psychiatry 1983; 40: Tanner JM. Growth and adolescence. Oxford: Blackwell; March JS, Parker JD, Sullivan K, Stallings P, Conners CK. The Multidimensional Anxiety Scale for Children (MASC): factor structure, reliability, and validity. J Am Acad Child Adolesc Psychiatry 1997; 36: Cox RW. Software for analysis and visualization of functional magnetic neuroimages. Comput Biomed Res 1996; 29: Yang TT, Simmons AN, Matthews SC, Tapert SF, Bischoff-Grethe A, Frank GK, et al. Increased amygdala activation is related to heart rate during emotion processing in adolescent subjects. Neurosci Lett 2007; 428: Norusis MJ. SPSS base system user s guide. Chicago: SPSS Inc.; Soares JC, Mann JJ. The functional neuroanatomy of mood disorders. J Psychiatr Res 1997; 31: Lee BT, Seok JH, Lee BC, Cho SW, Yoon BJ, Lee KU, et al. Neural correlates of affective processing in response to sad and angry facial stimuli in patients with major depressive disorder. Prog Neuropsychopharmacol Biol Psychiatry 2008; 32: Johansen-Berg H, Gutman DA, Behrens TE, Matthews PM, Rushworth MF, Katz E, et al. Anatomical connectivity of the subgenual cingulate region targeted with deep brain stimulation for treatment-resistant depression. Cereb Cortex 2008; 18: Kennedy SH, Konarski JZ, Segal ZV, Lau MA, Bieling PJ, McIntyre RS, et al. Differences in brain glucose metabolism between responders to CBT and venlafaxine in a 16-week randomized controlled trial. Am J Psychiatry 2007; 164:
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