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Hai AH, Lopez-Quintero C, Elton A, Curran L, Bo A. The independent and joint effect of socioeconomic status and Multiracial status on the prevalence and frequency of substance use and depression among U.S. adolescents. Addict Behav 2024; 151:107953. [PMID: 38232635 DOI: 10.1016/j.addbeh.2024.107953] [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] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2023] [Revised: 11/29/2023] [Accepted: 01/02/2024] [Indexed: 01/19/2024]
Abstract
AIM While the United States is becoming increasingly Multiracial, much is still unknown about the behavioral health of these growing new generations of Multiracial Americans. To narrow this research gap, this study investigated the prevalence/frequency of substance use and major depressive episodes [MDE] among non-Hispanic Multiracial [NHM] adolescents compared to their non-Hispanic White [NHW] counterparts and whether racial differences vary by socioeconomic status. METHODS We analyzed data from the 2015-2019 National Survey on Drug Use and Health (N = 3,645 NHM and 34,776 NHW adolescents aged 12-17). Average Marginal Effects derived from logistic regression and negative binomial regression were used to examine (1) differences in six outcomes (past-month use of alcohol, cannabis, or drugs other than cannabis [DOTC], past-year MDE, and the frequency of alcohol and cannabis use among past-month users) by Multiracial status; (2) the moderation effect of family income on these associations. RESULTS Compared to high-income NHW adolescents, high-income NHM adolescents reported significantly higher prevalence of past-month cannabis and DOTC use, and past-year MDE. No racial differences were observed at other income levels. Furthermore, moderation analyses indicated that the effect of Multiracial status on MDE was larger in the highest income group compared to the lowest income group. CONCLUSION Our findings suggested that NHM adolescents, particularly those from high income families, exhibit increased prevalence of drug use and depression than NHW adolescents. As the US becomes more diverse, there is a need to further examine the social and structural factors driving the identified racial differences.
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Affiliation(s)
- Audrey Hang Hai
- School of Social Work, Tulane University, 127 Elk Place, New Orleans, LA 70112, USA.
| | - Catalina Lopez-Quintero
- Department of Epidemiology, University of Florida, 2004 Mowry Road, Gainesville, FL 32610, USA
| | - Amanda Elton
- Department of Psychiatry, University of Florida, 1149 Newell Dr., Gainesville, FL 32610, USA
| | - Laura Curran
- School of Social Work, Tulane University, 127 Elk Place, New Orleans, LA 70112, USA
| | - Ai Bo
- Helen Bader School of Social Welfare, University of Wisconsin-Milwaukee, Milwaukee, WI 53211, USA
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Liao J, Allen JH, Yorke M, Boettiger CA, Elton A. Family history, childhood maltreatment, and adolescent binge drinking exert synergistic effects on delay discounting and future alcohol use. Am J Drug Alcohol Abuse 2023; 49:652-663. [PMID: 37673468 DOI: 10.1080/00952990.2023.2238242] [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] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/29/2022] [Revised: 06/30/2023] [Accepted: 07/14/2023] [Indexed: 09/08/2023]
Abstract
Background: The transition to college is associated with a sharp increase in alcohol binge drinking. Family history (FH) of alcohol use disorder (AUD), childhood maltreatment (CM), and adolescent binge drinking are each associated with heightened impulsivity and greater alcohol misuse.Objectives: We hypothesized that FH, CM, and adolescent binge drinking synergistically increase impulsivity and lead to binge drinking increases over the first year of college.Methods: Overall, 329 first-semester college students (18-19 years old, 70% female) with varying degrees of FH (Family History Assessment Module), CM (Childhood Trauma Questionnaire), and adolescent binge drinking (Carolina Alcohol Use and Patterns Questionnaire) completed an online study that included a computerized delay discounting task and surveys. Binge drinking was surveyed retrospectively to measure adolescent binge drinking, in addition to baseline and one-year follow-up measures. Linear regression analyses tested the interacting effects of FH, CM, and adolescent binge drinking on delay discounting as well as changes in binge drinking severity between baseline and one-year follow-up. A moderated mediation tested whether delay discounting mediated future binge drinking.Results: Greater levels of FH, CM, and adolescent binge drinking interacted to reduce the selection of delayed rewards (β=-0.12, SE = 0.06), indicating increased impulsivity. There was a similar interaction effect on increased binge drinking over the one-year follow-up period (β = 0.37, SE = 0.13). Although FH, CM, and adolescent binge drinking influenced individual paths, the moderated mediation analysis was not significant.Conclusions: Heritable and environmental risk factors for AUD predicted impulsivity and prospectively predicted college binge drinking. Interventions targeting delay discounting processes may represent an effective strategy to reduce harmful drinking specifically for certain high-risk college students.
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Affiliation(s)
- Jonathan Liao
- Department of Psychology and Neuroscience, University of North Carolina, Chapel Hill, NC, USA
| | - J Hunter Allen
- Department of Psychology and Neuroscience, University of North Carolina, Chapel Hill, NC, USA
| | - Mya Yorke
- Department of Psychology and Neuroscience, University of North Carolina, Chapel Hill, NC, USA
| | - Charlotte A Boettiger
- Department of Psychology and Neuroscience, University of North Carolina, Chapel Hill, NC, USA
- Bowles Center for Alcohol Studies, University of North Carolina, Chapel Hill, NC, USA
- Biomedical Research Imaging Center, University of North Carolina, Chapel Hill, NC, USA
| | - Amanda Elton
- Department of Psychology and Neuroscience, University of North Carolina, Chapel Hill, NC, USA
- Bowles Center for Alcohol Studies, University of North Carolina, Chapel Hill, NC, USA
- Biomedical Research Imaging Center, University of North Carolina, Chapel Hill, NC, USA
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Spencer CN, Elton A, Dove S, Faulkner ML, Robinson DL, Boettiger CA. Naltrexone engages a brain reward network in the presence of reward-predictive distractor stimuli in males. Addict Neurosci 2023; 7:100085. [PMID: 37424633 PMCID: PMC10328541 DOI: 10.1016/j.addicn.2023.100085] [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] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/11/2023]
Abstract
The non-selective opioid receptor antagonist, naltrexone is one of the most prescribed medications for treating alcohol and opioid addiction. Despite decades of clinical use, the mechanism(s) by which naltrexone reduces addictive behavior remains unclear. Pharmaco-fMRI studies to date have largely focused on naltrexone's impact on brain and behavioral responses to drug or alcohol cues or on decision-making circuitry. We hypothesized that naltrexone's effects on reward-associated brain regions would associate with reduced attentional bias (AB) to non-drug, reward-conditioned cues. Twenty-three adult males, including heavy and light drinkers, completed a two-session, placebo-controlled, double-blind study testing the effects of acute naltrexone (50 mg) on AB to reward-conditioned cues and neural correlates of such bias measured via fMRI during a reward-driven AB task. While we detected significant AB to reward-conditioned cues, naltrexone did not reduce this bias in all participants. A whole-brain analysis found that naltrexone significantly altered activity in regions associated with visuomotor control regardless of whether a reward-conditioned distractor was present. A region-of-interest analysis of reward-associated areas found that acute naltrexone increased BOLD signal in the striatum and pallidum. Moreover, naltrexone effects in the pallidum and putamen predicted individual reduction in AB to reward-conditioned distractors. These findings suggest that naltrexone's effects on AB primarily reflect not reward processing per se, but rather top-down control of attention. Our results suggest that the therapeutic actions of endogenous opioid blockade may reflect changes in basal ganglia function enabling resistance to distraction by attractive environmental cues, which could explain some variance in naltrexone's therapeutic efficacy.
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Affiliation(s)
- Cory N. Spencer
- Department of Psychology and Neuroscience, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Amanda Elton
- Department of Psychology and Neuroscience, University of North Carolina, Chapel Hill, North Carolina, USA
- Bowles Center for Alcohol Studies, University of North Carolina, Chapel Hill, North Carolina, USA
- Biomedical Research Imaging Center, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Samantha Dove
- Department of Psychology and Neuroscience, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Monica L. Faulkner
- Department of Psychology and Neuroscience, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Donita L. Robinson
- Bowles Center for Alcohol Studies, University of North Carolina, Chapel Hill, North Carolina, USA
- Department of Psychiatry, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Charlotte A. Boettiger
- Department of Psychology and Neuroscience, University of North Carolina, Chapel Hill, North Carolina, USA
- Bowles Center for Alcohol Studies, University of North Carolina, Chapel Hill, North Carolina, USA
- Biomedical Research Imaging Center, University of North Carolina, Chapel Hill, North Carolina, USA
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Elton A, Allen JH, Yorke M, Khan F, Xu P, Boettiger CA. Sex moderates family history of alcohol use disorder and childhood maltreatment effects on an fMRI stop-signal task. Hum Brain Mapp 2023; 44:2436-2450. [PMID: 36722505 PMCID: PMC10028663 DOI: 10.1002/hbm.26221] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2022] [Revised: 11/15/2022] [Accepted: 01/15/2023] [Indexed: 02/02/2023] Open
Abstract
Childhood maltreatment (CM) and a family history (FH) of alcohol use disorder (AUD) are each associated with increased impulsivity. However, their unique or shared brain targets remain unknown. Furthermore, both CM and FH demonstrate sex-dependent effects on brain and behavior. We hypothesized that CM and FH interact in brain regions involved in impulsivity with sex-dependent effects. 144 first-year college students (18-19 years old) with varying experiences of CM and/or FH but without current AUD performed an fMRI stop-signal task. We tested interactions between FH, CM, and sex on task performance and blood oxygen level-dependent (BOLD) signal during successful inhibitions. We examined correlations between BOLD response and psychiatric symptoms. Significant three-way interactions of FH, CM, and sex were detected for brain and behavioral data, largely driven by male subjects. In males, CM was associated with poorer response inhibition but only for those with less FH; males with higher levels of both CM and FH demonstrated better response inhibition. Three-way interaction effects on voxel-wise BOLD response during response inhibition were found in bilateral middle frontal gyrus, left inferior frontal gyrus, dorsomedial prefrontal cortex, and posterior cingulate cortex. Network-level analyses implicated the left frontoparietal network, executive control network, and default-mode network. Greater BOLD response in these networks correlated with lower depressive, impulsive, and attentional symptoms, reduced alcohol misuse, greater resilience scores, and heightened trait anxiety. The results highlight sex-divergent effects of heritable and environmental risk factors that may account for sex-dependent expression of psychopathology in response to risk factors.
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Affiliation(s)
- Amanda Elton
- Department of Psychology and NeuroscienceUniversity of North CarolinaChapel HillNorth CarolinaUSA
- Bowles Center for Alcohol StudiesUniversity of North CarolinaChapel HillNorth CarolinaUSA
- Biomedical Research Imaging CenterUniversity of North CarolinaChapel HillNorth CarolinaUSA
| | - John Hunter Allen
- Department of Psychology and NeuroscienceUniversity of North CarolinaChapel HillNorth CarolinaUSA
| | - Mya Yorke
- Department of Psychology and NeuroscienceUniversity of North CarolinaChapel HillNorth CarolinaUSA
| | - Farhan Khan
- Department of Psychology and NeuroscienceUniversity of North CarolinaChapel HillNorth CarolinaUSA
| | - Peng Xu
- Department of Psychology and NeuroscienceUniversity of North CarolinaChapel HillNorth CarolinaUSA
| | - Charlotte A. Boettiger
- Department of Psychology and NeuroscienceUniversity of North CarolinaChapel HillNorth CarolinaUSA
- Bowles Center for Alcohol StudiesUniversity of North CarolinaChapel HillNorth CarolinaUSA
- Biomedical Research Imaging CenterUniversity of North CarolinaChapel HillNorth CarolinaUSA
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5
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Gómez-A A, Dannenhoffer CA, Elton A, Lee SH, Ban W, Shih YYI, Boettiger CA, Robinson DL. Altered Cortico-Subcortical Network After Adolescent Alcohol Exposure Mediates Behavioral Deficits in Flexible Decision-Making. Front Pharmacol 2021; 12:778884. [PMID: 34912227 PMCID: PMC8666507 DOI: 10.3389/fphar.2021.778884] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2021] [Accepted: 11/03/2021] [Indexed: 12/24/2022] Open
Abstract
Behavioral flexibility, the ability to modify behavior according to changing conditions, is essential to optimize decision-making. Deficits in behavioral flexibility that persist into adulthood are one consequence of adolescent alcohol exposure, and another is decreased functional connectivity in brain structures involved in decision-making; however, a link between these two outcomes has not been established. We assessed effects of adolescent alcohol and sex on both Pavlovian and instrumental behaviors and resting-state functional connectivity MRI in adult animals to determine associations between behavioral flexibility and resting-state functional connectivity. Alcohol exposure impaired attentional set reversals and decreased functional connectivity among cortical and subcortical regions-of-interest that underlie flexible behavior. Moreover, mediation analyses indicated that adolescent alcohol-induced reductions in functional connectivity within a subnetwork of affected brain regions statistically mediated errors committed during reversal learning. These results provide a novel link between persistent reductions in brain functional connectivity and deficits in behavioral flexibility resulting from adolescent alcohol exposure.
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Affiliation(s)
- Alexander Gómez-A
- Bowles Center for Alcohol Studies, University of North Carolina, Chapel Hill, NC, United States
| | - Carol A. Dannenhoffer
- Bowles Center for Alcohol Studies, University of North Carolina, Chapel Hill, NC, United States
| | - Amanda Elton
- Department of Psychology and Neuroscience, University of North Carolina, Chapel Hill, NC, United States
- Biomedical Research Imaging Center, University of North Carolina, Chapel Hill, NC, United States
| | - Sung-Ho Lee
- Biomedical Research Imaging Center, University of North Carolina, Chapel Hill, NC, United States
- Department of Neurology, University of North Carolina, Chapel Hill, NC, United States
| | - Woomi Ban
- Biomedical Research Imaging Center, University of North Carolina, Chapel Hill, NC, United States
| | - Yen-Yu Ian Shih
- Bowles Center for Alcohol Studies, University of North Carolina, Chapel Hill, NC, United States
- Biomedical Research Imaging Center, University of North Carolina, Chapel Hill, NC, United States
- Department of Neurology, University of North Carolina, Chapel Hill, NC, United States
- Neuroscience Curriculum, University of North Carolina, Chapel Hill, NC, United States
| | - Charlotte A. Boettiger
- Bowles Center for Alcohol Studies, University of North Carolina, Chapel Hill, NC, United States
- Department of Psychology and Neuroscience, University of North Carolina, Chapel Hill, NC, United States
- Biomedical Research Imaging Center, University of North Carolina, Chapel Hill, NC, United States
- Neuroscience Curriculum, University of North Carolina, Chapel Hill, NC, United States
| | - Donita L. Robinson
- Bowles Center for Alcohol Studies, University of North Carolina, Chapel Hill, NC, United States
- Neuroscience Curriculum, University of North Carolina, Chapel Hill, NC, United States
- Department of Psychiatry, University of North Carolina, Chapel Hill, NC, United States
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Elton A, Garbutt JC, Boettiger CA. Risk and resilience for alcohol use disorder revealed in brain functional connectivity. Neuroimage Clin 2021; 32:102801. [PMID: 34482279 PMCID: PMC8416942 DOI: 10.1016/j.nicl.2021.102801] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/05/2021] [Revised: 07/15/2021] [Accepted: 08/18/2021] [Indexed: 01/22/2023]
Abstract
A family history of alcoholism (FH) increases risk for alcohol use disorder (AUD), yet many at-risk individuals never develop alcohol use problems. FH is associated with intermediate levels of risk phenotypes, whereas distinct, compensatory brain changes likely promote resilience. Although several cognitive, behavioral, and personality factors have been associated with AUD, the relative contributions of these processes and their neural underpinnings to risk or resilience processes remains less clear. We examined whole-brain resting-state functional connectivity (FC) and behavioral metrics from 841 young adults from the Human Connectome Project, including healthy controls, individuals with AUD, and their unaffected siblings. First, we identified functional connections in which unaffected siblings were intermediate between controls and AUD, indicating AUD risk, and those in which siblings diverged, indicating resilience. Canonical correlations relating brain risk and resilience FC to behavioral patterns revealed AUD risk and resilience phenotypes. Risk phenotypes primarily implicated frontal-parietal networks corresponding with executive function, impulsivity, externalizing behaviors, and social-emotional intelligence. Conversely, resilience-related phenotypes were underpinned by networks of medial prefrontal, striatal, temporal, brainstem and cerebellar connectivity, which associated with high trait attention and low antisocial behavior. Additionally, we calculated "polyphenotypic" risk and resilience scores, to investigate how the relative load of risk and resilience phenotypes influenced the probability of an AUD diagnosis. Polyphenotypic scores predicted AUD in a dose-dependent manner. Moreover, resilience phenotypes interacted with risk phenotypes, reducing their effects. The hypothesis-generating results revealed interpretable AUD-related phenotypes and offer brain-informed targets for developing more effective interventions.
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Affiliation(s)
- Amanda Elton
- Department of Psychology and Neuroscience, University of North Carolina, Chapel Hill, NC 27599, USA; Bowles Center for Alcohol Studies, University of North Carolina, Chapel Hill, NC 27599, USA; Biomedical Research Imaging Center, University of North Carolina, Chapel Hill, NC 27599, USA.
| | - James C Garbutt
- Bowles Center for Alcohol Studies, University of North Carolina, Chapel Hill, NC 27599, USA; Department of Psychiatry, University of North Carolina, Chapel Hill, NC, 27599, USA
| | - Charlotte A Boettiger
- Department of Psychology and Neuroscience, University of North Carolina, Chapel Hill, NC 27599, USA; Bowles Center for Alcohol Studies, University of North Carolina, Chapel Hill, NC 27599, USA; Biomedical Research Imaging Center, University of North Carolina, Chapel Hill, NC 27599, USA
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7
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Elton A, Allen JH, Yorke M, Khan F, Lin Q, Boettiger CA. High Trait Attention Promotes Resilience and Reduces Binge Drinking Among College Students With a Family History of Alcohol Use Disorder. Front Psychiatry 2021; 12:672863. [PMID: 34054623 PMCID: PMC8155514 DOI: 10.3389/fpsyt.2021.672863] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/26/2021] [Accepted: 04/15/2021] [Indexed: 01/02/2023] Open
Abstract
Binge patterns of alcohol use among post-high school emerging adults are associated with both immediate negative consequences and increased risk of long-term drinking problems, particularly among individuals with a family history (FH) of alcohol use disorder (AUD). Therefore, the developmental time period of emerging adulthood, paired with the high-risk environment of college campuses, represents an important target for interventions. Attentional ability has recently emerged as a mediator of resilience to stress-related psychopathology and offers a potential neurocognitive target for interventions. We tested the hypothesis that attentional ability promotes resilience to binge drinking in a sample of 464 college students with (n = 221) or without (n = 243) familial risk for AUD. Two-way analyses of covariance (ANCOVA) tested effects of FH and self-reported binge drinking on attention scores from the Barratt Impulsiveness Scale (BIS). In addition, mediation analyses tested whether BIS attention scores mediated the relationship between Conner-Davidson Resilience Scale scores and binge drinking. ANCOVA results indicated a significant FH-by-binge drinking interaction (p = 0.008) in which FH positive subjects who did not binge drink had the fewest attention problems, consistent with a marker of resilience. Furthermore, BIS attention scores significantly mediated the effect of Conner-Davidson Resilience Scale scores on binge drinking, with stronger effects in FH positive subjects (p < 0.001) than FH negative subjects (p = 0.49). The findings suggest that attention promotes resilience to binge drinking in individuals with familial risk for AUD. Interventions targeting attentional ability in this high-risk population, particularly FH positive individuals with attention deficits, may serve to reduce binge drinking and its consequences.
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Affiliation(s)
- Amanda Elton
- Department of Psychology and Neuroscience, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States.,Bowles Center for Alcohol Studies, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States.,Biomedical Research Imaging Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - J Hunter Allen
- Department of Psychology and Neuroscience, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - Mya Yorke
- Department of Psychology and Neuroscience, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - Farhan Khan
- Department of Psychology and Neuroscience, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States.,Brody School of Medicine, East Carolina University, Greenville, NC, United States
| | - Qiaosen Lin
- Department of Psychology and Neuroscience, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - Charlotte A Boettiger
- Department of Psychology and Neuroscience, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States.,Bowles Center for Alcohol Studies, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States.,Biomedical Research Imaging Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
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8
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Elton A, Stanger C, James GA, Ryan-Pettes S, Budney A, Kilts CD. Intertemporal decision-making-related brain states predict adolescent drug abuse intervention responses. Neuroimage Clin 2019; 24:101968. [PMID: 31404876 PMCID: PMC6699467 DOI: 10.1016/j.nicl.2019.101968] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/08/2019] [Revised: 08/02/2019] [Accepted: 08/03/2019] [Indexed: 12/20/2022]
Abstract
Adolescent drug misuse represents a major risk factor for long-term drug use disorders. However, wide individual differences in responses to first-line behavioral therapies targeting adolescent drug misuse limit critical early intervention. Identifying the neural signatures of those adolescents most likely to respond to an intervention would potentially guide personalized strategies for reducing drug misuse. Prior to a 14-week evidence-based intervention involving combinations of contingency management, motivational enhancement, and cognitive behavioral therapy, thirty adolescent alcohol and/or cannabis users underwent fMRI while performing a reward delay discounting (DD) task tapping an addiction-related cognition. Intervention responses were longitudinally characterized by both urinalysis and self-report measures of the percentage of days used during treatment and in post-treatment follow-up. Group independent component analysis (ICA) of task fMRI data identified neural processing networks related to DD task performance. Separate measures of wholesale recruitment during immediate reward choices and within-network functional connectivity among selective networks significantly predicted intervention-related changes in drug misuse frequency. Specifically, heightened pre-intervention engagement of a temporal lobe "reward motivation" network for impulsive choices on the DD task predicted poorer intervention outcomes, while modes of functional connectivity within the reward motivation network, a prospection network, and a posterior insula network demonstrated robust associations with intervention outcomes. Finally, the pre-intervention functional organization of the prospection network also predicted post-intervention drug use behaviors for up to 6 months of follow-up. Multiple functional variations in the neural processing networks supporting preference for immediate and future rewards signal individual differences in readiness to benefit from an effective behavioral therapy for reducing adolescent drug misuse. The implications for efforts to boost therapy responses are discussed.
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Affiliation(s)
- Amanda Elton
- University of North Carolina at Chapel Hill, USA.
| | | | | | | | - Alan Budney
- Geisel School of Medicine at Dartmouth College, USA
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Elton A, Dove S, Spencer CN, Robinson DL, Boettiger CA. Naltrexone Acutely Enhances Connectivity Between the Ventromedial Prefrontal Cortex and a Left Frontoparietal Network. Alcohol Clin Exp Res 2019; 43:965-978. [PMID: 30848494 DOI: 10.1111/acer.13999] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2018] [Accepted: 02/28/2019] [Indexed: 12/20/2022]
Abstract
BACKGROUND Naltrexone, an opioid receptor antagonist that is Food and Drug Administration approved for treating alcohol use disorder (AUD), reduces alcohol craving and intake. Despite known pharmacological properties, little is known regarding the effects of naltrexone on neural circuit function. Thus, a data-driven examination of the neural effects of naltrexone in human subjects may offer novel insight into its treatment mechanisms. METHODS Twenty-one alcohol using males (22 to 39) participated in a double-blind, placebo-controlled crossover study of the effects of naltrexone on brain voxel-wise functional connectivity (FC) using intersubject FC correlation mapping. We first cross-correlated the time series from each gray matter voxel to produce a 6,356 × 6,356 FC matrix for each subject and session. We then subtracted the placebo FC matrix from the naltrexone FC matrix. To identify brain regions demonstrating significant reconfiguration of whole-brain FC patterns following naltrexone treatment, we statistically quantified the consistency of patterns of voxel FC changes across subjects. Permutation testing identified significant clusters of voxels undergoing significant reconfiguration. Using the identified clusters in a seed-based FC analysis, we then compared the FC patterns of affected brain areas on placebo versus naltrexone in a paired t-test. Ridge regression analyses identified self-report measures, including substance use, that significantly predicted individual differences in FC among naltrexone-modulated regions. RESULTS Two clusters in the rostral anterior cingulate cortex (rACC)/ventromedial prefrontal cortex (vmPFC) demonstrated significant modulation of FC by naltrexone. Using these 2 proximal clusters as a single seed, specific FC changes were identified in regions associated with a left frontoparietal network (increasing), as well as visual and motor regions (decreasing). Stronger FC between the rACC/vmPFC and this set of regions on placebo was associated with more external locus of control, whereas weaker connectivity was associated with greater substance use problems. Naltrexone strengthened these connections most among individuals who reported greater drinking to cope. CONCLUSIONS Enhancing connectivity between the rACC/vmPFC, implicated in alcohol craving, and components of a left frontoparietal network involved in executive control may represent an effective strategy for the treatment of AUD.
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Affiliation(s)
- Amanda Elton
- Department of Psychology and Neuroscience, University of North Carolina, Chapel Hill, North Carolina.,Bowles Center for Alcohol Studies, University of North Carolina, Chapel Hill, North Carolina
| | - Samantha Dove
- Department of Psychology and Neuroscience, University of North Carolina, Chapel Hill, North Carolina
| | - Cory N Spencer
- Department of Psychology and Neuroscience, University of North Carolina, Chapel Hill, North Carolina
| | - Donita L Robinson
- Bowles Center for Alcohol Studies, University of North Carolina, Chapel Hill, North Carolina.,Department of Psychiatry, University of North Carolina, Chapel Hill, North Carolina
| | - Charlotte A Boettiger
- Department of Psychology and Neuroscience, University of North Carolina, Chapel Hill, North Carolina.,Bowles Center for Alcohol Studies, University of North Carolina, Chapel Hill, North Carolina.,Biomedical Research Imaging Center, University of North Carolina, Chapel Hill, North Carolina
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10
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Elton A, Chanon VW, Boettiger CA. Multivariate pattern analysis of the neural correlates of smoking cue attentional bias. Pharmacol Biochem Behav 2019; 180:1-10. [PMID: 30844426 DOI: 10.1016/j.pbb.2019.03.001] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/16/2018] [Revised: 03/01/2019] [Accepted: 03/04/2019] [Indexed: 11/26/2022]
Abstract
The automatic capture of attention by drug cues, or attentional bias, is associated with craving and predicts future drug use. Despite its clinical significance, the neural bases of attentional bias to drug cues is not well understood. To address this gap, we undertook a neuroimaging investigation of the neural correlates of attentional bias towards smoking cues. Twenty-nine adults, including 14 active smokers and 15 non-smokers, completed a spatial cuing task during fMRI. A multivariate pattern analysis (MVPA) decoded the neural responses to the brief presentation of smoking versus neutral images. These data were correlated with behavioral measures of attentional bias, which included analyses targeting the neural correlates of response facilitation and cue-related task interference. We detected a set of brain-behavioral correlates that were similar across both smokers and non-smokers, indicating a role for stimuli salience in the absence of nicotine conditioning in smoking cue attentional bias. However, multiple smoking-related modifications to the neural correlates of attentional bias and its components were also identified. For example, regions demonstrating smoking-related differences in the neural correlates of attentional bias included the rostral anterior cingulate cortex and inferior frontal gyrus. Response facilitation effects of smoking were observed in the right orbitofrontal gyrus and bilateral middle temporal gyrus. Smoking-cue related task interference was related to smoking-related effects in the frontal eye fields. Our findings suggest that multiple cognitive, affective, and visual object recognition processes contribute to attentional bias towards smoking cues, and suggest multiple circuit modifications that may contribute to perpetuation of addiction.
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Affiliation(s)
- Amanda Elton
- Department of Psychology and Neuroscience, University of North Carolina, Chapel Hill, NC, 27599, USA; Bowles Center for Alcohol Studies, University of North Carolina, Chapel Hill, NC 27599, USA
| | - Vicki W Chanon
- Department of Psychology and Neuroscience, University of North Carolina, Chapel Hill, NC, 27599, USA
| | - Charlotte A Boettiger
- Department of Psychology and Neuroscience, University of North Carolina, Chapel Hill, NC, 27599, USA; Bowles Center for Alcohol Studies, University of North Carolina, Chapel Hill, NC 27599, USA; Biomedical Research Imaging Center, University of North Carolina, Chapel Hill, NC 27599, USA.
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Elton A, Smith CT, Parrish MH, Boettiger CA. COMT Val 158Met Polymorphism Exerts Sex-Dependent Effects on fMRI Measures of Brain Function. Front Hum Neurosci 2017; 11:578. [PMID: 29270116 PMCID: PMC5723646 DOI: 10.3389/fnhum.2017.00578] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2017] [Accepted: 11/16/2017] [Indexed: 12/13/2022] Open
Abstract
Evidence suggests that dopamine levels in the prefrontal cortex (PFC) modulate executive functions. A key regulator of PFC dopamine is catechol-O-methyltransferase (COMT). The activity level of the COMT enzyme are influenced by sex and the Val158Met polymorphism (rs4680) of the COMT gene, with male sex and Val alleles both being associated with higher bulk enzyme activity, and presumably lower PFC dopamine. COMT genotype has not only been associated with individual differences in frontal dopamine-mediated behaviors, but also with variations in neuroimaging measures of brain activity and functional connectivity. In this study, we investigated whether COMT genotype predicts individual differences in neural activity and connectivity, and whether such effects are sex-dependent. We tested 93 healthy adults (48 females), genotyped for the Val158Met polymorphism, in a delay discounting task and at rest during fMRI. Delay discounting behavior was predicted by an interaction of COMT genotype and sex, consistent with a U-shaped relationship with enzyme activity. COMT genotype and sex similarly exhibited U-shaped relationships with individual differences in neural activation, particularly among networks that were most engaged by the task, including the default-mode network. Effects of COMT genotype and sex on functional connectivity during rest were also U-shaped. In contrast, flexible reorganization of network connections across task conditions varied linearly with COMT among both sexes. These data provide insight into the potential influences of COMT-regulated variations in catecholamine levels on brain function, which may represent endophenotypes for disorders of impulsivity.
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Affiliation(s)
- Amanda Elton
- Department of Psychology and Neuroscience, University of North Carolina, Chapel Hill, NC, United States.,Bowles Center for Alcohol Studies, University of North Carolina, Chapel Hill, NC, United States
| | - Christopher T Smith
- Neuroscience Curriculum, University of North Carolina, Chapel Hill, NC, United States
| | - Michael H Parrish
- Department of Psychology and Neuroscience, University of North Carolina, Chapel Hill, NC, United States
| | - Charlotte A Boettiger
- Department of Psychology and Neuroscience, University of North Carolina, Chapel Hill, NC, United States.,Bowles Center for Alcohol Studies, University of North Carolina, Chapel Hill, NC, United States.,Neuroscience Curriculum, University of North Carolina, Chapel Hill, NC, United States.,Biomedical Research Imaging Center, University of North Carolina, Chapel Hill, NC, United States
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12
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Abstract
Excessively choosing immediate over larger future rewards, or delay discounting (DD), associates with multiple clinical conditions. Individual differences in DD likely depend on variations in the activation of and functional interactions between networks, representing possible endophenotypes for associated disorders, including alcohol use disorders (AUDs). Numerous fMRI studies have probed the neural bases of DD, but investigations of large-scale networks remain scant. We addressed this gap by testing whether activation within large-scale networks during Now/Later decision-making predicts individual differences in DD. To do so, we scanned 95 social drinkers (18-40 years old; 50 women) using fMRI during hypothetical choices between small monetary amounts available "today" or larger amounts available later. We identified neural networks engaged during Now/Later choice using independent component analysis and tested the relationship between component activation and degree of DD. The activity of two components during Now/Later choice correlated with individual DD rates: A temporal lobe network positively correlated with DD, whereas a frontoparietal-striatal network negatively correlated with DD. Activation differences between these networks predicted individual differences in DD, and their negative correlation during Now/Later choice suggests functional competition. A generalized psychophysiological interactions analysis confirmed a decrease in their functional connectivity during decision-making. The functional connectivity of these two networks negatively correlates with alcohol-related harm, potentially implicating these networks in AUDs. These findings provide novel insight into the neural underpinnings of individual differences in impulsive decision-making with potential implications for addiction and related disorders in which impulsivity is a defining feature.
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13
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Elton A, Di Martino A, Hazlett HC, Gao W. Neural Connectivity Evidence for a Categorical-Dimensional Hybrid Model of Autism Spectrum Disorder. Biol Psychiatry 2016; 80:120-128. [PMID: 26707088 PMCID: PMC4853295 DOI: 10.1016/j.biopsych.2015.10.020] [Citation(s) in RCA: 58] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/22/2015] [Revised: 10/20/2015] [Accepted: 10/24/2015] [Indexed: 11/26/2022]
Abstract
BACKGROUND Autism spectrum disorder (ASD) encompasses a complex manifestation of symptoms that include deficits in social interaction and repetitive or stereotyped interests and behaviors. In keeping with the increasing recognition of the dimensional characteristics of ASD symptoms and the categorical nature of a diagnosis, we sought to delineate the neural mechanisms of ASD symptoms based on the functional connectivity of four known neural networks (i.e., default mode network, dorsal attention network, salience network, and executive control network). METHODS We leveraged an open data resource (Autism Brain Imaging Data Exchange) providing resting-state functional magnetic resonance imaging data sets from 90 boys with ASD and 95 typically developing boys. This data set also included the Social Responsiveness Scale as a dimensional measure of ASD traits. Seed-based functional connectivity was paired with linear regression to identify functional connectivity abnormalities associated with categorical effects of ASD diagnosis, dimensional effects of ASD-like behaviors, and their interaction. RESULTS Our results revealed the existence of dimensional mechanisms of ASD uniquely affecting each network based on the presence of connectivity-behavioral relationships; these were independent of diagnostic category. However, we also found evidence of categorical differences (i.e., diagnostic group differences) in connectivity strength for each network as well as categorical differences in connectivity-behavioral relationships (i.e., diagnosis-by-behavior interactions), supporting the coexistence of categorical mechanisms of ASD. CONCLUSIONS Our findings support a hybrid model for ASD characterization that includes a combination of categorical and dimensional brain mechanisms and provide a novel understanding of the neural underpinnings of ASD.
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Affiliation(s)
- Amanda Elton
- Biomedical Research Imaging Center, University of North Carolina at Chapel Hill
| | - Adriana Di Martino
- Phyllis Green and Randolph Cowen Institute for Pediatric Neuroscience at the NYU Child Study Center, New York University Langone Medical Center, New York, NY, USA
| | - Heather Cody Hazlett
- Department of Psychiatry and Carolina Institute for Developmental Disabilities, University of North Carolina at Chapel Hill
| | - Wei Gao
- Department of Radiology and Biomedical Research Imaging Center (WG), University of North Carolina at Chapel Hill, Chapel Hill, North Carolina; Biomedical Imaging Research Institute (WG), Department of Biomedical Sciences and Imaging, Cedars-Sinai Medical Center, Los Angeles, California.
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14
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Abstract
The default mode network (DMN) was first recognized as a set of brain regions demonstrating consistently greater activity during rest than during a multitude of tasks. Originally, this network was believed to interfere with goal-directed behavior based on its decreased activity during many such tasks. More recently, however, the role of the DMN during goal-directed behavior was established for internally oriented tasks, in which the DMN demonstrated increased activity. However, the well-documented hub position and information-bridging potential of midline DMN regions indicate that there is more to uncover regarding its functional contributions to goal-directed tasks, which may be based on its functional interactions rather than its level of activation. An investigation of task-related changes in DMN functional connectivity during a series of both internal and external tasks would provide the requisite investigation for examining the role of the DMN during goal-directed task performance. In this study, 20 participants underwent fMRI while performing six tasks spanning diverse internal and external domains in addition to a resting-state scan. We hypothesized that the DMN would demonstrate "task-positive" (i.e., positively contributing to task performance) changes in functional connectivity relative to rest regardless of the direction of task-related changes in activity. Indeed, our results demonstrate significant increases in DMN connectivity with task-promoting regions (e.g., anterior insula, inferior frontal gyrus, middle frontal gyrus) across all six tasks. Furthermore, canonical correlation analyses indicated that the observed task-related connectivity changes were significantly associated with individual differences in task performance. Our results indicate that the DMN may not only support a "default" mode but may play a greater role in both internal and external tasks through flexible coupling with task-relevant brain regions.
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Affiliation(s)
| | - Wei Gao
- University of North Carolina at Chapel Hill
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15
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Elton A, Gao W. Task-related modulation of functional connectivity variability and its behavioral correlations. Hum Brain Mapp 2015; 36:3260-72. [PMID: 26015070 PMCID: PMC6869497 DOI: 10.1002/hbm.22847] [Citation(s) in RCA: 85] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2015] [Revised: 04/28/2015] [Accepted: 05/11/2015] [Indexed: 11/08/2022] Open
Abstract
Two new directions of functional connectivity investigation are emerging to advance studies of the brain's functional organization. First, the identification of task-related dynamics of functional connectivity has elicited a growing interest in characterizing the brain's functional reorganization due to task demands. Second, the nonstationarity of functional connectivity [i.e., functional connectivity variability (FCV)] within a single brain state has been increasingly recognized and studied. However, a combined investigation of these two avenues of research to explore the potential task-modulation of FCV is lacking, which, nevertheless, could both improve our understanding of the potential sources of FCV and also reveal new strategies to study the neural correlates of task performance. In this study, 19 human subjects underwent four functional magnetic resonance imaging (fMRI) scans including both resting and task states to study task-related modulation of FCV. Consistent with the hypothesis that FCV is partly underpinned by unconstrained mind wandering, FCV demonstrated significant task-related decreases measured at the regional, network and system levels, which was greater for between-network interactions than within-network connections. Conversely, there remained a significant degree of residual variability during the task scans, suggesting that FCV is not specific to the resting state and likely includes an intrinsic, physiologically driven component. Finally, the degree of task-induced decreases in FCV was significantly correlated with task performance accuracy, supporting its behavior significance. Overall, task modulation of FCV may represent an important direction for future studies, not only to provide insight into normal brain functioning but also to reveal potential biomarkers of various brain disorders.
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Affiliation(s)
- Amanda Elton
- Department of Radiology and Biomedical Research Imaging CenterUniversity of North Carolina, Chapel Hill, North Carolina
| | - Wei Gao
- Department of Radiology and Biomedical Research Imaging CenterUniversity of North Carolina, Chapel Hill, North Carolina
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16
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Elton A, Smitherman S, Young J, Kilts CD. Effects of childhood maltreatment on the neural correlates of stress- and drug cue-induced cocaine craving. Addict Biol 2015; 20:820-31. [PMID: 25214317 DOI: 10.1111/adb.12162] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Childhood adversity negatively influences all stages of the addiction process and is associated with persistent alterations in neuroendocrine, autonomic and brain responses to stress. We sought to characterize the impact of childhood abuse and neglect on the neural correlates of stress- and drug cue-induced drug craving associated with cocaine addiction. Cocaine-dependent men with (n = 20) and without (n = 18) moderate to severe childhood maltreatment histories underwent functional magnetic resonance imaging during script-guided mental imagery of personalized stress, drug use and neutral experiences. Compared to the neutral script, the stress and drug use scripts activated striatal, prefrontal, posterior cingulate, temporal and cerebellar regions consistent with prior studies of induced states of stress and drug craving. For the stress script, maltreated men exhibited reduced activation of the anterior precuneus and supplementary motor area (SMA); the interaction of maltreatment severity and stress-induced craving responses predicted lesser rostral anterior cingulate cortex activation. For the drug use script, maltreated men exhibited greater left dorsolateral prefrontal cortex activation. The interaction of maltreatment severity and craving responses was associated with greater activation of the visual cortex and SMA, whereas a maltreatment-by-anxiety interaction effect included lesser ventromedial prefrontal cortex activation. The outcomes indicate an association of childhood maltreatment with a heightened appetitive anticipatory response to drug cues and a diminished engagement of regulatory and controlled action selection processes in response to stress- or drug cue-induced drug craving and anxiety responses for cocaine-dependent men. These findings provide novel insights into possible brain mechanisms by which childhood maltreatment heightens risk for relapse in drug-dependent individuals.
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Affiliation(s)
- Amanda Elton
- Biomedical Research Imaging Center; University of North Carolina at Chapel Hill; Chapel Hill NC USA
| | - Sonet Smitherman
- Brain Imaging Research Center; Psychiatric Research Institute; University of Arkansas for Medical Sciences; Little Rock AR USA
| | - Jonathan Young
- Brain Imaging Research Center; Psychiatric Research Institute; University of Arkansas for Medical Sciences; Little Rock AR USA
| | - Clinton D. Kilts
- Brain Imaging Research Center; Psychiatric Research Institute; University of Arkansas for Medical Sciences; Little Rock AR USA
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Gao W, Alcauter S, Elton A, Hernandez-Castillo CR, Smith JK, Ramirez J, Lin W. Functional Network Development During the First Year: Relative Sequence and Socioeconomic Correlations. Cereb Cortex 2014; 25:2919-28. [PMID: 24812084 DOI: 10.1093/cercor/bhu088] [Citation(s) in RCA: 210] [Impact Index Per Article: 21.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023] Open
Abstract
The first postnatal year is characterized by the most dramatic functional network development of the human lifespan. Yet, the relative sequence of the maturation of different networks and the impact of socioeconomic status (SES) on their development during this critical period remains poorly characterized. Leveraging a large, normally developing infant sample with multiple longitudinal resting-state functional magnetic resonance imaging scans during the first year (N = 65, scanned every 3 months), we aimed to delineate the relative maturation sequence of 9 key brain functional networks and examine their SES correlations. Our results revealed a maturation sequence from primary sensorimotor/auditory to visual to attention/default-mode, and finally to executive control networks. Network-specific critical growth periods were also identified. Finally, marginally significant positive SES-brain correlations were observed at 6 months of age for both the sensorimotor and default-mode networks, indicating interesting SES effects on functional brain maturation. To the best of our knowledge, this is the first study delineating detailed longitudinal growth trajectories of all major functional networks during the first year of life and their SES correlations. Insights from this study not only improve our understanding of early brain development, but may also inform the critical periods for SES expression during infancy.
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Affiliation(s)
- Wei Gao
- Biomedical Research Imaging Center, University of North Carolina at Chapel Hill, NC, USA Department of Radiology, University of North Carolina at Chapel Hill, NC, USA
| | - Sarael Alcauter
- Biomedical Research Imaging Center, University of North Carolina at Chapel Hill, NC, USA
| | - Amanda Elton
- Biomedical Research Imaging Center, University of North Carolina at Chapel Hill, NC, USA
| | - Carlos R Hernandez-Castillo
- Biomedical Research Imaging Center, University of North Carolina at Chapel Hill, NC, USA Instituto de Neuroetologia, Universipaternal Veracruzana, Xalapa, Mexico
| | - J Keith Smith
- Department of Radiology, University of North Carolina at Chapel Hill, NC, USA
| | - Juanita Ramirez
- Biomedical Research Imaging Center, University of North Carolina at Chapel Hill, NC, USA
| | - Weili Lin
- Biomedical Research Imaging Center, University of North Carolina at Chapel Hill, NC, USA Department of Radiology, University of North Carolina at Chapel Hill, NC, USA
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18
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Elton A, Young J, Smitherman S, Gross RE, Mletzko T, Kilts CD. Neural network activation during a stop-signal task discriminates cocaine-dependent from non-drug-abusing men. Addict Biol 2014; 19:427-38. [PMID: 23231419 DOI: 10.1111/adb.12011] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
Cocaine dependence is defined by a loss of inhibitory control over drug-use behaviors, mirrored by measurable impairments in laboratory tasks of inhibitory control. The current study tested the hypothesis that deficits in multiple subprocesses of behavioral control are associated with reliable neural-processing alterations that define cocaine addiction. While undergoing functional magnetic resonance imaging (fMRI), 38 cocaine-dependent men and 27 healthy control men performed a stop-signal task of motor inhibition. An independent component analysis on fMRI time courses identified task-related neural networks attributed to motor, visual, cognitive and affective processes. The statistical associations of these components with five different stop-signal task conditions were selected for use in a linear discriminant analysis to define a classifier for cocaine addiction from a subsample of 26 cocaine-dependent men and 18 controls. Leave-one-out cross-validation accurately classified 89.5% (39/44; chance accuracy = 26/44 = 59.1%) of subjects with 84.6% (22/26) sensitivity and 94.4% (17/18) specificity. The remaining 12 cocaine-dependent and 9 control men formed an independent test sample, for which accuracy of the classifier was 81.9% (17/21; chance accuracy = 12/21 = 57.1%) with 75% (9/12) sensitivity and 88.9% (8/9) specificity. The cocaine addiction classification score was significantly correlated with a measure of impulsiveness as well as the duration of cocaine use for cocaine-dependent men. The results of this study support the ability of a pattern of multiple neural network alterations associated with inhibitory motor control to define a binary classifier for cocaine addiction.
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Affiliation(s)
- Amanda Elton
- Brain Imaging Research Center; Psychiatric Research Institute; University of Arkansas for Medical Sciences; Little Rock AR USA
| | - Jonathan Young
- Brain Imaging Research Center; Psychiatric Research Institute; University of Arkansas for Medical Sciences; Little Rock AR USA
| | - Sonet Smitherman
- Brain Imaging Research Center; Psychiatric Research Institute; University of Arkansas for Medical Sciences; Little Rock AR USA
| | - Robin E. Gross
- Department of Psychiatry and Behavioral Sciences; Emory University School of Medicine; Atlanta GA USA
| | - Tanja Mletzko
- Department of Psychiatry and Behavioral Sciences; Emory University School of Medicine; Atlanta GA USA
| | - Clinton D. Kilts
- Brain Imaging Research Center; Psychiatric Research Institute; University of Arkansas for Medical Sciences; Little Rock AR USA
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19
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Elton A, Alcauter S, Gao W. Network connectivity abnormality profile supports a categorical-dimensional hybrid model of ADHD. Hum Brain Mapp 2014; 35:4531-43. [PMID: 24615988 DOI: 10.1002/hbm.22492] [Citation(s) in RCA: 59] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2013] [Revised: 12/10/2013] [Accepted: 02/05/2014] [Indexed: 11/08/2022] Open
Abstract
Attention-deficit/hyperactivity disorder (ADHD) is characterized by inattention, hyperactivity, and impulsivity, but there is no consensus regarding whether ADHD exists on the extreme end of a continuum of normal behavior or represents a discrete disorder. In this study, we sought to characterize both the categorical and dimensional variations in network functional connectivity in order to identify neural connectivity mechanisms of ADHD. Functional connectivity analyses of resting-state fMRI data from 155 children with ADHD and 145 typically developing children (TDC) defined the dorsal attention network (DA), default mode network (DM), salience processing network (SAL) and executive control network (CON). Regional alterations in connectivity associated with categorical diagnoses and dimensional symptom measures (inattention and hyperactivity/impulsivity) as well as their interaction were systematically characterized. Dimensional relationships between symptom severity measures and functional connectivity that did not differ between TDC and children with ADHD were observed for each network, supporting a dimensional characterization of ADHD. However, categorical differences in functional connectivity magnitude between TDC and children with ADHD were detected after accounting for dimensional relationships, indicating the existence of categorical mechanisms independent of dimensional effects. Additionally, differential dimensional relationships for TDC versus ADHD children demonstrated categorical differences in brain-behavior relationships. The patterns of network functional organization associated with categorical versus dimensional measures of ADHD accentuate the complexity of this disorder and support a dual characterization of ADHD etiology featuring both dimensional and categorical mechanisms.
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Affiliation(s)
- Amanda Elton
- Department of Radiology and Biomedical Research Imaging Center, University of North Carolina at Chapel Hill, North Carolina
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20
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Elton A, Gao W. Divergent task-dependent functional connectivity of executive control and salience networks. Cortex 2013; 51:56-66. [PMID: 24315034 DOI: 10.1016/j.cortex.2013.10.012] [Citation(s) in RCA: 72] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2013] [Revised: 08/14/2013] [Accepted: 10/30/2013] [Indexed: 10/26/2022]
Abstract
BACKGROUND Previous studies have demonstrated task-dependent functional interactions of a frontal-parietal control system with the competing dorsal attention (DA) and default mode networks (DM). However, evidence suggests that the frontal-parietal control system is functionally heterogeneous, consisting of two distinct sub-networks that demonstrate dissociable intrinsic functional connectivity (FC) patterns: a frontal-parietal "executive control network" (CON) and a cingulo-opercular "salience network" (SAL). In this study, we aimed to test the hypothesis that CON and SAL would show dissociable task-dependent changes in connectivity with regard to the competing DA and DM when switching from rest to external task performance. METHODS Nineteen healthy adults underwent four functional MRI scans: two during rest and two while performing a global-local selective attention task. Seed-based FC defined the CON and SAL. Connectivity changes between task and rest states were assessed by analysis of variance. The relationship of task-dependent changes in connectivity for each of these networks with behavioral measures was also characterized. RESULTS CON and SAL demonstrated distinct stable and task-dependent regional connectivity. Whereas CON primarily increased FC with visual cortex regions associated with the DA during task performance versus rest, the SAL increased coupling with regions belonging to the DM. Greater dissociation between CON and SAL and between regions with which they coupled during task was associated with better task accuracy. CONCLUSIONS The divergent task-dependent dynamics of CON and SAL connectivity with the anti-correlated DA and DM support distinct functional roles of these two "control" networks.
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Affiliation(s)
- Amanda Elton
- Department of Radiology and Biomedical Research Imaging Center, University of North Carolina at Chapel Hill, USA
| | - Wei Gao
- Department of Radiology and Biomedical Research Imaging Center, University of North Carolina at Chapel Hill, USA.
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21
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Cisler JM, Elton A, Kennedy AP, Young J, Smitherman S, James GA, Kilts CD. Altered functional connectivity of the insular cortex across prefrontal networks in cocaine addiction. Psychiatry Res 2013; 213:39-46. [PMID: 23684980 PMCID: PMC3708551 DOI: 10.1016/j.pscychresns.2013.02.007] [Citation(s) in RCA: 84] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/24/2012] [Revised: 02/08/2013] [Accepted: 02/26/2013] [Indexed: 01/17/2023]
Abstract
Interoception is theorized to be an important process mediating substance use disorders, and the insular cortex is recognized as a core neural region supporting interoception. The purpose of this study was to compare the integration of the insular cortex into prefrontal-related resting-state networks between individuals with cocaine dependence and healthy controls. Participants comprised 41 patients with cocaine dependence and 19 controls who underwent a resting-state 3-T functional magnetic resonance imaging scan. Individuals with cocaine dependence demonstrated altered functional connectivity of the insular cortex, predominantly the right insular cortex, with all eight prefrontal-related resting-state networks identified through Independent Component Analysis (ICA). A conjunction analysis demonstrated that the right insular cortex was the neural region with the highest number of common group differences across the networks. There was no evidence that insular cortex connectivity commonly differed between groups for non-prefrontal-related networks. Further, seed-based functional connectivity analyses extended the network analyses and indicated that cocaine dependence was associated with greater connectivity of the right insula with the dorsomedial prefrontal cortex, inferior frontal gyrus, and bilateral dorsolateral prefrontal cortex. These data support the hypothesis that cocaine dependence is related to altered functional interactions of the insular cortex with prefrontal networks. The results suggest possible neural mechanisms by which the insular cortex and interoceptive information influence cognitive control and decision-making processes presumably mediated by prefrontal networks in the cocaine dependence process.
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Affiliation(s)
- Josh M. Cisler
- To whom correspondence should be directed: Brain Imaging Research Center, Psychiatric Research Institute, University of Arkansas for Medical Sciences, 4301 W. Markham, #554, Little Rock, AR 72205, , phone: (501) 526-8343
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22
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Stanger C, Elton A, Ryan SR, James GA, Budney AJ, Kilts CD. Neuroeconomics and adolescent substance abuse: individual differences in neural networks and delay discounting. J Am Acad Child Adolesc Psychiatry 2013; 52:747-755.e6. [PMID: 23800488 PMCID: PMC3712894 DOI: 10.1016/j.jaac.2013.04.013] [Citation(s) in RCA: 58] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/02/2012] [Revised: 04/04/2013] [Accepted: 04/23/2013] [Indexed: 11/29/2022]
Abstract
OBJECTIVE Many adolescents with substance use problems show poor response to evidence-based treatments. Treatment outcome has been associated with individual differences in impulsive decision making as reflected by delay discounting (DD) rates (preference for immediate rewards). Adolescents with higher rates of DD were expected to show greater neural activation in brain regions mediating impulsive/habitual behavioral choices and less activation in regions mediating reflective/executive behavioral choices. METHOD Thirty adolescents being treated for substance abuse completed a DD task optimized to balance choices of immediate versus delayed rewards, and a control condition accounted for activation during magnitude valuation. A group independent component analysis on functional magnetic resonance imaging time courses identified neural networks engaged during DD. Network activity was correlated with individual differences in discounting rate. RESULTS Higher discounting rates were associated with diminished engagement of an executive attention control network involving the dorsolateral prefrontal cortex, dorsomedial prefrontal cortex, inferior parietal cortex, cingulate cortex, and precuneus. Higher discounting rates also were associated with less deactivation in a "bottom-up" reward valuation network involving the amygdala, hippocampus, insula, and ventromedial prefrontal cortex. These 2 networks were significantly negatively correlated. CONCLUSIONS Results support relations between competing executive and reward valuation neural networks and temporal decision making, an important, potentially modifiable risk factor relevant for the prevention and treatment of adolescent substance abuse. Clinical trial registration information-The Neuroeconomics of Behavioral Therapies for Adolescent Substance Abuse, http://clinicaltrials.gov/, NCT01093898.
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Affiliation(s)
- Catherine Stanger
- Department of PsychiatryGeisel School of Medicine at Dartmouth, Lebanon, NH 03756, USA.
| | | | - Stacy R. Ryan
- University of Texas Health Science Center at San Antonio
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23
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Elton A, Tripathi SP, Mletzko T, Young J, Cisler JM, James GA, Kilts CD. Childhood maltreatment is associated with a sex-dependent functional reorganization of a brain inhibitory control network. Hum Brain Mapp 2013; 35:1654-67. [PMID: 23616424 DOI: 10.1002/hbm.22280] [Citation(s) in RCA: 86] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2012] [Revised: 02/07/2013] [Accepted: 02/08/2013] [Indexed: 12/11/2022] Open
Abstract
Childhood adversity represents a major risk factor for drug addiction and other mental disorders. However, the specific mechanisms by which childhood adversity impacts human brain organization to confer greater vulnerability for negative outcomes in adulthood is largely unknown. As an impaired process in drug addiction, inhibitory control of behavior was investigated as a target of childhood maltreatment (abuse and neglect). Forty adults without Axis-I psychiatric disorders (21 females) completed a Childhood Trauma Questionnaire (CTQ) and underwent functional MRI (fMRI) while performing a stop-signal task. A group independent component analysis identified a putative brain inhibitory control network. Graph theoretical analyses and structural equation modeling investigated the impact of childhood maltreatment on the functional organization of this neural processing network. Graph theory outcomes revealed sex differences in the relationship between network functional connectivity and inhibitory control which were dependent on the severity of childhood maltreatment exposure. A network effective connectivity analysis indicated that a maltreatment dose-related negative modulation of dorsal anterior cingulate (dACC) activity by the left inferior frontal cortex (IFC) predicted better response inhibition and lesser attention deficit hyperactivity disorder (ADHD) symptoms in females, but poorer response inhibition and greater ADHD symptoms in males. Less inhibition of the right IFC by dACC in males with higher CTQ scores improved inhibitory control ability. The childhood maltreatment-related reorganization of a brain inhibitory control network provides sex-dependent mechanisms by which childhood adversity may confer greater risk for drug use and related disorders and by which adaptive brain responses protect individuals from this risk factor.
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Affiliation(s)
- Amanda Elton
- Brain Imaging Research Center, Psychiatric Research Institute, University of Arkansas for Medical Sciences, Little Rock, Arkansas
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24
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Abstract
The refusal of children or their parents to consent to treatment that professionals regard as essential always results in a dilemma. Responding to such refusals demands careful and sensitive clinical and thicolegal intervention and close cooperation among professionals, in particular doctors and social workers. Since the introduction of the Children Act 1989 the number of cases in which children have withheld consent to lifesaving treatment has risen, and it is now increasingly recognised that children have a right to have their views legally represented if a local authority or health authority seeks a court's leave to carry out treatment. Professionals have to consider which legal route, under either the Children Act or the Mental Health Act, is likely to be best for the individual child.
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Affiliation(s)
- A Elton
- Department of Psychological Medicine, Hospital for Sick Children, London
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25
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Elton A. Surgical treatment of bone tumours. Prof Nurse 1988; 3:330-4. [PMID: 3380809] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
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Affiliation(s)
- J M Leventhal
- Department of Pediatrics and the Child Study Center, Yale University School of Medicine, New Haven, Connecticut
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Hesp R, Tellez M, Davidson L, Elton A, Reeve J. Trabecular and cortical bone in the radii of women with parathyroid adenomata: a greater trabecular deficit, with a preliminary assessment of recovery after parathyroidectomy. Bone Miner 1987; 2:301-10. [PMID: 3505765] [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] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
Radial bone mineral content (BMC) has been reported to be lower than normal in patients with hyperparathyroidism, but those measurements have been made with techniques which do not discriminate between trabecular and cortical bone. We have used a low radiation dose computed tomography technique to make differential measurements of trabecular and cortical bone in the radii of 18 out of 27 eligible female patients with surgically proven adenomata. Prior to parathyroidectomy there was a mean deficit of 40% (P less than 0.001) in trabecular bone density in the distal radius, and a deficit of 16% in cortical bone in the radius mid-shaft compared to normal values. Seventeen months after parathyroidectomy there was a small but significant increase in trabecular bone density in the distal radius in 13 of these patients, and no significant change in cortical bone. If these results represented the situation throughout the skeleton, it is possible that parathyroidectomy may provide some reduction in future risk of fracture in women with primary hyperparathyroidism.
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Affiliation(s)
- R Hesp
- Radioisotopes Division, MRC Clinical Research Centre, Harrow, Middlesex, England
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Booth CC, Levi J, Cox AG, Wilkins RA, Slavin G, Gordon H, Carney M, Sanderson PJ, Denman AM, Himsworth RL, Goolamali SK, Pope FM, Price AB, Liberman MM, Kark AE, Hudson EA, Klenerman L, Garrow JS, Watts RWE, Smith DS, Hewlett AM, Welch T, Larson HE, Smith G, Hood J, Coleman J, Denham MJ, Crawfurd M, Webster ADB, Nunn J, Milledge JS, Lowe L, Taylor-Robinson D, Blau JN, Pinto D, Crow TJ, MacFadyen IR, Lewis JD, Asherson GL, Johnstone E, Gumpel M, Meire H, Chanarin I, Valman HB, Raftery EB, Elton A, McCall C, Edmunds JD. The new consultant contract. West J Med 1979. [DOI: 10.1136/bmj.1.6165.755-b] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
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Abstract
Cephazolin, a semi-synthetic cephalosporin for parenteral use, was evaluated in 39 elderly hospital patients. Thirty-three of these patients were seriously ill at the start of treatment, suffering from pulmonary infections. In the other six patients, the drug was used post-operatively as a prophylactic, and it was effective in all cases in preventing any subsequent infection. Cephazolin was very effective in the treatment of 27 of the severely ill patients; the primary pathogen was eradicated and there was good clinical improvement. In two patients the primary pathogens were resistant to cephazolin, and the antibiotic therapy was changed after sensitivities were known. Of four patients with Haemophilus influenzae infection, clinical cure was obtained in two. Cephazolin therapy was discontinued in one woman because she developed a rash. However, there were no major toxic effects of therapy in terms of hepatic, renal or haematological function. No patient complained of pain when the intramuscular therapy was given. A dose of 1 g IM twice daily was shown to produce consistently high serum concentrations. Thus, in the elderly, the advantages of cephazolin are its lack of nephrotoxicity even when diuretic therapy is being administered concurrently, its lack of pain on intramuscular injection, and its sustained concentrations in the blood and urine so that it only requires to be given twice daily. In vitro studies showed that cephazolin is more active than cephaloridine against hospital pathogens.
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Abstract
Studies on 1,476 intravenous urographic examinations done in a 15-month period showed that the proportion of abnormal results varied widely-from 20% in patients with abdominal pain other than renal colic to 92% of those in prostatism. Patients with the strongest clinical evidence of haematuria were the most likely to have abnormal urograms, and to undergo cystoscopy with abnormal findings on this examination. All six patients with renal hypertension showed abnormalities other than on the urogram. Prior use of other tests may increase the effectiveness of urography.
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Dorner S, Elton A. Short, taught and vulnerable. Spec Educ 1973; 62:12-6. [PMID: 4720310] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
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Leatherdale BA, Hoffenberg R, Elton A. An Ectopic Thyroid. Proc R Soc Med 1972. [DOI: 10.1177/003591577206501134] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Affiliation(s)
| | | | - A Elton
- Clinical Research Centre, Northwick Park Hospital, Watford Road, Harrow, Middlesex, HA1 3UJ
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Elton A, Broster LR. Addison's Disease Treated by Adrenal Grafting. Proc R Soc Med 1949. [DOI: 10.1177/003591574904200410] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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Elton A, Broster LR. Adrenal Virilism (Group I). Bilateral Partial Adrenalectomy. Proc R Soc Med 1948. [DOI: 10.1177/003591574804100403] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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Gordon-Taylor G, Elton A. MEDICAL FILMS. Br J Ophthalmol 1945; 29:610. [PMID: 18170161 DOI: 10.1136/bjo.29.11.610] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
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Gordon-Taylor G, Elton A. Catalogue of Medical Films. West J Med 1945. [DOI: 10.1136/bmj.2.4418.335-b] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
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Gordon-Taylor G, Elton A. CORRESPONDENCE: CATALOGUE OF MEDICAL FILMS. Sex Transm Infect 1945. [DOI: 10.1136/sti.21.3.137-a] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
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