A wealth of functional magnetic resonance imaging monetary incentive delay task (MIDT) research has shown alcohol dependency is associated with a hypoactive striatal response during gain anticipation (gain > neutral) and loss anticipation (loss > neutral). Electroencephalography (EEG) holds clinical advantages over fMRI (high temporal resolution, low cost, portable) however its use to study reward processing in alcohol dependence is limited. We aimed to carry out the first EEG MIDT (eMIDT) study in alcohol dependence. 21 abstinent alcohol dependent individuals and 26 controls performed an MIDT while neural activity was recorded using 64-channel EEG. Trial averaged event-related potentials (ERPs) and single-trial machine learning discriminant analyses were applied to EEG data. Clinical variables related to severity of dependence were collected and relationships with ERP data explored. Alcohol dependent individuals, compared with healthy controls, had blunted cue-P3 amplitudes for gain and loss anticipation (interaction: p = 0.019); and elevated contingent negative variation amplitudes for all conditions (gain, loss, neutral)(main effect: p < 0.001) which was associated with increased alcohol consumption (p = 0.002). The machine learning analyses demonstrated alcohol dependent individuals had reduced ability to discriminate between loss and neutral cues between 328 - 350 ms (p = 0.040), 354 - 367 ms (p = 0.047) and 525 - 572 ms (p = 0.022). The eMIDT approach is demonstrated to be a low-cost, sensitive measure of dysfunctional anticipatory reward processing in alcohol dependence, which we propose is ideal for big data approaches to prognostic psychiatry and translation into clinical practice.
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Laureate Inst Brain Res, 6655 South Yale Ave, Tulsa, OK 74136 USALaureate Inst Brain Res, 6655 South Yale Ave, Tulsa, OK 74136 USA
White, Evan J.
Kuplicki, Rayus
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Laureate Inst Brain Res, 6655 South Yale Ave, Tulsa, OK 74136 USALaureate Inst Brain Res, 6655 South Yale Ave, Tulsa, OK 74136 USA
Kuplicki, Rayus
Stewart, Jennifer L.
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Laureate Inst Brain Res, 6655 South Yale Ave, Tulsa, OK 74136 USA
Univ Tulsa, Dept Community Med, Oxley Hlth Sci, 800 South Tucker Dr, Tulsa, OK 74104 USALaureate Inst Brain Res, 6655 South Yale Ave, Tulsa, OK 74136 USA
Stewart, Jennifer L.
Kirlic, Namik
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Laureate Inst Brain Res, 6655 South Yale Ave, Tulsa, OK 74136 USALaureate Inst Brain Res, 6655 South Yale Ave, Tulsa, OK 74136 USA
Kirlic, Namik
Yeh, Hung-Wen
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Childrens Mercy Kansas City, Pediat Dept, 2401 Gilham Rd, Kansas City, MO 64108 USALaureate Inst Brain Res, 6655 South Yale Ave, Tulsa, OK 74136 USA
Yeh, Hung-Wen
Paulus, Martin P.
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Laureate Inst Brain Res, 6655 South Yale Ave, Tulsa, OK 74136 USA
Univ Tulsa, Dept Community Med, Oxley Hlth Sci, 800 South Tucker Dr, Tulsa, OK 74104 USALaureate Inst Brain Res, 6655 South Yale Ave, Tulsa, OK 74136 USA
Paulus, Martin P.
Aupperle, Robin L.
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Laureate Inst Brain Res, 6655 South Yale Ave, Tulsa, OK 74136 USA
Univ Tulsa, Dept Community Med, Oxley Hlth Sci, 800 South Tucker Dr, Tulsa, OK 74104 USALaureate Inst Brain Res, 6655 South Yale Ave, Tulsa, OK 74136 USA