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. 2020 Mar 17;11:114. doi: 10.3389/fpsyt.2020.00114

Table 2.

Subjective, behavioral, physiological, and brain-based findings of negative reinforcement in methamphetamine users.

Author (first author, year) Meth Group (N) Comparison Group (N) Abstinence Duration (Days) Meth Chronicity [M(SD)] Comorbid Diagnoses Gender Examined? Methods NR Variables Results ↑↓
Self-Report findings
Newton et al. (24) 73 non-treatment seeking, current users None N/A 10.6(8.2) yrs No Axis I psychiatric disorders, no dependence on drugs other than MA or nicotine No Self-report questionnaires Reasons for taking drugs 23% of respondents reported negative reinforcement reasons for substance use
Tayyebi et al. (25) 40 40 narcotics users, 40 CTL N/R N/R N/R No Self-report questionnaires Self-regulation, affective control MA< narcotics users & CTL: self-regulation and affective control
Behavioral and Physiological Findings
Chen et al. (26) 60 30 4.85(1.12) months 33.12(24.99) months N/R Yes; no sig. diff. found Startle response measured by skin conductance Self-report emotional response, startle response, skin conductance MA: ↑ emotional response to anger-eliciting videos, ↓ emotional response to joy-eliciting videos
Henry et al. (27) 12 12 5.9(1.41) months 3.9(2.16) yrs N/R No Facial affect recognition task Ability to identify emotions MA: ↓ facial affect recognition
Kim et al. (28) 28 27 19.46(7.86) days 13.93(7.76) yrs N/R No Facial affect recognition task Ability to identify emotions MA: ↓ facial affect recognition
Zhong et al. (29) 54 58 44.85(20.65) days 4.14(3.42) yrs 75.9% of MA reported history of psychiatric symptoms No Baseline, 3-and 6-months abstinent Ability to identify emotions MA: ↓ social emotional cognition at baseline but improvement after 6-months abstinence
Sex-Specific Findings
Chen et al. (30) 30 females 30 females 8.68(3.64) months 35.23(22.41) months N/R No; females only Cross-sectional Startle response & self-reported arousal & valence of emotional music stimuli; Startle, MA<CTL for fearful stimuli; Self-report arousal: MA<CTL for fearful and happy stimuli; Self-report valence: MA>CTL for fearful stimuli
Hartwell et al. (31) 203 None 1.6(3.6) days N/R 5.4% current MDD Yes One-time self-report assessment Dep. & Anx. symptoms, craving Within males only: Positive corr. b/w Dep. symptoms & craving, Positive corr. b/w Anx. symptoms and craving
Maxwell et al. (32) 222 None N/R N/R N/R Yes One-time self-report assessment Motivations for MA use Female > male: using MA to “not feel depressed”
Mehrjerdi et al. (33) 80 80 N/R 5(6.1) yrs of dependence, years of use not reported N/R No; females only Cross-sectional Coping strategies MA<CTL: seeking social support, cognitive evaluation, problem-solving; MA>CTL: emotion control, physical control
Shen et al. (34) 113 females None 8.7(4.8) months of detoxification 2.0(1.4) years Dep. & Anx. symptoms Yes; females only Self-reports every 3 months for 1-3 yrs while undergoing detoxification program Mood symptoms, craving Positive correlation between craving and 5 aspects of negative mood disturbance (fatigue, bewilderment, anxiety, depression, and hostility)
Simpson et al. (35) 124 None N/R N/R Current psychiatric disorder in 53.2% females and 27.4% males Yes One-time self-report assessment Psychiatric symptoms, perceived stress, coping strategies, Female > male, childhood emotional and sexual trauma, psychiatric and drug problems, poorer treatment outcomes, current psychiatric disorder
Brain-Based Findings
Berman et al. (36) 10 12 T1: 6.7(1.6) days T2: 27.6(.96) days 8.89(4.2) years Dep. symptoms No PET, glucose metabolism Dep. symptoms MA>CTL: change in global GM; Within MA: ↑ GM in parietal regions, dep. symptoms neg. corr. w/ parietal GM
Bischoff-Grethe et al. (37) 17 23 173(160) days N/R No other substance abuse/dependence besides meth, nicotine, cannabis, alcohol No Cross-sectional, fMRI Monetary loss Loss anticipation – MA<CTL: VS, posterior caudate; MA only: loss>gains in anterior & posterior caudate
Dean et al. (38) 15 None 7.5(2.6) days 7.80(4.89) years No Axis I diagnoses other than MA and nicotine dependence No RSFMRI within MA only Dep. & anx. symptoms, ER Within MA: amygdala-hippocampus RSFC pos. corr. w/ childhood maltreatment, dep., anx., ER & neg. correlated with self-compassion, mindfulness
Kim et al. (39) 19 19 20.5(8.3) days 13.6(7.3) years None No; males only Cross-sectional, fMRI Empathy task MA<CTL: OFC, hippocampus, mean % correct answers on empathy task; MA>CTL: DLPFC
Kim et al. (40) 19 19 20.5(8.3) days 13.6(7.3) years None No; males only Cross-sectional, fMRI Emotion-matching task MA<CTL: DLPFC, Insula; MA>CTL: fusiform gyrus, hippocampus, parahippocampal gyrus, posterior cingulate cortex
London et al. (41) 17 18 4-7 days 10.1(1.3) years Dep. symptoms No PET, glucose metabolism Dep. & anx. symptoms MA>CTL: Dep. & anx. symptoms, GM in OFC, posterior cingulate, amygdala, ventral striatum, cerebellum; MA<CTL: GM in ACC, insula; Within MA only: Dep. symptoms pos. corr. w/ GM in amygdala & anterior cingulate gyrus, State/trait anx. neg. corr. w/GM in ACC & Insula
Okita et al. (42) 94 (27 PET) 102 (20 PET) Among PET: 4.0(2.59) days N/R N/R No PET, dopamine Emotion Regulation MA>CTL: DERS total score; Across groups: DERS total score pos. corr. w/ amygdala D2-type receptor availability; MA only: DERS + corr. w/addiction severity
Okita et al. (43) 23 17 ≥7.2(3.11) days 10.4(7.33) years N/R No PET, dopamine Alexithymia MA>CTL: alexithymia; Within CTL: alexithymia; pos. corr. w/ D2-type receptor availability in ACC, Insula
Payer et al. (44) 25 23 9.91(4.57) days 11.4(7.8) N/R No Cross-sectional, fMRI Affect processing MA<CTL: IFG during affect matching, Affect labeling – no group diff.
Payer et al. (45) 12 12 8.6(3.5) days N/R N/R No Cross-sectional, fMRI Affect matching task MA<CTL: VLPFC, fusiform gyrus; MA>CTL: dACC; Contrast: emotion match>shape match
Payer et al. (46) 53 47 N/R 11.0(7.7) None No Cross-sectional, fMRI Emotional faces viewing task MA<CTL: VLPFC, DLPFC; MA>CTL: self-reported aggression
Sekine et al. (47) 11 9 7 days-1.5 years 1 month-15 years Anxiety, depression, hallucinations No, males only PET, dopamine Psychiatric symptoms MA<CTL: DTD in nACC, PFC, caudate; MA only: severity of psych. symptoms pos. corr. w/duration of use, ↓DTD in caudate/nACC, neg. corr. w/ duration of MA use
Sekine et al. (48) 11 9 7 days-1.5 years 1 month-15 years Anxiety, depression, hallucinations No, males only PET, dopamine Psychiatric symptoms MA<CTL: DTD in OFC, DLPFC, amygdala; Within MA: DTD in OFC, DLPFC neg. corr. w/ duration meth use & severity of psych symptoms
Stewart et al. (49) 20 22 45.47(19.76) N/R Comorbid alcohol (n=8), cocaine (n=2), cannabis (n=2), opiate (n=2) use disorders No Cross-sectional, fMRI Loss and aversive interoceptive stimuli MA>CTL: trait anxiety; MA<CTL; AI, IFG across trials, PI, ACC during aversive stimuli, ACC to punishment/loss & aversive stimuli
Stewart et al. (50) 18 relapsed MA 42 abstinent MA 33.9 ± 20.1 days Relapsed: 13.3(8.9): Abstinent: 13.7(10.0) Comorbid alcohol, cocaine, marijuana, nicotine use No Cross-sectional fMRI & longitudinal SU data Loss Relapsed<Abstinent – across win, loss, tie: insula, striatum, thalamus, posterior cingulate, precuneus; across loss and tie: AI
Uhlmann et al. (51) 21 19 MA-associated psychosis, 19 CTL Median = 21 days, range 1-240 days 5.6(2.3) years No other lifetime or current dx of psychiatric disorder Yes; within MA insula cortical thickness M>F Cross-sectional, structural MRI ER self-report MA>CTL: entorhinal cortex, insula cortical thickness; MA<CTL: overall ER skills
Wei et al. (52) 21 22 9.71(8.19) months 27.14(13.79) months N/R No, females only ERP Monetary loss MA>CTL: FRN for loss vs. gain
Yin et al. (53) 26 26 ≥ 24 h Median=2.8 yrs N/R No Cross-sectional, fMRI Emotional faces vs. MA cue viewing task MA cue images – MA>CTL: ACC; Emotional faces – MA<CTL: frontal lobe

ACC, anterior cingulate cortex; AI, anterior insula; CTL, control; dACC, dorsal anterior cingulate cortex; DERS, Difficulties in Emotion Regulation Scale; DLPFC, dorsolateral prefrontal cortex; DTD, dopamine transporter density; ER, emotion regulation; FRN, feedback-related negativity; F, female; fMRI, functional magnetic resonance imaging; f/u, follow-up; GM, glucose metabolism; IFG, inferior frontal gyrus; M, male; MA, methamphetamine; MDD, major depressive disorder; nACC, nucleus accumbens; N/R, not reported; OFC, orbitofrontal cortex; PET, positron emission tomography; PFC, prefrontal cortex; PI, posterior insula; RSFC, resting state functional connectivity; SU, substance; T1, time 1; T2, time 2; VLPFC, ventral lateral prefrontal cortex; VS, ventral striatum.