Delay Discounting Behavior Research Articles

Investigating the Impact of Age and Education on Delay Discounting: A Predictive Random Forest Model for Personalized Marketing and Mental Health Risk Detection

This study uses a random forest model to predict delay discounting rates, aiming to support mental health interventions and personalized marketing strategies. Delay discounting refers to the tendency to prefer smaller immediate rewards over larger delayed rewards, a behavior closely linked to impulsivity and relevant in both psychological and commercial contexts. Data from Garofalo et al., including 357 healthy Italian adults categorized by age and education level, were used. Two-way ANOVA showed that education significantly influences delay discounting rates, while age does not. The model was utilized to anticipate delay discounting behaviors influenced by various factors. The random forest algorithm reached an impressive accuracy rate of 92%, showing particular proficiency in forecasting both high and low delay discounting classifications. Additionally, the model successfully pinpointed individuals whose actual discounting rates diverged significantly from the predictions, offering crucial insights for proactive mental health interventions. Based on the predictions, personalized strategies were recommended for individuals with different delay discounting rates, demonstrating the value of this predictive model in the fields of mental health and commercial marketing.

Delay discounting and family history of psychopathology in children ages 9–11

Delay discounting is a tendency to devalue delayed rewards compared to immediate rewards. Evidence suggests that steeper delay discounting is associated with psychiatric disorders across diagnostic categories, but it is unclear whether steeper delay discounting is a risk factor for these disorders. We examined whether children at higher risk for psychiatric disorders, based on family history, would demonstrate steeper delay discounting behavior using data from the Adolescent Brain Cognitive Development (ABCD) study, a nationally representative sample of 11,878 children. We looked at associations between delay discounting behavior and family history of alcohol problems, drug problems, depression, mania, schizophrenia, and suicidal behavior. Correlations between family history of psychopathology and delay discounting behavior were small, ranging from ρ = − 0.02 to 0.04. In mixed effects models controlled for sociodemographic factors, family history of psychopathology was not associated with steeper delay discounting behavior. Sociodemographic factors played a larger role in predicting delay discounting behavior than family history of psychopathology. These results do not support the hypothesis that children with greater risk for psychopathology display steeper delay discounting behavior.

Identification of a Composite Latent Dimension of Reward and Impulsivity Across Clinical, Behavioral, and Neurobiological Domains Among Youth

BackgroundIndividual differences in reward processing are central to heightened risk-taking behaviors during adolescence, but there is inconsistent evidence for the relationship between risk-taking phenotypes and the neural substrates of these behaviors. MethodsHere, we identify latent features of reward in an attempt to provide a unifying framework linking together aspects of the brain and behavior during early adolescence using a multivariate pattern learning approach. Data (N = 8295; n male = 4190; n female = 4105) were acquired as part of the Adolescent Brain Cognitive Development (ABCD) Study and included neuroimaging (regional neural activity responses during reward anticipation) and behavioral (e.g., impulsivity measures, delay discounting) variables. ResultsWe revealed a single latent dimension of reward driven by shared covariation between striatal, thalamic, and anterior cingulate responses during reward anticipation, negative urgency, and delay discounting behaviors. Expression of these latent features differed among adolescents with attention-deficit/hyperactivity disorder and disruptive behavior disorder, compared with those without, and higher expression of these latent features was negatively associated with multiple dimensions of executive function and cognition. ConclusionsThese results suggest that cross-domain patterns of anticipatory reward processing linked to negative features of impulsivity exist in both the brain and in behavior during early adolescence and that these are representative of 2 commonly diagnosed reward-related psychiatric disorders, attention-deficit/hyperactivity disorder and disruptive behavior disorder. Furthermore, they provide an explicit baseline from which multivariate developmental trajectories of reward processes may be tracked in later waves of the ABCD Study and other developmental cohorts.

A delay-specific neural indicator corresponds to delay-discounting behavior for both gain and loss.

Delay-discounting, wherein the subjective value for delayed gain or loss decreases, has been attracting much attention from the social sciences as well as neuroscience and has been suggested asbeing related to reward processing in the brain. As reported, the feedback-related negativity (FRN), an electrophysiological measure of reward processing, increased by delayed-monetary gain and ΔFRN, which is the difference in FRNs for loss and gain at a certain time point, had no significant correlation with delay-discounting for gain. Thus, although a delay for gain could affect FRN, it is unclear whether FRN capturing such a delay effect has a direct relationship with delay-discounting in both gain and loss domains. In this study, we introduced a delay-specific indicator, ΔFRNdelay, that is, the difference between FRN with and without delays, and investigated its direct relationship during the doors task with the discounting rate measured by the delay-discounting task in both the gain and loss domains. We found that, for loss, the delay enhanced FRN, whereas no such effect was observed for gains, and that this indicator was significantly correlated with delay-discounting in both domains. To our knowledge, this study is the first to suggest that FRN is sensitive to the effects of delay in losses on reward processing and that the new indicator directly corresponds to changes in subjective value as measured by delay-discounting.

Impulse control differentiates Internet gaming disorder from non-disordered but heavy Internet gaming use: Evidence from multiple behavioral and multimodal neuroimaging data

Billions of people play Internet games and some of them may develop Internet gaming disorder (IGD), yet the differences between IGD and non-disordered but heavy Internet gaming use behavior remain unclear. We used multiple behaviors and multimodal functional magnetic resonance imaging (fMRI) to examine the specificity of impulse control to differentiate IGD from non-disordered but heavy Internet gaming use. One hundred sixty subjects, including patients with IGD (PIGD), non-disordered but heavy Internet gaming participants (NIGP), and healthy controls rated Barratt Impulsiveness Scale, and 141 out of them completed delay-discounting task and resting-state during fMRI. The PIGD but not the NIGP showed altered impulsiveness and delay discounting behavior as compared to healthy controls. Moreover, the PIGD but not the NIGP showed altered activity pattern in the frontoparietal network as compared to healthy controls. The PIGD but not the NIGP showed altered functional connectivity in the frontoparietal network during delay discounting and resting-state as compared to healthy controls. Furthermore, impulse control-related behavioral and fMRI measures significantly classified PIGD from NIGP. This study provides consistent evidence supporting the specificity of impulse control for distinguishing IGD from non-disordered but heavy Internet gaming use.

Impact of Light–Dark Phase on Delay Discounting Behavior in Rats

Rodent models are commonly used in behavioral research because they offer increased experimental control and findings often generalizable to humans. However, one possible dilemma is that rodents are primarily nocturnal and research tasks often disrupt their light, rest phase. The present study used a within-subjects design to investigate possible effects of light-dark phase on delay discounting, motor coordination, open field, and elevated-plus maze behavior in Wistar rats. Rats spent significantly more time in the closed arms of the elevated plus maze when tested during the light, rest phase compared to the dark, active phase. There were no differences in motor coordination or delay discounting during the two phases. These results suggest possible important differences in certain behavioral tasks when testing in the light, rest versus dark, active phase for rats—researchers should be aware of these possible differences when planning and conducting experiments and when comparing research findings across laboratories.

Delay Discounting and Frontostriatal Fiber Tracts: A Combined DTI and MTR Study on Impulsive Choices in Healthy Young Adults

Delay discounting, a measure of impulsive choice, has been associated with decreased control of the prefrontal cortex over striatum responses. The anatomical connectivity between both brain regions in delaying gratification remains unknown. Here, we investigate whether the quality of frontostriatal (FS) white matter tracts can predict individual differences in delay-discounting behavior. We use tract-based diffusion tensor imaging and magnetization transfer imaging to measure the microstructural properties of FS fiber tracts in 40 healthy young adults (from 18 to 25 years). We additionally explored whether internal sex hormone levels affect the integrity of FS tracts, based on the hypothesis that sex hormones modulate axonal density within prefrontal dopaminergic circuits. We calculated fractional anisotropy (FA), mean diffusivity (MD), longitudinal diffusivity, radial diffusivity (RD), and magnetization transfer ratio (MTR), a putative measure of myelination, for the FS tract. Results showed that lower integrity within the FS tract (higher MD and RD and lower FA), predicts faster discounting in both sexes. MTR was unrelated to delay-discounting performance. In addition, testosterone levels in males were associated with a lower integrity (higher RD) within the FS tract. Our study provides support for the hypothesis that enhanced structural integrity of white matter fiber bundles between prefrontal and striatal brain areas is associated with better impulse control.

Age modulates the effect of COMT genotype on delay discounting behavior

A form of impulsivity, the tendency to choose immediate over delayed rewards (delay-discounting) has been associated with a single nucleotide polymorphism (SNP) in the catechol-O-methyltransferase (COMT) gene (COMTval¹⁵⁸met; rs4680). However, the existing data regarding the nature of this association are in conflict. We have previously reported that adults homozygous for valine (val) at the COMTval¹⁵⁸met SNP demonstrate greater delay-discounting than do methionine (met) allele carriers (Boettiger et al., J Neurosci 27:14383-14391, 2007). In contrast, a recent study of adolescent males found that those with the met/met genotype demonstrate greater delay-discounting than do val-allele carriers (Paloyelis et al., Neuropsychopharmacology 35:2414-2426, 2010). Based on reported age-related changes in frontal dopamine function and COMT expression, we hypothesized that the association of COMT genotype with delay-discounting behavior is modulated by age from late adolescence to young adulthood. To test this hypothesis, we genotyped late adolescents (18-21 years; n = 72) and adults (22-40 years; n = 70) for the COMTval¹⁵⁸met polymorphism, measured their delay-discounting behavior, and tested for an interaction between age group and COMT genotype. This cross-sectional study found that age modulates COMTval¹⁵⁸met genotype effects on delay-discounting behavior. Among met-carriers, delay-discounting was negatively correlated with age from late adolescence to adulthood, while among val/val individuals delay-discounting was positively correlated with age across this range. These results confirm our previous finding of enhanced delay-discounting among val/val adults relative to met-allele carriers, and help reconcile existing literature. We propose a single U-shaped model of the relationship between frontal DA levels and impulsive choice that accounts for both adolescent and adult data.

Antisocial personality disorder and cocaine dependence: their effects on behavioral and electroencephalographic measures of time estimation

The present study examined time estimation performance and concurrently-recorded electroencephalographic activity among 57 residential treatment program patients previously dependent on either cocaine or cocaine and alcohol. The patients were assigned to one of two subgroups based upon the presence ( n=20) versus absence ( n=37) of a comorbid diagnosis of Antisocial Personality Disorder (APD). Twenty-six subjects, who had no history of substance abuse and no diagnosis of APD, were also examined. All subjects performed a psychomotor task in which they were asked to press a response key exactly 2 s after the onset of a visual cue. Analyses revealed that cocaine-dependent patients with APD were often premature in their behavioral estimates of time passage. The analysis of a slow EEG potential, viz. the Contingent Negative Variation, recorded over the 2 s time estimation interval, also suggested premature response preparation in the cocaine-dependent, APD-positive group. Correlational analyses revealed that the number of conduct problems reported prior to age 15 was a better predictor of both premature responding and CNV amplitude than either severity of cocaine dependence, alcohol use, or anxious or depressed mood. The potential relevance of these findings for studies of future time orientation and delay discounting behavior are discussed.