Machine learning-enabled detection of attention-deficit/hyperactivity disorder with multimodal physiological data: a case-control study.

BACKGROUND: Attention-Deficit/Hyperactivity Disorder (ADHD) is a multifaceted neurodevelopmental psychiatric condition that typically emerges during childhood but often persists into adulthood, significantly impacting individuals' functioning, relationships, productivity, and overall quality of life. However, the current diagnostic process exhibits limitations that can significantly affect its overall effectiveness. Notably, its face-to-face and time-consuming nature, coupled with the reliance on subjective recall of historical information and clinician subjectivity, stand out as key challenges. To address these limitations, objective measures such as neuropsychological evaluations, imaging techniques and physiological monitoring of the Autonomic Nervous System functioning, have been explored. METHODS: The main aim of this study was to investigate whether physiological data (i.e., Electrodermal Activity, Heart Rate Variability, and Skin Temperature) can serve as meaningful indicators of ADHD, evaluating its utility in distinguishing adult ADHD patients. This observational, case-control study included a total of 76 adult participants (32 ADHD patients and 44 healthy controls) who underwent a series of Stroop tests, while their physiological data was passively collected using a multi-sensor wearable device. Univariate feature analysis was employed to identify the tests that triggered significant signal responses, while the Informative k-Nearest Neighbors (KNN) algorithm was used to filter out less informative data points. Finally, a machine-learning decision pipeline incorporating various classification algorithms, including Logistic Regression, KNN, Random Forests, and Support Vector Machines (SVM), was utilized for ADHD patient detection. RESULTS: Results indicate that the SVM-based model yielded the optimal performance, achieving 81.6% accuracy, maintaining a balance between the experimental and control groups, with sensitivity and specificity of 81.4% and 81.9%, respectively. Additionally, integration of data from all physiological signals yielded the best results, suggesting that each modality captures unique aspects of ADHD. CONCLUSIONS: This study underscores the potential of physiological signals as valuable diagnostic indicators of adult ADHD. For the first time, to the best of our knowledge, our findings demonstrate that multimodal physiological data collected via wearable devices can complement traditional diagnostic approaches. Further research is warranted to explore the clinical applications and long-term implications of utilizing physiological markers in ADHD diagnosis and management.

Exploring the Role of Irrational Beliefs, Lifestyle Behaviors, and Educational Status in 10-Year Cardiovascular Disease Risk: the ATTICA Epidemiological Study.

BACKGROUND: Irrational beliefs, maladaptive emotions, and unhealthy lifestyle behaviors can adversely affect health status. However, limited research has examined the association between irrational beliefs and cardiovascular disease (CVD). The aim of this study was to evaluate the association between irrational beliefs and the 10-year CVD incidence among apparently healthy adults, considering the potential moderating or mediating role of particular social and lifestyle factors. METHODS: The ATTICA study is a population-based, prospective cohort (2002-2012), in which 853 participants without a history of CVD [453 men (aged 45 ± 13 years) and 400 women (aged 44 ± 18 years)] underwent psychological evaluations. Among other tools, participants completed the irrational beliefs inventory (IBI, range 0-88), a self-reported measure consistent with the Ellis model of psychological disturbance. Demographic characteristics, detailed medical history, dietary, and other lifestyle habits were also evaluated. Incidence of CVD (i.e., coronary heart disease, acute coronary syndromes, stroke, or other CVD) was defined according to the International Coding Diseases (ICD)-10 criteria. RESULTS: Mean IBI score was 53 ± 2 in men and 53 ± 3 in women (p = 0.88). IBI score was positively associated with 10-year CVD risk (hazard ratio 1.07, 95%CI 1.04, 1.13), in both men and women, and more prominently among those with less healthy dietary habits and lower education status; specifically, higher educational status leads to lower IBI score, and in conjunction they lead to lower 10-year CVD risk (HR for interaction 0.98, 95%CI 0.97, 0.99). CONCLUSIONS: The findings of this study underline the need to build new, holistic approaches in order to better understand the inter-relationships between irrational beliefs, lifestyle behaviors, social determinants, and CVD risk in individuals.

Health Related Quality of Life and Cardiovascular Risk Factors.

Cardiovascular diseases (CVD) is associated with deteriorating of quality of life (QOL) and exercise capacity (EC) but less is known on how EC interplays with QOL. The present study explores the relationship between quality of life and cardiovascular risk factors in people who present in cardiology clinics. A total of 153 adult presentations completed the SF-36 Health Survey and provided data for hypertension, diabetes mellitus, smoking, obesity, hyperlipidemia and history of coronary heart disease. Physical capacity was assessed by treadmill test. were correlated with the scores of the psychometric questionnaires. Participants with longer duration on treadmill exercise score higher on the scale of physical functioning. The study found that treadmill exercise intensity and duration were associated with improved scores in dimensions of the physical component summary and the physical functioning of SF-36, respectively. The presence of cardiovascular risk factors is related to a decreased quality of life. Patients with cardiovascular diseases should undergo particularly detailed analysis of the quality of life along with specific mental factors such as depersonalization and posttraumatic stress disorder.

Effectiveness of a Community-Based Crisis Resolution Team for Patients with Severe Mental Illness in Greece: A Prospective Observational Study.

This prospective observational study evaluated the effectiveness of a crisis resolution team (CRT) for outpatient treatment of psychiatric patients experiencing an acute episode of severe mental disorder. The effectiveness of the CRT (n = 65) was assessed against the care-as-usual [CAU group (n = 65)]. Patients' clinical state, overall functioning, quality of life and satisfaction were respectively evaluated at baseline, post intervention and three-month post-intervention.CRT patients compared to the CAU group, had significantly improved outcomes concerning clinical state and patient satisfaction at post intervention phase. Statistically significant improvement was also recorded for the dimensions of environment, physical and psychological health related to quality of life. No significant differences were observed between the two groups regarding overall functioning.On the basis of these results, reforming of existing crisis-management services, in Greece, using the CRT model may improve substantially the services offered to psychiatric patients.

Burnout Related to Diabetes Mellitus: A Critical Analysis.

Background: Diabetes burnout is a condition when a patient with diabetes feels tired from his/her disease and neglects it for a certain period or continuously. Objective: Diabetes burnout is frequent, and there is extended literature about psychosocial stress and its negative effects on health. Methods: A search for relevant studies was conducted using PubMed, Google Scholar and ResearchGate. A systematic review was conducted on the relevant articles after critical appraisal. Only publications in English were selected. The objective of this study was to evaluate the association between burnout syndrome and diabetes mellitus. Results: This article mainly focused on studies that evaluated the presence of burnout and diabetes mellitus effects. Diabetes can influence psychological health equally with somatic strength. Relatives can also express depression, guilt, fright, worry, rage, and burnout. Psychosocial job stress and extended working hours are linked with a higher possibility of myocardial infarction, diabetes mellitus, and hypertension. Conclusion: Diabetes burnout is a combination of emotions and practices, ranging from tiredness to indifference, linked with a distressing sense of hopelessness. Revealing this health condition is necessary so that preventive measures can be taken.

Olfactory capacity in anorexia nervosa: correlations with set-shifting ability.

PURPOSE: The purpose of this study is to examine olfactory capacity in adults with anorexia nervosa (AN), in terms of odor identification and odor threshold and search for possible correlations between odor identification and cognitive flexibility in this population. METHODS: Thirty-nine patients diagnosed with AN and 60 healthy participants, participated. Odor identification was assessed using the University Pennsylvania Smell Identification Test and a two alternative forced choice, ascending method with n-butanol was used to assess odor threshold. Cognitive flexibility was determined using the Intra/Extra-Dimensional Set-Shift test (IED), a subtest of the Cambridge Neuropsychological Test Automated Battery (CANTAB). RESULTS: Patients with AN presented a poorer performance in odor identification compared with controls (p = 0.001). No differences were found in odor threshold, between the two groups. Patients with AN exhibited poor cognitive flexibility compared with controls (p = 0.003). A significant correlation between odor identification and cognitive flexibility was documented in AN (p = 0.01), but not in controls. CONCLUSION: Our findings suggest that olfactory capacity is altered in AN: Qualitative characteristics of olfaction were affected in patients with AN (lower odor identification), while there was no difference in quantitative characteristics (odor threshold) compared with controls. Furthermore, odor identification in AN was correlated to cognitive flexibility. LEVEL OF EVIDENCE: Level III: case-control analytic study.

Instantaneous radiated power of brain activity: application to prepulse inhibition and facilitation for body dysmorphic disorder.

BACKGROUND: Global measures of neuronal activity embrace the advantage of a univariate, holistic and unique description of brain activity, reducing the spatial dimensions of electroencephalography (EEG) analysis at the cost of lower precision in localizing effects. In this work, the instantaneous radiated power (IRP) is proposed as a new whole-brain descriptor, reflecting the cortical activity from an exclusively electromagnetic perspective. Considering that the brain consists of multiple elementary dipoles, the whole-brain IRP takes into account the radiational contribution of all cortical sources. Unlike conventional EEG analyses that evaluate a large number of scalp or source locations, IRP reflects a whole-brain, event-related measure and forces the analysis to focus on a single time-series, thus efficiently reducing the EEG spatial dimensions and multiple comparisons. RESULTS: To apply the developed methodology in real EEG data, two groups (25 controls vs 30 body dysmorphic disorder, BDD, patients) were matched for age and sex and tested in a prepulse inhibition (PPI) and facilitation (PPF) paradigm. Two global brain descriptors were extracted for between-groups and between-conditions comparison purposes, namely the global field power (GFP) and the whole-brain IRP. Results showed that IRP can replicate the expected condition differences (with PPF being greater than PPI responses), exhibiting also reduced levels in BDD compared to control group overall. There were also similar outcomes using GFP and IRP, suggesting consistency between the two measures. Finally, regression analysis showed that the PPI-related IRP (during N100 time-window) is negatively correlated with BDD psychometric scores. CONCLUSIONS: Investigating the brain activity with IRP significantly reduces the data dimensionality, giving insights about global brain synchronization and strength. We conclude that IRP can replicate the existing evidence regarding sensorimotor gating effects, revealing also group electrophysiological alterations. Finally, electrophysiological IRP responses exhibited correlations with BDD psychometrics, potentially useful as supplementary tool in BDD symptomatology.

Diverse patterns of vulnerability to visual illusions in children with neurodevelopmental disorders.

Research on how children with neurodevelopmental disorders perceive, process, and interpret visual illusions (VIs) has been extensively focused on children with autism spectrum disorder providing controversial findings. In this study, we investigated the patterns of vulnerability to a wide set of VIs comprising 23 standard text book VIs and their variations in a clinical sample of children with neurodevelopmental disorders compared to typically developing children (TD). A total of 176 children, aged between 4.6 and 13.8 years old, were distributed into four groups: high-functioning autism (HFA; N = 23), attention-deficit/hyperactivity disorder (ADHD; N = 42), specific learning disorder (SLD; N = 70), and TD (N = 41). Regression models, adjusted for sex, age, and non-verbal IQ, showed that HFA was associated with greater responses accuracy than TD children to the full battery of VIs, to the cognitive illusions, to the distortions, and to both geometrical illusions of size/shape (cognitive distortions) and lightness contrast effects (physical distortions). The susceptibility of ADHD children was found attenuated for illusory contours and greater for paradoxical illusions in comparison with TD children. No significant differences were shown between the SLD group and the TD children. Our findings, which were adjusted for the same duration of visual working memory across groups, showed that there is a potential specific tendency of HFA children to failure of processing visual information in context. Contrarily, children with ADHD showed in general normal global processing such as children diagnosed with SLD.

Event-related EEG oscillations in body dysmorphic disorder.

BACKGROUND: Patients with body dysmorphic disorder (BDD) exhibit differential attentional mechanisms compared to healthy subjects. The exact nature of this differentiation is unclear. To this end, EEG (electrophysiological) responses to prepulse inhibition (PPI: reflecting attentional modulation) and prepulse facilitation (PPF: indicating orienting activation) were recorded and analysed. The aim of this study was to compare the respective neural oscillations associated with PPI and PPF in BDD vs healthy controls. MATERIALS AND METHODS: Event-related EEG oscillations elicited by PPI and PPF (26 and 25 trials, respectively, randomly presented) were explored in a sample of patients with BDD (N = 30) vs healthy controls (N = 25). The Yale-Brown Obsessive-Compulsive Scale for BDD (BDD-YBOCS), the Body Dysmorphic Disorder Examination, the Dysmorphic Concern Questionnaire (DCQ) and the Brown Assessment of Belief Scale (BABS) were also administered. RESULTS: Analysis of the power spectrum in response to PPI and PPF revealed that the BDD patient group compared to healthy controls exhibited higher theta-1 oscillations (potentially indicative of disrupted thalamo-cortical activation) and reduced beta-1 oscillations (potentially indicative of reduced top-down-controlled processing during attentional orienting). CONCLUSION: These findings offer novel contributions with regards to the neural mechanisms underlying attention processes in BDD patients, and demonstrate the potential of event-related EEG oscillations as a tool to better understand body dysmorphic disorder.

Clinical and psychometric features of psychiatric patients after a suicide attempt in relation with menstrual cycle phases.

There is evidence that frequency of suicide attempts of fertile women is related to the menstrual cycle phases, while the influence of hormonal and psychiatric features has been hypothesized. This study aims to explore the distribution and possible differences in clinical characteristics of women who attempted suicide in relation to menstrual cycle. Seventy fertile female psychiatric patients, hospitalized in psychiatric department after a suicide attempt, were studied. Depression was assessed using Beck Depression Inventory, suicide intent with the Suicide Intent Scale, and aggression using the Buss-Perry Aggression Questionnaire. A profile of psychopathology was obtained by using Symptom Check List SCL-90-R. Attempts were more frequent during the last 4 days of luteal phase and during the 4 days of menses, with 59% of attempts to occur during these 8 days. Patterns of number of attempts and cycle phase were similar for subgroups regarding diagnosis, violent/non-violent mode of suicide attempt, and one or repeated attempts. Although attempts were unequally distributed during the cycle, none of the psychiatric features assessed in the present study were related to the higher frequency of attempts during premenstrual/menstrual days, indicating the need to include additional aspects of suicidal behavior in future studies.

The Relationship between Hopelessness and Clinical Characteristics of Hospitalized Patients with Recent Suicide Attempt.

This study aimed to assess hopelessness in 170 hospitalized individuals with recent suicide attempt and examine its association with patients' characteristics, with a view to improving awareness in health professionals and especially nurses, who are among the first to take care of these patients. Participants completed Beck Hopelessness Scale and Beck Depression Inventory. More than half (51.18%) experienced moderate-to-severe hopelessness. A multiple linear regression analysis showed that age, attempted suicide method, past suicide attempt, and psychiatric diagnosis contributed statistically significantly to hopelessness prediction. Hopelessness assessment could efficiently help health professionals to minimize both inpatient suicide and suicidal acts after discharge.

Determinants of healthy ageing and its relation to 10-year cardiovascular disease incidence: the ATTICA study.

OBJECTIVES: The aim of the study was to understand determinants of ageing in relation to future cardiovascular disease (CVD) events at population level, and to explore determinants of healthy ageing and its relation to 10-year CVD incidence among apparently healthy individuals. METHODS: In the context of the ATTICA study 453 apparently healthy men (45±13 years) and 400 women (44±18 years) with complete psychological evaluation were studied and followed during 2002-2012. Healthy Ageing Index (HAI) (range 0-7) was calculated based on socio-economical, bio-clinical, psychological, and lifestyle characteristics (i.e. dietary habits and physical activity) of the participants during the baseline examination. CVD incidence during the follow-up period was defined according to ICD-10 criteria. RESULTS: Healthy Ageing Index was inversely associated with higher 10-year CVD risk (OR per 1/7 (95% CI): 0.47 (0.28, 0.80). Age and sex-adjusted determinants of healthy ageing were abnormal waist to hip ratio (p<0.001), increased coffee consumption (p=0.04), reduced basic metabolic rhythm (p<0.001), increased triglycerides (p=0.003), and C-reactive protein levels (p=0.02), as aggravating factors, while moderate alcohol consumption (p=0.002) was identified as a positive influential parameter. CONCLUSIONS: Understanding healthy ageing, as a dominant factor of CVD development, provides a new direction for better prevention efforts focused on healthy ageing at both population and individual level.

Association of Plasma Cortisol Levels with Clinical Characteristics of Suicide Attempters.

OBJECTIVE: There is evidence that suicidal behavior, among others, is an abnormal response to stress caused by a dysfunction in the activity of hypothalamus-pituitary-adrenal axis, and that cortisol levels are low in a considerable number of people attempting suicide. In this study, we aimed to search for associations of plasma cortisol levels with the clinical characteristics of a group of psychiatric suicide attempters. METHOD: The cortisol was measured in the morning in 200 psychiatric patients hospitalized after a suicide attempt, with diagnoses of major depressive disorder, bipolar disorder, psychosis, and personality/adjustment disorder, and compared to the levels of 138 healthy controls. Comparisons were also made for diagnostic subgroups and across diagnoses, with regard to depressive symptomatology, mode of attempt, suicide intent, number of attempts, and age. RESULTS: Cortisol levels were significantly lower for the whole group of attempters compared to controls. Furthermore, low cortisol levels characterized attempters with personality/adjustment disorder, higher depressive symptomatology, low suicide intent, non-violent attempt mode, repeated attempts, and of younger age. CONCLUSIONS: Certain clinical characteristics were identified in attempters with low cortisol levels. In previous studies, low cortisol levels have been associated with impairments in cognitive control, decision-making, and emotional processing that may lead, in the presence of stressors, to suicidal behavior, frequently with non-fatal outcome. Adding plasma cortisol levels to demographic and psychopathological data may help in identifying a subpopulation of attempters with neurocognitive deficits linked to dysfunction of Hypothalamic-Pituitary-Adrenal-axis activity, with implications for treatment.

A case-control study of hopelessness and suicidal behavior in the city of Athens, Greece. The role of the financial crisis.

This study aimed to examine the psychometric properties of Beck Hopelessness Scale (BHS) in Greek patients with a recent suicide attempt, the predictive ability of BHS especially in terms of age and the possible effect of the financial crisis on hopelessness as it has been identified as a significant suicide risk factor. The study included a total of 510 individuals, citizens of Athens, Greece. Three hundred and forty individuals (170 attempted suicide patients, and 170 -age and gender- matched healthy individuals used as controls) completed BHS before the financial crisis onset (from 2009 to 2010). A sample of 170 healthy individuals also completed the BHS after the financial crisis onset (from 2013 to 2014), when the impact of the austerity measures was being felt by the Greek society. The Greek BHS version demonstrated good psychometric properties and a sufficient degree of internal consistency. Attempted suicide patients (M = 9) presented higher hopelessness than the controls (M = 3). The patients' age positively correlated with hopelessness (rs = .35, p < .001), and the ROC curve revealed that the BHS ability to discriminate the individuals with pathological rates of hopelessness from those without, strengthened as age increased. No significant differences were found between the individuals evaluated before (M = 3) and after (M = 3, p > .05) the crisis onset. Nevertheless, regarding the latter group, the women, the younger individuals, the less educated, the unemployed and the participants with low or mediocre self-reported financial status presented increased hopelessness. Our findings suggest that BHS could be a useful instrument especially when screening for suicide risk in people of older age, and that the financial crisis in Greece had a greater impact on subgroups of the population regarding hopelessness.

Quality of life and psychosocial impact of scarring and non-scarring alopecia in women.

BACKGROUND: Alopecia is a common dermatological condition with mostly cosmetic consequences that, nevertheless, has significant psychological and psychosocial impact. OBJECTIVE: To assess the impact of alopecia on quality of life and certain psychological domains and to compare it between scarring and non-scarring alopecia in Greek adult women. PATIENTS AND METHODS: Forty-four women, aged 18-70 years, with scarring (n = 19) or non-scarring alopecia (n = 25) were recruited. All patients were evaluated by Dermatology Life Quality Index (DLQI), Hospital Anxiety and Depression Scale (HADS), Rosenberg Self-esteem Scale (RSES) and UCLA Loneliness Scale (UCLA-LS). RESULTS: Women with scarring alopecia had higher scores in DLQI, HADS and UCLA- LS and lower scores in RSES, compared to women with non-scarring alopecia. A statistically significant difference between the two groups was documented for DLQI (p = 0.0067), HADS (p = 0.0008), and HADS-Anxiety (HADS-A) (p < 0.05) and HADS-Depression (HADS-D) (p < 0.01) subscales. CONCLUSIONS: The psychological burden is heavier and quality of life is more severely impaired among women with scarring alopecia compared with non-scarring alopecia, probably depicting the poorer prognosis of the former.

Alexithymia, anxiety and depression in patients with psoriasis: a case-control study.

BACKGROUND: Alexithymia, the difficulty in describing or recognizing emotions, has been associated with various psychosomatic pathologies including psoriasis. The aim of this study was to examine the prevalence of alexithymia and its association with anxiety and depression in patients with psoriasis compared with healthy participants, while taking into consideration demographic and clinical variables. METHODS: One hundred and eight psoriatic patients and 100 healthy participants from the general population completed the Toronto Alexithymia Scale (TAS-20) and the Hospital Anxiety and Depression Scale (HADS). The severity of patients' psoriasis was clinically assessed using the Psoriasis Area and Severity Index (PASI). RESULTS: Psoriatic patients had higher levels of alexithymia compared with healthy participants. While a rather high rate of psoriatic patients presented anxiety and depression as defined by the HADS, the differences that were found in comparison with the control group were not significant. Neither alexithymia nor its dimensions, difficulty in identifying feelings (DIF), difficulty in describing feelings (DDF) and externally oriented thinking (EOT), were associated with gender or psoriasis severity. Age was associated only with EOT, which was independent of depression and anxiety. Higher anxiety and depression were connected with higher alexithymia and DIF, while higher anxiety with higher DDF as well. CONCLUSIONS: The alexithymia prevalence was higher in psoriatic patients than that in healthy participants, while it was positively correlated with anxiety and depression. Difficulty in identifying feelings was connected with both anxiety and depression, whereas difficulty in describing them was only with anxiety. Finally, externally oriented thinking was predicted only from age.

Cytokines, diabetes mellitus and psychopathology: a challenging combination.

OBJECTIVES: The aim of this study was to investigate the association of IL-6, IL-12, and TNF-α with trait and state psychological factors in type 2 diabetic patients. DESIGN: Patients were divided in two groups. Group A consisted of 86 controlled diabetic patients (HbA1c<7) and the Group B consisted of 45 uncontrolled diabetic patients (HbA1c ≥ 7). SETTINGS: During the initial phase of the study (T0), blood samples were taken for measuring IL-6, IL-12 and TNF-α serum levels as well as a battery of psychometric instruments. One year later (T1), the uncontrolled diabetic patients were re-evaluated with the use of the same psychometric instruments and with the identical blood analysis. RESULTS: The average values of tnf-α were significantly different among controlled (7.73 ± 5.51) and uncontrolled patients (9.29 ± 4.52) at a significance level of 5% (p=0.009). Controlled diabetic patients show a statistically significant relationship between IL-6 and neuroticism (rp=0.303, p=0.010), and between IL-12 and psychotism, (rsp=0.382, p=0.001). Controlled diabetic patients show a statistically significant relationship between IL-12 and the act out hostility (rsp=-0.307, p=0.009). The scores of the psychometric tests differ significantly between the first and second evaluation. Acting out hostility and the direction of hostility increased when HbA1c values fell below the threshold of 7, while the total hostility index, as well as all other scales, dropped when patients controlled their metabolic profile. CONCLUSIONS: The present results provide evidence that IL-6, IL-12 and TNF-α are closely related to the course and treatment of type 2 diabetes.

Using Electroencephalogram-Extracted Nonlinear Complexity and Wavelet-Extracted Power Rhythm Features during the Performance of Demanding Cognitive Tasks (Aristotle's Syllogisms) in Optimally Classifying Patients with Anorexia Nervosa.

Anorexia nervosa is associated with impaired cognitive flexibility and central coherence, i.e., the ability to provide an overview of complex information. Therefore, the aim of the present study was to evaluate EEG features elicited from patients with anorexia nervosa and healthy controls during mental tasks (valid and invalid Aristotelian syllogisms and paradoxes). Particularly, we examined the combination of the most significant syllogisms with selected features (relative power of the time-frequency domain and wavelet-estimated EEG-specific waves, Higuchi fractal dimension (HFD), and information-oriented approximate entropy (AppEn)). We found that alpha, beta, gamma, theta waves, and AppEn are the most suitable measures, which, when combined with specific syllogisms, form a powerful tool for efficiently classifying healthy subjects and patients with AN. We assessed the performance of triadic combinations of "feature-classifier-syllogism" via machine learning techniques in correctly classifying new subjects in these two groups. The following triads attain the best classifications: (a) "AppEn-invalid-ensemble BT classifier" (accuracy 83.3%), (b) "Higuchi FD-valid-linear discriminant" (accuracy 75%), (c) "alpha amplitude-valid-SVM" (accuracy 83.3%), (d) "alpha RP-paradox-ensemble BT" (accuracy 85%), (e) "beta RP-valid-ensemble" (accuracy 85%), (f) "gamma RP-valid-SVM" (accuracy 85%), and (g) "theta RP-valid-KNN" (accuracy 80%). Our findings suggest that anorexia nervosa has a specific information-processing style across reasoning tasks in the brain as measured via EEG activity. Our findings also contribute to further supporting the view that entropy-oriented, i.e., information-based features (the AppEn measure used in this study) are promising diagnostic tools (biomarkers) in clinical applications related to medical classification problems. Furthermore, the main EEG-specific frequency waves are extremely enhanced and become powerful classification tools when combined with Aristotle's syllogisms.

Motive related positivity: decision-making during a prisoners' dilemma task.

The neural mechanisms underlying decision-making to cooperate or defect were investigated using event-related potentials during an iterated computer Prisoner's Dilemma task, adapted to induce working memory operation. Event-related potentials from 64 leads of 22 participants were recorded during 90 trials and averaged depending on the condition of cooperation and defect. The P200 component of the event-related potentials provided evidence for activation differences between cooperation and defect. Cooperation elicited significantly increased P200 activation at parieto-occipital leads, while defect activated primarily the prefrontal electrodes. Functional mapping using Low Resolution Electromagnetic Tomography indicated that in the 150-180 ms time window Brodmann areas 19 (precuneus) and 17 (lingual gyrus), exhibited increased activation during cooperation, while Brodmann area 6 (precentral gyrus) exhibited increased activation when participants defected. In conclusion, the current study provides evidence that cooperation and defect elicit different brain activation at specific loci and within specific time windows.

The association of the metabolic profile in diabetes mellitus type 2 patients with obsessive-compulsive symptomatology and depressive symptomatology: new insights.

OBJECTIVE: The aim of the present study was to explore the relationship between diabetes mellitus type 2, Obsessive- compulsive disorder (OCD) symptomatology and depressive symptomatology with the metabolic profile of diabetic patients. METHODS: One hundred and thirty-one diabetic patients were randomly selected. In the first assessment all participants completed the Zung Self Rating Scale (ZUNG) and the Maudsley O-C Inventory Questionnaire (MOCI). After 1 year, diabetic patients that were initially uncontrolled (n = 31) (HbA1c > 7) were re-evaluated by the same psychometric tools. From those 31 patients, 10 had managed to control their metabolic profile. RESULTS: In the first evaluation MOCI and the sub-scale of slowness were statistically related with the diabetic profile (controlled, HbA1c ≤ 7; uncontrolled, HbA1c > 7), with uncontrolled patients scoring significantly higher on the overall MOCI score and the factor of slowness of MOCI scale (P = 0.028). The analysis revealed a positive association between depressive symptomatology (P = 0.004) and obsessive-compulsive disorder symptomatology (P < 0.001) and the metabolic profile of the patients. In the second evaluation the patients that managed to control their metabolic profile scored lower in both ZDRS and MOCI, although these differences in scores failed to reach significance levels were indicative of a tendency. CONCLUSIONS: The present results provide initial evidence that diabetes mellitus type 2 is associated with obsessive-compulsive disorder symptomatology and depressive symptomatology.