Toward a Mobile Platform for Real-world Digital Measurement of Depression: User-Centered Design, Data Quality, and Behavioral and Clinical Modeling

BACKGROUND

Although effective mental health treatments exist, the ability to match individuals to optimal treatments is poor, and timely assessment of response is difficult. One reason for these challenges is the lack of objective measurement of psychiatric symptoms. Sensors and active tasks recorded by smartphones provide a low-burden, low-cost, and scalable way to capture real-world data from patients that could augment clinical decision-making and move the field of mental health closer to measurement-based care.

OBJECTIVE

This study tests the feasibility of a fully remote study on individuals with self-reported depression using an Android-based smartphone app to collect subjective and objective measures associated with depression severity. The goals of this pilot study are to develop an engaging user interface for high task adherence through user-centered design; test the quality of collected data from passive sensors; start building clinically relevant behavioral measures (features) from passive sensors and active inputs; and preliminarily explore connections between these features and depression severity.

METHODS

A total of 600 participants were asked to download the study app to join this fully remote, observational 12-week study. The app passively collected 20 sensor data streams (eg, ambient audio level, location, and inertial measurement units), and participants were asked to complete daily survey tasks, weekly voice diaries, and the clinically validated Patient Health Questionnaire (PHQ-9) self-survey. Pairwise correlations between derived behavioral features (eg, weekly minutes spent at home) and PHQ-9 were computed. Using these behavioral features, we also constructed an elastic net penalized multivariate logistic regression model predicting depressed versus nondepressed PHQ-9 scores (ie, dichotomized PHQ-9).

RESULTS

A total of 415 individuals logged into the app. Over the course of the 12-week study, these participants completed 83.35% (4151/4980) of the PHQ-9s. Applying data sufficiency rules for minimally necessary daily and weekly data resulted in 3779 participant-weeks of data across 384 participants. Using a subset of 34 behavioral features, we found that 11 features showed a significant (P<.001 Benjamini-Hochberg adjusted) Spearman correlation with weekly PHQ-9, including voice diary-derived word sentiment and ambient audio levels. Restricting the data to those cases in which all 34 behavioral features were present, we had available 1013 participant-weeks from 186 participants. The logistic regression model predicting depression status resulted in a 10-fold cross-validated mean area under the curve of 0.656 (SD 0.079).

CONCLUSIONS

This study finds a strong proof of concept for the use of a smartphone-based assessment of depression outcomes. Behavioral features derived from passive sensors and active tasks show promising correlations with a validated clinical measure of depression (PHQ-9). Future work is needed to increase scale that may permit the construction of more complex (eg, nonlinear) predictive models and better handle data missingness.

Efficacy of PRIME, a Mobile App Intervention Designed to Improve Motivation in Young People With Schizophrenia

The onset of schizophrenia occurs during a period critical for development of social relationships and functional independence. As such, interventions that target the early course of illness have the potential to stave off functional decline and restore functioning to pre-illness levels. In this entirely remote study, people with recent-onset schizophrenia spectrum disorders (SSDs) participated in a 12-week randomized controlled trial to determine the efficacy of PRIME (personalized real-time intervention for motivational enhancement), a mobile-based digital health intervention designed to improve motivation and quality of life. Participants were randomized into the PRIME (n = 22) or treatment-as-usual/waitlist (TAU/WL) condition (n = 21) and completed assessments at baseline, post-trial (12 wk), and for people in the PRIME condition, 3 months after the end of the trial. After 12-weeks, WL participants received PRIME, resulting in a total sample of 38 participants completing PRIME. In PRIME, participants worked towards self-identified goals with the support of a virtual community of age-matched peers with schizophrenia-spectrum disorders as well as motivation coaches. Compared to the WL condition, people in the PRIME condition had significantly greater improvements in self-reported depression, defeatist beliefs, self-efficacy, and a trend towards motivation/pleasure negative symptoms post-trial, and these improvements were maintained 3 months after the end of trial. We also found that people in the PRIME condition had significantly greater improvements in components of social motivation post-trial (anticipated pleasure and effort expenditure). Our results suggest that PRIME has the potential to be an effective mobile-based intervention for improving aspects of mood and motivation in young people with SSDs.

Potential Benefits of Incorporating Peer-to-Peer Interactions Into Digital Interventions for Psychotic Disorders: A Systematic Review

OBJECTIVE

Peer-to-peer interactions and support groups mitigate experiences of social isolation and loneliness often reported by individuals with psychotic disorders. Online peer-to-peer communication can promote broader use of this form of social support. Peer-to-peer interactions occur naturally on social media platforms, but they can negatively affect mental health. Recent digital interventions for persons with psychotic disorders have harnessed the principles of social media to incorporate peer-to-peer communication. This review examined the feasibility, acceptability, and preliminary efficacy of recent digital interventions in order to identify strategies to maximize benefits of online peer-to-peer communication for persons with psychotic disorders.

METHODS

An electronic database search of PubMed, EMBASE, PsycINFO, Ovid MEDLINE, Cochrane Central Register of Controlled Trials, and Health Technology Assessment Database was conducted in February 2017 and yielded a total of 1,015 results. Eight publications that reported data from six independent trials and five interventions were reviewed.

RESULTS

The technology supporting peer-to-peer communication varied greatly across studies, from online forums to embedded social networking. When peer-to-peer interactions were moderated by facilitators, retention, engagement, acceptability, and efficacy were higher than for interventions with no facilitators. Individuals with psychotic disorders were actively engaged with moderated peer-to-peer communication and showed improvements in perceived social support. Studies involving service users in intervention design showed higher rates of acceptability.

CONCLUSIONS

Individuals with psychotic disorders value and benefit from digital interventions that include moderated peer-to-peer interactions. Incorporating peer-to-peer communication into digital interventions for this population may increase compliance with other evidence-based therapies by producing more acceptable and engaging online environments.

The feasibility, acceptability, and outcomes of PRIME-D: A novel mobile intervention treatment for depression

BACKGROUND

Despite decades of research and development, depression has risen from the fifth to the leading cause of disability in the United States. Barriers to progress in the field are (1) poor access to high-quality care; (2) limited mental health workforce; and (3) few providers trained in the delivery of evidence-based treatments (EBTs). Although mobile platforms are being developed to give consumers greater access to high-quality care, too often these tools do not have empirical support for their effectiveness. In this study, we evaluated PRIME-D, a mobile app intervention that uses social networking, goal setting, and a mental health coach to deliver text-based, EBT's to treat mood symptoms and functioning in adults with depression.

METHODS

Thirty-six adults with depression remotely participated in PRIME-D over an 8-week period with a 4-week follow-up, with 83% retained over the 12-week course of thestudy.

RESULTS

On average, participants logged into the app 5 days/week. Depression scores (PHQ-9) significantly improved over time (over 50% reduction), with coach interactions enhancing these effects. Mood-related disability (Sheehan Disability Scale (SDS)) also significantly decreased over time with participants no longer being impaired by their mood symptoms. Overall use of PRIME-D predicted greater gains in functioning. Improvements in mood and functioning were sustained over the 4-week follow-up.

CONCLUSIONS

Results suggest that PRIME-D is a feasible, acceptable, and effective intervention for adults with depression and that a mobile service delivery model may address the serious public health problem of poor access to high-quality mental health care.

Intensive Auditory Cognitive Training Improves Verbal Memory in Adolescents and Young Adults at Clinical High Risk for Psychosis

OBJECTIVE

Individuals at clinical high risk (CHR) for psychosis demonstrate cognitive impairments that predict later psychotic transition and real-world functioning. Cognitive training has shown benefits in schizophrenia, but has not yet been adequately tested in the CHR population.

METHODS

In this double-blind randomized controlled trial, CHR individuals (N = 83) were given laptop computers and trained at home on 40 hours of auditory processing-based exercises designed to target verbal learning and memory operations, or on computer games (CG). Participants were assessed with neurocognitive tests based on the Measurement and Treatment Research to Improve Cognition in Schizophrenia initiative (MATRICS) battery and rated on symptoms and functioning. Groups were compared before and after training using a mixed-effects model with restricted maximum likelihood estimation, given the high study attrition rate (42%).

RESULTS

Participants in the targeted cognitive training group showed a significant improvement in Verbal Memory compared to CG participants (effect size = 0.61). Positive and Total symptoms improved in both groups over time.

CONCLUSIONS

CHR individuals showed patterns of training-induced cognitive improvement in verbal memory consistent with prior observations in schizophrenia. This is a particularly vulnerable domain in individuals at-risk for psychosis that predicts later functioning and psychotic transition. Ongoing follow-up of this cohort will assess the durability of training effects in CHR individuals, as well as the potential impact on symptoms and functioning over time. Clinical Trials Number: NCT00655239. URL: https://clinicaltrials.gov/ct2/show/NCT00655239?term=vinogradov&rank=5.

Modeling the role of negative symptoms in determining social functioning in individuals at clinical high risk of psychosis

A priority for improving outcome in individuals at clinical high risk (CHR) is enhancing our understanding of predictors of psychosis as well as psychosocial functioning. Social functioning, in particular, is a unique indicator of risk as well as an important outcome in itself. Negative symptoms are a significant determinant of social functioning in CHR individuals; yet, it is unclear which specific negative symptoms drive functional outcome and how these symptoms function relative to other predictors, such as neurocognition and mood/anxiety symptoms. In a sample of 85 CHR individuals, we examined whether a two-factor negative symptom structure that is found in schizophrenia (experiential vs expressive symptoms) would be replicated in a CHR sample; and tested the degree to which specific negative symptoms predict social functioning, relative to neurocognition and mood/anxiety symptoms, which are known to predict functioning. The two-factor negative symptom solution was replicated in this CHR sample. Negative symptom severity was found to be uniquely predictive of social functioning, above and beyond depression/anxiety and neurocognition. Experiential symptoms were more strongly associated with social functioning, relative to expression symptoms. In addition, experiential symptoms mediated the relationship between expressive negative symptoms and social functioning. These results suggest that experiences of motivational impairment are more important in determining social functioning, relative to affective flattening and alogia, in CHR individuals, thereby informing the development of more precise therapeutic targets. Developing novel interventions that stimulate goal-directed behavior and reinforce rewarding experiences in social contexts are recommended.

Motivational deficits in individuals at-risk for psychosis and across the course of schizophrenia

Motivational impairment is a critical factor that contributes to functional disability in schizophrenia and undermines an individual's ability to engage in and adhere to effective treatment. However, little is known about the developmental trajectory of deficits in motivation and whether these deficits are present prior to the onset of psychosis. We assessed several components of motivation including anticipatory versus consummatory pleasure (using the Temporal Experience of Pleasure Scale (TEPS)), and behavioral drive, behavioral inhibition, and reward responsivity (using the Behavioral Inhibition Scale/Behavioral Activation Scale (BIS/BAS)). A total of 234 participants completed study measures, including 60 clinical high risk (CHR) participants, 60 recent-onset schizophrenia participants (RO), 78 chronic schizophrenia participants (SZ) and 29 healthy controls (HC) age matched to the CHR group. CHR participants endorsed greater deficits in anticipatory pleasure and reward responsivity, relative to HC comparison participants and individuals diagnosed with schizophrenia. Motivational deficits were not more pronounced over the course of illness. Depressed mood was uniquely associated with impairments in motivation in the CHR sample, but not the schizophrenia participants. The results suggest that CHR individuals experience multiple contributors to impaired motivation, and thus multiple leverage points for treatment.

Family-focused treatment for adolescents and young adults at high risk for psychosis: results of a randomized trial

OBJECTIVE

Longitudinal studies have begun to clarify the phenotypic characteristics of adolescents and young adults at clinical high risk for psychosis. This 8-site randomized trial examined whether a 6-month program of family psychoeducation was effective in reducing the severity of attenuated positive and negative psychotic symptoms and enhancing functioning among individuals at high risk.

METHOD

Adolescents and young adults (mean age 17.4 ± 4.1 years) with attenuated positive psychotic symptoms, brief and intermittent psychosis, or genetic risk with functional deterioration were randomly assigned to 18 sessions of family-focused therapy for individuals at clinical high risk (FFT-CHR) in 6 months or 3 sessions of family psychoeducation (enhanced care [EC]). FFT-CHR included psychoeducation about early signs of psychosis, stress management, communication training, and problem-solving skills training, whereas EC focused on symptom prevention. Independent evaluators assessed participants at baseline and 6 months on positive and negative symptoms and social-role functioning.

RESULTS

Of 129 participants, 102 (79.1%) were followed up at 6 months. Participants in FFT-CHR showed greater improvements in attenuated positive symptoms over 6 months than participants in EC (F1,97 = 5.49, p = .02). Negative symptoms improved independently of psychosocial treatments. Changes in psychosocial functioning depended on age: participants more than 19 years of age showed more role improvement in FFT-CHR, whereas participants between 16 and 19 years of age showed more role improvement in EC. The results were independent of concurrent pharmacotherapy.

CONCLUSION

Interventions that focus on improving family relationships may have prophylactic efficacy in individuals at high risk for psychosis. Future studies should examine the specificity of effects of family intervention compared to individual therapy of the same duration and frequency. Clinical trial registration information-Prevention Trial of Family Focused Treatment in Youth at Risk for Psychosis; http://clinicaltrials.gov/; NCT01907282.

Recovery from an at-risk state: clinical and functional outcomes of putatively prodromal youth who do not develop psychosis

BACKGROUND

The "clinical high risk" (CHR) construct was developed to identify individuals at imminent risk of developing psychosis. However, most individuals identified as CHR do not convert to psychosis, and it is unknown whether these nonconverting individuals actually recover from an at-risk state.

METHODS

Eighty-four prospectively identified patients meeting CHR criteria, and 58 healthy comparison subjects were followed in a 2-year longitudinal study. Analyses examined rates of conversion, clinical, and functional recovery. Proportional cause-specific hazard models were used to examine the effects of baseline and time-varying predictors on conversion and remission. Trajectories of symptoms and psychosocial functioning measures were compared across outcome groups.

RESULTS

Competing risk survival analyses estimated that 30% of CHR subjects convert to psychosis by 2 years, while 36% symptomatically remit and 30% functionally recover by 2 years. Lower levels of negative and mood/anxiety symptoms were related to increased likelihood of both symptomatic and functional recovery. CHR subjects who remitted symptomatically were more similar to healthy controls in terms of both their baseline and longitudinal symptoms and functioning than the other outcome groups.

CONCLUSIONS

Nonconverting CHR cases represented a heterogeneous group. Given that nonconverted subjects who remitted symptomatically also presented initially with less severe prodromal symptomatology and showed a distinct normative trajectory of both symptoms and psychosocial functioning over time, it may be possible to refine the CHR criteria to reduce the number of "false positive" cases by eliminating those who present with less severe attenuated positive symptoms or show early improvements in terms of symptoms or functioning.

A randomized trial of family focused treatment for adolescents and young adults at risk for psychosis: study rationale, design and methods

AIM

This article outlines the rationale for a family-focused psychoeducational intervention for individuals at risk for psychosis and explains the design of a randomized multisite trial to test its efficacy.

METHODS

Adolescents and young adults that meet criteria for a psychosis risk syndrome at eight participating North American Prodromal Longitudinal Study sites are randomly assigned to a 6-month, 18-session family-focused treatment for prodromal youth or a 3-session psychoeducational enhanced care control intervention and followed over 1 year.

RESULTS

The results will determine whether the use of a family intervention is able to significantly improve functional outcomes, decrease the severity of positive symptoms and possibly prevent the onset of full psychosis, compared with enhanced care alone. Levels of familial criticism at baseline are hypothesized to moderate responses to family intervention. Improvements in knowledge about symptoms, family communication and problem solving will be tested as mediators in the pathways between treatment assignment and clinical or psychosocial outcomes in high-risk youth.

CONCLUSIONS

The ongoing trial evaluates whether a non-invasive psychosocial approach can significantly enhance functional outcomes and prevent the ultra high risk patients from developing psychosis. The results will provide an important stepping stone in the movement of the field from refining early detection strategies to developing efficacious preventative treatments.

Environmental Risk and Protective Factors and Their Influence on the Emergence of Psychosis

Environmental risk and protective factors in schizophrenia play a significant role in the development and course of the disorder. The following article reviews the current state of evidence linking a variety of environmental factors and their impact on the emergence of psychotic disorders. The environmental factors include pre- and perinatal insults, stress and trauma, family environment, and cannabis use. The review of evidence is followed by case examples and clinical applications to facilitate the integration of the evidence into clinical practice.

Predicting the longitudinal effects of the family environment on prodromal symptoms and functioning in patients at-risk for psychosis

The current study examined the relationship between the family environment and symptoms and functioning over time in a group of adolescents and young adults at clinical high risk for psychosis (N=63). The current study compared the ability of interview-based versus self-report ratings of the family environment to predict the severity of prodromal symptoms and functioning over time. The family environmental factors were measured by interviewer ratings of the Camberwell Family Interview (CFI), self-report questionnaires surveying the patient's perceptions of criticism and warmth, and parent reported perceptions of their own level of criticism and warmth. Patients living in a critical family environment, as measured by the CFI at baseline, exhibited significantly worse positive symptoms at a 6-month follow-up, relative to patients living in a low-key family environment. In terms of protective effects, warmth and an optimal level of family involvement interacted such that the two jointly predicted improved functioning at the 6-month follow-up. Overall, both interview-based and self-report ratings of the family environment were predictive of symptoms and functioning at follow-up; however patient's self-report ratings of criticism had stronger predictive power. These results suggest that the family environment should be a specific target of treatment for individuals at risk for psychosis.

Development of diabetes mellitus in aging transgenic mice following suppression of pancreatic homeoprotein IDX-1

Monogenic forms of diabetes can result from mutations in genes encoding transcription factors. Mutations in the homeodomain transcription factor IDX-1, a critical regulator of pancreas development and insulin gene transcription, confer a strong predisposition to the development of diabetes mellitus in humans. To investigate the role of IDX-1 expression in the pathogenesis of diabetes, we developed a model for the inducible impairment of IDX-1 expression in pancreatic beta cells in vivo by engineering an antisense ribozyme specific for mouse IDX-1 mRNA under control of the reverse tetracycline transactivator (rtTA). Doxycycline-induced impairment of IDX-1 expression reduced activation of the Insulin promoter but activated the Idx-1 promoter, suggesting that pancreatic beta cells regulate IDX-1 transcription to maintain IDX-1 levels within a narrow range. In transgenic mice that express both rtTA and the antisense ribozyme construct, impaired IDX-1 expression elevated glycated hemoglobin levels, diminished glucose tolerance, and decreased insulin/glucose ratios. Metabolic phenotypes induced by IDX-1 deficiency were observed predominantly in male mice over 18 months of age, suggesting that cellular mechanisms to protect IDX-1 levels in pancreatic beta cells decline with aging. We propose that even in the absence of Idx-1 gene mutations, pathophysiological processes that decrease IDX-1 levels are likely to impair glucose tolerance. Therapeutic strategies to attain normal glucose homeostasis by restoring normal IDX-1 levels may be of particular importance for older individuals with diabetes mellitus.

Lymphocyte subpopulations in lymphoid organs of rats after acute resistance exercise

PURPOSE

The ability of aerobic exercise to change lymphocyte subpopulation distributions is well documented; much less is known about resistance exercise. The purpose of this experiment was to determine the effects of an acute bout of resistance exercise on lymphocyte subpopulations in primary and secondary lymphoid compartments.

METHODS

Male rats were operantly conditioned to climb a ladder while carrying weights that were progressively increased to equal body weight. During the acute session, rats performed repetitive climbs until exhaustion. Thymus, spleen, blood, and axial and inguinal lymph nodes were removed; leukocytes were isolated and incubated with monoclonal antibodies against differentiation markers, activation antigens, and adhesion molecules.

RESULTS

Exercised versus control rats had greater numbers of leukocytes in the thymus, axial, and inguinal nodes but not in the blood or spleen. The percentage of CD4+ cells increased after exercise in the thymus, spleen, and blood. The percentages of cells expressing the integrin LFA-1beta were elevated in all the tissues except inguinal lymph nodes. In addition, more leukocytes from exercised than nonexercised rats expressed detectable numbers of activation markers, IL-2 receptor-alpha and MHC class II molecules; however, as indicated by proliferating cell nuclear antigen analysis, the cells were not actively dividing at the time of assay.

CONCLUSIONS

Based on these and published data, it appears that a single bout of resistance exercise can affect lymphoid cell subpopulations probably by inducing changes in leukocyte trafficking.

Steroidogenic factor 1 is the essential transcript of the mouse Ftz-F1 gene

Targeted disruption of the mouse Ftz-F1 gene, which encodes the orphan nuclear receptors steroidogenic factor 1 (SF-1) and embryonal long terminal repeat-binding protein (ELP), established that this gene is essential for development of the primary steroidogenic tissues and for male sexual differentiation. Associated with these dramatic developmental abnormalities, all Ftz-F1-disrupted mice died in the immediate postnatal period and had very low glucocorticoid levels. In this report, we show that treatment with corticosteroids markedly prolonged survival of the Ftz-F1-disrupted mice, proving that steroid hormone deficiency causes their death. We also generated SF-1-specific knockout mice with a targeting construct that specifically disrupted the SF-1 coding sequence without impairing the ELP protein. The phenotype of the SF-1-specific knockout mice was indistinguishable from that observed in Ftz-F1-disrupted mice that lack both SF-1 and ELP. Taken together, these results indicate that SF-1 is the Ftz-F1-encoded protein that is required for multiple aspects of endocrine development and for postnatal survival.