Martin B. Keller’s research while affiliated with University of Miami and other places

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Publications (424)


Chapter 3. Dimensional Symptomatic Structure of the Long-Term Course of Unipolar Major Depressive Disorder
  • Chapter

December 2024

Lewis L. Judd

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Ph Pamela J. Schettler

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Hagop S. Akiskal

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Martin B. Keller






FIGURE 1 Medication Adherence and Attention-Deficit/Hyperactivity Disorder (ADHD) Symptoms by Age in Participants With ADHD
Medication Adherence Questions (N ¼ 179 Participants)
Examining Factors Associated With Medication Adherence in Youth With Bipolar Disorder
  • Article
  • Full-text available

June 2023

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45 Reads

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3 Citations

JAACAP Open

Objective To assess medication adherence and factors associated with poor adherence in youth with bipolar disorder followed from adolescence through young adulthood. Method Participants with bipolar disorder recruited through the Course and Outcome of Bipolar Youth (COBY) study were included in this study if they were prescribed psychotropic medications and had at least 3 follow-up assessments of medication adherence (N = 179, ages 12-36). Medication adherence had been evaluated for a median of 8 years using a questionnaire derived from the Coronary Artery Risk Development in Young Adults (CARDIA) study. For the longitudinal evaluation, adherence was measured as the percentage of follow-up assessments in which the participants did not endorse any of the nonadherence items included in the questionnaire. Concurrent and future predictors of poor adherence were assessed using both univariate and multivariate longitudinal analyses. Results Among the participants, 51% reported poor adherence in more than 50% of their follow-up assessments. Younger age, family conflicts, polypharmacy, lower functioning, greater severity of mood symptoms, and comorbid disorders were associated with poor adherence in the univariate analyses. In the multivariate analyses, comorbid attention-deficit/hyperactivity disorder was the single most influential factor associated with concurrent and future poor adherence in all age groups. Participants’ most reported reasons for poor adherence were forgetfulness (56%), negative attitudes toward medication treatment (10.5%), and disturbed daily routine (7%). Conclusion Poor medication adherence is a significant problem in youth with bipolar disorder, with the most influential factor being the presence of comorbid attention-deficit/hyperactivity disorder. Thus, it is important to identify and appropriately treat comorbid attention-deficit/hyperactivity disorder to improve medication adherence and prognosis of patients. Providers should also recommend tools to enhance consistent medication intake and address patients’ concerns and negative beliefs about their illness and treatment.

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A Risk Calculator to Predict Suicide Attempts Among Individuals with Early‐Onset Bipolar Disorder

August 2022

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93 Reads

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9 Citations

Bipolar Disorders

Objectives: To build a one-year risk calculator (RC) to predict individualized risk for suicide attempt in early-onset bipolar disorder. Methods: 394 youth with bipolar disorder who completed >2 follow-up assessments (median follow-up length=13.1 years) in the longitudinal Course and Outcome of Bipolar Youth (COBY) study were included. Suicide attempt over follow-up was assessed via the A-LIFE Self-Injurious/Suicidal Behavior scale. Predictors from the literature on suicidal behavior in bipolar disorder that are readily assessed in clinical practice were selected and trichotomized as appropriate (presence past 6 months/lifetime history only/no lifetime history). The RC was trained via boosted multinomial classification trees; predictions were calibrated via Platt scaling. Half of the sample was used to train, and the other half to independently test the RC. Results: There were 249 suicide attempts among 106 individuals. Ten predictors accounted for >90% of the cross-validated relative influence in the model (AUC=0.82; in order of relative influence): 1) age of mood disorder onset; 2) non-suicidal self-injurious behavior (trichotomized); 3) current age; 4) psychosis (trichotomized); 5) socioeconomic status; 6) most severe depressive symptoms in past 6 months (trichotomized none/subthreshold/threshold); 7) history of suicide attempt (trichotomized); 8) family history of suicidal behavior; 9) substance use disorder (trichotomized); 10) lifetime history of physical/sexual abuse. For all trichotomized variables, presence in the past 6 months reliably predicted higher risk than lifetime history. Conclusions: This RC holds promise as a clinical and research tool for prospective identification of individualized high-risk periods for suicide attempt in early-onset bipolar disorder.


Relationship between cognitive flexibility and subsequent course of mood symptoms and suicidal ideation in young adults with childhood-onset bipolar disorder

February 2022

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114 Reads

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20 Citations

European Child & Adolescent Psychiatry

Neurocognitive deficits, such as cognitive flexibility impairments, are common in bipolar disorder (BD) and predict poor academic, occupational, and functional outcomes. However, the association between neurocognition and illness trajectory is not well understood, especially across developmental transitions. This study examined cognitive flexibility and subsequent mood symptom and suicidal ideation (SI) course in young adults with childhood-onset BD-I (with distinct mood episodes) vs. BD-not otherwise specified (BD-NOS) vs. typically-developing controls (TDCs). Sample included 93 young adults (ages 18–30) with prospectively verified childhood-onset DSM-IV BD-I (n = 34) or BD-NOS (n = 15) and TDCs (n = 44). Participants completed cross-sectional neuropsychological tasks and clinical measures. Then participants with BD completed longitudinal assessments of mood symptoms and SI at 6-month intervals (M = 39.18 ± 16.57 months of follow-up data). Analyses included ANOVAs, independent-samples t tests, chi-square analyses, and multiple linear regressions. Participants with BD-I had significant deficits in cognitive flexibility and executive functioning vs. BD-NOS and TDCs, and impaired spatial working memory vs. TDCs only. Two significant BD subtype-by-cognitive flexibility interactions revealed that cognitive flexibility deficits were associated with subsequent percentage of time depressed and with SI in BD-I but not BD-NOS, regardless of other neurocognitive factors (full-scale IQ, executive functioning, spatial working memory) and clinical factors (current and prior mood and SI symptoms, age of BD onset, global functioning, psychiatric medications, comorbidity). Thus, cognitive flexibility may be an important etiological brain/behavior mechanism, prognostic indicator, and intervention target for childhood-onset BD-I, as this deficit appears to endure into young adulthood and is associated with worse prognosis for subsequent depression and SI.


Citations (82)


... Other psychosocial risk factors include a history of sexual and/or physical abuse (19). Data on correlates of suiciderelated behaviors in youths with bipolar disorder have informed the creation of a risk calculator to more efficiently assess suicide attempt risk in this vulnerable population (28). Although work in this area is preliminary, risk calculators may effectively complement traditional risk assessment measures and clinical judgment to identify youths with bipolar disorder who are at an elevated risk for suiciderelated behavior. ...

Reference:

Suicide Assessment and Prevention in Bipolar Disorder: How Current Evidence Can Inform Clinical Practice
A Risk Calculator to Predict Suicide Attempts Among Individuals With Early-Onset Bipolar Disorder
  • Citing Article
  • October 2023

FOCUS The Journal of Lifelong Learning in Psychiatry

... Several studies have reported unintentional behaviours, such as forgetfulness, which may not only be the reason for non-adherence but also the cause of overdose (Dikec et al., 2022;Stentzel et al., 2018). According to Elhosary et al. (2023), forgetfulness can be worsened by a lack of supervision by parents, especially among adolescents with cognitive difficulties. In contrast to findings from McMillan et al. (2020), which stated the loss of adolescents' autonomy when parents intervene in medication regimes, the adolescents in this study reported actively relying on prompts from family and friends in coping with forgetfulness and 'being busy or tired' to take medicine. ...

Examining Factors Associated With Medication Adherence in Youth With Bipolar Disorder

JAACAP Open

... Suicide research in BD has increasingly used machine learning (ML) for risk estimation, showing promising results with predictors like demographics, past suicide attempts, medical records, self-reports, and addictive behaviors (e.g., Bobo et al., 2018;Fan et al., 2020;Goldstein et al., 2022;Nock et al., 2022;Passos et al., 2016). These variables, however, are not without limitations. ...

A Risk Calculator to Predict Suicide Attempts Among Individuals with Early‐Onset Bipolar Disorder
  • Citing Article
  • August 2022

Bipolar Disorders

... We used a mixed-effect FLAME 1 model in FSL incorporating both fixed and random effects to investigate the associations between HPT and GMV at the whole-brain level. Parental (i.e., maternal and paternal) education, age at MRI scan, and total GMV were included as control covariates due to known correlations with HPT from prior behavioral analyses (Arnold 2003;Benninghoff and Brieger 2018;Cahn et al. 2021;Diler et al. 2022). The critical independent measures included sex, HPT, and their interaction term (i.e., HPT × sex) in the GLM model. ...

Higher Socioeconomic Status and Less Parental Psychopathology Improve Prognosis in Youths with Bipolar Disorder
  • Citing Article
  • January 2022

Journal of Affective Disorders

... Variables consistently selected by LASSO (>50 times) were advanced to the confounder-adjustment stage. While no guidance exists for a cutoff, we note previous work using a similar LASSO approach wherein the strongest and most stable features were selected >85% of the time (Andreu-Pascual et al., 2022). Thus, our choice of 50% allows for the inclusion of additional meaningful features. ...

Risk factors preceding new onset abuse among youth with bipolar disorder: A longitudinal prospective analysis
  • Citing Article
  • January 2022

Journal of Affective Disorders

... Notably, we could not identify externally validated clinical prediction models that contained tests of known psychological mechanisms. For example, the role of negative bias (i.e. the tendency to pay more attention to negative information) is a well-established characteristic in the psychopathology of patients suffering from depressive disorders, anxiety disorders, bipolar disorders and schizophrenia, [33][34][35] of which severity can be assessed by the dot-probe computer task. 36 In the review of Lee et al, 24 biomarker, but unfortunately, this model was not externally validated. ...

Validation of the Youth Mood Recurrences Risk Calculator in an Adult Sample with Bipolar Disorder
  • Citing Article
  • September 2021

Journal of Affective Disorders

... Inclusion criteria for all BD participants were: (1) meeting the DSM-IV's definition of BD-I (at least one manic episode) or BD-II (at least one hypomanic and one major depressive episode), or the COBY study's definition of BD-Not Otherwise Specified (NOS), operationalized as either elation plus two associated symptoms or irritability plus three associated symptoms, change in functioning, ≥ 4 h within a 24-hour period, ≥ 4 cumulative lifetime days [16,17]; (2) age between 7 and 30 years; (3) English fluency. ...

Facial emotion recognition and mood symptom course in young adults with childhood-onset bipolar disorder

European Archives of Psychiatry and Clinical Neuroscience

... CF is a neurocognitive construct characterized as an individual's readiness to switch from one task or thought to another and to fl exibly adjust their behavior and thoughts to meet the demands and expectations of continuously changing environments (Gabrys et al., 2018;MacPherson et al., 2022). When individuals face obstacles or challenging life events, CF helps increase individuals' resistance to stress. ...

Relationship between cognitive flexibility and subsequent course of mood symptoms and suicidal ideation in young adults with childhood-onset bipolar disorder

European Child & Adolescent Psychiatry

... Based on this review, another 624 duplicate publications were identified and therefore discarded. One article published after the bibliographic searches was added [17]. Among the remaining records, 79 were identified for possible inclusion, and their full texts were further evaluated for relevance. ...

Prospectively Ascertained Mania and Hypomania Among Young Adults with Child‐ and Adolescent‐Onset Bipolar Disorder
  • Citing Article
  • December 2020

Bipolar Disorders

... The same study also presented data showing that young adults displayed a higher degree of seasonality for acute admissions than middle-aged adults, which indicates that age-related sex hormone changes might act on the pathogenesis of seasonality in BD (Yang et al., 2013). Compared to female patients, male patients experience the onset of symptoms earlier, including the development of mood, mania, and hospitalization (Mitchell et al., 2020;Kennedy et al., 2005). It is likely that female adolescents are more vulnerable to BD than their male counterparts, while male adolescents with BD have more severe clinical manifestations than female adolescent patients. ...

Sex Differences in the Longitudinal Course and Outcome of Bipolar Disorder in Youth
  • Citing Article
  • October 2020

The Journal of Clinical Psychiatry