Management of postpartum preeclampsia complicated by idiopathic pericarditis: A case report.

This case report discusses the rare occurrence of pericarditis with preeclampsia in the antepartum through to postpartum state. A woman in her 30s presented four days postnatally with positional central chest pain, elevated blood pressure and newly deranged liver function tests. Echocardiogram demonstrated new pleural effusion and she was diagnosed with preeclampsia and superimposed pericarditis. Her blood pressure was stabilised with a combination treatment regime of labetalol, enalapril and frusemide, whilst her pericarditis responded well to colchicine and ibuprofen. She was eventually discharge on enalapril and colchicine. By her 6-week follow-up she had made a full recovery and she had reported no recurrence of symptoms at the time of writing.

Plasma cell vulvitis: A case report.

Plasma cell vulvitis (PCV) is a rare inflammatory condition characterised by plasma cell infiltration in the vulva. A woman in her 80s was referred to a specialist gynaecology clinic with chronic, painful vulval ulcers that were non-responsive to topical betamethasone. Following a biopsy confirming PCV, combination therapy was initiated. This included non-pharmacological management, such as promoting aeration and using hypoallergenic clothing and washes, combined with the daily application of clobetasone cream 0.05% and clindamycin cream 0.1%. Additionally, topical estriol 1% was applied twice weekly. The patient experienced rapid symptom resolution, with the PCV lesion healing within six weeks of starting treatment. This case documents the rare occurrence of plasma cell vulvitis presenting as chronic vulval ulceration, and proposes a treatment regimen worth considering in instances where monotherapy has been ineffective.

Use of Cancer-Directed therapy at the end of life among adolescents and young adults.

BACKGROUND: Adolescents and young adults (AYAs) frequently receive chemotherapy near death. We know less about use of targeted agents and immunotherapy or trends over time. METHODS: We conducted a retrospective cohort study of 1,836 AYAs with cancer who died between 2009-2019 after receiving care at one of three sites (Dana-Farber Cancer Institute, Kaiser Permanente Northern California, and Kaiser Permanente Southern California). We reviewed electronic health data and medical records to examine use of cancer-directed therapy in the last 90 days of life, including chemotherapy, targeted therapy, immunotherapy, and investigational drugs. RESULTS: Over the study period, 35% of AYAs received chemotherapy in the last 90 days of life; 24% received targeted therapy, 7% immunotherapy, and 5% investigational drugs. Fifty-six percent received at least one form of systemic cancer-directed therapy in the last 90 days of life. After adjustment for patient sex, race, ethnicity, age, site of care, diagnosis, and years from diagnosis to death, the proportion of AYAs receiving targeted therapy (odds ratio (OR) 1.05 per year of death, 95% confidence interval (CI) 1.02-1.10, P = .006), immunotherapy (OR 1.27, 95%CI 1.18-1.38, P<.0001), and any cancer-directed therapy (OR1.04, 95%CI 1.01-1.08, P=.01) in the last 90 days of life increased over time. CONCLUSIONS: More than half of AYAs receive cancer therapy in the last 90 days of life, and use of novel agents such as targeted therapy and immunotherapy are increasing over time. While some AYAs may wish to continue cancer therapy while living with advanced disease, efforts are needed to ensure that use of cancer-directed therapy meets preferences of AYAs approaching death.

Uterine perforation associated with gestational trophoblastic disease and arteriovenous malformation: A case report.

This case report outlines the clinical course of a young woman who presented as haemodynamically unstable due to uterine perforation. She had undergone suction dilation and curettage three weeks prior and received a diagnosis of complete molar pregnancy. During her most recent acute presentation, an emergency laparotomy revealed a full-thickness fundal uterine rupture in a region of newly identified arteriovenous malformation. Haemostasis was achieved with the primary repair of the perforation. She was subsequently diagnosed with gestational trophoblastic neoplasm (GTN), a condition characterised by abnormal proliferation of trophoblastic tissue. She received three courses of methotrexate followed by a two-month course of dactinomycin. At one-year surveillance, she had made a complete recovery.

Beyond the tip of the iceberg: A meta-analysis of the anatomy of the clitoris.

An understanding of ranges in clitoral anatomy is important for clinicians caring for patients including those who have had female genital mutilation, women seeking genital cosmetic surgery, or trans women seeking reconstructive surgery. The aim of this meta-analysis is to investigate the ranges in clitoral measurements within the literature. A meta-analysis was performed on Ovid Medline and Embase databases following the PRISMA protocol. Measurements of clitoral structures from magnetic imaging resonance, ultrasound, cadaveric, and living women were extracted and analyzed. Twenty-one studies met the inclusion criteria. The range in addition to the average length and width of the glans (6.40 mm; 5.14 mm), body (25.46 mm; 9.00 mm), crura (52.41 mm; 8.71 mm), bulb (52.00 mm; 10.33 mm), and prepuce (23.19 mm) was calculated. Furthermore, the range and average distance from the clitoris to the external urethral meatus (22.27 mm), vagina (43.14 mm), and anus (76.30 mm) was documented. All erectile and non-erectile structures of the clitoris present with substantial range. It is imperative to expand the literature on clitoral measurements and disseminate the new results to healthcare professionals and the public to reduce the sense of inadequacy and the chances of iatrogenic damage during surgery.

Quality of End-of-Life Care Among Adolescents and Young Adults With Cancer.

Adolescents, young adults with cancer receive limited psychosocial and spiritual support near death.

What Constitutes Quality of Life? Perspectives of Adolescents and Young Adults With Advanced Cancer.

BACKGROUND: Adolescents and young adults (AYAs) with advanced cancer identify maintaining a good quality of life (QoL) as a central goal of end-of-life care. QoL is a dynamic and subjective overarching concept that refers to an individual's relative satisfaction with their own life. Despite its importance to AYAs with advanced cancer, a patient-centered definition of QoL is lacking in this population. PATIENTS AND METHODS: This qualitative secondary analysis of semistructured interviews was conducted across 3 institutions and 1 online support community among AYA patients with advanced cancer, family caregivers, and health care providers who cared for living or recently deceased AYAs. Interviewees were asked about priorities in receipt of care. Interviews were transcribed using NVivo software for primary analysis, and previously coded excerpts were screened for references to QoL. Relevant excerpts were sorted into organizing domains. RESULTS: Participants included 23 AYA patients, 28 family caregivers, and 29 health care providers (including physicians, nurses, nurse practitioners, social workers, and psychologists). Four domains of QoL were identified: psychosocial and physical well-being, dignity, normalcy, and personal and family relationships. Within each domain there was agreement across AYAs, caregivers, and health care providers, with nuanced perspectives provided by AYAs of different ages. Personal and family relationships was the most frequently referenced domain of QoL among all participants. A common feature of each domain was that adaptation to current circumstances impacted perspectives on QoL. Patients valued active participation in the development of a care plan that supported these domains. CONCLUSIONS: AYAs with advanced cancer, their caregivers, and health care providers agree on several broad domains of QoL in this population. To provide high-quality, patient-centered care, care plans should integrate these domains to enable AYAs to maximize their QoL throughout their advanced cancer care.

Time out weekly smile: A pilot test of a virtual respite program.

Respite care provides alternative care for persons living with dementia (PLWD) and is intended to alleviate the burden of caregiving. However, the evaluation of respite programs is limited. Time Out Weekly Smile (TOWS) is a virtual intergenerational respite care program designed to meet the needs of PLWD and their care partners and provide allied health students opportunities to serve as respite volunteers. This multi-method pilot study aimed to evaluate the experience of TOWS participation for all (i.e., care partners, PLWD, students) and identify outcomes of interest for future efficacy studies. Semi-structured interviews with all participants after experiencing TOWS were analyzed using conventional content analysis methods and student surveys of dementia attitudes were summarized. Results demonstrated lasting mutual benefits for all participants including social connection and creating meaning. Our findings suggest that including all respite care participants in future efficacy studies will elucidate the wide impact of respite care programs.

A Randomized Controlled Trial of Community-Delivered Heated Hatha Yoga for Moderate-to-Severe Depression.

Objective: To evaluate feasibility, acceptability, and preliminary efficacy of heated yoga to treat moderate-to-severe depression.Design: An 8-week randomized controlled trial (RCT) of heated yoga versus waitlist control was conducted from March 2017 to August 2019.Methods: Participants in the yoga condition were asked to attend heated yoga classes at 2 community heated yoga studios at least twice weekly. We assessed acceptability and feasibility using exit interview and attendance data, respectively. The primary intervention efficacy outcome variable was change in the Inventory of Depressive Symptomatology-Clinician Rated (IDS-CR) score from baseline to post-intervention (week 8).Results: We randomized 80 participants and included 65 (mean [± SD] age 32.7 [± 11.7] years; 81.5% female) in the analyses (yoga n = 33, waitlist n = 32). The mean IDS-CR score at baseline was 35.6 (± 7.9) for the full sample, 36.9 (± 8.8) for yoga participants, and 34.4 (± 6.7) for waitlist participants. Participants attended an average of 10.3 (± 7.1) total classes over the 8-week intervention period. Yoga participants had a significantly greater pre- to post-intervention reduction in IDS-CR scores than waitlist participants (Cohen d = 1.04, P < .001). More yoga participants (59.3%; n = 16) than waitlist participants (6.3%; n = 2) evidenced larger treatment responses (IDS-CR ≥ 50% decrease in symptoms). Participants rated the heated yoga and its aftereffects positively in exit interviews.Conclusions: Approximately 1 heated yoga session per week (mean of 10.3 classes over 8 weeks) was associated with significantly greater reduction in depression symptoms than a waitlist control. Participants rated heated yoga positively. Taken together, results suggest feasibility, acceptability, and preliminary efficacy for patients with depression and warrant further research using active control conditions.Trial Registration: ClinicalTrials.gov identifier: NCT02607514.

Suicide Attempts and Ideation Among Veterans/Service Members and Non-Veterans Over 5 Years Following Traumatic Brain Injury: A Combined NIDILRR and VA TBI Model Systems Study.

OBJECTIVE: This study compared rates of suicide attempt (SA) and suicidal ideation (SI) during the first 5 years after traumatic brain injury (TBI) among veterans and service members (V/SMs) in the Veterans Affairs (VA) and the National Institute on Disability, Independent Living, and Rehabilitation Research (NIDILRR) Model Systems National Databases to each other and to non-veterans (non-Vs) in the NIDILRR database. SETTING: Twenty-one NIDILRR and 5 VA TBI Model Systems (TBIMS) inpatient rehabilitation facilities in the United States. PARTICIPANTS: Participants with TBI were discharged from rehabilitation alive, had a known military status recorded (either non-V or history of military service), and successful 1-, 2-, and/or 5-year follow-up interviews completed between 2009 and 2021. The year 1 cohort included 8737 unique participants (8347 with SA data and 3987 with SI data); the year 2 (7628 participants) and year 5 (4837 participants) cohorts both had similar demographic characteristics to the year 1 cohort. DESIGN: Longitudinal design with data collected across TBIMS centers at 1, 2, and 5 years post-injury. MAIN OUTCOMES AND MEASURES: History of SA in past year and SI in past 2 weeks assessed by the Patient Health Questionnaire-9 (PHQ-9). Patient demographics, injury characteristics, and rehabilitation outcomes were also assessed. RESULTS: Full sample rates of SA were 1.9%, 1.5%, and 1.6%, and rates of SI were 9.6%, 10.1%, and 8.7% (respectively at years 1, 2, and 5). There were significant differences among groups based on demographic, injury-related, mental/behavioral health, and functional outcome variables. Characteristics predicting SA/SI related to mental health history, substance use, younger age, lower functional independence, and greater levels of disability. CONCLUSIONS: Compared with participants with TBI in the NIDILRR system, higher rates of SI among V/SMs with TBI in the VA system appear associated with risk factors observed within this group, including mental/behavioral health characteristics and overall levels of disability.

Racial Differences in Clinical Presentation in Individuals Diagnosed With Frontotemporal Dementia.

Importance: Prior research suggests there are racial disparities in the presentation of dementia, but this has not been investigated in the context of frontotemporal dementia (FTD). Objective: To explore racial disparities in dementia severity, functional impairment, and neuropsychiatric symptoms in individuals with a diagnosis of FTD. Design, Setting, and Participants: This exploratory cross-sectional study of National Alzheimer's Coordinating Center (NACC) data collected between June 2005 to August 2021 evaluated Asian, Black, and White individuals with a diagnosis of FTD (behavioral variant FTD or primary progressive aphasia). Excluded were races with limited data, including American Indian or Alaska Native (n = 4), Native Hawaiian or other Pacific Islander (n = 3), other (n = 13), and unknown (n = 24), and participants with symptom duration more than 4 SDs above the mean. Main Outcomes and Measures: Racial differences at initial NACC visit were examined on Clinical Dementia Rating Dementia Staging Instrument plus NACC Frontotemporal Lobar Degeneration Behavior & Language Domains (FTLD-CDR), Functional Assessment Scale, and Neuropsychiatric Inventory using regression models. Matching was also performed to address the imbalance between racial groups. Results: The final sample comprised 2478 individuals, of which 59 (2.4%) were Asian, 63 (2.5%) were Black, and 2356 (95.1%) were White. The mean (SD) age at initial visit was 65.3 (9.4) years and symptom duration at initial visit was 67.5 (35.6) months. Asian and Black individuals were considerably underrepresented, comprising a small percent of the sample. Black individuals had a higher degree of dementia severity on FTLD-CDR (ß = 0.64; SE = 0.24; P = .006) and FTLD-CDR sum of boxes (ß = 1.21; SE = 0.57; P = .03) and greater functional impairment (ß = 3.83; SE = 1.49; P = .01). There were no differences on FTLD-CDR and Functional Assessment Scale between Asian and White individuals. Black individuals were found to exhibit a higher frequency of delusions, agitation, and depression (delusions: odds ratio [OR], 2.18; 95% CI, 1.15-3.93; P = .01; agitation: OR, 1.73; 95% CI, 1.03-2.93; P = .04; depression: OR, 1.75; 95% CI, 1.05-2.92; P = .03). Asian individuals were found to exhibit a higher frequency of apathy (OR, 1.89; 95% CI, 1.09-3.78; P = .03), nighttime behaviors (OR, 1.72; 95% CI, 1.01-2.91; P = .04), and appetite/eating (OR, 1.99; 95% CI, 1.17-3.47; P = .01) compared to White individuals. Conclusions and Relevance: This exploratory study suggests there are racial disparities in dementia severity, functional impairment, and neuropsychiatric symptoms. Future work must address racial disparities and their underlying determinants as well as the lack of representation of racially minoritized individuals in nationally representative dementia registries.

Discussions About Goals of Care and Advance Care Planning Among Adolescents and Young Adults With Cancer Approaching the End of Life.

PURPOSE: Adolescents and young adults (AYAs) with cancer receive high rates of medically intensive measures at the end of life. This study aimed to characterize the prevalence and timing of conversations about goals of care and advance care planning among AYAs at the end of life as one potential influence on care received. METHODS: This was a review of electronic health data and medical records for 1,929 AYAs age 12-39 years who died after receiving care at one of three sites between 2003 and 2019, including documented conversations about goals of care and advance care planning, and care received. RESULTS: A majority of AYAs were female (54%) and White (61%); 12% were Asian, 8% Black, and 27% Hispanic. Most patients had documented discussions about prognosis (86%), goals of care (83%), palliative care (79%), hospice (79%), and preferred location of death (64%). When last documented goals of care were evaluated, 69% of patients wanted care focused on palliation; however, 29% of those with palliative goals spent time in the intensive care unit (ICU) in the last month of life, and 32% had multiple emergency room (ER) visits. When goals-of-care discussions happened earlier, >30 days before death, AYAs were less likely to receive chemotherapy in the last 14 days of life (P = .001), ICU care (P < .001), ER visits (P < .001), and hospitalizations in the last month (P < .001). CONCLUSION: High rates of medically intensive measures among AYAs near the end of life do not appear to be the result of a lack of discussions about goals of care and advance care planning. Although some interventions may be used to support palliative goals, earlier discussions have potential to reduce late-life intensive measures.

Patient, Caregiver, and Clinician Perspectives on Core Components of Therapeutic Alliance for Adolescents and Young Adults With Advanced Cancer: A Qualitative Study.

Importance: The patient-clinician therapeutic alliance is an important aspect of high-quality cancer care. However, components of the therapeutic alliance in adolescents and young adults (AYAs, aged 12-39 years) with cancer have not been defined. Objective: To identify components of and barriers to the therapeutic alliance between AYAs, caregivers, and clinicians from the perspective of all key stakeholders. Design, Setting, and Participants: In this qualitative study, semistructured in-depth interviews with patients, caregivers, and clinicians were conducted from 2018 to 2021 with no additional follow-up, with content analysis of resulting transcripts. Participants were recruited from Dana-Farber Cancer Institute, Kaiser Permanente Northern California, Kaiser Permanente Southern California, and an online cancer support community (Cactus Cancer Society). Eligible participants were English- or Spanish-speaking. Eligible patients were aged 12 to 39 years with stage IV or recurrent cancer. Eligible caregivers cared for an AYA living with advanced cancer or one who had died within 5 years. Eligible clinicians routinely provided care for AYAs with cancer. Main Outcomes and Measures: Perspectives on therapeutic alliance. Results: Interviews were conducted with 80 participants: 23 were patients (48% were female; 78% were White), 28 were caregivers (82% were female; 50% were White), and 29 were clinicians (69% were female; 45% were White). The mean (SD) age of patients was 29 (7.3) years. Interviews identified 6 components of therapeutic alliance: (1) compassion; (2) sense of connection; (3) clinician presence; (4) information sharing; (5) shared goals; and (6) individualization of care. While some domains were represented in prior models of therapeutic alliance, a unique domain was identified related to the need for individualization of the approach to care for AYA patients and their caregivers. Interviews also identified potential barriers to building the therapeutic alliance specific to the AYA population, including managing discordant needs between patients and caregivers and communication challenges at the end of life. Conclusions and Relevance: This study identified core components and barriers to building therapeutic alliance in the AYA advanced cancer population from the perspective of all the key stakeholders in the relationship. A novel component highlighting the need for individualization was identified. This model enables a deeper understanding of how to build therapeutic alliance in the AYA advanced cancer population, which may guide clinician training and facilitate improved care for this vulnerable population.

iCare4Me for FTD: A pilot randomized study to improve self-care in caregivers of persons with frontotemporal degeneration.

Introduction: A tremendous burden is placed on frontotemporal degeneration (FTD) caregivers who sacrifice their own self-care to manage the functional impairments of their loved one, contributing to high levels of stress and depression. Health coaching provides support for coping with stress while fostering self-care behaviors. We report on preliminary evidence for efficacy of a virtual health coach intervention aimed at increasing self-care. Methods: Thirty-one caregivers of persons with behavioral variant FTD (bvFTD) were assigned randomly to an intervention group, which included 10 coaching sessions over 6 months plus targeted health information or the control group receiving standard care augmented with the health information. Caregiver self-care (primary outcome), stress, depression, coping, and patient behavioral symptoms were collected at enrollment and 3 and 6 months. Change over time was evaluated between the intervention and control groups using linear mixed-effects models. Results: There was a significant group-by-time interaction for self-care monitoring (t58 = 2.37, p = 0.02 and self-care confidence (t58 = 2.32, p = 0.02) on the Self-Care Inventory, demonstrating that caregivers who received the intervention improved their self-care over time. Behavioral symptoms were reduced in bvFTD patients whose caregivers received the intervention (t54 = -2.15, p = 0.03). Discussion: This randomized controlled trial (RCT) shows promise for health coaching as a way to increase support that is urgently needed to reduce poor outcomes in FTD caregivers.

Quality Indicators for Adolescents and Young Adults With Advanced Cancer: A Modified Delphi Process With Patients, Family Members, and Clinicians.

CONTEXT: Quality measures have been devised for end-of-life care of older adults with cancer, but are lacking for adolescents and young adults (AYAs). OBJECTIVE: We previously conducted interviews with AYAs, family caregivers, and clinicians to identify priority domains for high quality care of AYAs with advanced cancer. The goal of this study was to use a modified Delphi process to form consensus around the highest priority quality indicators. METHODS: A modified Delphi process was conducted with 10 AYAs with recurrent or metastatic cancer, 11 family caregivers, and 29 multidisciplinary clinicians, using small group web conferences. Participants were asked to rate the importance of each of 41 potential quality indicators, rank the 10 most important, and engage in discussion to reconcile differences. RESULTS: Of 41 initial indicators, 34 were rated as highly important (rating seven, eight, or nine on a nine-point scale) by >70% of participants. The panel was unable to reach consensus around the 10 most important indicators. Instead, participants recommended retaining a larger set of indicators to reflect potential for different priorities across the population, resulting in a final set of 32 indicators. Recommended indicators broadly encompassed attention to physical symptoms; quality of life; psychosocial, and spiritual care; communication and decision-making; relationships with clinicians; care and treatment; and independence. CONCLUSION: A patient- and family-centered process for quality indicator development led to strong endorsement of multiple potential indicators by Delphi participants. Further validation and refinement will be performed using a survey of bereaved family members.

Rich and sparse figurative information in children's memory for colorful places.

The relation between perceptual and conceptual knowledge is a longstanding research question in developmental psychology. Here we tested children's dependence on figurative information with a reaction time/accuracy task. A sample of 151 children from 5 to 10 years were assessed from two multicultural and multiracial schools in the London (UK) boroughs City of London and Harrow. A quarter of children in both schools were eligible for free school meals (national average 18.5%). The same 3 × 3 grid with nine individually colored places and a uniform black star as placeholder was tested in three different retrieval conditions: (a) same array as during presentation, (b) one place at a time with placeholder, and (c) one place at a time without placeholder. In a (d) control condition, individual shapes were of the same color as the colorful places. Bayes Factor analyses showed a more unified response toward figurative placeholders in 5- to 6-year-olds. Independently of age, colorful places without a placeholder were hardest to remember. Places were better remembered when a placeholder was added and still better when the spatial context of the entire array was available. Yet unique shapes with distinctive contours and colors as placeholders optimized place memory the most. While place memory accuracy increased with age, reaction times did not become faster. Instead, latencies were longer, the more visual information was available in the retrieval array. A larger perceptual effect was caused by the dynamic where-delay interference task, the sparser the amount of visual information in the retrieval array. (PsycInfo Database Record (c) 2023 APA, all rights reserved).

"The simple life experiences that every other human gets": Desire for normalcy among adolescents and young adults with advanced cancer.

BACKGROUND: Adolescents and young adults (AYAs) with advanced cancer identify normalcy as an important component of quality end-of-life care. We sought to define domains of normalcy and identify ways in which clinicians facilitate or hinder normalcy during advanced cancer care. PROCEDURE: This was a secondary analysis of a qualitative study that aimed to identify priority domains for end-of-life care. Content analysis of semi-structured interviews among AYAs aged 12-39 years with advanced cancer, caregivers, and clinicians was used to evaluate transcripts. Coded excerpts were reviewed to identify themes related to normalcy. RESULTS: Participants included 23 AYAs with advanced cancer, 28 caregivers, and 29 clinicians. Participants identified five domains of normalcy including relationships, activities, career/school, milestones, and appearance. AYAs and caregivers identified that clinicians facilitate normalcy through exploration of these domains with AYAs, allowing flexibility in care plans, identification of short-term and long-term goals across normalcy domains, and recognizing losses of normalcy that occur during cancer care. CONCLUSIONS: AYAs with cancer experience multiple threats to normalcy during advanced cancer care. Clinicians can attend to normalcy and improve AYA quality of life by acknowledging these losses through ongoing discussions on how best to support domains of normalcy and by reinforcing AYA identities beyond a cancer diagnosis.

Using Machine Learning to Examine Suicidal Ideation After Traumatic Brain Injury: A Traumatic Brain Injury Model Systems National Database Study.

OBJECTIVE: The aim of the study was to predict suicidal ideation 1 yr after moderate to severe traumatic brain injury. DESIGN: This study used a cross-sectional design with data collected through the prospective, longitudinal Traumatic Brain Injury Model Systems network at hospitalization and 1 yr after injury. Participants who completed the Patient Health Questionnaire-9 suicide item at year 1 follow-up ( N = 4328) were included. RESULTS: A gradient boosting machine algorithm demonstrated the best performance in predicting suicidal ideation 1 yr after traumatic brain injury. Predictors were Patient Health Questionnaire-9 items (except suicidality), Generalized Anxiety Disorder-7 items, and a measure of heavy drinking. Results of the 10-fold cross-validation gradient boosting machine analysis indicated excellent classification performance with an area under the curve of 0.882. Sensitivity was 0.85 and specificity was 0.77. Accuracy was 0.78 (95% confidence interval, 0.77-0.79). Feature importance analyses revealed that depressed mood and guilt were the most important predictors of suicidal ideation, followed by anhedonia, concentration difficulties, and psychomotor disturbance. CONCLUSIONS: Overall, depression symptoms were most predictive of suicidal ideation. Despite the limited clinical impact of the present findings, machine learning has potential to improve prediction of suicidal behavior, leveraging electronic health record data, to identify individuals at greatest risk, thereby facilitating intervention and optimization of long-term outcomes after traumatic brain injury.

Rising early warning signals in affect associated with future changes in depression: a dynamical systems approach.

BACKGROUND: Predicting future states of psychopathology such as depressive episodes has been a hallmark initiative in mental health research. Dynamical systems theory has proposed that rises in certain 'early warning signals' (EWSs) in time-series data (e.g. auto-correlation, temporal variance, network connectivity) may precede impending changes in disorder severity. The current study investigates whether rises in these EWSs over time are associated with future changes in disorder severity among a group of patients with major depressive disorder (MDD). METHODS: Thirty-one patients with MDD completed the study, which consisted of daily smartphone-delivered surveys over 8 weeks. Daily positive and negative affect were collected for the time-series analyses. A rolling window approach was used to determine whether rises in auto-correlation of total affect, temporal standard deviation of total affect, and overall network connectivity in individual affect items were predictive of increases in depression symptoms. RESULTS: Results suggested that rises in auto-correlation were significantly associated with worsening in depression symptoms (r = 0.41, p = 0.02). Results indicated that neither rises in temporal standard deviation (r = -0.23, p = 0.23) nor in network connectivity (r = -0.12, p = 0.59) were associated with changes in depression symptoms. CONCLUSIONS: This study more rigorously examines whether rises in EWSs were associated with future depression symptoms in a larger group of patients with MDD. Results indicated that rises in auto-correlation were the only EWS that was associated with worsening future changes in depression.