Comparison of open-source software for producing directed acyclic graphs.

Many software packages have been developed to assist researchers in drawing directed acyclic graphs (DAGs), each with unique functionality and usability. We examine five of the most common software to generate DAGs: TikZ, DAGitty, ggdag, dagR, and igraph. For each package, we provide a general description of its background, analysis and visualization capabilities, and user-friendliness. Additionally in order to compare packages, we produce two DAGs in each software, the first featuring a simple confounding structure, while the second includes a more complex structure with three confounders and a mediator. We provide recommendations for when to use each software depending on the user's needs.

Testing unit root non-stationarity in the presence of missing data in univariate time series of mobile health studies.

The use of digital devices to collect data in mobile health studies introduces a novel application of time series methods, with the constraint of potential data missing at random or missing not at random (MNAR). In time-series analysis, testing for stationarity is an important preliminary step to inform appropriate subsequent analyses. The Dickey-Fuller test evaluates the null hypothesis of unit root non-stationarity, under no missing data. Beyond recommendations under data missing completely at random for complete case analysis or last observation carry forward imputation, researchers have not extended unit root non-stationarity testing to more complex missing data mechanisms. Multiple imputation with chained equations, Kalman smoothing imputation, and linear interpolation have also been used for time-series data, however such methods impose constraints on the autocorrelation structure and impact unit root testing. We propose maximum likelihood estimation and multiple imputation using state space model approaches to adapt the augmented Dickey-Fuller test to a context with missing data. We further develop sensitivity analyses to examine the impact of MNAR data. We evaluate the performance of existing and proposed methods across missing mechanisms in extensive simulations and in their application to a multi-year smartphone study of bipolar patients.

Adult correlates of adverse childhood experiences in Ukraine.

BACKGROUND: The impact of adverse childhood experiences (ACEs) on adult life outcomes is well-documented by a considerable body of research. This study investigates the relationship between ACEs and both physical and mental health outcomes in a nationally representative sample of Ukrainian adults. OBJECTIVE: The aim of this study was to analyze whether ACEs are associated with lifetime physical and mental health outcomes in a nationally representative sample of Ukrainian adults. Participants and Setting In 2002, the World Mental Health Composite International Diagnostic Interview (WMH-CIDI) was administered to a national probability sample of Ukrainian adults (n = 4725). METHODS: Associations between ACEs and later life physical and mental health outcomes are examined using logistic regression models. RESULTS: ACEs were significantly correlated with poor later life mental and physical health. Participants with three or more ACEs were most likely to have chronic pain, cardiovascular disease, other disease, depressive disorders, anxiety disorders, substance abuse disorders, and all disability metrics analyzed. Adjusted odds ratios for these models ranged from 1.80 to 3.81. Additionally, we found a large association between the number of ACES and later negative health outcomes. CONCLUSIONS: Our results indicate that in Ukraine, ACEs have a strong negative effect on later life mental and physical health. Further research is needed to explore specific ACEs and examine potential mediators such as social support in the relationship between ACEs and health outcomes.

Transient Broca's aphasia as feature of an extradural abscess.

Diagnosis of extradural abscesses can be difficult and is often delayed. The case is presented of a 13-year-old girl who was afebrile and had episodes of expressive aphasia, with maintenance of awareness and understanding, lasting for 2-3 minutes and with normal neurologic examination in between. She was found to have a left frontal extradural abscess overlying the region of Broca's area (Brodmann area 44/45) on magnetic resonance imaging. An electroencephalogram showed continuous delta activity in the left frontotemporal region. She made a full recovery after surgical evacuation of pus, which upon culture grew Streptococcus milleri. The possible cause of transient aphasia in this condition is pressure-induced or inflammatory mediator-induced ischemia, with or without associated focal seizures.