Comparison of speed-accuracy tradeoff between linear and nonlinear filtering algorithms for myocontrol.

Nonlinear Bayesian filtering of surface electromyography (EMG) can provide a stable output signal with little delay and the ability to change rapidly, making it a potential control input for prosthetic or communication devices. We hypothesized that myocontrol follows Fitts' Law, and that Bayesian filtered EMG would improve movement times and success rates when compared with linearly filtered EMG. We tested the two filters using a Fitts' Law speed-accuracy paradigm in a one-muscle myocontrol task with EMG captured from the dominant first dorsal interosseous muscle. Cursor position in one dimension was proportional to EMG. Six indices of difficulty were tested, varying the target size and distance. We examined two performance measures: movement time (MT) and success rate. The filter had a significant effect on both MT and success. MT followed Fitts' Law and the speed-accuracy relationship exhibited a significantly higher channel capacity when using the Bayesian filter. Subjects seemed to be less cautious using the Bayesian filter due to its lower error rate and smoother control. These findings suggest that Bayesian filtering may be a useful component for myoelectrically controlled prosthetics or communication devices. NEW & NOTEWORTHY Whereas previous work has focused on assessing the Bayesian algorithm as a signal processing algorithm for EMG, this study assesses the use of the Bayesian algorithm for online EMG control. In other words, the subjects see the output of the filter and can adapt their own behavior to use the filter optimally as a tool. This study compares how subjects adapt EMG behavior using the Bayesian algorithm vs. a linear algorithm.

Anterior versus Posterior Ventricular Catheter Placement in Pediatric Patients: A Systematic Review and Meta-Analysis.

BACKGROUND: Ventriculoperitoneal shunt placement is the mainstay of treatment for hydrocephalus, but there are relatively high rates of malfunction. Shunt catheter entry can be performed anteriorly or posteriorly, with the body of evidence from randomized controlled trials and retrospective studies suggesting conflicting findings. METHODS: A systematic review of PubMed, Medline, Scopus, and Web of Science was performed adherent to PRISMA guidelines, searching for clinical studies examining outcomes for anterior or frontal and posterior or occipital ventriculoperitoneal shunt placement. A random-effects model meta-analysis was performed on R. RESULTS: Six studies (2 randomized controlled trials and 4 retrospective cohort studies) comprising 1808 patients were identified. There were no statistically significant differences between anterior and posterior ventriculoperitoneal shunt placement for the outcomes of poor catheter placement (odds ratio [OR], 0.74; P = 0.6) and shunt infections (OR, 1.01; P = 0.9). Posterior shunts trended toward greater number of shunt revisions (OR, 0.72; P = 0.06). Six and 12 months shunt survival was comparable between anterior and posterior approaches (P > 0.05). There were significant differences between long-term shunt survival (2 and 5 years shunt survival), favoring anterior shunt placement with greater odds of survival (OR, 1.91 and OR, 1.62, respectively; P < 0.05). CONCLUSIONS: We show that although anteriorly and posteriorly placed shunts have mostly comparable outcomes, shunt survival at 2-year and 5-year intervals favors anteriorly placed shunts. Additional well-designed clinical trials are needed to validate the findings of greater late shunt failure in posteriorly placed shunts, with more time-dependent statistical measures.

Developmental changes of the central sulcus morphology in young children.

The human brain grows rapidly in early childhood, reaching 95% of its final volume by age 6. Understanding brain growth in childhood is important both to answer neuroscience questions about anatomical changes in development, and as a comparison metric for neurological disorders. Metrics for neuroanatomical development including cortical measures pertaining to the sulci can be instrumental in early diagnosis, monitoring, and intervention for neurological diseases. In this paper, we examine the development of the central sulcus in children aged 12-60 months from structural magnetic resonance images. The central sulcus is one of the earliest sulci to develop at the fetal stage and is implicated in diseases such as Attention Deficit Hyperactive Disorder and Williams syndrome. We investigate the relationship between the changes in the depth of the central sulcus with respect to age. In our results, we observed a pattern of depth present early on, that had been previously observed in adults. Results also reveal the presence of a rightward depth asymmetry at 12 months of age at a location related to orofacial movements. That asymmetry disappears gradually, mostly between 12 and 24 months, and we suggest that it is related to the development of language skills.

Gut microbial and metabolomic profiles after fecal microbiota transplantation in pediatric ulcerative colitis patients.

Ulcerative colitis is a chronic inflammatory disease of the colon that carries a significant disease burden in children. Therefore, new therapeutic approaches are being explored to help children living with this disease. Fecal microbiota transplantation (FMT) has been successful in some children with ulcerative colitis. However, the mechanism of its therapeutic effect in this patient population is not well understood. To characterize changes in gut microbial and metabolomic profiles after FMT, we performed 16S rRNA gene sequencing, shotgun metagenomic sequencing, virome analysis and untargeted metabolomics by gas chromatography-time of flight-mass spectrometry on stool samples collected before and after FMT from four children with ulcerative colitis who responded to this treatment. Alpha diversity of the gut microbiota increased after intervention, with species richness rising from 251 (S.D. 125) to 358 (S.D. 27). In responders, the mean relative abundance of bacteria in the class Clostridia shifted toward donor levels, increasing from 33% (S.D. 11%) to 54% (S.D. 16%). Patient metabolomic and viromic profiles exhibited a similar but less pronounced shift toward donor profiles after FMT. The fecal concentrations of several metabolites were altered after FMT, correlating with clinical improvement. Larger studies using a similar multi-omics approach may suggest novel strategies for the treatment of pediatric ulcerative colitis.