Recognition of Handwriting from Electromyography

Handwriting – one of the most important developments in human culture – is also a methodological tool in several scientific disciplines, most importantly handwriting recognition methods, graphology and medical diagnostics. Previous studies have relied largely on the analyses of handwritten traces or kinematic analysis of handwriting; whereas electromyographic (EMG) signals associated with handwriting have received little attention. Here we show for the first time, a method in which EMG signals generated by hand and forearm muscles during handwriting activity are reliably translated into both algorithm-generated handwriting traces and font characters using decoding algorithms. Our results demonstrate the feasibility of recreating handwriting solely from EMG signals – the finding that can be utilized in computer peripherals and myoelectric prosthetic devices. Moreover, this approach may provide a rapid and sensitive method for diagnosing a variety of neurogenerative diseases before other symptoms become clear

Is there a role for benzodiazepines in the management of lumbar disc prolapse with acute sciatica?

Patients with acute lumbar disc prolapse with sciatica who are not considered candidates for surgery are usually treated with physiotherapy and non-steroidal anti-inflammatory agents. Moreover, the treatment with benzodiazepines is common practice in the absence of class I or II level of evidence. Here we assessed the role of benzodiazepines in the conservative management of acute lumbar disc prolapse. Using a placebo-controlled, double-blinded design, 60 patients were randomized to receive placebo or diazepam in addition to mechanical physiotherapy and analgesics for the first 7 days of conservative treatment of clinically and radiologically confirmed lumbar disc prolapse. The primary objective was to evaluate if physiotherapy plus analgesics, but without benzodiazepines, is equivalent to the same therapy plus benzodiazepines. The primary endpoint was centralization of referred pain at day 7. Twenty-six female and 34 male patients were enrolled. The median age was 42 years (range 22-68 years). Analysis of the primary endpoint demonstrated equivalence between placebo and diazepam (median 60% vs. 50% reduction of distance of referred pain at day 7) within the predefined equivalence tolerance of 20% at a significance level of p<0.05. Regarding the secondary endpoints, the median duration of the stay in hospital was shorter in the placebo arm (8 vs. 10 days, p=0.008), and the probability of pain reduction on a visual analog scale by more than 50% was twice as high in placebo patients (p<0.0015). Benzodiazepines should not be used routinely in patients treated with mechanical physiotherapy for lumbar disc prolapse

Digital Microfluidic Platform to Maximize Diagnostic Tests with Low Sample Volumes from Newborns and Pediatric Patients

&ldquo;Children are not tiny adults&rdquo; is an adage commonly used in pediatrics to emphasize the fact that children often have different physiological responses to sickness and trauma compared to adults. However, despite widespread acceptance of this concept, diagnostic blood testing is an excellent example of clinical care that is not yet customized to the needs of children, especially newborns. Cumulative blood loss resulting from clinical testing does not typically impact critically ill adult patients, but can quickly escalate in children, leading to iatrogenic anemia and related comorbidities. Moreover, the tests prioritized for rapid, near-patient testing in adults are not always the most clinically relevant tests for children or newborns. This report describes the development of a digital microfluidic testing platform and associated clinical assays purposely curated to address current shortcomings in pediatric laboratory testing by using microliter volumes (&lt;50 &micro;L) of samples. The automated platform consists of a small instrument and single-use cartridges, which contain all reagents necessary to prepare the sample and perform the assay. Electrowetting technology is used to precisely manipulate nanoliter-sized droplets of samples and reagents inside the cartridge. To date, we have automated three disparate types of assays (biochemical assays, immunoassays, and molecular assays) on the platform and have developed over two dozen unique tests, each with important clinical application to newborns and pediatric patients. Cell lysis, plasma preparation, magnetic bead washing, thermocycling, incubation, and many other essential functions were all performed on the cartridge without any user intervention. The resulting assays demonstrate performance comparable to standard clinical laboratory assays and are economical due to the reduced hands-on effort required for each assay and lower overall reagent consumption. These capabilities allow a wide range of assays to be run simultaneously on the same cartridge using significantly reduced sample volumes with results in minutes

Biomechanical analysis of functional electrical stimulation on trunk musculature during wheelchair propulsion

Background. The objective of this study was to examine how surface electrical stimulation of trunk musculature influences the kinematic, kinetic, and metabolic characteristics, as well as shoulder muscle activity, during wheelchair propulsion. Methods. Eleven participants with spinal cord injury propelled their own wheelchairs on a dynamometer at a speed of 1.3 m/s for three 5-minute trials. During a propulsion trial, 1 of 3 stimulation levels (HIGH, LOW, and OFF) was randomly applied to the participantĝ€™s abdominal and back muscle groups with a surface functional electrical stimulation device. Propulsion kinetics, trunk kinematics, metabolic responses, and surface electromyographic (EMG) activity of 6 shoulder muscles were collected synchronously. Kinetic, kinematic, and EMG variables were recorded during 3 time intervals (30 seconds each) within a 5-minute trial. Metabolic variables were recorded through the entire 5-minute trial. Results. Participants with HIGH stimulation increased their gross mechanical efficiency (P =.05) during wheelchair propulsion. No differences were found in shoulder EMG activity, energy expenditure, and trunk motion between stimulation levels. Conclusion. Functional electrical stimulation on the trunk musculature has potential advantages in helping manual wheelchair users with spinal cord injury improve propulsion efficiency without placing additional demands on shoulder musculature