Deep Learned Segmentations of Inflammation for Novel 99mTc-maraciclatide Imaging of Rheumatoid Arthritis.

Rheumatoid arthritis (RA) is an autoimmune disease that causes joint pain, stiffness, and erosion. Power Doppler ultrasound and MRI are imaging modalities used in detecting and monitoring the disease, but they have limitations. 99mTc-maraciclatide gamma camera imaging is a novel technique that can detect joint inflammation at all sites in a single examination and has been shown to correlate with power Doppler ultrasound. In this work, we investigate if machine learning models can be used to automatically segment regions of normal, low, and highly inflamed tissue from 192 99mTc-maraciclatide scans of the hands and wrists from 48 patients. Two models were trained: a thresholding model that learns lower and upper threshold values and a neural-network-based nnU-Net model that uses a convolutional neural network (CNN). The nnU-Net model showed 0.94 ± 0.01, 0.51 ± 0.14, and 0.76 ± 0.16 modified Dice scores for segmenting the normal, low, and highly inflamed tissue, respectively, when compared to clinical segmented labels. This outperforms the thresholding model, which achieved modified Dice scores of 0.92 ± 0.01, 0.14 ± 0.07, and 0.35 ± 0.21, respectively. This is an important first step in developing artificial intelligence (AI) tools to assist clinicians' workflow in the use of this new radiopharmaceutical.

Determining the role of natural SARS-CoV-2 infection in the death of domestic pets: 10 cases (2020-2021).

OBJECTIVE: To establish a pathoepidemiological model to evaluate the role of SARS-CoV-2 infection in the first 10 companion animals that died while infected with SARS-CoV-2 in the US. ANIMALS: 10 cats and dogs that tested positive for SARS-CoV-2 and died or were euthanized in the US between March 2020 and January 2021. PROCEDURES: A standardized algorithm was developed to direct case investigations, determine the necessity of certain diagnostic procedures, and evaluate the role, if any, that SARS-CoV-2 infection played in the animals' course of disease and death. Using clinical and diagnostic information collected by state animal health officials, state public health veterinarians, and other state and local partners, this algorithm was applied to each animal case. RESULTS: SARS-CoV-2 was an incidental finding in 8 animals, was suspected to have contributed to the severity of clinical signs leading to euthanasia in 1 dog, and was the primary reason for death for 1 cat. CONCLUSIONS AND CLINICAL RELEVANCE: This report provides the global community with a standardized process for directing case investigations, determining the necessity of certain diagnostic procedures, and determining the clinical significance of SARS-CoV-2 infections in animals with fatal outcomes and provides evidence that SARS-CoV-2 can, in rare circumstances, cause or contribute to death in pets.

Bathing Habits in Emergency Department Patients with Cellulitis or Abscess Versus Controls.

OBJECTIVE: Cellulitis is a leading cause of emergency department (ED) visits, with more than 200 cases per 100,000 people per year. Although many risk factors have been identified, including edema, skin breakdown, and penetrance of the skin, there are few data available on whether personal hygiene habits (bathing and clean clothes) are associated with increased risk for soft tissue infection. Studies looking at chlorhexidine baths in the intensive care unit to prevent soft tissue infections have shown conflicting and limited efficacy. Our objective was to determine whether poor personal hygiene, as manifested in poor bathing habits, a lack of access to clean clothes, or frequent needle self-injections, are associated with cellulitis or abscesses. METHODS: The research is a cross-sectional cohort study of patients with either cellulitis, soft tissue abscess, or both (cases) versus a control group of patients with abdominal pain without prior surgeries in a large, urban ED in a convenience sampling. We asked about bathing habits, access to clean clothing, and skin breaks from intravenous (IV) drug use as risk factors. The two groups were compared using descriptive statistics, and a regression analysis was performed to determine the characteristics that are predictive of soft tissue infections. The study was powered at 0.8 to detect a 20% difference in adequate bathing habits with 100 per group. RESULTS: In an approximate 1-year study period, 108 cases were identified and compared with 104 abdominal pain controls selected at random from patients presenting to the same ED. In the cellulitis/abscess group the mean age was 47 and 81% were men, and in the control group the mean age was 45 and 39% were men. There were significantly more men in the cellulitis/abscess group (Diff 22%, 95% confidence interval [CI] 8-34, P < 0.01). Seventy percent (76 of 108) of cases versus 58% (80 of 104) of controls bathed daily (odds ratio [OR] 1.7, 95% CI 0.98-3.1, not significant). There was a significant difference between the two groups in laundry habits: 66% (71 of 108) of cases versus 42% (44 of 104) of controls did not have access to clean laundry daily (adjusted OR [AOR] 2.5, 95% CI 1.4-5.0, P < 0.01). The most profound and significant difference was noted between cases and controls regarding the use of IV drugs, in which 20 of 108 cases (19%) used IV drugs versus 3 of 104 controls (3%, P < 0.01). Finally, 35 of 108 (32%) of our cases had a history of infections, whereas only 5 of 104 (5%) of the controls had cellulitis or an abscess previously (P < 0.01). On regression analysis significant predictors of soft tissue infection were history of skin infection (AOR 7.0) and not cleaning clothes daily (AOR 2.5). CONCLUSIONS: There was no significant difference in bathing habits, but there was a significant difference in laundry habits between the case and control groups. Our study further confirms that IV drug use is a risk factor for cellulitis and no access to clean clothes daily was significantly related to the development of cellulitis. Failing to obtain daily showers was not associated with an increase in infection.

Easing the transition to secondary education for children with autism spectrum disorder: An evaluation of the Systemic Transition in Education Programme for Autism Spectrum Disorder (STEP-ASD).

In mainstream education, the transition from primary to secondary school ('school transition') is difficult for children with autism spectrum disorder, being marked by high levels of emotional and behavioural difficulties. The Systemic Transition in Education Programme for Autism Spectrum Disorder (STEP-ASD) is a new, manualised school transition intervention. We investigated its feasibility and efficacy for children diagnosed with autism spectrum disorder (N = 37; mean age = 11.47 years; mean IQ = 85.24) using an unblinded, non-randomised, controlled design. Teachers found the intervention feasible and acceptable. Children receiving STEP-ASD (n = 17) showed a large (Cohen's d = 0.88) reduction in school-reported emotional and behavioural difficulties, whereas controls (n = 20) showed a slight increase (d = -0.1) (p = 0.010). These encouraging findings suggest the value of STEP-ASD as a low-intensity intervention for reducing problem behaviours and distress in children with autism spectrum disorder as they transition to mainstream secondary school.

Journal club for faculty or residents: a model for lifelong learning and maintenance of certification.

The journal club offers a model for lifelong learning and maintenance of certification (MOC) for residents and faculty staff. First, it sharpens participants' critical appraisal skills by providing a space to discuss relevant medical literature. Second, it motivates participants to seek new medical literature on their own using technology. Our model sets forth a four-year journal club curriculum that could be used as one continuous curriculum or in bits and pieces. In the first year, the focus is teaching residents how to read an article. The second year focuses on what is of interests to the reader. The third year applies the resident's appraisal skills to assigned articles to test whether they can determine which have reliable and valid findings and which are flawed. In the fourth year residents are asked to distinguish whether articles are well researched and referenced. Our model also motivates participants to read articles in faculty journal clubs throughout their career. In most academic settings category 1 continuing medical education (CME) credits can be awarded so journal club can have the added benefit of satisfying maintenance of certification CME credits. From journal club both residents and faculty can learn what is new and learn to apply this new information in their practice. Finally, because technology creates an overabundance of relevant medical literature, participants using our model can develop strong critical appraisal skills and methods for organizing the information they find that make this information readily available for future use and retrieval.

Residential carbon monoxide alarm prevalence and ordinance awareness.

OBJECTIVE: Unintentional carbon monoxide (CO) poisoning is a leading cause of poisoning in the United States. Most poisoning cases occur in residential settings and a working CO alarm may prevent many of these events. The use of a CO alarm is mandated in many parts of the country; however, little is known about the compliance and adoption of such ordinances at the population level. This study determined the prevalence of residential CO alarm and awareness of a 2001 CO alarm ordinance in Mecklenburg County, North Carolina in 2009. METHODS: A random sample of households stratified by housing type (eg, single-family homes, multifamily homes) was included in a cross-sectional survey conducted. One adult respondent from each household was administered a questionnaire that included information on sociodemographic and household characteristics, presence of a CO alarm, and CO alarm ordinance awareness. Data were analyzed using multivariate stratified conditional logistic regression. RESULTS: Among 214 participating households (response rate, 23.4%), 145 (67.8%) reported having a working CO alarm and 79 (36.9%) of the respondents were aware of the CO alarm ordinance. Respondents who were aware of the ordinance had 9 times higher odds (95% confidence interval, 3.3-25.9) of having a CO alarm than those who were unaware. Also, households with an attached garage had more than 2 times higher odds (95% confidence interval, 1.0-6.2) of having a CO alarm than those without an attached garage. Awareness of the CO alarm ordinance was not associated with any sociodemographic (eg, age, sex, race, education, income) or household (eg, home ownership, home construction year) characteristics. CONCLUSIONS: Carbon monoxide alarm prevalence in Mecklenburg County households was higher than the national average and was associated with CO alarm ordinance awareness. Public health efforts might benefit from regulations aimed at population-level adoption of preventive health behaviors.