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In the past decade, the healthcare industry has made significant advances in the digitization of patient information. However, a lack of interoperability among healthcare systems still imposes a high cost to patients, hospitals, and insurers. Currently, most systems pass messages using idiosyncratic messaging standards that require specialized knowledge to interpret. This increases the cost of systems integration and often puts more advanced uses of data out of reach. In this project, we demonstrate how two open standards, FHIR and RDF, can be combined both to integrate data from disparate sources in real time and make that data queryable and susceptible to automated inference. To validate the effectiveness of the semantic engine, we perform simulations of real-time data feeds and demonstrate how they can be combined and used by client-side applications with no knowledge of the underlying sources.

Background Serum creatinine and symmetric dimethylarginine (SDMA) are used as surrogate markers of glomerular filtration rate (GFR) in clinical practice. Data pertaining to the correlations between GFR, SDMA, and serum creatinine in client‐owned dogs are limited. Objectives To describe the relationship between GFR, SDMA, and serum creatinine in a population of client‐owned dogs, and to compare clinical utility of SDMA to GFR estimation for detecting pre‐azotemic chronic kidney disease. Animals Medical records of 119 dogs that had GFR estimation performed via serum iohexol clearance between 2012 and 2017. Methods Prospective study using archived samples. GFR, SDMA, and serum creatinine results were reviewed and submitting practices contacted for outcome data. All dogs included in the study population were non‐azotemic. Correlations between GFR, SDMA, and serum creatinine were determined by regression analysis. Sensitivity, specificity, and positive and negative likelihood ratios of different cutoffs for SDMA and serum creatinine for detecting decreased GFR were calculated, using a 95% confidence interval. Results Serum creatinine and SDMA were moderately correlated with GFR (R2 = 0.52 and 0.27, respectively, P < .0001) and with each other (R2 = 0.33, P < .0001). SDMA >14 μg/dL was sensitive (90%) but nonspecific (50%) for detecting a ≥40% decrease in GFR. Optimal SDMA concentration cutoff for detecting a ≥40% GFR decrease was >18 μg/dL (sensitivity 90%, specificity 83%). Conclusions and Clinical Importance In non‐azotemic dogs being screened for decreased renal function, using a cutoff of >18 μg/dL rather than >14 μg/dL increases the specificity of SDMA, without compromising sensitivity.

To compare local/metastatic disease progression and overall mortality rates in men with node-negative prostate cancer at radical prostatectomy (RP) that experience biochemical recurrence vs. persistence postoperatively and undergo salvage radiation therapy (sRT).Data on 760 men who participated in the RTOG 9601 trial were extracted using the NCTN data archive platform. Patients were stratified into biochemical recurrence (nadir-PSA ≤0.4 ng/ml) or persistence (nadir-PSA0.4 ng/ml) groups, based on the cut-off reported in the original trial. Inverse probability of treatment weighting (IPTW) methodology was utilized to minimize the baseline differences among groups. Competing-risk and Kaplan-Meier analyses estimated the impact of prostate-specific antigen (PSA) persistence vs. recurrence on local and metastatic disease progression and overall-mortality in the IPTW-adjusted model; a 2-sided P0.05 was considered significant.All patients received sRT, and about 50% of the patients in either group received concomitant antiandrogen therapy (P = 0.951). The median follow-up was 12 years. After IPTW, the 2 groups were well-matched with standardized mean differences ∼10%. In the IPTW-adjusted cohort, the 10-year local and metastatic disease occurrence rates were 3.2% vs. 1.4% (Gray's P = 0.0001) and 28.6% vs. 10.1% (Gray's P0.0001) in patients with persistent vs. recurrent PSA, respectively. Similarly, the 10-year overall-mortality rates were 24.9% vs. 11.9% (Log-rank P = 0.029), respectively.Patients with biochemical persistence after RP are approximately 2.5 times more likely to experience local/metastatic failure and death, compared to patients with biochemical recurrence after RP, despite equivalent sRT with/without antiandrogen therapy use. These data may facilitate patient counseling and shared treatment selection.