A new approach to integrating patient-generated data with expert knowledge for personalized goal setting: A pilot study.

INTRODUCTION: Self-monitoring technologies produce patient-generated data that could be leveraged to personalize nutritional goal setting to improve population health; however, most computational approaches are limited when applied to individual-level personalization with sparse and irregular self-monitoring data. We applied informatics methods from expert suggestion systems to a challenging clinical problem: generating personalized nutrition goals from patient-generated diet and blood glucose data. MATERIALS AND METHODS: We applied qualitative process coding and decision tree modeling to understand how registered dietitians translate patient-generated data into recommendations for dietary self-management of diabetes (i.e., knowledge model). We encoded this process in a set of functions that take diet and blood glucose data as an input and output diet recommendations (i.e., inference engine). Dietitians assessed face validity. Using four patient datasets, we compared our inference engine's output to clinical narratives and gold standards developed by expert clinicians. RESULTS: To dietitians, the knowledge model represented how recommendations from patient data are made. Inference engine recommendations were 63 % consistent with the gold standard (range = 42 %-75 %) and 74 % consistent with narrative clinical observations (range = 63 %-83 %). DISCUSSION: Qualitative modeling and automating how dietitians reason over patient data resulted in a knowledge model representing clinical knowledge. However, our knowledge model was less consistent with gold standard than narrative clinical recommendations, raising questions about how best to evaluate approaches that integrate patient-generated data with expert knowledge. CONCLUSION: New informatics approaches that integrate data-driven methods with expert decision making for personalized goal setting, such as the knowledge base and inference engine presented here, demonstrate the potential to extend the reach of patient-generated data by synthesizing it with clinical knowledge. However, important questions remain about the strengths and weaknesses of computer algorithms developed to discern signal from patient-generated data compared to human experts.

Myofibroblastoma of the breast in postmenopausal women: Two case reports with imaging findings and review of the literature.

Myofibroblastoma is a rare benign mesenchymal tumor of the breast, which tends to affect postmenopausal women and older men. It usually presents as a unilateral, well-circumscribed, firm, nontender, and freely mobile mass. We report two cases of myofibroblastoma in postmenopausal women with the imaging findings of mammography, ultrasonography, computed tomography, 18 F-Fluorodeoxyglucose-positron emission tomography computed tomography, and pathologic findings and review the relevant literature.

Utilization Rate of Helicobacter pylori Immunohistochemistry Is Not Associated With the Diagnostic Rate of Helicobacter pylori Infection.

BACKGROUND: Utilization rates of immunohistochemistry (IHC) for the diagnosis of Helicobacter pylori infection may vary by laboratory and/or pathologists. IHC for H. pylori is not performed routinely in our practice. Instead, it is used in selected cases at the pathologists' discretion (and according to their specific criteria). The purpose of this study was to determine if IHC utilization rates correlated with rates of detecting H. pylori infection. MATERIALS AND METHODS: We searched our records and investigated all gastric biopsies for 1 calendar year. H. pylori diagnostic rate and IHC utilization rate was calculated for each pathologist. RESULTS: Overall, the rate of diagnosis was 12.1% and the IHC utilization rate was 45.2%. Individual pathologists had H. pylori diagnostic rates ranging from 3.6% to 34.1% (median: 11.1%) and IHC utilization ranging from 17.1% to 95.2% (median: 42.2%). The rate of detection of H. pylori infection among pathologists showed no significant correlation with rates of IHC utilization (Pearson coefficient=0.121). CONCLUSIONS: Increasing use of IHC is not independently associated with the diagnostic rate of infection. Ultimately, if we assume that the case mix was similar for each pathologist, it suggests that more liberal criteria to order IHC does not result in more infections diagnosed.

Low-Flow Arterialized Venous Malformations of the Orbit.

PURPOSE: Orbital vascular malformations are classified by their hemodynamic properties, either high or low flow. Low-flow lesions may be simple venous, lymphatic, or combined lymphaticovenous malformations. The authors report a series of cases in which predominantly low flow, venous lesions were unexpectedly noted to have arterial feeders. METHODS: A retrospective chart review of patients identified by the authors as having orbital varices with arterial components was conducted. The authors identified 7 such cases. After careful review, 2 cases were excluded due to inconclusive neuroradiographic findings. The authors review the clinical, radiologic, histopathologic, and surgical information from the remaining 5 cases and discuss their clinical significance. RESULTS: All 5 cases were most consistent with variceal lesions: 3 as clinically distensible lesions and 2 as thrombosed lesions. Additional arterial feeder vessels were noted by angiography (3) or intraoperative visualization (2). The arterial contribution varied from faint vessels to distinct branches of the ophthalmic artery. Ages ranged from 13 to 61 years without predilection for gender. Treatments consisted of excision, embolization, and observation. Two poignant cases are highlighted: the first illustrating that an angiogram in isolation of its clinical picture can be misleading and result in treatment intervention with undue risk, and the second illustrating that inadequate treatment of unrecognized arterial components may contribute to recurrences. CONCLUSIONS: Low-flow orbital variceal lesions may have less prominent, arterial components. This type of combined arterialized venous malformation is largely unrecognized in the ophthalmic literature. Correct identification of these lesions is critical in providing safe, effective, and durable treatment.

Work-related open-globe injuries: demographics and clinical characteristics.

PURPOSE: To describe the demographics and clinical characteristics of work-related open-globe injuries (OGIs) at a level I trauma center over a 10-year period. METHODS: Retrospective series. RESULTS: A total of 183 eyes with work-related OGIs were identified. The majority of injuries occurred in men (96.7%). The anatomic site of the wound was zone 1 in 107 eyes (72.3%). The most common cause was nail gun use (47.0%). The types of OGI included 32 ruptures (17.5%), 112 penetrating injuries (61.2%), 38 intraocular foreign bodies (IOFB) (20.8%), and 1 mixed rupture/IOFB injury (0.5%). Presenting visual acuity (VA) was worse than 20/200 in 112 eyes (65.9%) and no light perception (NLP) in 10 eyes (5.8%). Final VA worse than 20/200 occurred in 64 eyes (37.2%); 11 eyes underwent enucleation. In comparison to non-work-related OGIs (420 eyes), we found significant differences in types and zones of injury, initial and final mean VA, enucleation rate, incidence of cataracts, hyphema, retinal detachment, hemorrhagic choroidals, and afferent pupillary defect (APD). Using multivariate analysis, significant prognostic factors for a final VA of NLP were zone 3 injury, rupture injury, and initial VA of NLP. Risk factors for enucleation included zone 3 injury, APD, and endophthalmitis. CONCLUSIONS: Work-related injuries were noted to have a much higher incidence of IOFBs and cataracts compared to non-work-related OGIs. Zone 3 injuries, rupture injuries, and a presenting VA of NLP were found to be significant predictors for a final VA of NLP. Zone 3 injury, APD, and endophthalmitis were found to be significant predictors for enucleation.

Open globe ocular trauma: functional outcome of eyes with no light perception at initial presentation.

PURPOSE: To evaluate characteristics and prognostic factors for functional success in eyes that present with no light perception (NLP) after open globe trauma. METHODS: The medical records of all subjects presenting to a single university referral center with visual acuity (VA) of NLP after sustaining an open globe eye injury from January 1, 2001, through June 30, 2010, were retrospectively analyzed to determine epidemiologic and clinical factors associated with visual outcomes. RESULTS: Of the 73 NLP eyes (73 patients) that underwent primary repair and were included in the study, final VA was 20/100 in 1 eye (1%), counting fingers in 2 eyes (3%), hand motion in 9 eyes (12%), light perception in 5 eyes (7%), and NLP in 56 eyes (77%). Recovery of some vision on postoperative Day 1, pars plana vitrectomy operation, and Zone 2 injury were significantly associated with an improvement in final VA. Zone 3 injuries were the most likely to result in NLP final VA, although this difference was not statistically significant. CONCLUSION: Visual recovery to light perception or better on postoperative Day 1 increases the likelihood of having a long-term improvement in VA. Pars plana vitrectomy may be beneficial in such eyes if posterior segment abnormalities are noted.

Twelve-year review of pediatric traumatic open globe injuries in an urban U.S. population.

PURPOSE: To evaluate the epidemiology, anatomical characteristics, and clinical outcomes of pediatric traumatic open globe injuries and to compare the observed final visual acuity to the expected visual acuity as predicted by the Ocular Trauma Score (OTS). METHODS: Retrospective chart review of 89 pediatric patients (89 eyes) with open globe injury presenting between 1997 and 2008. RESULTS: Sixty-five patients (73%) were male, average age was 9.7 years, and mean follow-up was 22.6 months. The most common causes of trauma were: accidents (79%), violence (10%), and motor vehicle accidents (9%). Penetrating ocular injury was the most common trauma (54%), followed by blunt rupture (34%). Zone 1 injuries represented 49% of cases, and zones 2 and 3 represented 29% and 21%, respectively. No patient developed endophthalmitis. The average presenting and final visual acuities were logarithm of the minimum angle of resolution 1.927 and 1.401, respectively. Lens trauma was noted in 44 (49%) eyes. Twenty-eight patients (31%) had retinal detachment within 6 months of presentation. Total retinal attachment was achieved in 12 (63%) of 19 eyes undergoing repair. Enucleation was performed in 9 (10%) patients. Final visual acuities were not statistically different from visual acuities predicted by OTS (P > .05). CONCLUSIONS: The visual prognosis in pediatric open globe injury is poor. The zone of injury may correlate with poor final visual acuity, risk of retinal detachment, and subsequent need for an enucleation. The final predicted visual acuity correlated well with the observed final visual acuity in these patients.