Adherence to oral migraine-preventive medications among patients with chronic migraine

BACKGROUND

Chronic migraine (CM) is a disabling disorder characterized by ≥15 headache days per month that has been shown to significantly reduce quality of life. Migraine-prevention guidelines recommend preventive medications as the standard of care for patients with frequent migraine. The aim of this study was to assess adherence to 14 commonly prescribed oral migraine-preventive medications (OMPMs) among patients with CM.

METHODS

Retrospective claims analysis of a US claim database (Truven MarketScan® Databases) was queried to identify patients who were at least 18 years old, diagnosed with CM, and initiated an OMPM (antidepressants, beta blockers, or anticonvulsants) between January 1, 2008 and September 30, 2012. Medication possession ratios (MPR) and proportion of days covered (PDC) were calculated for each patient. A cutoff of ≥80% was used to classify adherence. The odds of adherence between OMPMs were compared using logistic regression models.

RESULTS

Of the 75,870 patients identified with CM, 8688 met the inclusion/exclusion criteria. Adherence ranged between 26% to 29% at six months and 17% to 20% at 12 months depending on the calculation used to classify adherence (PDC and MPR, respectively). Adherence among the 14 OMPMs was similar except for amitriptyline, nortriptyline, gabapentin, and divalproex, which had significantly lower odds of adherence when compared to topiramate.

CONCLUSION

Adherence to OMPMs is low among the US CM population at six months and worsens by 12 months.

Revised trauma scoring system to predict in-hospital mortality in the emergency department: Glasgow Coma Scale, Age, and Systolic Blood Pressure score

INTRODUCTION

Our aim in this study was to assess whether the new Glasgow Coma Scale, Age, and Systolic Blood Pressure (GAP) scoring system, which is a modification of the Mechanism, Glasgow Coma Scale, Age, and Arterial Pressure (MGAP) scoring system, better predicts in-hospital mortality and can be applied more easily than previous trauma scores among trauma patients in the emergency department (ED).

METHODS

This multicenter, prospective, observational study was conducted to analyze readily available variables in the ED, which are associated with mortality rates among trauma patients. The data used in this study were derived from the Japan Trauma Data Bank (JTDB), which consists of 114 major emergency hospitals in Japan. A total of 35,732 trauma patients in the JTDB from 2004 to 2009 who were 15 years of age or older were eligible for inclusion in the study. Of these patients, 27,154 (76%) with complete sets of important data (patient age, Glasgow Coma Scale (GCS) score, systolic blood pressure (SBP), respiratory rate and Injury Severity Score (ISS)) were included in our analysis. We calculated weight for the predictors of the GAP scores on the basis of the records of 13,463 trauma patients in a derivation data set determined by using logistic regression. Scores derived from four existing scoring systems (Revised Trauma Score, Triage Revised Trauma Score, Trauma and Injury Severity Score and MGAP score) were calibrated using logistic regression models that fit in the derivation set. The GAP scoring system was compared to the calibrated scoring systems with data from a total of 13,691 patients in a validation data set using c-statistics and reclassification tables with three defined risk groups based on a previous publication: low risk (mortality < 5%), intermediate risk, and high risk (mortality > 50%).

RESULTS

Calculated GAP scores involved GCS score (from three to fifteen points), patient age < 60 years (three points) and SBP (> 120 mmHg, six points; 60 to 120 mmHg, four points). The c-statistics for the GAP scores (0.933 for long-term mortality and 0.965 for short-term mortality) were better than or comparable to the trauma scores calculated using other scales. Compared with existing instruments, our reclassification tables show that the GAP scoring system reclassified all patients except one in the correct direction. In most cases, the observed incidence of death in patients who were reclassified matched what would have been predicted by the GAP scoring system.

CONCLUSIONS

The GAP scoring system can predict in-hospital mortality more accurately than the previously developed trauma scoring systems.

Identifying neck and back pain in administrative data: defining the right cohort

STUDY DESIGN

We reviewed existing methods for identifying patients with neck and back pain in administrative data. We compared these methods using data from the Department of Veterans Affairs.

OBJECTIVE

To answer the following questions: (1) what diagnosis codes should be used to identify patients with neck pain and back pain in administrative data; (2) because the majority of complaints are characterized as nonspecific or mechanical, what diagnosis codes should be used to identify patients with nonspecific or mechanical problems in administrative data; and (3) what procedure and surgical codes should be used to identify patients who have undergone a surgical procedure on the neck or back.

SUMMARY OF BACKGROUND DATA

Musculoskeletal neck and back pain are pervasive problems, associated with chronic pain, disability, and high rates of health care utilization. Administrative data have been widely used in formative research, which has largely relied on the original work of Volinn, Cherkin, Deyo, and Einstadter and the Back Pain Patient Outcomes Assessment Team first published in 1992. Significant variation in reports of incidence, prevalence, and morbidity associated with these problems may be due to nonstandard or conflicting methods to define study cohorts.

METHODS

A literature review produced 7 methods for identifying neck and back pain in administrative data. These code lists were used to search Veterans Health Administration data for patients with back and neck problems, and to further categorize each case by spinal segment involved, as nonspecific/mechanical and as surgical or not.

RESULTS

There is considerable overlap in most algorithms. However, gaps persist.

CONCLUSION

Gaps are evident in existing methods and a new framework to identify patients with neck pain and back pain in administrative data is proposed.

Impact of active monitoring on lithium management in Norfolk

BACKGROUND

Lithium has been used in the fields of rheumatology and psychiatry since the 1800s and it is now generally considered to be a gold standard treatment for bipolar disorders. However, lithium is known to have significant side effects and requires close serum level monitoring to ensure levels remain within the therapeutic range to minimize the risk of serious adverse effects or toxicity. This article reviews the monitoring of lithium and reports on the implementation of a regional lithium register and database within Norfolk.

METHODS

Recorded blood results from the Norfolk lithium database were extracted for the first full year of operation across the region, 2005/6, and from the most recent full year 2011/12. The number of lithium monitoring tests, U&Es and thyroid function tests conducted on all people registered on the database were compared between the two sample years.

RESULTS

In 2005/6 there were a significant number of people not receiving the recommended number of four or more serum lithium test per year (68.3%) and the majority of people had two or three tests (62%). By 2011/12 this had noticeably increased with the majority of patients having four or more tests per year (68.5%) and the number having only two or three tests reducing dramatically (26.4%).

CONCLUSION

Improved rates of lithium testing and monitoring have been demonstrated since the introduction of the Norfolk database helping to achieve national targets. Consequently, the chances of adverse events from insufficient monitoring have been minimized.

Status of cardiovascular surgery in Japan between 2017 and 2018: A report based on the Japan Cardiovascular Surgery Database. 3. Valvular heart surgery

OBJECTIVES

We aimed to present data regarding the current status and trends of valvular heart surgeries in Japan from the Japan Cardiovascular Surgery Database for the 2017-2018.

METHODS

We extracted data on cardiac valve surgeries performed in 2017 and 2018 from the Japan Cardiovascular Surgery Database. We determined the trend in the number of aortic valve replacement procedures from 2013 to 2018. The operative mortality rates were calculated for representative valve procedures stratified by age group. Data regarding minimally invasive procedures and transcatheter aortic valve replacement in the Japan Cardiovascular Surgery Database are also presented.

RESULTS

In conjunction with the dramatic increase in the number of transcatheter aortic valve replacements in 2017 and 2018, surgical aortic valve replacement also increased from 26,054 to 28,202. The operative mortality rate in first-time valve procedures was 1.8% in isolated aortic valve replacement, 0.9% in isolated mitral valve repair, and 8.2% and 4.6% in mitral valve replacement with biological prostheses and with mechanical prostheses, respectively. Regarding minimally invasive procedures, 30.8% of first-time isolated mitral valve plasty procedures were performed by a right thoracotomy. Although patients who underwent surgery by a right thoracotomy had better clinical outcomes, it was also apparent that patients who underwent surgery by a right thoracotomy had lower operative risk profiles. The overall mortality rates after transcatheter aortic valve replacement and surgical aortic valve replacement were 1.5% and 1.8%, respectively.

CONCLUSION

We have reported benchmark data on heart valve surgery in 2017 and 2018 from the Japan Cardiovascular Surgery Database.

A Critical Analysis of Medicare Claims for Otolaryngology Procedures

OBJECTIVE

This study was performed to outline and analyze the overall Medicare landscape with respect to otolaryngologists and beneficiaries, services, and reimbursements.

METHODS

This is a retrospective analysis of publicly available Medicare utilization and payment data for all otolaryngologists in facility and nonfacility practice settings who provided services to Medicare beneficiaries between January 1, 2012, and December 31, 2016.

RESULTS

In 2016, a total of $701,195,375 was distributed to 8572 otolaryngology physician providers for 815 unique Healthcare Common Procedure Coding System codes for 13,942,536 procedure claims. Of specialty care, otolaryngology ranks 20th among 54 subspecialties for total Medicare payments. The average number of services coded per provider was 1627. The average otolaryngologist was paid $81,800.67. Thirty-two percent of otolaryngologists did not receive reimbursement for services from Medicare in 2016.

DISCUSSION

In 2016, the most significant contributors to Medicare payments to otolaryngologists were large-scale, low-cost events that are relatively short procedures done in clinic. Utilization of nasal endoscopy was up trending from 2012 to 2016. Some of the Current Procedural Terminology codes with the greatest discrepancies between submitted charge and Medicare payment among nonfacility otolaryngology providers are more involved than simple office procedures.

IMPLICATIONS FOR PRACTICE

It is increasingly valuable for physicians to know factors that affect reimbursement for procedures and operations in different settings and to be aware of the trends in variation in their specialty. Otolaryngologists should communicate with policy makers in efforts toward sustainable reimbursement models.

Interventional differences among Huntington's disease patients by disease progression in commercial and medicaid populations

BACKGROUND

Huntington's disease (HD) is a progressive neurodegenerative disease that spans distinct disease stages over 15-20 years. Various interventions are available which may allow patients to live outside of a nursing home for a longer time. However, little is known about use of these interventions by disease stage and by insurance type.

OBJECTIVE

We compared use of interventions among early, middle and late stages of HD in commercial (C) and Medicaid (M) health insurance populations.

METHODS

HD patients (ICD-9-CM 333.4) were identified from Thomson Reuters' MarketScan C and M database (2002-2009) and hierarchically grouped into disease stages based upon the presence of defining clinical markers.

RESULTS

A total of 1,272 HD patients (752/520 C/M) were identified. While stage distribution was nearly uniform in the C database - 34.0/35.5/34.0% (early/middle/late stage) - in the M population the majority were late stage (74.0%). Overall mean age was similar between C and M populations. Among late-stage patients, more M patients resided in a nursing home (M:73.8% v. C:40.6%) and received hospice care (M:18.4% v. C:11.3%). Physical therapy (PT) and home assistance were the most frequent interventions used by middle-stage patients, however more C patients received PT (C:64.0% v. M:37.1%) while more M patients received home assistance (M:75.3% v. C:53.2%). Among late-stage patients, PT was also higher in the C population (56.3% v. 48.3%). More M patients had assistive devices at home in both middle (M:25.8% v. C:9.7%) and late stages (M:35.6% v.C:23.4%).

CONCLUSIONS

Apparent interventional differences emerged which varied by disease stage and insurance type.

Progress in Biomedical Knowledge Discovery: A 25-year Retrospective

OBJECTIVES

We sought to explore, via a systematic review of the literature, the state of the art of knowledge discovery in biomedical databases as it existed in 1992, and then now, 25 years later, mainly focused on supervised learning.

METHODS

We performed a rigorous systematic search of PubMed and latent Dirichlet allocation to identify themes in the literature and trends in the science of knowledge discovery in and between time periods and compare these trends. We restricted the result set using a bracket of five years previous, such that the 1992 result set was restricted to articles published between 1987 and 1992, and the 2015 set between 2011 and 2015. This was to reflect the current literature available at the time to researchers and others at the target dates of 1992 and 2015. The search term was framed as: Knowledge Discovery OR Data Mining OR Pattern Discovery OR Pattern Recognition, Automated.

RESULTS

A total 538 and 18,172 documents were retrieved for 1992 and 2015, respectively. The number and type of data sources increased dramatically over the observation period, primarily due to the advent of electronic clinical systems. The period 1992- 2015 saw the emergence of new areas of research in knowledge discovery, and the refinement and application of machine learning approaches that were nascent or unknown in 1992.

CONCLUSIONS

Over the 25 years of the observation period, we identified numerous developments that impacted the science of knowledge discovery, including the availability of new forms of data, new machine learning algorithms, and new application domains. Through a bibliometric analysis we examine the striking changes in the availability of highly heterogeneous data resources, the evolution of new algorithmic approaches to knowledge discovery, and we consider from legal, social, and political perspectives possible explanations of the growth of the field. Finally, we reflect on the achievements of the past 25 years to consider what the next 25 years will bring with regard to the availability of even more complex data and to the methods that could be, and are being now developed for the discovery of new knowledge in biomedical data.

Validation of a claims-based algorithm to identify patients with chronic thromboembolic pulmonary hypertension using electronic health record data

This study aimed to validate an algorithm developed to identify chronic thromboembolic pulmonary hypertension (CTEPH) among patients with a history of pulmonary embolism. Validation was halted because too few patients had gold-standard evidence of CTEPH in the administrative claims/electronic health records database, suggesting that CTEPH is underdiagnosed.

Refugee mothers, migration pathways and HIV: a population-based cohort study

Forced migration and extended time spent migrating may lead to prolonged marginalization and increased risk of HIV. We conducted a population-based cohort study to examine whether secondary migration status, where secondary migrants resided in a transition country prior to arrival in Ontario, Canada and primary migrants arrived directly from their country of birth, modified the relationship between refugee status and HIV. Unadjusted and adjusted prevalence ratios (APR) and 95% confidence intervals (CI) were estimated using log-binomial regression. In sensitivity analysis, refugees with secondary migration were matched to the other three groups on country of birth, age and year of arrival (+/- 5 years) and analyzed using conditional logistic regression. Unmatched and matched models were adjusted for age and education. HIV prevalence among secondary and primary refugees and non-refugees was 1.47% (24/1629), 0.82% (112/13,640), 0.06% (7/11,571) and 0.04% (49/114,935), respectively. Secondary migration was a significant effect modifier (p-value = .02). Refugees with secondary migration were 68% more likely to have HIV than refugees with primary migration (PR = 1.68, 95% CI 1.06, 2.68; APR = 1.68, 95% 1.04, 2.71) with a stronger effect in the matched model. There was no difference among non-refugee immigrants. Secondary migration may amplify HIV risk among refugee but not non-refugee immigrant mothers.

Status of cardiovascular surgery in Japan between 2017 and 2018: A report based on the Cardiovascular Surgery Database. 2. Isolated coronary artery bypass surgery

BACKGROUND

Clinical outcomes (as national clinical data) of isolated coronary artery bypass grafting have been successively reported, based on data registered in the Japan Cardiovascular Surgery Database, since 2013. In this study, we analysed the clinical results of isolated coronary artery bypass from 2017 to 2018 as a biannual report.

METHODS

Data from the Japan Cardiovascular Surgery Database on isolated coronary artery bypass performed in 2017 and 2018 were reviewed for preoperative characteristics, postoperative outcomes, and choice of graft material for the left anterior descending artery.

RESULTS

Isolated off-pump coronary artery bypass was performed in 54.6% (n = 14,684) of all coronary artery bypass cases (n = 26,913), and graft material for the left anterior descending artery was the left internal thoracic artery in 76.4% of cases and the right internal thoracic artery in 19.0% of cases. Operative mortality was 1.5% in elective cases (on-pump coronary artery bypass 1.9% and off-pump 1.2%, p < 0.001), 7.4% in emergency cases (on-pump 10.2% and off-pump 4.3%, p < 0.001), and 2.5% overall. Postoperative morbidity was generally lower in off-pump coronary artery bypass. The severity of surgery with expected mortality, evaluated using JapanSCORE II, is increasing every year.

CONCLUSIONS

Our findings suggest that short-term operative results for isolated coronary artery bypass are stable, and operative candidates are shifting to higher-risk patients.

Status of cardiovascular surgery in Japan between 2017 and 2018: A report based on the Japan Cardiovascular Surgery Database. 4. Thoracic aortic surgery

AIM

We aimed to analyze the current treatment status of thoracic/thoracoabdominal aortic diseases in Japan.

METHODS

Using the Japan Cardiovascular Surgery Database, the number of cases, operative mortality, and major morbidities (stroke, renal failure, pneumonia, paraplegia) of thoracic and thoracoabdominal aortic surgery in 2017 and 2018 were analyzed by surgical site (root-ascending, arch, descending, thoracoabdominal aorta), surgical procedure, and age group.

RESULTS

The total number of cases was 39,391 (50.1% aortic dissections, 49.9% non-dissections). The number of cases was highest in patients aged in their 70s. In elderly patients, the rates of root replacement (particularly valve-sparing procedures) in the root-ascending aorta and open-chest surgery in the arch and the descending and thoracoabdominal aorta were decreased. The outcome by procedure analysis showed the lowest mortality and morbidity rates for valve-sparing in the root-ascending region, and lower mortality and morbidity (cerebral infarction, renal failure, pneumonia) in non-open-chest procedures (thoracic endovascular aortic repair with/without branch reconstruction) than in open-chest procedures in the arch, descending, and thoracoabdominal regions. With regards to age, operative mortality in patients aged 80 years or older was significantly higher than in those under 80 years of age for all surgical procedures in the root-ascending, arch, and descending regions.

CONCLUSIONS

Thoracic and thoracoabdominal aortic surgery in Japan was most commonly performed in elderly patients in their 70s, with a good overall mortality rate of 5.3%. Mortality and postoperative morbidity rates in patients aged 80 years or older were still high. In the future, further improvements in surgical outcomes are needed.

Clinical outcomes of Carbomedics Top Hat valve with a robust follow-up system

AIM

Late failure of bioprosthetic valves may limit their use in patients < 60 years. The superior hemodynamic performance offered by the Carbomedics Top Hat supraannular valve enables greater effective orifice areas to be achieved. The aim of this study was to assess the clinical outcomes of this valve, using a robust follow-up system.

METHODS

Patients who underwent aortic valve replacement with or without coronary artery bypass grafting between July 1997 and January 2010 with Carbomedics supraannular Top Hat valves were identified. Details of readmissions and late deaths were obtained from the National Hospital Episodes Statistics data and the Office of National Statistics, tracked by the Quality and Outcomes Research Unit. Late complications associated with this prosthesis were evaluated.

RESULTS

Of 253 patients identified, 181 underwent isolated aortic valve replacement and 72 had aortic valve replacement with coronary artery bypass grafting. The 30-day mortality was 1.6%, and 5- and 10-year survival rates were 91.4% and 80.5%, respectively. Detailed readmission data were available after 2001 (n = 170). Two (1.2%) patients required reoperation for endocarditis and pannus formation. Of the 17 late deaths in this subset, 4 were attributable to cardiac causes. One patient was treated for heart failure, and 2 developed bleeding complications.

CONCLUSIONS

Implantation of the Carbomedics Top Hat supraannular valve in our unit resulted in satisfactory in-hospital and midterm survival with low incidences of endocarditis and late heart failure.

Effectiveness of an Innovative Card Game as a Supplement for Teaching Factual Content to Medical Students: A Mixed Method Study

Introduction Lectures and small group teaching are useful to transfer conceptual knowledge. Anatomy is the foundation of medical sciences, but it is perceived to be difficult to comprehend and recall. For such clinically relevant aspects of medical education that require memorization, educational card games can be very effective. As the complex concepts and terminology of Embryology are difficult to follow and retain, we designed a card game "MedFc" for a topic on pharyngeal arches. This study was planned to determine the effectiveness of the card game on curriculum comprehension, recall of factual topics among medical undergraduates, and its utility as a supplement to interactive lecture sessions. Methods The mixed method study was conducted in the Department of Anatomy of an undergraduate medical college. Ethical approval was obtained prior to beginning the study. Convenience sampling was done. From a batch of 50 first-year medical students, a total of 40 students consented to participate in the study, 24 (60%) were males and 16 (40%) were female participants. A lecture on the pharyngeal arches was conducted for the entire batch of 50 first-year medical students. After three weeks, the students who consented to participate in the study were randomly grouped into two groups of 20 each. The groups were the game group (which played the card game in teams of five) and the control group (which discussed the same topic in small groups of five). For both the group's pretests and posttests, 10 higher order multiple choice questions, were conducted and students' feedback regarding the effectiveness of the teaching technique was obtained. Results Students opined that playing the card game was a superb experience, a positive use of time, and a very effective method of comprehension and memorizing complex topics. The scores increased from the pretest to the posttest indicating that both methods effectively reinforced the embryological concepts, but a t test showed that card game is more effective than small group discussions, with p-value = 0.008. The improvement in scores of students who had achieved <50% in pretest for the game group was statistically significant with t-value = 0.0023, when compared with the improvement in scores of similar students from the control group. Conclusions The study has demonstrated the effectiveness of "MedFc" card game in the recall of factual topics and can be used as supplementary material for enhancing learning amongst medical graduates. This educational card game applies gamification to Anatomy education to create a fun filled learning experience and is a valuable addition to the learning resources.

FIBER: enabling flexible retrieval of electronic health records data for clinical predictive modeling

OBJECTIVES

The development of clinical predictive models hinges upon the availability of comprehensive clinical data. Tapping into such resources requires considerable effort from clinicians, data scientists, and engineers. Specifically, these efforts are focused on data extraction and preprocessing steps required prior to modeling, including complex database queries. A handful of software libraries exist that can reduce this complexity by building upon data standards. However, a gap remains concerning electronic health records (EHRs) stored in star schema clinical data warehouses, an approach often adopted in practice. In this article, we introduce the FlexIBle EHR Retrieval (FIBER) tool: a Python library built on top of a star schema (i2b2) clinical data warehouse that enables flexible generation of modeling-ready cohorts as data frames.

MATERIALS AND METHODS

FIBER was developed on top of a large-scale star schema EHR database which contains data from 8 million patients and over 120 million encounters. To illustrate FIBER's capabilities, we present its application by building a heart surgery patient cohort with subsequent prediction of acute kidney injury (AKI) with various machine learning models.

RESULTS

Using FIBER, we were able to build the heart surgery cohort (n = 12 061), identify the patients that developed AKI (n = 1005), and automatically extract relevant features (n = 774). Finally, we trained machine learning models that achieved area under the curve values of up to 0.77 for this exemplary use case.

CONCLUSION

FIBER is an open-source Python library developed for extracting information from star schema clinical data warehouses and reduces time-to-modeling, helping to streamline the clinical modeling process.