Browsing by Author "Wang, Jane"

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    Association Between Medication Adherence and the Outcomes of Heart Failure
    (Wiley, 2018) Hood, Sarah R.; Giazzon, Anthony J.; Seamon, Gwen; Lane, Kathleen A.; Wang, Jane; Eckert, George J.; Tu, Wanzhu; Murray, Michael D.; Biostatistics, School of Public Health
    Background Previous studies of heart failure patients have demonstrated an association between cardiovascular medication adherence and hospitalizations or a composite end point of hospitalization and death. Few studies have assessed the impact of treatment adherence within large general medical populations that distinguish the health outcomes of emergency department visits, hospitalization, and death. Objective To determine the association of incremental cardiovascular medication adherence on emergency department visits, hospitalization, and death in adult heart failure patients in Indiana. Design Retrospective cohort study conducted using electronic health record data from the statewide Indiana Network for Patient Care (INPC) between 2004 and 2009. Methods Patients were at least 18 years of age with a diagnosis of heart failure and prescribed at least one cardiovascular medication for heart failure. Adherence was measured as the proportion of days covered (PDC) using pharmacy transaction data. Clinical end points included emergency department visits, hospital admissions, length of hospital stay, and mortality. Generalized linear models were used to determine the effect of a 10% increase in PDC on clinical end points adjusting for age, sex, race, Charlson comorbidity index, and medications. Results Electronic health records were available for 55,312 patients (mean age ± standard deviation [SD] 68 ± 16 years; 54% women; 65% white). Mean PDC for all heart failure medications was 63% ± 23%. For every 10% increase in PDC, emergency department visits decreased 11% (rate ratio [RR] 0.89; 95% confidence interval [CI] 0.89‐0.89), hospital admissions decreased 6% (RR 0.94; 95% CI 0.94‐0.94), total length of hospital stay decreased 1% (RR 0.99; 95% CI 0.99‐1.00), and all‐cause mortality decreased 9% (odds ratio 0.91; 95% CI 0.90‐0.92). Conclusion Incremental medication adherence was associated with reductions in emergency department visits, hospital admissions, length of hospital stay, and all‐cause mortality.
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    An Integrated Surveillance System to Examine Testing, Services, and Outcomes for Sexually Transmitted Diseases
    (IOS, 2017) Dixon, Brian E.; Tao, Guoyu; Wang, Jane; Tu, Wanzhu; Hoover, Sarah; Zhang, Zuoyi; Batteiger, Teresa A.; Arno, Janet N.; Epidemiology, School of Public Health
    Despite laws that require reporting of sexually transmitted diseases (STDs) to governmental health agencies, integrated surveillance of STDs remains challenging. Data and information about testing are fragmented from information on treatment and outcomes. To overcome this fragmentation, data from multiple electronic systems spanning clinical and public health environments were integrated to create an STD surveillance registry. Electronic health records, disease case records, and birth registry records were linked and then stored in a de-identified, secure server for use by health officials and researchers. The registry contains nearly 6 million tests for 628,138 individuals over a 12-year period. The registry supports efforts to understand the epidemiology of STDs as well as health services and outcomes for those diagnosed with STDs. Specialized disease registries hold promise for collaboration across clinical and public health domains to improve surveillance efforts, reduce health disparities, and increase prevention efforts at the local level.
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    Leveraging Health Information Exchange to Construct a Registry for Traumatic Brain Injury, Spinal Cord Injury and Stroke in Indiana
    (2018-04-16) Rahurkar, Saurabh; McFarlane, Timothy D.; Wang, Jane; Hoover, Sarah; Hammond, Flora; Kean, Jacob; Dixon, Brian E.; Epidemiology, School of Public Health
    Traumatic brain injury (TBI), spinal cord injury (SCI) and stroke are conditions of interest to public health as they can result in long-term outcomes and disabilities. Specialized registries can facilitate public health surveillance, however only 4% of hospitals in the United States actively engage in electronic reporting to these registries. We leveraged electronic claims and clinical data from a health information exchange to create a statewide TBI/SCI/Stroke registry to facilitate the study of long-term outcomes and health services utilization. The registry contains 109,943 TBI patients, 9,027 SCI patients and 117,084 stroke patients with a mean of 3 years of follow-up data after injury. Additionally, the registry contains data on individual patient encounters, prescriptions and clinical variables. The high-dimensional data with large sample sizes may present a valuable informatics resource for injury research as well as public health surveillance.
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    Validation of ICD-10-CM Codes for Identifying Cases of Chlamydia and Gonorrhea
    (Wolters Kluwer, 2020-07) Ho, Yenling A.; Rahurkar, Saurabh; Tao, Guoyu; Patel, Chirag G.; Arno, Janet N.; Wang, Jane; Broyles, Andrea A.; Dixon, Brian E.; Epidemiology, School of Public Health
    Background While researchers seek to use administrative health data to examine outcomes for individuals with sexually transmitted infections, the ICD-CM-10 codes used to identify persons with chlamydia and gonorrhea have not been validated. Objectives were to determine the validity of using ICD-10-CM codes to identify individuals with chlamydia and gonorrhea. Methods We utilized data from electronic health records gathered from public and private health systems from October 1, 2015 to December 31, 2016. Patients were included if they were aged 13-44 years and received either 1) laboratory testing for chlamydia or gonorrhea or 2) an ICD-10-CM diagnosis of chlamydia, gonorrhea, or an unspecified STI. To validate ICD-10-CM codes, we calculated positive and negative predictive values, sensitivity, and specificity based on the presence of a laboratory test result. We further examined the timing of clinical diagnosis relative to laboratory testing. Results The positive predictive values for chlamydia, gonorrhea, and unspecified STI ICD-10-CM codes were 87.6%, 85.0%, and 32.0%, respectively. Negative predictive values were high (>92%). Sensitivity for chlamydia diagnostic codes was 10.6% and gonorrhea was 9.7%. Specificity was 99.9% for both chlamydia and gonorrhea. The date of diagnosis occurred on or after the date of the laboratory result for 84.8% of persons with chlamydia, 91.9% for gonorrhea, and 23.5% for unspecified STI. Conclusions Disease specific ICD-10-CM codes accurately identify persons with chlamydia and gonorrhea. However, low sensitivities suggest that most individuals could not be identified in administrative data alone without laboratory test results.
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    Where Do People Go for Gonorrhea and Chlamydia Tests: A Cross-sectional View of the Central Indiana population, 2003-2014
    (Wolters Kluwer, 2018-10) Batteiger, Teresa A.; Dixon, Brian E.; Wang, Jane; Zhang, Zuoyi; Tao, Guoyu; Tong, Yan; Tu, Wanzhu; Hoover, Sarah A.; Arno, Janet N.; Medicine, School of Medicine
    Background Despite major efforts to control their spread, reported sexually transmitted infections (STI) are increasing. Using data from a mid-sized Midwest metropolitan area, we examined the settings in which individuals are tested for gonorrhea and chlamydia in relation to demographics and test result to determine where interventions may best be focused. Methods A de-identified and integrated registry, containing records from all patients tested for an STI from 2003-2014, was created by combining data from a large health information exchange and the reporting district’s STI Program located in Indianapolis, IN. Individual characteristics and visit settings where gonorrhea and chlamydia testing was performed were analyzed. Results We identified 298,946 individuals with 1,062,369 visits where testing occurred at least once between the ages of 13 and 44 years. Females were tested significantly more often than males and received testing more often in outpatient clinics whereas males were most often tested in the STI clinic. Individuals who utilized both STI and non-STI settings were more likely to have a positive test at an STI or ED visit (6.4% - 20.8%) than outpatient or inpatient setting (0.0-11.3%) (p<.0001). Test visits increased over the study period particularly in emergency departments, which showed a substantial increase in the number of positive test visits. Conclusions The most frequent testing sites remain STI clinics for men and outpatient clinics for women. Yet, emergency departments are increasingly a source of testing and morbidity. This makes them a valuable target for public health interventions that could improve care and population health.