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1.
Osteoporos Int ; 30(10): 2019-2025, 2019 Oct.
Article in English | MEDLINE | ID: mdl-31190122

ABSTRACT

Doctors do not know whether treatment of high parathyroid hormone levels is linked to better outcomes in their patients with kidney disease. In this study, lower parathyroid hormone levels at baseline were linked to lower risk of fracture, vascular events, and death in people with kidney disease. PURPOSE: Chronic kidney disease (CKD) affects ~ 20% of older adults, and secondary hyperparathyroidism (HPT) is a common condition in these patients. To what degree HPT predicts fractures, vascular events, and mortality in pre-dialysis CKD patients is debated. In stage 3 and 4 CKD patients, we assessed relationships between baseline serum PTH levels and subsequent 10-year probabilities of clinical fractures, vascular events, and death. METHODS: We used Marshfield Clinic Health System electronic health records to analyze data from adult CKD patients receiving care between 1985 and 2013, and whose PTH was measured using a second-generation assay. Covariates included PTH, age, gender, tobacco use, vascular disease, diabetes, hypertension, hyperlipidemia, obesity, GFR, and use of osteoporosis medications. RESULTS: Five thousand one hundred eight subjects had a mean age of 68 ± 17 years, 48% were men, and mean follow-up was 23 ± 10 years. Fractures, vascular events, and death occurred in 18%, 71%, and 56% of the cohort, respectively. In univariate and multivariate models, PTH was an independent predictor of fracture, vascular events, and death. The hazards of fracture, vascular events and death were minimized at a baseline PTH of 0, 69, and 58 pg/mL, respectively. CONCLUSIONS: We found that among individuals with stage 3 and 4 CKD, PTH was an independent predictor of fractures, vascular events, and death. Additional epidemiologic studies are needed to confirm these findings. If a target PTH range can be confirmed, then randomized placebo-controlled trials will be needed to confirm that treating HPT reduces the risk of fracture, vascular events, and death.


Subject(s)
Osteoporotic Fractures/etiology , Parathyroid Hormone/blood , Renal Insufficiency, Chronic/complications , Vascular Diseases/etiology , Adult , Aged , Aged, 80 and over , Biomarkers/blood , Comorbidity , Electronic Health Records , Female , Glomerular Filtration Rate , Humans , Hyperparathyroidism, Secondary/blood , Hyperparathyroidism, Secondary/epidemiology , Hyperparathyroidism, Secondary/etiology , Kaplan-Meier Estimate , Male , Middle Aged , Osteoporotic Fractures/blood , Osteoporotic Fractures/epidemiology , Renal Insufficiency, Chronic/blood , Renal Insufficiency, Chronic/epidemiology , Renal Insufficiency, Chronic/physiopathology , Risk Assessment/methods , Severity of Illness Index , Vascular Diseases/blood , Vascular Diseases/epidemiology , Wisconsin/epidemiology
2.
J Clin Pharm Ther ; 43(3): 327-335, 2018 Jun.
Article in English | MEDLINE | ID: mdl-29092097

ABSTRACT

WHAT IS KNOWN AND OBJECTIVE: Some public scepticism exists about generics in terms of whether brand and generic drugs produce identical outcomes. This study explores whether adverse event (AE) reporting patterns are similar between brand and generic drugs, using authorized generics (AGs) as a control for possible generic drug perception biases. METHODS: Events reported to the FDA Adverse Event Reporting System from the years 2004-2015 were analysed. Drugs were classified as brand, AG or generic based on drug and manufacturer names. Reports were included if amlodipine, losartan, metoprolol extended release (ER) or simvastatin were listed as primary or secondary suspect drugs. Disproportionality analyses using the reporting odds ratio (ROR) assessed the relative rate of reporting labelled AEs compared to reporting these AEs with all other drugs. The Breslow-Day test compared RORs across brand, AG and generic. Interrupted time series analysis evaluated the impact of generic entry on reporting trends. RESULTS AND DISCUSSION: Generics accounted for significant percentages of total U.S. reports, but AGs accounted for smaller percentages of reports, including for amlodipine (14.26%), losartan (1.48%), metoprolol ER (0.35%) and simvastatin (0.70%). Whereas the RORs were significantly different for multiple brand vs generic comparisons, the AG vs generic comparisons yielded fewer statistically significant findings. Namely, only the ROR for AG differed from generic for amlodipine with peripheral oedema (P < .01). WHAT IS NEW AND CONCLUSION: Inconsistent reporting patterns were observed more between brand and generic compared with AG and generic. Use of AGs as a control for perception biases against generics is useful, but this approach can be limited by small AG report numbers. Requiring the manufacturer name to be printed on the prescription bottle or packaging could improve the accuracy of assignment for products being reported.


Subject(s)
Cardiovascular Agents/adverse effects , Drug-Related Side Effects and Adverse Reactions/epidemiology , Drugs, Generic/adverse effects , Adverse Drug Reaction Reporting Systems , Cardiovascular Agents/administration & dosage , Drugs, Generic/administration & dosage , Humans , Interrupted Time Series Analysis , United States , United States Food and Drug Administration
3.
Genes Immun ; 16(1): 1-7, 2015.
Article in English | MEDLINE | ID: mdl-25297839

ABSTRACT

Herpes zoster, commonly referred to as shingles, is caused by the varicella zoster virus (VZV). VZV initially manifests as chicken pox, most commonly in childhood, can remain asymptomatically latent in nerve tissues for many years and often re-emerges as shingles. Although reactivation may be related to immune suppression, aging and female sex, most inter-individual variability in re-emergence risk has not been explained to date. We performed a genome-wide association analyses in 22,981 participants (2280 shingles cases) from the electronic Medical Records and Genomics Network. Using Cox survival and logistic regression, we identified a genomic region in the combined and European ancestry groups that has an age of onset effect reaching genome-wide significance (P>1.0 × 10(-8)). This region tags the non-coding gene HCP5 (HLA Complex P5) in the major histocompatibility complex. This gene is an endogenous retrovirus and likely influences viral activity through regulatory functions. Variants in this genetic region are known to be associated with delay in development of AIDS in people infected by HIV. Our study provides further suggestion that this region may have a critical role in viral suppression and could potentially harbor a clinically actionable variant for the shingles vaccine.


Subject(s)
Genetic Predisposition to Disease , Genome-Wide Association Study , Herpes Zoster/genetics , Herpesvirus 3, Human/physiology , RNA, Untranslated/genetics , Age of Onset , Aged , Algorithms , Cohort Studies , Electronic Health Records , Female , Herpes Zoster/epidemiology , Herpes Zoster/ethnology , Herpes Zoster/immunology , Humans , Male , Middle Aged , RNA, Long Noncoding , Retrospective Studies , United States/epidemiology , United States/ethnology
4.
Clin Pharmacol Ther ; 103(2): 310-317, 2018 02.
Article in English | MEDLINE | ID: mdl-27981563

ABSTRACT

Authorized generics are identical in formulation to brand drugs, manufactured by the brand company but marketed as a generic. Generics, marketed by generic manufacturers, are required to demonstrate pharmaceutical and bioequivalence to the brand drug, but repetition of clinical trials is not required. This retrospective cohort study compared outcomes for generics and authorized generics, which serves as a generic vs. brand proxy that minimizes bias against generics. For the seven drugs studied between 1999 and 2014, 5,234 unique patients were on brand drugs prior to generic entry and 4,900 (93.6%) switched to a generic. During the 12 months following the brand-to-generic switch, patients using generics vs. authorized generics were similar in terms of outpatient visits, urgent care visits, hospitalizations, and medication discontinuation. The likelihood of emergency department (ED) visits was slightly higher for authorized generics compared with generics. These data suggest that generics were clinically no worse than their proxy brand comparators.


Subject(s)
Drug Substitution , Drug-Related Side Effects and Adverse Reactions/etiology , Drugs, Generic/therapeutic use , Administrative Claims, Healthcare , Adult , Aged , Ambulatory Care , Data Mining/methods , Drug Substitution/adverse effects , Drug-Related Side Effects and Adverse Reactions/diagnosis , Drug-Related Side Effects and Adverse Reactions/therapy , Drugs, Generic/adverse effects , Electronic Health Records , Emergency Service, Hospital , Evidence-Based Medicine/methods , Female , Hospitalization , Humans , Male , Middle Aged , Patient Safety , Product Surveillance, Postmarketing , Retrospective Studies , Risk Assessment , Risk Factors , Time Factors
5.
J Clin Epidemiol ; 49(6): 643-52, 1996 Jun.
Article in English | MEDLINE | ID: mdl-8656225

ABSTRACT

To capitalize on Marshfield Clinic's advantages for population-based health research, we developed the Marshfield Epidemiologic Study Area (MESA). Marshfield Clinic is an integrated system consisting of a large multispecialty clinic and 23 affiliated clinics. Clinic physicians provide virtually all of the medical care, both inpatient and outpatient, for residents of the area. MESA consists of 14 ZIP codes in which over 95% of the 50,000 residents and most significant health events are captured in Marshfield Clinic databases, including all deaths, 94% of hospital discharges, and 92% of medical outpatient visits. MESA exemplifies the research potential of integrated medical care systems and the efforts required to realize that potential. Because it is representative of a defined population and provides an unselected sample of patients, MESA is well suited for epidemiologic research and research elucidating the clinical spectrum and natural history of diseases and the effectiveness of treatment.


Subject(s)
Delivery of Health Care, Integrated/statistics & numerical data , Morbidity , Mortality , Patient Care Team/statistics & numerical data , Regional Medical Programs/statistics & numerical data , Adolescent , Adult , Aged , Aged, 80 and over , Child , Child, Preschool , Epidemiologic Methods , Female , Health Services Research/statistics & numerical data , Humans , Infant , Information Systems , Male , Middle Aged , Research , Rural Population/statistics & numerical data , Wisconsin
6.
Appl Clin Inform ; 5(1): 118-26, 2014.
Article in English | MEDLINE | ID: mdl-24734128

ABSTRACT

BACKGROUND: Height is a critical variable for many biomedical analyses because it is an important component of Body Mass Index (BMI). Transforming EHR height measures into meaningful research-ready values is challenging and there is limited information available on methods for "cleaning" these data. OBJECTIVES: We sought to develop an algorithm to clean adult height data extracted from EHR using only height values and associated ages. RESULTS: The algorithm we developed is sensitive to normal decreases in adult height associated with aging, is implemented using an open-source software tool and is thus easily modifiable, and is freely available. We checked the performance of our algorithm using data from the Northwestern biobank and a replication sample from the Marshfield Clinic biobank obtained through our participation in the eMERGE consortium. The algorithm identified 1262 erroneous values from a total of 33937 records in the Northwestern sample. Replacing erroneous height values with those identified as correct by the algorithm resulted in meaningful changes in height and BMI records; median change in recorded height after cleaning was 7.6 cm and median change in BMI was 2.9 kg/m(2). Comparison of cleaned EHR height values to observer measured values showed that 94.5% (95% C.I 93.8-% - 95.2%) of cleaned values were within 3.5 cm of observer measured values. CONCLUSIONS: Our freely available height algorithm cleans EHR height data with only height and age inputs. Use of this algorithm will benefit groups trying to perform research with height and BMI data extracted from EHR.


Subject(s)
Algorithms , Electronic Health Records , Adult , Body Height , Female , Humans , Male , Middle Aged
7.
Clin Pharmacol Ther ; 95(3): 331-8, 2014 Mar.
Article in English | MEDLINE | ID: mdl-24096969

ABSTRACT

Efforts to define the genetic architecture underlying variable statin response have met with limited success, possibly because previous studies were limited to effect based on a single dose. We leveraged electronic medical records (EMRs) to extract potency (ED50) and efficacy (Emax) of statin dose-response curves and tested them for association with 144 preselected variants. Two large biobanks were used to construct dose-response curves for 2,026 and 2,252 subjects on simvastatin and atorvastatin, respectively. Atorvastatin was more efficacious, was more potent, and demonstrated less interindividual variability than simvastatin. A pharmacodynamic variant emerging from randomized trials (PRDM16) was associated with Emax for both. For atorvastatin, Emax was 51.7 mg/dl in subjects homozygous for the minor allele vs. 75.0 mg/dl for those homozygous for the major allele. We also identified several loci associated with ED50. The extraction of rigorously defined traits from EMRs for pharmacogenetic studies represents a promising approach to further understand the genetic factors contributing to drug response.


Subject(s)
Electronic Health Records , Hydroxymethylglutaryl-CoA Reductase Inhibitors/administration & dosage , Hydroxymethylglutaryl-CoA Reductase Inhibitors/therapeutic use , Hyperlipidemias/drug therapy , Hyperlipidemias/genetics , Algorithms , Alleles , Atorvastatin , Cholesterol, LDL/blood , Cohort Studies , Databases, Factual , Dose-Response Relationship, Drug , Genotype , Heptanoic Acids/administration & dosage , Heptanoic Acids/therapeutic use , Humans , Lipid Metabolism/drug effects , Lipid Metabolism/genetics , Lipids/blood , Phenotype , Polymorphism, Single Nucleotide , Pyrroles/administration & dosage , Pyrroles/therapeutic use , Randomized Controlled Trials as Topic , Simvastatin/administration & dosage , Simvastatin/therapeutic use
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