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1.
Pain Rep ; 7(6): e1046, 2022.
Article En | MEDLINE | ID: mdl-36447952

Introduction: Many patients with chronic pain use prescription opioids. Epigenetic modification of the µ-opioid receptor 1 (OPRM1) gene, which codes for the target protein of opioids, may influence vulnerability to opioid abuse and response to opioid pharmacotherapy, potentially affecting pain outcomes. Objective: Our objective was to investigate associations of clinical and sociodemographic factors with OPRM1 DNA methylation in patients with chronic musculoskeletal pain on long-term prescription opioids. Methods: Sociodemographic variables, survey data (Rapid Estimate of Adult Health Literacy in Medicine-Short Form, Functional Comorbidity Index [FCI], PROMIS 43v2.1 Profile, Opioid Risk Tool, and PROMIS Prescription Pain Medication Misuse), and saliva samples were collected. The genomic DNA extracted from saliva samples were bisulfite converted, amplified by polymerase chain reaction, and processed for OPRM1-targeted DNA methylation analysis on a Pyrosequencing instrument (Qiagen Inc, Valencia, CA). General linear models were used to examine the relationships between the predictors and OPRM1 DNA methylation. Results: Data from 112 patients were analyzed. The best-fitted multivariable model indicated, compared with their counterparts, patients with > eighth grade reading level, degenerative disk disease, substance abuse comorbidity, and opioid use < 1 year (compared with >5 years), had average methylation levels that were 7.7% (95% confidence interval [CI] 0.95%, 14.4%), 11.7% (95% CI 2.7%, 21.1%), 21.7% (95% CI 10.7%, 32.5%), and 16.1% (95% CI 3.3%, 28.8%) higher than the reference groups, respectively. Methylation levels were 2.2% (95% CI 0.64%, 3.7%) lower for every 1 unit increase in FCI and greater by 0.45% (95% CI 0.08%, 0.82%) for every fatigue T score unit increase. Conclusions: OPRM1 methylation levels varied by several patient factors. Further studies are warranted to replicate these findings and determine potential clinical utility.

2.
PLoS Med ; 19(9): e1004101, 2022 09.
Article En | MEDLINE | ID: mdl-36136971

BACKGROUND: Injury, prevalent and potentially associated with prescription opioid use among older adults, has been implicated as a warning sign of serious opioid-related adverse events (ORAEs) including opioid misuse, dependence, and poisoning, but this association has not been empirically tested. The study aims to examine the association between incident injury after prescription opioid initiation and subsequent risk of ORAEs and to assess whether the association differs by recency of injury among older patients. METHODS AND FINDINGS: This nested case-control study was conducted within a cohort of 126,752 individuals aged 65 years or older selected from a 5% sample of Medicare beneficiaries in the United States between 2011 and 2018. Cohort participants were newly prescribed opioid users with chronic noncancer pain who had no injury or ORAEs in the year before opioid initiation, had 30 days or more of observation, and had at least 1 additional opioid prescription dispensed during follow-up. We identified ORAE cases as patients who had an inpatient or outpatient encounter with diagnosis codes for opioid misuse, dependence, or poisoning. During a mean follow-up of 1.8 years, we identified 2,734 patients who were newly diagnosed with ORAEs and 10,936 controls matched on the year of cohort entry date and a disease risk score (DRS), a summary score derived from the probability of an ORAE outcome based on covariates measured prior to cohort entry and in the absence of injury. Multivariate conditional logistic regression was used to estimate ORAE risk associated with any and recency of injury, defined based on the primary diagnosis code of inpatient and outpatient encounters. Among the cases and controls, 68.0% (n = 1,859 for cases and n = 7,436 for controls) were women and the mean (SD) age was 74.5 (6.9) years. Overall, 54.0% (n = 1,475) of cases and 46.0% (n = 1,259) of controls experienced incident injury after opioid initiation. Patients with (versus without) injury after opioid therapy had higher risk of ORAEs after adjustment for time-varying confounders, including diagnosis of tobacco or alcohol use disorder, drug use disorder, chronic pain diagnosis, mental health disorder, pain-related comorbidities, frailty index, emergency department visit, skilled nursing facility stay, anticonvulsant use, and patterns of prescription opioid use (adjusted odds ratio [aOR] = 1.4; 95% confidence interval (CI) 1.2 to 1.5; P < 0.001). Increased risk of ORAEs was associated with current (≤30 days) injury (aOR = 2.8; 95% CI 2.3 to 3.4; P < 0.001), whereas risk of ORAEs was not significantly associated with recent (31 to 90 days; aOR = 0.93; 95% CI 0.73 to 1.17; P = 0.48), past (91 to 180 days; aOR = 1.08; 95% CI 0.88 to 1.33; P = 0.51), and remote (181 to 365 days; aOR = 0.88; 95% CI 0.73 to 1.1; P = 0.18) injury preceding the incident diagnosis of ORAE or matched date. Patients with injury and prescription opioid use versus those with neither in the month before the ORAE or matched date were at greater risk of ORAEs (aOR = 5.0; 95% CI 4.1 to 6.1; P < 0.001). Major limitations are that the study findings can only be generalized to older Medicare fee-for-service beneficiaries and that unknown or unmeasured confounders have the potential to bias the observed association toward or away from the null. CONCLUSIONS: In this study, we observed that incident diagnosis of injury following opioid initiation was associated with subsequent increased risk of ORAEs, and the risk was only significant among patients with injury in the month before the index date. Regular monitoring for injury may help identify older opioid users at high risk for ORAEs.


Chronic Pain , Opioid-Related Disorders , Aged , Analgesics, Opioid/adverse effects , Anticonvulsants/therapeutic use , Case-Control Studies , Chronic Pain/drug therapy , Chronic Pain/epidemiology , Female , Humans , Male , Medicare , Opioid-Related Disorders/drug therapy , Prescriptions , Retrospective Studies , United States/epidemiology
3.
Clin Transl Sci ; 15(7): 1764-1775, 2022 07.
Article En | MEDLINE | ID: mdl-35488487

There are limited comparison data throughout the dosing interval for generic versus brand metoprolol extended-release (ER) tablets. We compared the pharmacokinetics (PKs) and pharmacodynamics of brand name versus two generic formulations (drugs 1 and 2) of metoprolol ER tablets with different time to maximum concentration (Tmax ) in adults with hypertension. Participants were randomized to equal drug doses (50-150 mg/day) administered in one of two sequences (brand-drug1-brand-drug2 or brand-drug2-brand-drug1) and completed 24-h PK, digital heart rate (HR), ambulatory blood pressure (BP), and HR studies after taking each formulation for greater than or equal to 7 days. Metoprolol concentrations were determined by liquid chromatography tandem mass spectrometry, with noncompartmental analysis performed to obtain PK parameters in Phoenix WinNonlin. Heart rate variability (HRV) low-to-high frequency ratio was determined per quartile over the 24-h period. Thirty-six participants completed studies with the brand name and at least one generic product. Among 30 participants on the 50 mg dose, the primary PK end points of area under the concentration-time curve and Cmax were similar between products; Tmax was 6.1 ± 3.6 for the brand versus 3.5 ± 4.9 for drug 1 (p = 0.019) and 9.6 ± 3.2 for drug 2 (p < 0.001). Among all 36 participants, 24-h BPs and HRs were similar between products. Mean 24-h HRV low-to-high ratio was also similar for drug 1 (2.04 ± 1.35), drug 2 (1.86 ± 1.35), and brand (2.04 ± 1.77), but was more sustained over time for the brand versus drug 1 (drug × quartile interaction p = 0.017). Differences in Tmax between metoprolol ER products following repeated doses may have implications for drug effects on autonomic balance over the dosing interval.


Blood Pressure Monitoring, Ambulatory , Metoprolol , Adult , Area Under Curve , Cross-Over Studies , Drugs, Generic/therapeutic use , Humans , Metoprolol/pharmacokinetics , Tablets
4.
PLoS Med ; 19(3): e1003947, 2022 03.
Article En | MEDLINE | ID: mdl-35290389

BACKGROUND: Despite the rising number of older adults with medical encounters for opioid misuse, dependence, and poisoning, little is known about patterns of prescription opioid dose and their association with risk for opioid-related adverse events (ORAEs) in older patients. The study aims to compare trajectories of prescribed opioid doses in 6 months preceding an incident ORAE for cases and a matched control group of older patients with chronic noncancer pain (CNCP). METHODS AND FINDINGS: We conducted a nested case-control study within a cohort of older (≥65 years) patients diagnosed with CNCP who were new users of prescription opioids, assembled using a 5% national random sample of Medicare beneficiaries from 2011 to 2018. From the cohort with a mean follow-up of 2.3 years, we identified 3,103 incident ORAE cases with ≥1 opioid prescription in 6 months preceding the event, and 3,103 controls matched on sex, age, and time since opioid initiation. Key exposure was trajectories of prescribed opioid morphine milligram equivalent (MME) daily dosage over 6 months before the incident ORAE or matched controls. Among the cases and controls, 2,192 (70.6%) were women, and the mean (SD) age was 77.1 (7.1) years. Four prescribed opioid trajectories before the incident ORAE diagnosis or matched date emerged: gradual dose discontinuation (from ≤3 to 0 daily MME, 1,456 [23.5%]), gradual dose increase (from 0 to >3 daily MME, 1,878 [30.3%]), consistent low dose (between 3 and 5 daily MME, 1,510 [24.3%]), and consistent moderate dose (>20 daily MME, 1,362 [22.0%]). Few older patients (<5%) were prescribed a mean daily dose of ≥90 daily MME during 6 months before diagnosis or matched date. Patients with gradual dose discontinuation versus those with a consistent low dose, moderate dose, and increase dose were more likely to be younger (65 to 74 years), Midwest US residents, and receiving no low-income subsidy. Compared to patients with gradual dose discontinuation, those with gradual dose increase (adjusted odds ratio [aOR] = 3.4; 95% confidence interval (CI) 2.8 to 4.0; P < 0.001), consistent low dose (aOR = 3.8; 95% CI 3.2 to 4.6; P < 0.001), and consistent moderate dose (aOR = 8.5; 95% CI 6.8 to 10.7; P < 0.001) had a higher risk of ORAE, after adjustment for covariates. Our main findings remained robust in the sensitivity analysis using a cohort study with inverse probability of treatment weighting analyses. Major limitations include the limited generalizability of the study findings and lack of information on illicit opioid use, which prevents understanding the clinical dose threshold level that increases the risk of ORAE in older adults. CONCLUSIONS: In this sample of older patients who are Medicare beneficiaries, 4 prescription opioid dose trajectories were identified, with most prescribed doses below 90 daily MME within 6 months before ORAE or matched date. An increased risk for ORAE was observed among older patients with a gradual increase in dose or among those with a consistent low-to-moderate dose of prescribed opioids when compared to patients with opioid dose discontinuation. Whether older patients are susceptible to low opioid doses warrants further investigations.


Chronic Pain , Opioid-Related Disorders , Aged , Analgesics, Opioid/adverse effects , Case-Control Studies , Chronic Pain/drug therapy , Chronic Pain/epidemiology , Cohort Studies , Female , Humans , Male , Medicare , Opioid-Related Disorders/drug therapy , Prescriptions , Retrospective Studies , United States/epidemiology
5.
Pharmacogenomics J ; 21(6): 657-663, 2021 12.
Article En | MEDLINE | ID: mdl-34075203

We aimed to determine the potential value of panel-based pharmacogenetic (PGx) testing in patients with chronic pain or gastroesophageal reflux disease (GERD) who underwent single-gene PGx testing to guide opioid or proton pump inhibitor (PPI) therapy, respectively. Of 448 patients included (chronic pain, n = 337; GERD, n = 111), mean age was 57 years, 68% were female, and 73% were white. Excluding opiates for the pain cohort and PPIs for the GERD cohort, 76.6% of patients with pain and 71.2% with GERD were prescribed at least one additional medication with a high level of PGx evidence, most commonly ondansetron or selective serotonin reuptake inhibitors. The most common genes that could inform PGx drug prescribing were CYP2C19, CYP2D6, CYP2C9, and SLCO1B1. Our findings suggest that patients with chronic pain or GERD are commonly prescribed drugs with a high level of evidence for a PGx-guided approach, supporting panel-based testing in these populations.


Analgesics, Opioid/therapeutic use , Chronic Pain/drug therapy , Gastroesophageal Reflux/drug therapy , Pharmacogenomic Testing , Pharmacogenomic Variants , Precision Medicine , Proton Pump Inhibitors/therapeutic use , Adult , Aged , Analgesics, Opioid/adverse effects , Chronic Pain/diagnosis , Chronic Pain/genetics , Clinical Decision-Making , Cytochrome P-450 CYP2C19/genetics , Cytochrome P-450 CYP2C9/genetics , Cytochrome P-450 CYP2D6/genetics , Female , Gastroesophageal Reflux/diagnosis , Gastroesophageal Reflux/genetics , Humans , Liver-Specific Organic Anion Transporter 1/genetics , Male , Middle Aged , Pharmacogenetics , Pragmatic Clinical Trials as Topic , Predictive Value of Tests , Proton Pump Inhibitors/adverse effects
6.
CPT Pharmacometrics Syst Pharmacol ; 9(12): 678-685, 2020 12.
Article En | MEDLINE | ID: mdl-33067866

Recent CYP2D6 phenotype standardization efforts by CYP2D6 activity score (AS) are based on limited pharmacokinetic (PK) and pharmacodynamic (PD) data. Using data from two independent clinical trials of metoprolol, we compared metoprolol PK and PD across CYP2D6 AS with the goal of determining whether the PK and PD data support the new phenotype classification. S-metoprolol apparent oral clearance (CLo), adjusted for clinical factors, was correlated with CYP2D6 AS (P < 0.001). The natural log of CLo was lower with an AS of 1 (7.6 ± 0.4 mL/minute) vs. 2-2.25 (8.3 ± 0.6 mL/minute; P = 0.012), similar between an AS of 1 and 1.25-1.5 (7.8 ± 0.5 mL/minute; P = 0.702), and lower with an AS of 1.25-1.5 vs. 2-2.25 (P = 0.03). There was also a greater reduction in heart rate with metoprolol among study participants with AS of 1 (-10.8 ± 5.5) vs. 2-2.25 (-7.1 ± 5.6; P < 0.001) and no significant difference between those with an AS of 1 and 1.25-1.5 (-9.2 ± 4.7; P = 0.095). These data highlight linear trends among CYP2D6 AS and metoprolol PK and PD, but inconsistencies with the phenotypes assigned by AS based on the current standards. Overall, this case study with metoprolol suggests that utilizing CYP2D6 AS, instead of collapsing AS into phenotype categories, may be the most precise approach for utilizing CYP2D6 pharmacogenomics in clinical practice.


Adrenergic beta-1 Receptor Antagonists/pharmacokinetics , Cytochrome P-450 CYP2D6/genetics , Genotype , Metoprolol/pharmacokinetics , Administration, Oral , Adrenergic beta-1 Receptor Antagonists/administration & dosage , Adult , Aged , Blood Pressure/drug effects , Female , Heart Rate/drug effects , Humans , Male , Metoprolol/administration & dosage , Middle Aged , Pharmacogenetics , Phenotype , Polymorphism, Single Nucleotide , Prospective Studies
7.
PLoS Med ; 16(11): e1002941, 2019 11.
Article En | MEDLINE | ID: mdl-31689302

BACKGROUND: With governments' increasing efforts to curb opioid prescription use and limit dose below the Centers for Disease Control and Prevention (CDC)-recommended threshold of 90 morphine milligram equivalents per day, little is known about prescription opioid patterns preceding opioid use disorder (OUD) or overdose. This study aimed to determine prescribed opioid fills and dose trajectories in the year before an incident OUD or overdose diagnosis using a 2005-2016 commercial healthcare database. METHODS AND FINDINGS: This cross-sectional study identified individuals aged 18 to 64 years with incident OUD or overdose in the United States. We measured the prevalence of opioid prescription fills and trajectories of opioid morphine equivalent dose (MED) prescribed during the 12-month period before the diagnosis. Of 227,038 adults with incident OUD or overdose, 33.1% were aged 18 to 30 years, 52.9% were males, and 85.0% were metropolitan residents. Half (50.5%) of the patients had a diagnosis of chronic pain, 32.7% had depression, and 20.3% had anxiety. Overall, 79,747 (35.1%) patients filled no opioid prescription in the 12 months before OUD or overdose diagnosis, with the proportion significantly increasing between 2006 and 2016 (adjusted prevalence ratio, 1.86; 95% CI 1.79-1.93; P < 0.001). Patients without (versus with) prescribed opioids tended to be younger males and metropolitan and Northeast US residents. Of 145,609 patients who filled opioid prescriptions, 5 distinct prescribed daily dose trajectories preceding diagnosis emerged: consistent low dose (<3 mg MED, 34.6%), consistent moderate dose (20 mg MED, 27.3%), consistent high dose (150 mg MED, 15.0%), escalating dose (from <3 to 20 mg MED, 13.7%), and de-escalating dose (from 20 to <3mg MED, 9.4%). Overall, over two-thirds of patients with OUD or overdose with prescription opioids were prescribed a mean daily dose below 90 mg MED before diagnosis. Major limitations include the limited generalizability of the study findings and lack of information on out-of-pocket drug spending, race/ethnicity, and socioeconomic status of participants, which prevents analyses addressing these characteristics. CONCLUSIONS: In this study, we found that absence of opioid prescription fills in the year before incident OUD or overdose diagnosis was prevalent, and the majority of the patients received prescription opioid doses below the risk threshold of 90 mg MED. An increasing proportion of high-risk patients could be missed by current programs solely based on opioid prescribing and dispensing information in this new era of limited access to prescription opioids.


Analgesics, Opioid/adverse effects , Opioid-Related Disorders/epidemiology , Practice Patterns, Physicians'/trends , Adult , Aged , Analgesics, Opioid/therapeutic use , Chronic Pain , Cross-Sectional Studies , Drug Overdose , Female , Health Surveys , Humans , Male , Middle Aged , Prescription Drugs/adverse effects , Prescription Drugs/therapeutic use , Prevalence , United States/epidemiology , Young Adult
8.
Drug Alcohol Depend ; 204: 107600, 2019 11 01.
Article En | MEDLINE | ID: mdl-31586806

BACKGROUND: With increasing efforts to scrutinize and reduce opioid prescribing, limited data exist on the recent trend in receipt of prescription pain medications before diagnosis of opioid use disorder (OUD) or opioid-related overdose (OD). METHODS: Using 2005-2016 Truven MarketScan Commercial Claims databases, we assessed trends in annual 1) incidence of OUD or OD and 2) prevalence of receipt of prescription opioids or four commonly-prescribed adjuvant analgesics among patients newly diagnosed with OUD/OD. Trends were examined in the overall sample and by 3 age groups, including youths (≤18 years), adults (19-64 years), and older adults (≥65 years). RESULTS: The incidence of diagnosed OUD or OD increased more than 3-fold from 4.99 to 23.81 per 10,000 persons from 2006 to 2016, with the highest increase (14.18-fold) seen in older adults, followed by adults (3.53-fold), and youths (0.16-fold). Between 2006 and 2016, the proportion of patients with incident OUD/OD who received anticonvulsant adjuvant analgesics in the year before diagnosis increased (from 23.4% to 34.3% [P-trend = .005]) whereas the proportion receiving high-dose prescriptions opioids decreased (from 45.5% to 34.8% [P-trend =< .001]). A decreasing trend was observed in general for tricyclic antidepressants and serotonin and norepinephrine reuptake inhibitors. DISCUSSION: In US commercially insured patients newly diagnosed with OUD/OD, receipt of high-dose opioid prescriptions preceding the diagnosis decreased over time, paralleled by increased use of anticonvulsants commonly prescribed for pain conditions. Further investigations are warranted to understand how prescribed and anticonvulsants contribute to the development of OUD/OD.


Analgesics, Opioid/adverse effects , Analgesics/adverse effects , Drug Overdose/epidemiology , Drug Prescriptions , Opioid-Related Disorders/epidemiology , Adolescent , Adult , Aged , Aged, 80 and over , Analgesics/therapeutic use , Analgesics, Opioid/therapeutic use , Child , Child, Preschool , Cross-Sectional Studies , Drug Overdose/diagnosis , Female , Humans , Male , Middle Aged , Opioid-Related Disorders/diagnosis , Opioid-Related Disorders/drug therapy , Pain/diagnosis , Pain/drug therapy , Pain/epidemiology , Practice Patterns, Physicians'/trends , Prescription Drugs/adverse effects , Prescription Drugs/therapeutic use , Young Adult
9.
Genet Med ; 21(10): 2264-2274, 2019 10.
Article En | MEDLINE | ID: mdl-30926959

PURPOSE: Incorporating a patient's genotype into the clinical decision-making process is one approach to precision medicine. The University of Florida (UF) Health Precision Medicine Program is a pharmacist-led multidisciplinary effort that has led the clinical implementation of six gene-drug(s) pairs to date. This study focuses on the challenges encountered and lessons learned with implementing pharmacogenetic testing for three of these: CYP2D6-opioids, CYP2D6/CYP2C19-selective serotonin reuptake inhibitors, and CYP2C19-proton pump inhibitors within six pragmatic clinical trials at UF Health and partners. METHODS: We compared common measures collected within each of the pharmacogenetic implementations as well as solicited feedback from stakeholders to identify challenges, successes, and lessons learned. RESULTS: We identified several challenges related to trial design and implementation, and learned valuable lessons. Most notably, case discussions are effective for prescriber education, prescribers need clear concise guidance on genotype-based actions, having genotype results available at the time of the patient-prescriber encounter helps optimize the ability to act on them, children prefer noninvasive sample collection, and study participants are willing to answer patient-reported outcomes questionnaires if they are not overly burdensome, among others. CONCLUSION: The lessons learned from implementing three gene-drug pairs in ambulatory care settings will help shape future pharmacogenetic clinical trials and clinical implementations.


Pharmacogenetics/methods , Pharmacogenomic Testing/methods , Precision Medicine/methods , Ambulatory Care , Clinical Trials as Topic/methods , Cytochrome P-450 CYP2C19/genetics , Cytochrome P-450 CYP2D6/genetics , Florida , Genotype , Humans
10.
Genet Med ; 21(8): 1842-1850, 2019 08.
Article En | MEDLINE | ID: mdl-30670877

PURPOSE: CYP2D6 bioactivates codeine and tramadol, with intermediate and poor metabolizers (IMs and PMs) expected to have impaired analgesia. This pragmatic proof-of-concept trial tested the effects of CYP2D6-guided opioid prescribing on pain control. METHODS: Participants with chronic pain (94% on an opioid) from seven clinics were enrolled into CYP2D6-guided (n = 235) or usual care (n = 135) arms using a cluster design. CYP2D6 phenotypes were assigned based on genotype and CYP2D6 inhibitor use, with recommendations for opioid prescribing made in the CYP2D6-guided arm. Pain was assessed at baseline and 3 months using PROMIS® measures. RESULTS: On stepwise multiple linear regression, the primary outcome of composite pain intensity (composite of current pain and worst and average pain in the past week) among IM/PMs initially prescribed tramadol/codeine (n = 45) had greater improvement in the CYP2D6-guided versus usual care arm (-1.01 ± 1.59 vs. -0.40 ± 1.20; adj P = 0.016); 24% of CYP2D6-guided versus 0% of usual care participants reported ≥30% (clinically meaningful) reduction in the composite outcome. In contrast, among normal metabolizers prescribed tramadol or codeine at baseline, there was no difference in the change in composite pain intensity at 3 months between CYP2D6-guided (-0.61 ± 1.39) and usual care (-0.54 ± 1.69) groups (adj P = 0.540). CONCLUSION: These data support the potential benefits of CYP2D6-guided pain management.


Analgesics, Opioid/administration & dosage , Cytochrome P-450 CYP2D6/genetics , Pain Management/methods , Pain/drug therapy , Adult , Analgesics, Opioid/adverse effects , Codeine/administration & dosage , Codeine/adverse effects , Female , Humans , Male , Middle Aged , Pain/genetics , Pain/pathology , Pharmacogenetics , Polymorphism, Genetic , Precision Medicine
11.
Am J Manag Care ; 22(12): e403-e408, 2016 Dec 01.
Article En | MEDLINE | ID: mdl-27982672

OBJECTIVES: Given its complexity, chronic noncancer pain presents an opportunity to use health information technology (IT) to improve care experiences. The objective of this study was to assess whether integrating patient-reported outcomes (PROs) data in an electronic health record (EHR) affects provider and patient satisfaction with chronic noncancer pain care. STUDY DESIGN: We conducted a pragmatic cluster randomized trial involving 4 family medicine clinics. METHODS: We enrolled primary care providers (PCPs) and their patients with chronic noncancer pain. In the first 7 months (education phase), PCPs in intervention practices received education on how to use PROs for pain care. In the second 7 months (PRO phase), patients in intervention practices reported pain-related outcomes on arrival at their visits. PROs were immediately reported to PCPs through the EHR. Control group PCPs provided usual care. We compared intervention and control practices in terms of provider and patient satisfaction with care. RESULTS: During the education phase, patients' mean ratings of their visits did not differ between control and intervention (9.33 vs 9.08; P = .20). During the PRO phase, patients' mean ratings did not differ between control and intervention (9.28 vs 9.01; P = .20). Similarly, there were no differences between the intervention and control groups in terms of provider satisfaction. CONCLUSIONS: Delivering EHR-integrated PROs did not consistently improve patient or provider satisfaction. Positively, we found no evidence that the PRO tools negatively affected satisfaction. Future studies and technological innovations are needed to translate point-of-care health IT tools into improvements in patient and provider experiences.


Chronic Pain/therapy , Pain Management/methods , Patient Reported Outcome Measures , Patient Satisfaction , Primary Health Care/methods , Adult , Aged , Aged, 80 and over , Ambulatory Care Facilities/organization & administration , Cluster Analysis , Electronic Health Records/statistics & numerical data , Humans , Medical Informatics/methods , Middle Aged , Pain Measurement , Practice Patterns, Physicians' , Treatment Outcome , United States , Young Adult
12.
Hypertension ; 67(3): 556-63, 2016 Mar.
Article En | MEDLINE | ID: mdl-26729753

African Americans suffer a higher prevalence of hypertension compared with other racial/ethnic groups. In this study, we performed a pharmacogenomic genome-wide association study of blood pressure (BP) response to ß-blockers in African Americans with uncomplicated hypertension. Genome-wide meta-analysis was performed in 318 African American hypertensive participants in the 2 Pharmacogenomic Evaluation of Antihypertensive Responses studies: 150 treated with atenolol monotherapy and 168 treated with metoprolol monotherapy. The analysis adjusted for age, sex, baseline BP and principal components for ancestry. Genome-wide significant variants with P<5×10(-8) and suggestive variants with P<5×10(-7) were evaluated in an additional cohort of 141 African Americans treated with the addition of atenolol to hydrochlorothiazide treatment. The validated variants were then meta-analyzed in these 3 groups of African Americans. Two variants discovered in the monotherapy meta-analysis were validated in the add-on therapy. African American participants heterozygous for SLC25A31 rs201279313 deletion versus wild-type genotype had better diastolic BP response to atenolol monotherapy, metoprolol monotherapy, and atenolol add-on therapy: -9.3 versus -4.6, -9.6 versus -4.8, and -9.7 versus -6.4 mm Hg, respectively (3-group meta-analysis P=2.5×10(-8), ß=-4.42 mm Hg per variant allele). Similarly, LRRC15 rs11313667 was validated for systolic BP response to ß-blocker therapy with 3-group meta-analysis P=7.2×10(-8) and ß=-3.65 mm Hg per variant allele. In this first pharmacogenomic genome-wide meta-analysis of BP response to ß-blockers in African Americans, we identified novel variants that may provide valuable information for personalized antihypertensive treatment in this group.


Adrenergic beta-Antagonists/therapeutic use , Black or African American , Blood Pressure/physiology , Genome-Wide Association Study/methods , Hypertension , Pharmacogenetics/methods , Humans , Hypertension/drug therapy , Hypertension/ethnology , Hypertension/physiopathology , Morbidity/trends , United States/epidemiology
13.
J Hypertens ; 33(11): 2278-85, 2015 Nov.
Article En | MEDLINE | ID: mdl-26425837

OBJECTIVE: The aim of this study is to identify single-nucleotide polymorphisms (SNPs) influencing blood pressure (BP) response to the ß-blocker atenolol. METHODS: Genome-wide association analysis of BP response to atenolol monotherapy was performed in 233 white participants with uncomplicated hypertension in the pharmacogenomic evaluation of antihypertensive responses study. Forty-two polymorphisms with P less than 10 for association with either diastolic or systolic response to atenolol monotherapy were validated in four independent groups of hypertensive individuals (total n = 2114). RESULTS: In whites, two polymorphisms near the gene PTPRD (rs12346562 and rs1104514) were associated with DBP response to atenolol (P = 3.2 × 10 and P = 5.9 × 10, respectively) with directionally opposite association for response to hydrochlorothiazide in another group of 228 whites (P = 0.0018 and P = 0.00012). A different polymorphism (rs10739150) near PTPRD was associated with response to atenolol in 150 black hypertensive individuals (P = 8.25 × 10). rs12346562 had a similar trend in association with response to bisoprolol (a different ß-blocker) in 207 Finnish men in the genetics of drug responsiveness in essential hypertension study. In addition, an intronic single-nucleotide polymorphism (rs4742610) in the PTPRD gene was associated with resistant hypertension in whites and Hispanics in the international verapamil SR trandolapril study (meta-analysis P = 3.2 × 10). CONCLUSION: PTPRD was identified as a novel locus potentially associated with BP response to atenolol and resistant hypertension in multiple ethnic groups.


Antihypertensive Agents/therapeutic use , Atenolol/therapeutic use , Blood Pressure/drug effects , Blood Pressure/genetics , Hypertension/drug therapy , Receptor-Like Protein Tyrosine Phosphatases, Class 2/genetics , Adrenergic beta-Antagonists/therapeutic use , Adult , Aged , Black People/genetics , Essential Hypertension , Female , Genome-Wide Association Study , Humans , Hypertension/genetics , Male , Middle Aged , Pharmacogenetics , Polymorphism, Single Nucleotide , White People/genetics
14.
Pharmacotherapy ; 34(11): 1132-40, 2014 Nov.
Article En | MEDLINE | ID: mdl-25202885

STUDY OBJECTIVE: To develop and validate a predictive model for glucose change and risk for new-onset impaired fasting glucose in hypertensive participants following treatment with atenolol or hydrochlorothiazide (HCTZ). DESIGN: Randomized multicenter clinical trial. PATIENTS: A total of 735 white or African-American men and women with uncomplicated hypertension. MEASUREMENTS AND MAIN RESULTS: Pharmacogenomic Evaluation of Antihypertensive Responses (PEAR) is a randomized clinical trial to assess the genetic and nongenetic predictors of blood pressure response and adverse metabolic effects following treatment with atenolol or HCTZ. To develop and validate predictive models for glucose change, PEAR participants were randomly divided into a derivation cohort of 367 and a validation cohort of 368. Linear and logistic regression modeling were used to build models of drug-associated glucose change and impaired fasting glucose (IFG), respectively, in the derivation cohorts. These models were then evaluated in the validation cohorts. For glucose change after atenolol or HCTZ treatment, baseline glucose was a significant (p<0.0001) predictor, explaining 13% of the variability in glucose change after atenolol and 12% of the variability in glucose change after HCTZ. Baseline glucose was also the strongest and most consistent predictor (p<0.0001) for development of IFG after atenolol or HCTZ monotherapy. The area under the receiver operating curve was 0.77 for IFG after atenolol and 0.71 after HCTZ treatment, respectively. CONCLUSION: Baseline glucose is the primary predictor of atenolol or HCTZ-associated glucose increase and development of IFG after treatment with either drug.


Adrenergic beta-1 Receptor Antagonists/adverse effects , Atenolol/adverse effects , Diuretics/adverse effects , Hydrochlorothiazide/adverse effects , Hyperglycemia/chemically induced , Hypertension/drug therapy , Models, Biological , Adrenergic beta-1 Receptor Antagonists/therapeutic use , Adult , Antihypertensive Agents/adverse effects , Antihypertensive Agents/therapeutic use , Atenolol/therapeutic use , Blood Glucose/analysis , Cohort Studies , Diuretics/therapeutic use , Drug Therapy, Combination/adverse effects , Female , Glucose Intolerance/chemically induced , Glucose Intolerance/epidemiology , Humans , Hydrochlorothiazide/therapeutic use , Hyperglycemia/epidemiology , Hypertension/blood , Male , Middle Aged , ROC Curve , Risk , United States/epidemiology
15.
Pharmacotherapy ; 30(9): 872-8, 2010 Sep.
Article En | MEDLINE | ID: mdl-20795842

STUDY OBJECTIVE: To evaluate whether the level of systemic exposure to atenolol explains observed interindividual differences in adverse metabolic responses. DESIGN: Open-label, prospective, pharmacokinetic pilot substudy of the Pharmacogenomic Evaluation of Antihypertensive Responses (PEAR) study. SETTING: General clinical research center. PATIENTS: Fifteen hypertensive adults (mean age 46 +/- 8.9 yrs) who were enrolled in the PEAR study. INTERVENTION: Patients received atenolol therapy for at least 8 weeks, with 5 of those weeks at a dosage of 100 mg/day, and then underwent a 2-hour oral glucose tolerance test during a pharmacokinetic study visit. MEASUREMENTS AND MAIN RESULTS: Twenty-hour plasma atenolol concentrations were measured during the pharmacokinetic visit. Glucose and insulin levels were measured during the 2-hour oral glucose tolerance test, and fasting plasma lipid, glucose, and insulin levels were measured at baseline and after 8 weeks of atenolol treatment. A significant association was noted between atenolol area under the concentration-time curve (AUC) and change in fasting glucose level when adjusted for covariates (p=0.0025); the effect was strongest in women. No significant relationship was noted between plasma atenolol concentration and glucose AUC during oral glucose tolerance testing (r=0.08, p=0.78), nor between atenolol AUC and change in triglyceride levels (r=0.13, p=0.63). CONCLUSION: Higher plasma atenolol exposure may be a risk factor for an increase in fasting plasma glucose level during atenolol treatment. These findings require confirmation in a larger sample.


Antihypertensive Agents/adverse effects , Atenolol/adverse effects , Blood Glucose/analysis , Hypertension/drug therapy , Adolescent , Adult , Aged , Antihypertensive Agents/administration & dosage , Antihypertensive Agents/blood , Atenolol/administration & dosage , Atenolol/blood , Female , Glucose Tolerance Test , Humans , Hypertension/blood , Insulin/blood , Lipids/blood , Male , Middle Aged , Pilot Projects , Risk Factors , Young Adult
16.
J Healthc Qual ; 25(3): 26-32, 2003.
Article En | MEDLINE | ID: mdl-12774645

The purpose of this study was to develop and test two interventions designed to improve provider compliance with diabetes management guidelines: the use of a diabetes management flowsheet inserted into patient charts and the use of a diabetes management flowsheet plus quarterly provider feedback about compliance levels. Diabetic patient charts from six family practice clinics were randomly selected and audited at baseline and at 12 months. The analysis indicated that the use of the flowsheet was associated with improved provider compliance in the completion of foot examinations only. Providers involved in the study believed that the process of the flowsheet plus feedback contributed to their greater awareness of diabetes management guidelines.


Diabetes Mellitus/therapy , Disease Management , Family Practice/standards , Guideline Adherence , Total Quality Management/methods , Adult , Data Collection/methods , Demography , Diabetes Mellitus/economics , Diabetes Mellitus/prevention & control , Family Practice/organization & administration , Feedback , Female , Glycated Hemoglobin/analysis , Humans , Institutional Management Teams , Male , Medical Audit , Models, Organizational , Societies, Medical , Software Design , United States
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