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Featured researches published by Susan Boklage.


American Journal of Cardiology | 2018

Risk of Incident Atherosclerotic Cardiovascular DiseaseEvents by Achieved Atherogenic Lipid Levels Among62,428 Statin-Treated Individuals With Diabetes Mellitus

Jamal S. Rana; Jennifer Y. Liu; Howard H. Moffet; Susan Boklage; Irfan Khan; Andrew J. Karter

The relevance of low-density lipoprotein cholesterol (LDL-C) or non-high-density lipoprotein cholesterol (non-HDL-C) goals for primary prevention of atherosclerotic cardiovascular disease (ASCVD) among patients with diabetes was assessed. This retrospective cohort study included patients with type 2 diabetes, age 21 to 90years, taking statins, with no history of ASCVD as of January 1, 2006, in Kaiser Permanente Northern California, an integrated healthcare delivery system. Multivariate cox models were utilized to estimate hazard ratios (HRs) for incident ASCVD events by achieved LDL-C and non-HDL-C levels with adjustment for potential confounders. Incident ASCVD events were defined as a composite of myocardial infarction, ischemic stroke, or coronary heart disease death. A cohort of 62,428 patients, with mean age of 64.1years, 46.9% women, and mean follow-up of 6.0 years, was identified. After adjustment, the risk of incident ASCVD for these statin-treated patients was monotonically lower with decreasing achieved LDL-C levels (p<0.0001 for trend) and non-HDL-C levels (p <0.0001 for trend). Relative to achieved LDL-C ≥130 mg/dl, LDL-C <50 mg/dl had HR = 0.58 (95% confidence interval 0.49 to 0.69). Relative to achieved non-HDL-C ≥160mg/dl, non-HDL-C <80 mg/dl had HR = 0.59 (95% confidence interval 0.51 to 0.68). In a large cohort of statin-treated diabetic patients without ASCVD, a monotonically lower risk of incident ASCVD events was associated with lower achieved lipid levels. These findings support the use of LDL-C ornon-HDL-C treatment goals for ASCVD primary prevention in diabetic patients.


Journal of Managed Care Pharmacy | 2018

Trends in Lipid Screening Among Adults in an Integrated Health Care Delivery System, 2009-2015

Deborah S. Ling Grant; Ronald D. Scott; Teresa N. Harrison; T. Craig Cheetham; Shen-Chih Chang; Jin-Wen Y. Hsu; Rong Wei; Susan Boklage; Victoria Romo-LeTourneau; Kristi Reynolds

BACKGROUND Lipid screening determines eligibility for statins and other cardiovascular risk reduction interventions. OBJECTIVE To examine trends in lipid screening among adults aged ≥20 years in a large, multiethnic, integrated health care delivery system in southern California. METHODS Temporal trends in lipid screening were examined from 2009 to 2015 with an index date of September 30 of each year. Lipid screening was defined as the proportion of eligible members each year who (a) had ever been screened among those aged 20-39 years and (b) had been screened in the previous 6 years for those aged ≥ 40 years. Trends were analyzed by age, gender, and the presence of atherosclerotic cardiovascular disease (ASCVD) or diabetes without ASCVD status. RESULTS More than 2 million individuals were included each year: 5%-6% had ASCVD (includes those with diabetes), 7%-8% had diabetes without ASCVD, and 87% had neither condition. Among the entire population, lipid screening increased from 79.8% in 2009 to 82.6% in 2015 (P < 0.0001). Among those with ASCVD or diabetes, lipid screening was 99% across all years. Among those without ASCVD or DM, screening increased from 76.9% in 2009 to 80.0% in 2015 (P < 0.0001), with higher screening among women compared with men and lower screening among individuals younger than 55 years. CONCLUSIONS Consistently high rates of lipid screening were observed among individuals with ASCVD or diabetes. In individuals without these conditions, screening increased over time. However, there is room to further increase screening rates in adults younger than 55 years. DISCLOSURES This manuscript and research work was supported by a contractual agreement between the Southern California Permanente Medical Group and Regeneron Pharmaceuticals and Sanofi U.S. Researchers from Regeneron and Sanofi collaborated on the study design, interpretation of data, and writing of the manuscript. Ling Grant, Harrison, Chang, Hsu, Cheetham, Wei, and Reynolds are employed by Kaiser Permanente Southern California. Scott is employed by Southern California Permanente Medical Group. Boklage is employed by Regeneron, and Romo-LeTourneau is employed by Sanofi. Preliminary results from this study were presented at the American Heart Association Scientific Sessions; November 12-16, 2016; New Orleans, LA.


American Journal of Cardiology | 2018

Prescribing Patterns of Proprotein Convertase Subtilisin-Kexin Type 9 Inhibitors in Eligible Patients with Clinical Atherosclerotic Cardiovascular Disease or Heterozygous Familial Hypercholesterolemia

Dean G. Karalis; Usha Mallya; Ameen Ghannam; Joseph Elassal; Rishab Gupta; Susan Boklage

Two proprotein convertase subtilisin-kexin type 9 (PCSK9) inhibitors are approved for patients with atherosclerotic cardiovascular disease or heterozygous familial hypercholesterolemia who require additional low-density lipoprotein cholesterol (LDL-C) lowering. This retrospective study sought to determine differences between eligible patients who were prescribed and those who were not prescribed a PCSK9 inhibitor. Patients from an electronic medical record database were included in the analysis, and their demographic, clinical, and treatment characteristics were evaluated. Of 368,624 PCSK9 inhibitor-eligible patients, 1,752 (<0.5%) received a PCSK9 inhibitor prescription. Patients who received a PCSK9 inhibitor were more frequently associated with a higher cardiovascular disease risk category and a higher baseline LDL-C level (139.4 vs 103.5 mg/dl; p <0.0001) compared with those who did not. Patients with a PCSK9 inhibitor prescription were significantly more likely to be on ezetimibe, alone or in combination with a statin, at baseline compared with those without (29% vs 5%; p <0.0001). The use of a PCSK9 inhibitor was very low in the 2 groups of patients identified as PCSK9 inhibitor-eligible based on the American College of Cardiology Expert Consensus Decision Pathway. In conclusion, this study demonstrates that most PCSK9 inhibitor-eligible patients do not receive a PCSK9 inhibitor prescription, highlighting that many high-risk patients could benefit from additional LDL-C lowering with a PCSK9 inhibitor.


Journal of the American College of Cardiology | 2017

STATIN UTILIZATION PATTERNS DURING INPATIENT ADMISSIONS FOR ACUTE CORONARY SYNDROME (ACS)

Susan Boklage; Elisabetta Malangone-Monaco; Lorena Lopez-Gonzalez; Yao Ding; Caroline Henriques; Joseph Elassal; Rishi Wadhera

Background: Patients (pts) that present with acute coronary syndrome (ACS) are at high risk for recurrent cardiovascular (CV) events. Statin therapy (tx) reduces the risk of CV events and should be started during and following an ACS. The patterns of guideline-directed statin use during index ACS


Journal of the American College of Cardiology | 2017

UNDERSTANDING THE PREDICTORS OF ACHIEVING LDL-C TARGETS WHEN ADDING EZETIMIBE IN HIGH RISK PATIENTS

Dean Karalis; Usha Mallya; Joseph Elassal; Ameen Ghannam; Rishab Gupta; Susan Boklage

Background: In March 2016, the ACC released their Expert Consensus Decision Pathway which provided additional guidance on the use of non-statin treatment (tx) such as ezetimibe (EZE) for high-risk patients (pts) who require additional LDL-C lowering. Objective: To understand the predictors of LDL-C


Journal of Managed Care Pharmacy | 2017

Identification of Patients with Statin Intolerance in a Managed Care Plan: A Comparison of 2 Claims-Based Algorithms

Brandon K. Bellows; Amy M. Sainski-Nguyen; Cody J. Olsen; Susan Boklage; Scott L. Charland; Matthew P. Mitchell; Diana I. Brixner

BACKGROUND While statins are safe and efficacious, some patients may experience statin intolerance or treatment-limiting adverse events. Identifying patients with statin intolerance may allow optimal management of cardiovascular event risk through other strategies. Recently, an administrative claims data (ACD) algorithm was developed to identify patients with statin intolerance and validated against electronic medical records. However, how this algorithm compared with perceptions of statin intolerance by integrated delivery networks remains largely unknown. OBJECTIVE To determine the concurrent validity of an algorithm developed by a regional integrated delivery network multidisciplinary panel (MP) and a published ACD algorithm in identifying patients with statin intolerance. METHODS The MP consisted of 3 physicians and 2 pharmacists with expertise in cardiology, internal medicine, and formulary management. The MP algorithm used pharmacy and medical claims to identify patients with statin intolerance, classifying them as having statin intolerance if they met any of the following criteria: (a) medical claim for rhabdomyolysis, (b) medical claim for muscle weakness, (c) an outpatient medical claim for creatinine kinase assay, (d) fills for ≥ 2 different statins excluding dose increases, (e) decrease in statin dose, or (f) discontinuation of a statin with a subsequent fill for a nonstatin lipid-lowering therapy. The validated ACD algorithm identified statin intolerance as absolute intolerance with rhabdomyolysis; absolute intolerance without rhabdomyolysis (i.e., other adverse events); or as dose titration intolerance. Adult patients (aged ≥ 18 years) from the integrated delivery network with at least 1 prescription fill for a statin between January 1, 2011, and December 31, 2012 (first fill defined the index date) were identified. Patients with ≥ 1 year pre- and ≥ 2 years post-index continuous enrollment and no statin prescription fills in the pre-index period were included. The MP and ACD algorithms were applied to the population, and concordance was examined using individual (i.e., sensitivity, specificity, positive predictive value [PPV], and negative predictive value [NPV]) and overall performance measures (i.e., accuracy, Cohens kappa coefficient, balanced accuracy, F-1 score, and phi coefficient). RESULTS After applying the inclusion criteria, 7,490 patients were evaluated for statin intolerance. The mean (SD) age of the population was 51.1 (8.5) years, and 55.7% were male. The MP and ACD algorithms classified 11.3% and 5.4% of patients as having statin intolerance, respectively. The concordance of the MP algorithm was mixed, with negative classification of statin intolerance measures having high concordance (specificity 0.91, NPV 0.97) and positive classification of statin intolerance measures having poor concordance (sensitivity 0.45, PPV 0.21). Overall performance measures showed mixed agreement between the algorithms. CONCLUSIONS Both algorithms used a mix of pharmacy and medical claims and may be useful for organizations interested in identifying patients with statin intolerance. By identifying patients with statin intolerance, organizations may consider a variety of options, including using nonstatin lipid-lowering therapies, to manage cardiovascular event risk in these patients. DISCLOSURES This study was funded by Regeneron Pharmaceuticals and Sanofi US. Boklage is employed by, and owns stock in, Regeneron, and Charland is employed by Sanofi. Bellows has received fees from Avenir for advisory board membership and grants from Myriad Genetics, Biogen, Janssen, and National Institutes of Health. Brixner reports advisory board and consultancy fees and grants from Sanofi. Mitchell reports consultancy fees from Sanofi. Study concept and design were contributed by Bellows, Boklage, Charland, and Brixner. Bellows, Sainski-Nguyen, and Olsen took the lead in data collection, along with Mitchell. Data interpretation was performed by Mitchell, along with the other authors. The manuscript was written by Bellows, Sainski-Nguyen, and Olsen and revised by all the authors.


American Heart Journal | 2017

Contemporary rates and correlates of statin use and adherence in nondiabetic adults with cardiovascular risk factors: The KP CHAMP study

Alan S. Go; Dongjie Fan; Sue Hee Sung; Alda Inveiss; Victoria Romo-LeTourneau; Usha Mallya; Susan Boklage; Joan C. Lo

Background Statin therapy is highly efficacious in the prevention of fatal and nonfatal atherosclerotic events in persons at increased cardiovascular risk. However, its long‐term effectiveness in practice depends on a high level of medication adherence by patients. Methods We identified nondiabetic adults with cardiovascular risk factors between 2008 and 2010 within a large integrated health care delivery system in Northern California. Through 2013, we examined the use and adherence of newly initiated statin therapy based on data from dispensed prescriptions from outpatient pharmacy databases. Results Among 209,704 eligible adults, 68,085 (32.5%) initiated statin therapy during the follow‐up period, with 90.4% receiving low‐potency statins. At 12 and 24 months after initiating statins, 84.3% and 80.2%, respectively, were actively receiving statin therapy, but only 42% and 30%, respectively, had no gaps in treatment during those time periods. There was also minimal switching between statins or use of other lipid‐lowering therapies for augmentation during follow‐up. Age ≥ 50 years, Asian/Pacific Islander race, Hispanic ethnicity, prior myocardial infarction, prior ischemic stroke, hypertension, and baseline low‐density lipoprotein cholesterol > 100 mg/dL were associated with higher adjusted odds, whereas female gender, black race, current smoking, dementia were associated with lower adjusted odds, of active statin treatment at 12 months after initiation. Conclusions There remain opportunities for improving prevention in patients at risk for cardiovascular events. Our study identified certain patient subgroups that may benefit from interventions to enhance medication adherence, particularly by minimizing treatment gaps and discontinuation of statin therapy within the first year of treatment.


PharmacoEconomics | 2018

Budget Impact Analysis of PCSK9 Inhibitors for the Management of Adult Patients with Heterozygous Familial Hypercholesterolemia or Clinical Atherosclerotic Cardiovascular Disease

U. Mallya; Susan Boklage; Andrew Koren; Thomas E. Delea; C. Daniel Mullins


Rheumatology | 2018

e52 Characteristics of patients treated with biologic monotherapy and combination therapy for moderate or severe rheumatoid arthritis in five European countries

E Sullivan; Jim Kershaw; Stuart Blackburn; Puneet Mahajan; Susan Boklage


Cardiovascular Drugs and Therapy | 2018

Trends in Statin Use 2009–2015 in a Large Integrated Health System: Pre- and Post-2013 ACC/AHA Guideline on Treatment of Blood Cholesterol

Teresa N. Harrison; Ronald D. Scott; T. Craig Cheetham; Shen-Chih Chang; Jin-Wen Y. Hsu; Rong Wei; Deborah S. Ling Grant; Susan Boklage; Victoria Romo-LeTourneau; Kristi Reynolds

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