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Dikilitas, Ozan

https://orcid.org/0000-0002-9906-8608

Mayo Clinic

Mayo Clinic

Citations 44

Abstract 13386: The Association of High Polygenic Risk With Future Coronary Heart Disease Events Diminishes Later in Life
Smith, Johanna L. , Schaid, Daniel J. , Dikilitas, Ozan , Kullo, Iftikhar J.

Circulation | June 15, 2023 | Volume: 146 | Issue: Suppl_1 | Pages: No page available

10.1161/circ.146.suppl_1.13386 Get It

Introduction: Polygenic risk scores (PRS) for coronary heart disease (CHD) are associated with incident CHD events. We assessed whether the strength of this association differs over the life course. Methods: We studied 7,958 genotyped participants of European-ancestry without CHD enrolled in the Atherosclerosis Risk in Communities Study (ARIC). Participants were 45-64 years old at the baseline visit occurring 1987-89 with follow up available through 2015. A genome-wide PRS for CHD composed of 1.7 million variants was computed for each participant. Incident CHD was defined as clinically adjudicated myocardial infarction including silent infarction, coronary revascularization, or fatal coronary event. An extended Cox model was constructed with age as the model time scale. The association of PRS with incident CHD was assumed to be log-linear and further modeled as a function of age assuming differing piecewise constant effect sizes across the intervals ≤55, 55-65, 65-80, and ≥80 years. The regression model also included the following covariates: sex, systolic blood pressure, total and HDL cholesterol, history of diabetes, antihypertensive medication use, and smoking status. Results: In the ARIC cohort (median enrollment age 54, interquartile range [IQR] 49-59, female 52%), over a median of 24.5 years (IQR 14.4-28.1), there were 1,872 incident CHD events. In comparison to average polygenic risk for CHD (50th percentile of PRS distribution), harboring high polygenic risk (95th percentile) was associated with a 2.9-fold increased risk of incident CHD (95% CI 2.12-3.95) up to age 55 years, independent of conventional risk factors. The strength of association was attenuated later in life (Hazard ratio, age 55-65, 2.5 [2.14-2.84]; age 65-80, 1.87 [1.68-2.07]; age ≥80, 1.78 [1.38-2.31]) Conclusions: A genome-wide PRS for CHD is more strongly associated with incident coronary events at younger age. The strength of association declined later in life while remaining significant. The age-dependent association of PRS with CHD may need to be accounted for in risk prediction models.
Abstract 10822: Familial Hypercholesterolemia in the EMERGE Network: 1-Year Outcomes After Return of Results
Kochan, David C., Perez, Emma , Anderson, Katherine , Salvati, Zachary , Hebbring, Scott J. , Gibbs, Richard A. , Linder, Jodell E. , Roden, Dan M. , Manolio, Teri A. , Sherafati, Alborz , Dikilitas, Ozan , Saadatagah, Seyedmohammad , Satterfield, Benjamin A. , Jones, Laney K , Sharp, Richard R. , Sturm, Amy C. , Zouk, Hana , Venner, Eric , Chung, Wendy K. , Peterson, Josh F. , Jarvik, Gail P. , Rehm, Heidi L. , Roden, Dan M. , Williams, Marc S , Kullo, Iftikhar J.

Circulation | June 15, 2023 | Volume: 146 | Issue: Suppl_1 | Pages: No page available

10.1161/circ.146.suppl_1.10822 Get It

Introduction: Relatively little is known about outcomes following return of secondary findings detected in large scale sequencing projects. We assessed 1-year outcomes following return of pathogenic/likely pathogenic (P/LP) variants associated with familial hypercholesterolemia (FH) in phase III of the eMERGE network (2015-2019). Methods: Adult participants (n=18,544) at 7 sites were enrolled in a prospective cohort study to study the clinical impact of returning results from targeted sequencing of 68 actionable genes, including LDLR , APOB , and PCSK9 . Process, intermediate, and/or clinical outcomes within 1-year after return of results (RoR) were ascertained by electronic health record (EHR) review. A process outcome was defined as referral to a specialist or ordering new tests, including lipid profile and screening tests for coronary heart disease. An intermediate outcome was defined as new diagnosis of FH or atherosclerotic cardiovascular disease. A clinical outcome was defined as initiation or change in lipid-lowering medication. The primary outcomes were a new diagnosis of FH and modification of lipid lowering therapy. Results: Results were returned to 134 individuals, and data for 119 participants were available for the outcomes analysis. Process (86%), intermediate (49%), and/or clinical (26%) outcomes occurred in 92% of participants. Process outcomes included 72% with new tests ordered and 61% referred to a specialist. Before RoR, 86.5% of individuals with FH associated P/LP variants had a diagnosis of hypercholesterolemia but only 17.6% had a diagnosis of FH; 89% were on a statin but only 58% were on a high intensity statin. Following RoR, 44% (52/119) received a new diagnosis of FH. Lipid lowering treatment was modified in 26% (31/119), including initiation of a statin in 5%, increasing statin dose in 13%, and adding ezetimibe or a PCSK9 inhibitor in 12.6%. Conclusions: In a multisite cohort of EHR-linked biobanks, monogenic FH was underdiagnosed (only 17.6% had a specific diagnosis) and undertreated (only 58% were on a high intensity statin); 44% of participants received a new diagnosis of FH and 26% had lipid lowering treatment modified after RoR. These results highlight the clinical utility of returning FH variants in EHR-linked biobanks.
Familial Hypercholesterolemia in the Electronic Medical Records and Genomics Network: Prevalence, Penetrance, Cardiovascular Risk, and Outcomes After Return of Results
Dikilitas, Ozan , Sherafati, Alborz , Saadatagah, Seyedmohammad , Kochan, David C., Anderson, Katherine , Chung, Wendy K. , Hebbring, Scott J. , Salvati, Zachary , Sharp, Richard R. , Sturm, Amy C. , Gibbs, Richard A. , Rowley, Robb , Linder, Jodell E. , Perez, Emma , Peterson, Josh F. , Jarvik, Gail P. , Roden, Dan M. , Manolio, Teri A. , Satterfield, Benjamin A , Anderson, Katherine C , Chung, Wendy K. , Salvati, Zachary M , Sharp, Richard R , Sturm, Amy C , Rowley, Robb , Venner, Eric , Linder, Jodell E , Jones, Laney K , Peterson, Josh F , Jarvik, Gail P , Rehm, Heidi L , Zouk, Hana , Roden, Dan M. , Williams, Marc S , Manolio, Teri A , Kullo, Iftikhar J , Dikilitas, Ozan , Satterfield, Benjamin A. , Venner, Eric , Rehm, Heidi L. , Kullo, Iftikhar J.

Circulation: Genomic and Precision Medicine | February 22, 2023 | Volume: 16 | Issue: 2 | Pages: No page available

10.1161/circgen.122.003816 Get It

Background: The implications of secondary findings detected in large-scale sequencing projects remain uncertain. We assessed prevalence and penetrance of pathogenic familial hypercholesterolemia (FH) variants, their association with coronary heart disease (CHD), and 1-year outcomes following return of results in phase III of the electronic medical records and genomics network. Methods: Adult participants (n=18 544) at 7 sites were enrolled in a prospective cohort study to assess the clinical impact of returning results from targeted sequencing of 68 actionable genes, including LDLR , APOB , and PCSK9 . FH variant prevalence and penetrance (defined as low-density lipoprotein cholesterol >155 mg/dL) were estimated after excluding participants enrolled on the basis of hypercholesterolemia. Multivariable logistic regression was used to estimate the odds of CHD compared to age- and sex-matched controls without FH-associated variants. Process (eg, referral to a specialist or ordering new tests), intermediate (eg, new diagnosis of FH), and clinical (eg, treatment modification) outcomes within 1 year after return of results were ascertained by electronic health record review. Results: The prevalence of FH-associated pathogenic variants was 1 in 188 (69 of 13,019 unselected participants). Penetrance was 87.5%. The presence of an FH variant was associated with CHD (odds ratio, 3.02 [2.00–4.53]) and premature CHD (odds ratio, 3.68 [2.34–5.78]). At least 1 outcome occurred in 92% of participants; 44% received a new diagnosis of FH and 26% had treatment modified following return of results. Conclusions: In a multisite cohort of electronic health record–linked biobanks, monogenic FH was prevalent, penetrant, and associated with presence of CHD. Nearly half of participants with an FH-associated variant received a new diagnosis of FH and a quarter had treatment modified after return of results. These results highlight the potential utility of sequencing electronic health record–linked biobanks to detect FH.
S-22-4: GENOME WIDE ASSOCIATION STUDY OF FIBROMUSCULAR DYSPLASIA REVEALS MECHANISTIC LINKS WITH BLOOD PRESSURE REGULATION AND OTHER VASCULAR DISEASES
Sayed, Ines Sadoug, Vikkula, Mikka, Januszewicz, Andrzej , Kullo, Iftikhar, Jeunemaı̂tre, Xavier , Naji, Nabila Bouatia, Georges, Adrien , Yang, Min , Berrandou, Takiy-Eddine , Liu, Lu , Dikilitas, Ozan , Azizi, Michel , Persu, Alexandre , Kovacic, Jason C. , Ganesh, Santhi K.

Journal of Hypertension | January 12, 2023 | Volume: 41 | Issue: Suppl 1 | Pages: e54

10.1097/01.hjh.0000913240.04466.fb Get It

Introduction: Fibromuscular dysplasia (FMD) is a non-atherosclerotic arteriopathy of unknown etiology, afflicting mostly middle-aged women. It is characterized by stenotic lesions of the vascular wall in middle-size arteries, sometimes associated with dissection, aneurysm or tortuosity. Renovascular hypertension is a major presentation of FMD and 50–85% of FMD patients are hypertensive. Methods & Results: We report results from the first genome-wide association meta-analysis of six studies including 1556 FMD cases and 7100 controls. We identified four robustly associated loci (PHACTR1, LRP1, ATP2B1, and LIMA1). Using colocalization and transcriptome-wide association analysis with arterial expression datasets, we found PHACTR1, LRP1 and ATP2B1 as target genes at FMD loci and identified one additional locus (SLC24A3). We analysed chromatin accessibility in artery-derived primary cells and found that FMD associated variants were located in arterial specific regulatory elements active in smooth muscle cells. Target genes were broadly involved in mechanisms related to actin cytoskeleton and intracellular calcium homeostasis, central to vascular contraction. All FMD loci were also associated to at least one blood pressure trait. Colocalization analysis supported the same genetic variants to cause association to FMD and systolic blood pressure at PHACTR1, ATP2B1 and LIMA1 loci, and for FMD and pulse pressure at PHACTR1, LRP1 and ATP2B1 loci. Using genome-wide genetic correlation, we found a significant association between FMD and blood pressure. Mendelian Randomization analysis supported genetically determined systolic blood pressure to significantly increase the risk of FMD. However, we confirmed using adjusted and stratified analyses that hypertension status alone was not driving the association with FMD at top loci. We also report an important genetic overlap of FMD with migraine, intracranial aneurysm, coronary artery disease and myocardial infarction. Conclusion: Our study confirms FMD as a polygenic disease following a complex genetic mode of inheritance. We find that FMD shares an important part of its genetic basis with blood pressure regulation, involving in particular several genes related to intracellular calcium homeostasis and vascular smooth muscle contraction. These results are consistent with previous studies showing systemic alterations in vascular contraction in FMD patients, even outside of affected arterial beds. While the mechanisms through which FMD may cause renovascular hypertension are well known, further studies will be required to determine how alterations in vascular contraction may lead to the arterial remodeling observed in FMD.
Quantifying factors that affect polygenic risk score performance across diverse ancestries and age groups for body mass index
Hui, Daniel J. , Xiao, Brenda , Irvin, Marguerite R. , Kullo, Iftikhar, Limdi, Nita A. , Liu, Cong , Namjou, Bahram , Puckelwartz, Megan J. , Schaid, Daniel J. , Tiwari, Hemant K., Wei, Wei‐Qi, Ritchie, Marylyn D. , Liu, Cong , Puckelwartz, Megan J , Dikilitas, Ozan , Freimuth, Robert R. , Jarvik, Gail P. , Kottyan, Leah C. , Luo, Yuan , Verma, Shefali S. , Kim, Dokyoon

Biocomputing 2023 | November 24, 2022 | Volume: No volume available | Issue: No issue available | Pages: 437-448

10.1142/9789811270611_0040 Get It

Abstract 12959: Clonal Hematopoiesis of Indeterminate Potential Predicts Incident Venous Thromboembolism in the UK Biobank Cohort
Satterfield, Benjamin A. , Kullo, Iftikhar, Satterfield, Benjamin A , Dikilitas, Ozan , Saadatagah, Seyedmohammad

Circulation | April 28, 2022 | Volume: 144 | Issue: Suppl_1 | Pages: No page available

10.1161/circ.144.suppl_1.12959 Get It

Introduction: Clonal hematopoiesis of indeterminate potential (CHIP) refers to the formation of genetically distinct subpopulations of blood cells due to somatic mutations. CHIP is associated with a variety of adverse outcomes, including hematological cancers, cardiovascular disease, and death. We sought to investigate the association of CHIP with incident venous thromboembolism (VTE). Methods: We analyzed exome sequence data from 200,628 individuals in the UK Biobank cohort using Mutect2 to identify a prespecified list of somatic mutations in DNMT3A, TET2, and ASXL1, which are known genetic drivers of CHIP. CHIP was defined as harboring a somatic mutation at a variant allele fraction (VAF) ≥10% and individuals with VAF <2% were deemed as non-carriers. VTE was ascertained using verbal interview data and diagnostic/procedural codes and defined as a composite of the following: thrombophlebitis of deep veins of lower limbs, embolism/thrombosis of vena cava, pulmonary embolism, venous thrombectomy of lower limb veins or IVC filter insertion. We implemented a nested case-control design with incidence density sampling to identify incident cases and controls matched (1:8 ratio) for sex, smoking status, and history of malignancy at baseline. Conditional logistic regression analysis adjusted for age, BMI, and genetic ancestry was performed to assess the association between CHIP and incident VTE. Results: Among 200,628 individuals, we identified 3,885 individuals with CHIP at baseline and 748 incident VTE events during a median follow-up of 9.2 years. In 748 incident cases and 5984 matched controls, CHIP was associated with increased risk of incident VTE independent of conventional risk factors for VTE, namely, age, sex, BMI, smoking, and history of malignancy (incidence rate ratio [95% confidence interval]; 1.60 [1.04-2.46], p=0.032). When we restricted the cases to individuals with incident pulmonary embolism (n=441), we observed a stronger association with CHIP (1.80 [1.08-3.05], p=0.025). Conclusions: CHIP is associated with increased risk of VTE independent of history of malignancy and other conventional risk factors. The pathophysiological basis for this association needs further investigation.
Abstract 12955: Clonal Hematopoiesis of Indeterminate Potential: A Novel Risk Factor for Atrial Fibrillation in the UK Biobank Cohort
Satterfield, Benjamin A. , Kullo, Iftikhar, Satterfield, Benjamin A , Saadatagah, Seyedmohammad , Dikilitas, Ozan

Circulation | April 28, 2022 | Volume: 144 | Issue: Suppl_1 | Pages: No page available

10.1161/circ.144.suppl_1.12955 Get It

Introduction: The prevalence of atrial fibrillation (AF) increases with age and inflammation plays a key pathophysiologic role. Somatic mosaicism increases with age and promotes inflammation. Therefore, we investigated whether Clonal Hematopoiesis of Indeterminate Potential (CHIP) is a risk factor for incident AF. Methods: We assessed exome sequence (ES) data from 200,628 participants in the UK biobank. Using the Genome Analysis Toolkit pipeline, we ascertained a predefined list of CHIP mutations in DNMT3A , TET2 , and ASXL1 . CHIP was defined as variant allele frequency (VAF) >10% and those with VAF <2% served as controls. AF was ascertained based on self-report and ICD codes. Lone AF was defined as AF in the absence of heart failure, mitral stenosis, mitral valve repair/valvotomy/replacement, and congenital heart disease. Those with AF prior to or at the time of enrollment were excluded from analyses to ascertain incident events. Cox proportional hazard models adjusted for age, sex, self-reported race/ethnicity, diabetes, hypertension, smoking, and obesity were used to identify associations between CHIP and incident AF. Results: Of 200,628 participants, 3885 (1.9%) had CHIP. The number of participants with mutations in DNMT3A , TET2 , and ASXL1 was 2512, 1065, and 439, respectively. During a median follow-up of 9 years, 4,676 incident AF and 3,584 incident lone AF occurred. CHIP was an independent risk factor for developing incident AF and also for developing lone AF. CHIP in TET2 and ASXL1 but not DNMT3A was associated with AF ( Table 1 ). Conclusions: The presence of CHIP involving TET2 and ASXL1 is associated with an increased risk of incident AF including the subset with lone AF. Our findings reveal somatic mosaicism in blood cells to be a novel risk factor for AF.
Arrhythmia Variant Associations and Reclassifications in the eMERGE-III Sequencing Study
Glazer, Andrew M. , Davogustto, Giovanni , Shaffer, Christian M., Desai, Reshma R. , Farber‐Eger, Eric , Dikilitas, Ozan , Shang, Ning , Muhammad, Ayesha , Shaffer, Lauren Lee, Kalash, Olivia R., Bland, Harris T. , Yoneda, Zachary T. , Mitchell, Devyn , Kroncke, Brett M. , Jarvik, Gail P. , Gordon, Allan , Larson, Eric B. , Manolio, Teri A. , Luo, Jonathan Z. , Schaid, Daniel J. , Namjou, Bahram , Singhal, Ashutosh , Liu, Cong , Ralston, James D. , Leppig, Kathleen A. , Håkonarson, Håkon , Sleiman, Patrick , Sohn, Sunghwan , Network, the eMERGE, Denny, Joshua C. , Wei, Wei‐Qi, Shoemaker, M. Benjamin , Roden, Dan M. , Ralston, James D. , Farber-Eger, Eric H , Dikilitas, Ozan , Mosley, Jonathan D , Van Driest, Sara L , Wells, Quinn S , Wada, Yuko , Yoneda, Zachary T , Kroncke, Brett M , Kullo, Iftikhar J , Jarvik, Gail P , Gordon, Adam S , Manolio, Teri A , Mirshahi, Tooraj , Schaid, Daniel, Alsaied, Tarek , Hripcsak, George , McNally, Elizabeth M , Sohn, Sunghwan , Glessner, Joseph , Wei, Wei-Qi , George, Alfred L , Shoemaker, M Benjamin , Roden, Dan M. , Hakonarson, Hakon , Denny, Joshua C , Bland, Sarah T , Liu, Cong , Glazer, Andrew M , Vanoye, Carlos G. , Pacheco, Jennifer A. , Yang, Tao , Driest, Sara L. Van , Wells, Quinn S. , Wada, Yuko , Kullo, Iftikhar J. , Singh, Rajbir , Weng, Chunhua , McNally, Elizabeth M. , Chung, Wendy K. , Carrell, David , Network, the eMERGE, George, Alfred L.

Circulation | December 21, 2021 | Volume: 145 | Issue: 12 | Pages: 877-891

10.1161/circulationaha.121.055562 Get It

Background: Sequencing Mendelian arrhythmia genes in individuals without an indication for arrhythmia genetic testing can identify carriers of pathogenic or likely pathogenic (P/LP) variants. However, the extent to which these variants are associated with clinically meaningful phenotypes before or after return of variant results is unclear. In addition, the majority of discovered variants are currently classified as variants of uncertain significance, limiting clinical actionability. Methods: The eMERGE-III study (Electronic Medical Records and Genomics Phase III) is a multicenter prospective cohort that included 21 846 participants without previous indication for cardiac genetic testing. Participants were sequenced for 109 Mendelian disease genes, including 10 linked to arrhythmia syndromes. Variant carriers were assessed with electronic health record–derived phenotypes and follow-up clinical examination. Selected variants of uncertain significance (n=50) were characterized in vitro with automated electrophysiology experiments in HEK293 cells. Results: As previously reported, 3.0% of participants had P/LP variants in the 109 genes. Herein, we report 120 participants (0.6%) with P/LP arrhythmia variants. Compared with noncarriers, arrhythmia P/LP carriers had a significantly higher burden of arrhythmia phenotypes in their electronic health records. Fifty-four participants had variant results returned. Nineteen of these 54 participants had inherited arrhythmia syndrome diagnoses (primarily long-QT syndrome), and 12 of these 19 diagnoses were made only after variant results were returned (0.05%). After in vitro functional evaluation of 50 variants of uncertain significance, we reclassified 11 variants: 3 to likely benign and 8 to P/LP. Conclusions: Genome sequencing in a large population without indication for arrhythmia genetic testing identified phenotype-positive carriers of variants in congenital arrhythmia syndrome disease genes. As the genomes of large numbers of people are sequenced, the disease risk from rare variants in arrhythmia genes can be assessed by integrating genomic screening, electronic health record phenotypes, and in vitro functional studies. Registration: URL: https://www.clinicaltrials.gov ; Unique identifier; NCT03394859.
Penalized mediation models for multivariate data
Schaid, Daniel J. , Dikilitas, Ozan , Kullo, Iftikhar J. , Sinnwell, Jason P , Kullo, Iftikhar J , Dikilitas, Ozan , Sinnwell, Jason P.

Genetic Epidemiology | October 21, 2021 | Volume: 46 | Issue: 1 | Pages: 32-50

10.1002/gepi.22433 Get It

AbstractStatistical methods to integrate multiple layers of data, from exposures to intermediate traits to outcome variables, are needed to guide interpretation of complex data sets for which variables are likely contributing in a causal pathway from exposure to outcome. Statistical mediation analysis based on structural equation models provide a general modeling framework, yet they can be difficult to apply to high‐dimensional data and they are not automated to select the best fitting model. To overcome these limitations, we developed novel algorithms and software to simultaneously evaluate multiple exposure variables, multiple intermediate traits, and multiple outcome variables. Our penalized mediation models are computationally efficient and simulations demonstrate that they produce reliable results for large data sets. Application of our methods to a study of vascular disease demonstrates their utility to identify novel direct effects of single‐nucleotide polymorphisms (SNPs) on coronary heart disease and peripheral artery disease, while disentangling the effects of SNPs on the intermediate risk factors including lipids, cigarette smoking, systolic blood pressure, and type 2 diabetes.
Under-specification as the Source of Ambiguity and Vagueness in Narrative Phenotype Algorithm Definitions
Yu, Jingzhi, Ghosh, Anika, Shang, Ning , Benoit, Barbara, Carrell, David, Carroll, Robert L., Gainer, Vivian S., Håkonarson, Håkon , Mentch, Frank , Murphy, Shawn N. , Peissig, Peggy , Ramirez, Andrea, Walton, Nephi , Wei, Wei‐Qi, Carroll, Robert J. , Hakonarson, Hakon , Yu, Jingzhi, Pacheco, Jennifer A. , Luo, Yuan , Weng, Chunhua , Carroll, Robert, Dikilitas, Ozan , Freimuth, Robert R. , Hripcsak, George , Kullo, Iftikhar J. , Rasmussen, Luke V.

No container title available | August 12, 2021 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.21203/rs.3.rs-723873/v1 Get It

Abstract IntroductionCurrently, one of the commonly used methods for disseminating electronic health record (EHR)-based phenotype algorithms is providing a narrative description of the algorithm logic, often accompanied by flowcharts. A challenge with this mode of dissemination is the potential for under-specification in the algorithm definition, which leads to ambiguity and vagueness. MethodsThis study examines incidents of under-specification that occurred during the implementation of 34 narrative phenotyping algorithms in the electronic Medical Record and Genomics (eMERGE) network. We reviewed the online communication history between algorithm developers and implementers within the Phenotype Knowledge Base (PheKB) platform, where questions could be raised and answered regarding the intended implementation of a phenotype algorithm. ResultsWe developed a taxonomy of under-specification categories via an iterative review process between two groups of annotators. Under-specifications that lead to ambiguity and vagueness were consistently found across narrative phenotype algorithms developed by all involved eMERGE sites. Discussion & ConclusionOur findings highlight that under-specification is an impediment to the accuracy and efficiency of the implementation of current narrative phenotyping algorithms, and we propose approaches for mitigating these issues and improved methods for disseminating EHR phenotyping algorithms.