22 results on '"Uyenlinh L. Mirshahi"'
Search Results
2. Genome-first approach of the prevalence and cancer phenotypes of pathogenic or likely pathogenic germline TP53 variants
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Kelvin C. de Andrade, Natasha T. Strande, Jung Kim, Jeremy S. Haley, Jessica N. Hatton, Megan N. Frone, Payal P. Khincha, Gretchen M. Thone, Uyenlinh L. Mirshahi, Cynthia Schneider, Heena Desai, James T. Dove, Diane T. Smelser, Arnold J. Levine, Kara N. Maxwell, Douglas R. Stewart, David J. Carey, and Sharon A. Savage
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genome-first ,TP53 ,Li-Fraumeni syndrome ,LFS ,cancer genetics ,cancer risk ,Genetics ,QH426-470 - Abstract
Summary: Pathogenic or likely pathogenic (P/LP) germline TP53 variants are the primary cause of Li-Fraumeni syndrome (LFS), a hereditary cancer predisposition disorder characterized by early-onset cancers. The population prevalence of P/LP germline TP53 variants is estimated to be approximately one in every 3,500 to 20,000 individuals. However, these estimates are likely impacted by ascertainment biases and lack of clinical and genetic data to account for potential confounding factors, such as clonal hematopoiesis. Genome-first approaches of cohorts linked to phenotype data can further refine these estimates by identifying individuals with variants of interest and then assessing their phenotypes. This study evaluated P/LP germline (variant allele fraction ≥30%) TP53 variants in three cohorts: UK Biobank (UKB, n = 200,590), Geisinger (n = 170,503), and Penn Medicine Biobank (PMBB, n = 43,731). A total of 109 individuals were identified with P/LP germline TP53 variants across the three databases. The TP53 p.R181H variant was the most frequently identified (9 of 109 individuals, 8%). A total of 110 cancers, including 47 hematologic cancers (47 of 110, 43%), were reported in 71 individuals. The prevalence of P/LP germline TP53 variants was conservatively estimated as 1:10,439 in UKB, 1:3,790 in Geisinger, and 1:2,983 in PMBB. These estimates were calculated after excluding related individuals and accounting for the potential impact of clonal hematopoiesis by excluding heterozygotes who ever developed a hematologic cancer. These varying estimates likely reflect intrinsic selection biases of each database, such as healthcare or population-based contexts. Prospective studies of diverse, young cohorts are required to better understand the population prevalence of germline TP53 variants and their associated cancer penetrance.
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- 2024
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3. A genome-first approach to characterize DICER1 pathogenic variant prevalence, penetrance and cancer, thyroid, and other phenotypes in 2 population-scale cohorts
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Jung Kim, Jeremy Haley, Jessica N. Hatton, Uyenlinh L. Mirshahi, H. Shanker Rao, Mark F. Ramos, Diane Smelser, Gretchen M. Urban, Kris Ann P. Schultz, David J. Carey, and Douglas R. Stewart
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DICER1 ,DICER1 syndrome ,Health care population ,Penetrance ,Prevalence ,Genetics ,QH426-470 ,Medicine - Abstract
Purpose: Population-scale, exome-sequenced cohorts with linked electronic health records (EHR) permit genome-first exploration of phenotype. Phenotype and cancer risk are well characterized in children with a pathogenic DICER1 (HGNC ID:17098) variant. Here, the prevalence, penetrance, and phenotype of pathogenic germline DICER1 variants in adults were investigated in 2 population-scale cohorts. Methods: Variant pathogenicity was classified using published DICER1 ClinGen criteria in the UK Biobank (469,787 exomes; unrelated: 437,663) and Geisinger (170,503 exomes; unrelated: 109,789) cohorts. In the UK Biobank cohort, cancer diagnoses in the EHR, cancer, and death registry were queried. For the Geisinger cohort, the Geisinger Cancer Registry and EHR were queried. Results: In the UK Biobank, there were 46 unique pathogenic DICER1 variants in 57 individuals (1:8242; 95% CI: 1:6362-1:10,677). In Geisinger, there were 16 unique pathogenic DICER1 variants (including 1 microdeletion) in 21 individuals (1:8119; 95% CI: 1:5310-1:12,412). Cohorts were well powered to find larger effect sizes for common cancers. Cancers were not significantly enriched in DICER1 heterozygotes; however, there was a ∼4-fold increased risk for thyroid disease in both cohorts. There were multiple ICD10 codes enriched >2-fold in both cohorts. Conclusion: Estimates of pathogenic germline DICER1 prevalence, thyroid disease penetrance, and cancer phenotype from genomically ascertained adults are determined in 2 large cohorts.
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- 2024
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4. Genetic inactivation of ANGPTL4 improves glucose homeostasis and is associated with reduced risk of diabetes
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Viktoria Gusarova, Colm O’Dushlaine, Tanya M. Teslovich, Peter N. Benotti, Tooraj Mirshahi, Omri Gottesman, Cristopher V. Van Hout, Michael F. Murray, Anubha Mahajan, Jonas B. Nielsen, Lars Fritsche, Anders Berg Wulff, Daniel F. Gudbjartsson, Marketa Sjögren, Connor A. Emdin, Robert A. Scott, Wen-Jane Lee, Aeron Small, Lydia C. Kwee, Om Prakash Dwivedi, Rashmi B. Prasad, Shannon Bruse, Alexander E. Lopez, John Penn, Anthony Marcketta, Joseph B. Leader, Christopher D. Still, H. Lester Kirchner, Uyenlinh L. Mirshahi, Amr H. Wardeh, Cassandra M. Hartle, Lukas Habegger, Samantha N. Fetterolf, Teresa Tusie-Luna, Andrew P. Morris, Hilma Holm, Valgerdur Steinthorsdottir, Patrick Sulem, Unnur Thorsteinsdottir, Jerome I. Rotter, Lee-Ming Chuang, Scott Damrauer, David Birtwell, Chad M. Brummett, Amit V. Khera, Pradeep Natarajan, Marju Orho-Melander, Jason Flannick, Luca A. Lotta, Cristen J. Willer, Oddgeir L. Holmen, Marylyn D. Ritchie, David H. Ledbetter, Andrew J. Murphy, Ingrid B. Borecki, Jeffrey G. Reid, John D. Overton, Ola Hansson, Leif Groop, Svati H. Shah, William E. Kraus, Daniel J. Rader, Yii-Der I. Chen, Kristian Hveem, Nicholas J. Wareham, Sekar Kathiresan, Olle Melander, Kari Stefansson, Børge G. Nordestgaard, Anne Tybjærg-Hansen, Goncalo R. Abecasis, David Altshuler, Jose C. Florez, Michael Boehnke, Mark I. McCarthy, George D. Yancopoulos, David J. Carey, Alan R. Shuldiner, Aris Baras, Frederick E. Dewey, and Jesper Gromada
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Science - Abstract
Genetic variation in ANGPTL4 is associated with lipid traits. Here, the authors find that predicted loss-of-function variants in ANGPTL4 are associated with glucose homeostasis and reduced risk of type 2 diabetes and that Angptl4 −/− mice on a high-fat diet show improved insulin sensitivity.
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- 2018
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5. Genomic ascertainment for UBA1 variants and VEXAS syndrome: a population-based study
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David B. Beck, Dale L. Bodian, Vandan Shah, Uyenlinh L. Mirshahi, Jung Kim, Yi Ding, Natasha T. Strande, Anna Cantor, Jeremy S. Haley, Adam Cook, Wesley Hill, Peter C. Grayson, Marcela A. Ferrada, Daniel L. Kastner, David J. Carey, and Douglas R. Stewart
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ImportanceVEXAS (vacuoles, E1-ubiquitin-activating enzyme, X-linked, autoinflammatory, somatic) syndrome is a disease with rheumatologic and hematologic features caused by somatic variants in UBA1. Pathogenic variants are associated with a broad spectrum of clinical manifestations. Knowledge of prevalence, penetrance, and clinical characteristics of this disease have been limited by ascertainment biases based on known phenotypes. This study used a genomic ascertainment approach to overcome these limitations and better define UBA1-related disease.ObjectiveDetermine the prevalence of pathogenic variants in UBA1 and associated clinical manifestations in an unselected population using a genomic ascertainment approach.Design, Setting and ParticipantsThis cohort study evaluated UBA1 variants in exome data from 163,096 participants within the Geisinger MyCode Community Health Initiative. Clinical phenotypes were determined from Geisinger electronic health record (EHR) data up to January 1st, 2022.Main outcomes and measuresPrevalence of somatic UBA1 variation; presence of rheumatologic, hematologic, pulmonary, dermatologic, and other symptoms in individuals with somatic UBA1 variation; structured and manual review of EHR; review of bone marrow biopsies; survival in carriers of somatic UBA1 variation.ResultsIn a retrospective study of 163,096 participants (mean age 52.8 years; 94% of European ancestry, 61% female), 11 individuals harbored somatic, known pathogenic UBA1 variants, with 100% having clinical manifestations consistent with VEXAS syndrome. We found a previously unreported UBA1 variant (c.1861A>T; p.Ser621Cys) in a symptomatic patient. Disease-causing UBA1 variants were found in ∼1 in 14,000 unrelated individuals, and ∼1 in 4,000 men >50 years old. A disease-causing UBA1 variant confers a ∼ 6.6 higher probability of mortality vs. age-, sex-, and BMI-matched non-carriers. The majority (7, 58%) of individuals did not meet criteria for rheumatologic and hematologic diagnoses previously associated with VEXAS syndrome, however all individuals had anemia (mean 7.8 g/dL, median 7.5g/dL), mostly macrocytic (91%) with concomitant thrombocytopenia (91%). Finally, we identified a pathogenic variant in one male prior to onset of VEXAS-related signs or symptoms and two females had disease with heterozygous variants.Conclusions and relevanceThis cohort study showed that the prevalence, penetrance, and expressivity of pathogenic UBA1 variants were higher than expected. More expansive UBA1 testing will lead to molecular diagnoses and improved treatment for patients.
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- 2022
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6. Reduced penetrance of MODY-associated HNF1A/HNF4A variants but not GCK variants in clinically unselected cohorts
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Uyenlinh L Mirshahi, Kevin Colclough, Caroline F Wright, Andrew R Wood, Robin N Beaumont, Jessica Tyrrell, Thomas W Laver, Richard Stahl, Alicia Golden, Jessica M Goehringer, Timothy F Frayling, Andrew T Hattersley, David J Carey, Michael N Weedon, and Kashyap A Patel
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Cohort Studies ,Diabetes Mellitus, Type 2 ,Hepatocyte Nuclear Factor 4 ,Mutation ,Genetics ,Prevalence ,Humans ,Penetrance ,Hepatocyte Nuclear Factor 1-alpha ,Genetics (clinical) - Abstract
The true prevalence and penetrance of monogenic disease variants are often not known because of clinical-referral ascertainment bias. We comprehensively assess the penetrance and prevalence of pathogenic variants in HNF1A, HNF4A, and GCK that account for80% of monogenic diabetes. We analyzed clinical and genetic data from 1,742 clinically referred probands, 2,194 family members, clinically unselected individuals from a US health system-based cohort (n = 132,194), and a UK population-based cohort (n = 198,748). We show that one in 1,500 individuals harbor a pathogenic variant in one of these genes. The penetrance of diabetes for HNF1A and HNF4A pathogenic variants was substantially lower in the clinically unselected individuals compared to clinically referred probands and was dependent on the setting (32% in the population, 49% in the health system cohort, 86% in a family member, and 98% in probands for HNF1A). The relative risk of diabetes was similar across the clinically unselected cohorts highlighting the role of environment/other genetic factors. Surprisingly, the penetrance of pathogenic GCK variants was similar across all cohorts (89%-97%). We highlight that pathogenic variants in HNF1A, HNF4A, and GCK are not ultra-rare in the population. For HNF1A and HNF4A, we need to tailor genetic interpretation and counseling based on the setting in which a pathogenic monogenic variant was identified. GCK is an exception with near-complete penetrance in all settings. This along with the clinical implication of diagnosis makes it an excellent candidate for the American College of Medical Genetics secondary gene list.
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- 2022
7. Framework for prioritizing variants of unknown significance from clinical genetic testing in kidney disease – utility of multidisciplinary approach to gather evidence of pathogenicity for Hepatocyte Nuclear Factor-1β (HNF1B) p.Arg303His
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Uyenlinh L. Mirshahi, Ahana Bhan, Lotte E. Tholen, Brian Fang, Guoli Chen, Bryn Moore, Adam Cook, Prince Mohan, Kashyap Patel, Peter Igarashi, Jeroen H.F. de Baaij, Silvia Ferrè, Joost G.J. Hoenderop, David J. Carey, and Alexander R. Chang
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Monogenic causes in over 300 kidney-associated genes account for roughly 12% of end stage kidney disease (ESKD) cases. Advances in next generation sequencing, and large customized panels enable the diagnosis of monogenic kidney disease noninvasively at relatively low cost, allowing for more precise management for patients and their families. A major challenge is interpreting rare variants, many of which are classified as variants of unknown significance (VUS). We present a framework in which we thoroughly evaluated and provided evidence of pathogenicity for HNF1B-p.Arg303His, a VUS returned from clinical genetic testing for a kidney transplant candidate. This blueprint, designed by a multi-disciplinary team of clinicians, molecular biologists, and diagnostic geneticists, includes using a health system-based cohort with genetic and clinical information to perform deep phenotyping of VUS carriers, examination of existing genetic databases, as well as functional testing. With our approach, we demonstrate evidence for pathogenicity for HNF1B-p.Arg303His by showing similar burden of kidney manifestations in this variant to known HNF1B pathogenic variants, and greater burden compared to non-carriers. Determination of a molecular diagnosis for the example family allows for proper surveillance and management of HNF1B-related manifestations such as kidney disease, diabetes, and hypomagnesemia with important implications for safe living-related kidney donation. The candidate gene-variant pair also allows for clinical biomarker testing for aberrations of linked pathways. This working model may be applicable other diseases of genetic etiology.
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- 2022
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8. Framework From a Multidisciplinary Approach for Transitioning Variants of Unknown Significance From Clinical Genetic Testing in Kidney Disease to a Definitive Classification
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Uyenlinh L. Mirshahi, Ahana Bhan, Lotte E. Tholen, Brian Fang, Guoli Chen, Bryn Moore, Adam Cook, Prince Mohan Anand, Kashyap Patel, Mary E. Haas, Luca A. Lotta, Peter Igarashi, Jeroen H.F. de Baaij, Silvia Ferrè, Joost G.J. Hoenderop, David J. Carey, and Alexander R. Chang
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All institutes and research themes of the Radboud University Medical Center ,Renal disorders Radboud Institute for Molecular Life Sciences [Radboudumc 11] ,Nephrology - Abstract
Monogenic causes in over 300 kidney-associated genes account for approximately 12% of end stage kidney disease (ESKD) cases. Advances in sequencing and large customized panels enable the noninvasive diagnosis of monogenic kidney disease at relatively low cost, thereby allowing for more precise management for patients and their families. A major challenge is interpreting rare variants, many of which are classified as variants of unknown significance (VUS). We present a framework in which we thoroughly evaluated and provided evidence of pathogenicity forA blueprint was designed by a multidisciplinary team of clinicians, molecular biologists, and diagnostic geneticists. The blueprint included using a health system-based cohort with genetic and clinical information to perform deep phenotyping of VUS heterozygotes to identify the candidate VUS and rule out other VUS, examination of existing genetic databases, as well as functional testing.Our approach demonstrated evidence for pathogenicity forDetermination of a molecular diagnosis for the example family allows for proper surveillance and management of
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- 2022
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9. Estimated Prevalence and Clinical Manifestations of UBA1 Variants Associated With VEXAS Syndrome in a Clinical Population
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David B. Beck, Dale L. Bodian, Vandan Shah, Uyenlinh L. Mirshahi, Jung Kim, Yi Ding, Samuel J. Magaziner, Natasha T. Strande, Anna Cantor, Jeremy S. Haley, Adam Cook, Wesley Hill, Alan L. Schwartz, Peter C. Grayson, Marcela A. Ferrada, Daniel L. Kastner, David J. Carey, and Douglas R. Stewart
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General Medicine - Abstract
ImportanceVEXAS (vacuoles, E1-ubiquitin-activating enzyme, X-linked, autoinflammatory, somatic) syndrome is a disease with rheumatologic and hematologic features caused by somatic variants in UBA1. Pathogenic variants are associated with a broad spectrum of clinical manifestations. Knowledge of prevalence, penetrance, and clinical characteristics of this disease have been limited by ascertainment biases based on known phenotypes.ObjectiveTo determine the prevalence of pathogenic variants in UBA1 and associated clinical manifestations in an unselected population using a genomic ascertainment approach.Design, Setting, and ParticipantsThis retrospective observational study evaluated UBA1 variants in exome data from 163 096 participants within the Geisinger MyCode Community Health Initiative. Clinical phenotypes were determined from Geisinger electronic health record data from January 1, 1996, to January 1, 2022.ExposuresExome sequencing was performed.Main Outcomes and MeasuresOutcome measures included prevalence of somatic UBA1 variation; presence of rheumatologic, hematologic, pulmonary, dermatologic, and other findings in individuals with somatic UBA1 variation on review of the electronic health record; review of laboratory data; bone marrow biopsy pathology analysis; and in vitro enzymatic assays.ResultsIn 163 096 participants (mean age, 52.8 years; 94% White; 61% women), 11 individuals harbored likely somatic variants at known pathogenic UBA1 positions, with 11 of 11 (100%) having clinical manifestations consistent with VEXAS syndrome (9 male, 2 female). A total of 5 of 11 individuals (45%) did not meet criteria for rheumatologic and/or hematologic diagnoses previously associated with VEXAS syndrome; however, all individuals had anemia (hemoglobin: mean, 7.8 g/dL; median, 7.5 g/dL), which was mostly macrocytic (10/11 [91%]) with concomitant thrombocytopenia (10/11 [91%]). Among the 11 patients identified, there was a pathogenic variant in 1 male participant prior to onset of VEXAS-related signs or symptoms and 2 female participants had disease with heterozygous variants. A previously unreported UBA1 variant (c.1861A>T; p.Ser621Cys) was found in a symptomatic patient, with in vitro data supporting a catalytic defect and pathogenicity. Together, disease-causing UBA1 variants were found in 1 in 13 591 unrelated individuals (95% CI, 1:7775-1:23 758), 1 in 4269 men older than 50 years (95% CI, 1:2319-1:7859), and 1 in 26 238 women older than 50 years (95% CI, 1:7196-1:147 669).Conclusions and RelevanceThis study provides an estimate of the prevalence and a description of the clinical manifestations of UBA1 variants associated with VEXAS syndrome within a single regional health system in the US. Additional studies are needed in unselected and genetically diverse populations to better define general population prevalence and phenotypic spectrum.
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- 2023
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10. The penetrance of age-related monogenic disease depends on ascertainment context
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Kevin Colclough, Uyenlinh L. Mirshahi, Andrew R. Wood, Michael N. Weedon, David J. Carey, Goehringer Jm, Caroline F. Wright, Thomas W Laver, Andrew T. Hattersley, Kashyap Amratial Patel, Robin N Beaumont, Stahl R, Frayling Tf, Alicia Golden, and Jess Tyrrell
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Proband ,education.field_of_study ,Pediatrics ,medicine.medical_specialty ,medicine.diagnostic_test ,business.industry ,Population ,Context (language use) ,medicine.disease ,Penetrance ,Maturity onset diabetes of the young ,HNF1A ,Cohort ,medicine ,education ,business ,Genetic testing - Abstract
BACKGROUNDAccurate penetrance of monogenic disorders is often unknown due to a phenotype-first approach to genetic testing. Here, we use a genotype-first approach in four large cohorts with different ascertainment contexts to accurately estimate penetrance of the three commonest causes of monogenic diabetes, Maturity Onset Diabetes of the Young (MODY). We contrast HNF1A-MODY / HNF4A-MODY which causes an age-related progressive diabetes and GCK-MODY, which causes life-long mild hyperglycaemia.METHODSWe analysed clinical and genetic sequencing data from four different cohorts: 1742 probands referred for clinical MODY testing; 2194 family members of the MODY probands; 132,194 individuals from an American hospital-based cohort; and 198,748 individuals from a UK population-based cohort.RESULTSAge-related penetrance of diabetes for pathogenic variants in HNF1A and HNF4A was substantially lower in the clinically unselected cohorts compared to clinically referred probands (ranging from 32% to 98% at age 40yrs for HNF1A, and 21% to 99% for HNF4A). The background rate of diabetes, but not clinical features or variant type, explained the reduced penetrance in the unselected cohorts. In contrast, penetrance of mild hyperglycaemia for pathogenic GCK variants was similarly high across cohorts (ranging from 89 to 97%) despite substantial variation in the background rates of diabetes.CONCLUSIONSAscertainment context is crucial when interpreting the consequences of monogenic variants for age-related variably penetrant disorders. This finding has important implications for opportunistic screening during genomic testing.
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- 2021
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11. 1453-P: Adaption of the ACMG/AMP Variant Interpretation Guidelines for GCK, HNF1A, HNF4A-MODY: Recommendations from the ClinGen Monogenic Diabetes Expert Panel
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Linda Jeng, Rochelle N. Naylor, Haichen Zhang, Kristin A. Maloney, Miriam S. Udler, Tiinamaija Tuomi, Rinki Murphy, Ruth E. Pakyz, Toni I. Pollin, José P. Miranda, Louis H. Philipson, Jarno Kettunen, Fabrizio Barbetti, Janne Molnes, Siri Atma W. Greeley, Kevin Colclough, Uyenlinh L. Mirshahi, and Sabrina Prudente
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medicine.medical_specialty ,medicine.diagnostic_test ,business.industry ,Endocrinology, Diabetes and Metabolism ,Genetic counseling ,Concordance ,Type 2 diabetes ,Precision medicine ,medicine.disease ,HNF1A ,Minor allele frequency ,Internal medicine ,Internal Medicine ,medicine ,Medical genetics ,business ,Genetic testing - Abstract
Genetic testing for monogenic diabetes, essential for accurate diagnosis and appropriate treatment is underutilized. Obstacles include clinical overlap with type 1 and type 2 diabetes and difficulty distinguishing clinically significant (pathogenic/likely pathogenic; P/LP) from normal (benign/likely benign; B/LB) variation. The ClinGen Monogenic Diabetes Expert Panel (MDEP) was formed to adapt American College of Medical Genetics and Genomics/Association for Molecular Pathology (ACMG/AMP) variant interpretation guidelines to monogenic diabetes genes and enable depositing of expert panel variant reviews into ClinVar, a public database relating gene variants to phenotypes. MDEP includes endocrinologists, laboratory directors, genetic counselors, medical geneticists, clinical scientists and researchers from 37 academic and commercial institutions, allowing the panel to benefit from multiple expert perspectives and pooling of case-level data. Currently, MDEP is focusing on the three most commonly implicated monogenic diabetes genes: GCK, HNF1A and HNF4A. MDEP generated gene-specific modifications and/or strength adjustments to existing rules to provide guidance for the use of evidence, including molecular, phenotypic, segregation, functional, and minor allele frequency data. Our guidelines have so far been tested on 98 HNF1A variants, 15 HNF4A variants and 22 GCK variants selected from ClinVar and the literature. Fourteen of 31 variants of uncertain significance (VUS) in ClinVar were re-classified: nine to P/LP (enabling diagnosis and treatment) and five to B/LB (reducing ambiguity). Six LP variants and one LB variant from ClinVar were re-classified to VUS (stimulating further surveillance). MDEP’s work will improve accuracy, standardization and concordance of variant interpretation for monogenic diabetes and support wider implementation of precision medicine in diabetes. Disclosure H. Zhang: None. K.A. Maloney: None. F. Barbetti: Consultant; Self; Amring. S.W. Greeley: None. J.L.T. Kettunen: None. J.P. Miranda: None. U.L. Mirshahi: None. J. Molnes: None. R. Murphy: None. R.N. Naylor: None. R.E. Pakyz: None. L.H. Philipson: None. S. Prudente: None. T. Tuomi: None. M. Udler: None. K. Colclough: None. L. Jeng: None. T.I. Pollin: None. Funding National Institutes of Health (5U24HD093486, R01DK104942, P30DK020595 )
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- 2020
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12. Predictive value of genomic screening: cross-sectional study of cystic fibrosis in 50,788 electronic health records
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David J. Carey, H M Brosius, Kandamurugu Manickam, Jaya Prakash Sugunaraj, Jason Stamm, Michael F. Murray, and Uyenlinh L. Mirshahi
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0301 basic medicine ,medicine.medical_specialty ,lcsh:QH426-470 ,Cross-sectional study ,lcsh:Medicine ,Health records ,Cystic fibrosis ,Article ,Genomic screening ,03 medical and health sciences ,0302 clinical medicine ,Internal medicine ,Genetics ,Medicine ,Molecular Biology ,Genetics (clinical) ,Exome sequencing ,business.industry ,lcsh:R ,medicine.disease ,Personalized medicine ,Predictive value ,lcsh:Genetics ,030104 developmental biology ,030220 oncology & carcinogenesis ,Genetic techniques ,business ,Healthcare system - Abstract
Doubts have been raised about the value of DNA-based screening for low-prevalence monogenic conditions following reports of testing this approach using available electronic health record (EHR) as the sole phenotyping source. We hypothesized that a better model for EHR-focused examination of DNA-based screening is Cystic Fibrosis (CF) since the diagnosis is proactively sought within the healthcare system. We reviewed CFTR variants in 50,778 exomes. In 24 cases with bi-allelic pathogenic CFTR variants, there were 21 true-positives. We considered three cases “potential” false-positives due to limitations in available EHR phenotype data. This genomic screening exhibited a positive predictive value of 87.5%, negative predictive value of 99.9%, sensitivity of 95.5%, and a specificity of 99.9%. Despite EHR-based phenotyping limitations in three cases, the presence or absence of pathogenic CFTR variants has strong predictive value for CF diagnosis when EHR data is used as the sole phenotyping source. Accurate ascertainment of the predictive value of DNA-based screening requires condition-specific phenotyping beyond available EHR data.
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- 2019
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13. 238-LB: Prevalence of GCK-MODY in 92,412 Exomes from an Unselected Clinical Population
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Amr H. Wardeh, Ying S. Hu, Catarina B. Manney, Alan R. Shuldiner, Joseph B. Leader, Janet L. Williams, David J. Carey, Toni I. Pollin, Jeffrey Staples, Jessica M. Goehringer, and Uyenlinh L. Mirshahi
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Pediatrics ,medicine.medical_specialty ,education.field_of_study ,business.industry ,Endocrinology, Diabetes and Metabolism ,Population ,Internal Medicine ,Medicine ,business ,education ,Exome sequencing - Abstract
Maturity onset diabetes of the young (MODY) is a monogenic form of diabetes attributed to a highly penetrant variant in one of several genes, including GCK. GCK-MODY rarely requires pharmacotherapy, however, the clinical management of pregnant mothers depends on whether the fetus inherited the GCK variant. The classic GCK-MODY phenotype is young (diagnosed before 25 years), lean (BMI < 25 mg/kg2), with stable, mild hyperglycemia (Hba1c 5.8-7.6%). We hypothesized that strict application of these guidelines has led to under-reporting of GCK-MODY (prevalence 1.1 per 1000). In a cohort of 92,412 individuals from the DiscovEHR study, we identified 252 heterozygous carriers of 88 rare GCK variants (minor allele frequency < 0.02%). None had an existing diagnosis of monogenic diabetes. The median BMI of GCK carriers was 35 mg/kg2, compared to 31 mg/kg2 for nondiabetic noncarriers and 38 mg/kg2 for noncarriers with type 2 diabetes (T2D). Excluding variants with no evidence of hyperglycemia in 50% of the carriers resulted in 70 variants in 213 individuals. GCK-MODY variant carriers had mean HbA1c, fasting blood glucose (FBG), and random glucose measurements that were greater than nondiabetic non-carriers but less than those with T2D. Kaplan-Meier analysis adjusted for left-truncation bias showed that the age at which 50% of GCK-MODY subjects diagnosed with impaired fasting glucose and diabetes is 35 and 55 years, respectively, compared to 60 and 65 years in non-carriers with T2D (p< 2e-16). Within-individual variability of lifetime FBG measurements of GCK-MODY carriers was less than noncarriers with T2D (GCK-MODY, 7.9 ± 2.0 mg/dL; T2D, 17.6 ± 0.03 mg/dl, p Disclosure U.L. Mirshahi: None. J.M. Goehringer: None. Y. Hu: None. A.H. Wardeh: None. J. Williams: None. C.B. Manney: None. J.C. Staples: Employee; Self; Regeneron Pharmaceuticals. J.B. Leader: None. A.R. Shuldiner: Employee; Self; Regeneron Pharmaceuticals. Stock/Shareholder; Self; Rhythm Pharmaceuticals, Inc. T.I. Pollin: Other Relationship; Self; Regeneron Genetics Center. D.J. Carey: None.
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- 2019
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14. A Genome-First Approach to Characterize DICER1 Pathogenic Variant Prevalence, Penetrance, and Phenotype
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Kris Ann P. Schultz, Andrew J. Bauer, Jessica N Hatton, Philip S. Rosenberg, David J. Carey, Laura A. Harney, Kandamurugu Manickam, Jeremy S. Haley, Zongming E. Chen, Jung Kim, Amanda Field, Douglas R. Stewart, D. Ashley Hill, Ana F. Best, Alicia Golden, Uyenlinh L. Mirshahi, Ying Hu, Ann G. Carr, Michael F. Murray, and Richard Stahl
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Male ,Ribonuclease III ,Penetrance ,DEAD-box RNA Helicases ,Loss of Function Mutation ,Neoplasms ,Prevalence ,Thyroid Nodule ,Child ,Thyroid cancer ,Original Investigation ,Aged, 80 and over ,Ovarian Neoplasms ,Genome ,Thyroid disease ,Medical record ,Genetic disorder ,Sarcoma ,General Medicine ,Middle Aged ,Graves Disease ,Kidney Neoplasms ,Online Only ,Phenotype ,Thyrotoxicosis ,Thyroidectomy ,Female ,Pulmonary Blastoma ,Goiter, Nodular ,Cohort study ,Adult ,Heterozygote ,medicine.medical_specialty ,Adolescent ,Wilms Tumor ,Sertoli-Leydig Cell Tumor ,Young Adult ,Hypothyroidism ,Testicular Neoplasms ,Internal medicine ,medicine ,Humans ,Sex Cord-Gonadal Stromal Tumors ,Thyroid Neoplasms ,Germ-Line Mutation ,Aged ,business.industry ,Research ,Genetics and Genomics ,Odds ratio ,medicine.disease ,Thyroid Diseases ,Cancer registry ,business - Abstract
Key Points Question What are the prevalence, risk, and phenotypic spectrum of individuals with a germline putative loss-of-function (pLOF) variant in DICER1 according to a genome-first approach in a population-scale cohort? Findings In this cohort study, DICER1 pLOF variants were more than twice as common (even after adjustment for relatedness) than previously observed. Malignant tumors were observed in 16% of participants with a DICER1 pLOF variant, which is comparable to the frequency of neoplasms in the largest phenotype-first DICER1 studies published to date. Meaning The genome-first approach complements more traditional approaches to syndrome delineation and may be an efficient approach for risk estimation in monogenic disorders., Importance Genetic disorders are historically defined through phenotype-first approaches. However, risk estimates derived from phenotype-linked ascertainment may overestimate severity and penetrance. Pathogenic variants in DICER1 are associated with increased risks of rare and common neoplasms and thyroid disease in adults and children. This study explored how effectively a genome-first approach could characterize the clinical traits associated with germline DICER1 putative loss-of-function (pLOF) variants in an unselected clinical cohort. Objective To examine the prevalence, penetrance, and phenotypic characteristics of carriers of germline DICER1 pLOF variants via genome-first ascertainment. Design, Setting, and Participants This cohort study classifies DICER1 variants in germline exome sequence data from 92 296 participants of the Geisinger MyCode Community Health Initiative. Data for each MyCode participant were used from the start of the Geisinger electronic health record to February 1, 2018. Main Outcomes and Measures Prevalence of germline DICER1 variation; penetrance of malignant tumors and thyroid disease in carriers of germline DICER1 variation; structured, manual review of electronic health records; and DICER1 sequencing of available tumors from an associated cancer registry. Results A total of 92 296 adults (mean [SD] age, 59 [18] years; 98% white; 60% female) participated in the study. Germline DICER1 pLOF variants were observed in 1 in 3700 to 1 in 4600 participants, more than double the expected prevalence. Malignant tumors (primarily thyroid carcinoma) were observed in 4 of 25 participants (16%) with DICER1 pLOF variants, which is comparable (by 50 years of age) to the frequency of neoplasms in the largest registry- and clinic-based (phenotype-first) DICER1 studies published to date. DICER1 pLOF variants were significantly associated with risks of thyroidectomy (odds ratio [OR], 6.0; 95% CI, 2.2-16.3; P = .007) and thyroid cancer (OR, 9.2; 95% CI, 2.1-34.7; P = .02) compared with controls, but there was not a significant increase in the risk of goiter (OR, 1.8; 95% CI, 0.7-4.9). A female patient in her 80s who was a carrier of a germline DICER1 hotspot variant was apparently healthy on electronic health record review. The term DICER1 did not appear in any of the medical records of the 25 participants with a pLOF DICER1 variant, even in those affected with a known DICER1-associated tumor or thyroid phenotype. Conclusions and Relevance This cohort study was able to ascertain individuals with germline DICER1 variants based on a genome-first approach rather than through a previously established DICER1-related phenotype. Use of the genome-first approach may complement more traditional approaches to syndrome delineation and may be an efficient approach for risk estimation., This cohort study examines the prevalence and penetrance of germline DICER1 putative loss-of-function variants via genome-first ascertainment.
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- 2021
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15. The Geisinger MyCode community health initiative: an electronic health record–linked biobank for precision medicine research
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David H. Ledbetter, David J. Carey, F. Daniel Davis, Samantha N. Fetterolf, Michael F. Murray, Diane T. Smelser, William A. Faucett, Uyenlinh L. Mirshahi, Glenn S. Gerhard, and H. Lester Kirchner
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0301 basic medicine ,medicine.medical_specialty ,Biomedical Research ,genetic association ,Genotype ,Translational research ,030105 genetics & heredity ,Article ,03 medical and health sciences ,Informed consent ,Environmental health ,genomics ,medicine ,Humans ,Precision Medicine ,Genetics (clinical) ,Biological Specimen Banks ,business.industry ,Public health ,Precision medicine ,Data science ,Biobank ,Focus group ,3. Good health ,biobank ,electronic health records ,Phenotype ,030104 developmental biology ,Community health ,Public Health ,Sample collection ,business - Abstract
Purpose Geisinger Health System (GHS) provides an ideal platform for Precision Medicine. Key elements are the integrated health system, stable patient population, and electronic health record (EHR) infrastructure. In 2007 Geisinger launched MyCode®, a system-wide biobanking program to link samples and EHR data for broad research use. Methods Patient-centered input into MyCode® was obtained using participant focus groups. Participation in MyCode® is based on opt-in informed consent and allows recontact, which facilitates collection of data not in the EHR, and, since 2013, the return of clinically actionable results to participants. MyCode® leverages Geisinger’s technology and clinical infrastructure for participant tracking and sample collection. Results MyCode® has a consent rate of >85% with more than 90,000 participants currently, with ongoing enrollment of ~4,000 per month. MyCode® samples have been used to generate molecular data, including high-density genotype and exome sequence data. Genotype and EHR-derived phenotype data replicate previously reported genetic associations. Conclusion The MyCode® project has created resources that enable a new model for translational research that is faster, more flexible, and more cost effective than traditional clinical research approaches. The new model is scalable, and will increase in value as these resources grow and are adopted across multiple research platforms.
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- 2016
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16. Trajectory of exonic variant discovery in a large clinical population: implications for variant curation
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Kandamurugu Manickam, Uyenlinh L. Mirshahi, Jonathan Z. Luo, Tooraj Mirshahi, Amr H. Wardeh, David J. Carey, and Michael F. Murray
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0301 basic medicine ,Adult ,Male ,Population ,Computational biology ,030105 genetics & heredity ,Biology ,03 medical and health sciences ,Gene Frequency ,Databases, Genetic ,Exome Sequencing ,Humans ,Exome ,education ,Gene ,Genetics (clinical) ,Exome sequencing ,Data Curation ,Sequence (medicine) ,education.field_of_study ,Incidental Findings ,Genetic Variation ,Exons ,Human genetics ,030104 developmental biology ,RNA splicing ,Human genome ,Female - Abstract
Precision health initiatives and reduced sequencing costs are driving large-scale human genome analyses. Genetic variant curation is a bottleneck in clinical applications. The burden of variant curation can be high for newly discovered variants because they are less likely to have undergone previous clinical annotation; the rate of discovery of genetic variants in large clinical populations has not been empirically determined. We determined the rate of accrual of unique sequence variants in 90,000 exome sequences. Separate analyses were done for 17,267 autosomal genes and a subset of 74 actionable genes; the effect of relatedness in the cohort was also determined. Variant discovery showed a nonlinear growth pattern. The rate of unique variant accrual decreased as the database size increased; by 90,000 exomes 97% of all projected coding and splicing variants had been observed. Variants in 74 actionable genes showed a similar pattern. Family relatedness slightly reduced the rate of discovery of unique variants. The heaviest burden of interpretation for genetic variants occurs early and diminishes as the database size increases. Our data provide a framework for scaling pathogenic genetic variant discovery and curation, a critical element of patient care in the era of precision health.
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- 2018
17. Functional Invalidation of Putative Sudden Infant Death Syndrome–Associated Variants in the KCNH2 -Encoded Kv11.1 Channel
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Samy Elayi, Jonathan Z. Luo, Craig T. January, Allison R. Hall, Corey L. Anderson, Chun-Chun Hsu, Tooraj Mirshahi, David J. Tester, Brian P. Delisle, Don E. Burgess, Michael J. Ackerman, Michael F. Murray, Dustin N. Hartzel, Uyenlinh L. Mirshahi, and Jennifer L. Smith
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0301 basic medicine ,Genetics ,Nonsynonymous substitution ,business.industry ,Long QT syndrome ,HEK 293 cells ,Gating ,030204 cardiovascular system & hematology ,Sudden infant death syndrome ,medicine.disease ,Human genetics ,03 medical and health sciences ,030104 developmental biology ,0302 clinical medicine ,Physiology (medical) ,Genotype ,medicine ,Missense mutation ,Cardiology and Cardiovascular Medicine ,business - Abstract
Background: Heterologous functional validation studies of putative long-QT syndrome subtype 2–associated variants clarify their pathological potential and identify disease mechanism(s) for most variants studied. The purpose of this study is to clarify the pathological potential for rare nonsynonymous KCNH2 variants seemingly associated with sudden infant death syndrome. Methods: Genetic testing of 292 sudden infant death syndrome cases identified 9 KCNH2 variants: E90K, R181Q, A190T, G294V, R791W, P967L, R1005W, R1047L, and Q1068R. Previous studies show R181Q-, P967L-, and R1047L-Kv11.1 channels function similar to wild-type Kv11.1 channels, whereas Q1068R-Kv11.1 channels accelerate inactivation gating. We studied the biochemical and biophysical properties for E90K-, G294V-, R791W-, and R1005W-Kv11.1 channels expressed in human embryonic kidney 293 cells; examined the electronic health records of patients who were genotype positive for the sudden infant death syndrome–linked KCNH2 variants; and simulated their functional impact using computational models of the human ventricular action potential. RESULTS: Western blot and voltage-clamping analyses of cells expressing E90K-, G294V-, R791W-, and R1005W-Kv11.1 channels demonstrated these variants express and generate peak Kv11.1 current levels similar to cells expressing wild-type-Kv11.1 channels, but R791W- and R1005W-Kv11.1 channels accelerated deactivation and activation gating, respectively. Electronic health records of patients with the sudden infant death syndrome–linked KCNH2 variants showed that the patients had median heart rate–corrected QT intervals Conclusions: We conclude that these rare Kv11.1 missense variants are not long-QT syndrome subtype 2–causative variants and therefore do not represent the pathogenic substrate for sudden infant death syndrome in the variant-positive infants.
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- 2018
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18. A Protein-Truncating HSD17B13 Variant and Protection from Chronic Liver Disease
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Shane McCarthy, Jonathan C. Cohen, Frederick E. Dewey, Claudia Schurmann, Matthew D. Still, Panayiotis Stevis, Xin Chu, Daniel J. Rader, David J. Carey, Alan R. Shuldiner, Noura S. Abul-Husn, Semanti Mukherjee, Jonathan S. Packer, Xiping Cheng, Ann Stepanchick, Brian Zambrowicz, Helen H. Hobbs, John Penn, Uyenlinh L. Mirshahi, Scott M. Damrauer, Ingrid B. Borecki, Yurong Xin, G. Craig Wood, Jesper Gromada, Suganthi Balasubramanian, Tanya M. Teslovich, Andrew J. Murphy, Erin D. Fuller, Christopher D. Still, Tooraj Mirshahi, Jonathan Z. Luo, John D. Overton, George D. Yancopoulos, Yashu Liu, Alexander H. Li, Aeron Small, Omri Gottesman, Julia Kozlitina, Jeffrey G. Reid, Stefan Stender, David Esopi, William C. Olson, Michael Feldman, Colm O'Dushlaine, Alexander E. Lopez, Nehal Gosalia, Sun Y. Kim, and Aris Baras
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0301 basic medicine ,Male ,medicine.medical_specialty ,17-Hydroxysteroid Dehydrogenases ,Genotype ,Chronic liver disease ,Gastroenterology ,Article ,03 medical and health sciences ,Liver disease ,0302 clinical medicine ,Non-alcoholic Fatty Liver Disease ,Loss of Function Mutation ,Internal medicine ,Exome Sequencing ,Medicine ,Humans ,Exome ,Genetic Predisposition to Disease ,Aspartate Aminotransferases ,Exome sequencing ,biology ,business.industry ,Sequence Analysis, RNA ,Liver Diseases ,Fatty liver ,Genetic Variation ,Alanine Transaminase ,General Medicine ,medicine.disease ,Human genetics ,Fatty Liver ,030104 developmental biology ,Alanine transaminase ,Liver ,Chronic Disease ,biology.protein ,Disease Progression ,Linear Models ,030211 gastroenterology & hepatology ,Female ,business ,Biomarkers ,TM6SF2 - Abstract
BACKGROUND: Elucidation of the genetic factors underlying chronic liver disease may reveal new therapeutic targets. METHODS: We used exome sequence data and electronic health records from 46,544 participants in the DiscovEHR human genetics study to identify genetic variants associated with serum levels of alanine aminotransferase (ALT) and aspartate aminotransferase (AST). Variants that were replicated in three additional cohorts (12,527 persons) were evaluated for association with clinical diagnoses of chronic liver disease in DiscovEHR study participants and two independent cohorts (total of 37,173 persons) and with histopathological severity of liver disease in 2391 human liver samples. RESULTS: A splice variant (rs72613567:TA) in HSD17B13, encoding the hepatic lipid droplet protein hydroxysteroid 17-beta dehydrogenase 13, was found to be associated with reduced levels of ALT (P=4.20×10(−12)) and AST (P=6.2×10(−10)). Among DiscovEHR study participants, this variant was found to be associated with a reduced risk of alcoholic liver disease (by 42% [95% confidence interval {CI}, 20 to 58] among heterozygotes and by 53% [95% CI, 3 to 77] among homozygotes), nonalcoholic liver disease (by 17% [95% CI, 8 to 25] among heterozygotes and by 30% [95% CI, 13 to 43] among homozygotes), alcoholic cirrhosis (by 42% [95% CI, 14 to 61] among heterozygotes and by 73% [95% CI, 15 to 91] among homozygotes), and nonalcoholic cirrhosis (by 26% [95% CI, 7 to 40] among heterozygotes and by 49% [95% CI, 15 to 69] among homozygotes). Associations were confirmed in two independent cohorts. The rs72613567:TA variant was associated with a reduced risk of nonalcoholic steatohepatitis, but not steatosis, in human liver samples. The rs72613567:TA variant mitigated liver injury associated with the risk-increasing PNPLA3 p.I148M allele and resulted in an unstable and truncated protein with reduced enzymatic activity. CONCLUSIONS: A loss-of-function variant in HSD17B13 is associated with a reduced risk of chronic liver disease and of progression from steatosis to steatohepatitis. (Funded by Regeneron Pharmaceuticals and others.)
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- 2018
19. Functional Invalidation of Putative Sudden Infant Death Syndrome-Associated Variants in the
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Jennifer L, Smith, David J, Tester, Allison R, Hall, Don E, Burgess, Chun-Chun, Hsu, Samy Claude, Elayi, Corey L, Anderson, Craig T, January, Jonathan Z, Luo, Dustin N, Hartzel, Uyenlinh L, Mirshahi, Michael F, Murray, Tooraj, Mirshahi, Michael J, Ackerman, and Brian P, Delisle
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Male ,ERG1 Potassium Channel ,Models, Cardiovascular ,Mutation, Missense ,Action Potentials ,Infant ,Prognosis ,Long QT Syndrome ,HEK293 Cells ,Phenotype ,Heart Rate ,Risk Factors ,Electronic Health Records ,Humans ,Computer Simulation ,Female ,Genetic Predisposition to Disease ,Genetic Association Studies ,Sudden Infant Death - Abstract
Heterologous functional validation studies of putative long-QT syndrome subtype 2-associated variants clarify their pathological potential and identify disease mechanism(s) for most variants studied. The purpose of this study is to clarify the pathological potential for rare nonsynonymousGenetic testing of 292 sudden infant death syndrome cases identified 9Western blot and voltage-clamping analyses of cells expressing E90K-, G294V-, R791W-, and R1005W-Kv11.1 channels demonstrated these variants express and generate peak Kv11.1 current levels similar to cells expressing wild-type-Kv11.1 channels, but R791W- and R1005W-Kv11.1 channels accelerated deactivation and activation gating, respectively. Electronic health records of patients with the sudden infant death syndrome-linkedWe conclude that these rare Kv11.1 missense variants are not long-QT syndrome subtype 2-causative variants and therefore do not represent the pathogenic substrate for sudden infant death syndrome in the variant-positive infants.
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- 2017
20. A loss of function variant in CASP7 protects against Alzheimer’s disease in homozygous APOE ε4 allele carriers
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Rong Chen, Uyenlinh L. Mirshahi, David J. Carey, Shuyu Li, Michael F. Murray, Ke Hao, Kristin L. Ayers, Amr H. Wardeh, and Benjamin S. Glicksberg
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0301 basic medicine ,Genetic variants ,Down-Regulation ,Disease ,Biology ,Caspase 7 ,CASP7 ,03 medical and health sciences ,0302 clinical medicine ,Apolipoproteins E ,Alzheimer Disease ,Genetics ,medicine ,Odds Ratio ,Dementia ,Electronic Health Records ,Humans ,Genetic Predisposition to Disease ,Allele ,Age of Onset ,Gene ,Genotyping ,Alleles ,Sequence Deletion ,Resilience ,Sequence Analysis, RNA ,Gene Expression Profiling ,Homozygote ,Protective alleles ,medicine.disease ,Loss of function ,Gene expression profiling ,030104 developmental biology ,Alzheimer's disease ,Alzheimer’s disease ,030217 neurology & neurosurgery ,Biotechnology ,Research Article - Abstract
Background Alzheimer’s disease (AD) represents the most common form of dementia in elder populations with approximately 30 million cases worldwide. Genome wide genotyping and sequencing studies have identified many genetic variants associated with late-onset Alzheimer’s disease (LOAD). While most of these variants are associated with increased risk of developing LOAD, only limited number of reports focused on variants that are protective against the disease. Methods Here we applied a novel approach to uncover protective alleles against AD by analyzing genetic and phenotypic data in Mount Sinai Biobank and Electronic Medical Record (EMR) databases. Results We discovered a likely loss-of-function small deletion variant in the caspase 7 (CASP7) gene associated with significantly reduced incidence of LOAD in carriers of the high-risk APOE ε4 allele. Further investigation of four independent cohorts of European ancestry revealed the protective effect of the CASP7 variant against AD is most significant in homozygous APOE ε4 allele carriers. Meta analysis of multiple datasets shows overall odds ratio = 0.45 (p = 0.004). Analysis of RNA sequencing derived gene expression data indicated the variant correlates with reduced caspase 7 expression in multiple brain tissues we examined. Conclusions Taken together, these results are consistent with the notion that caspase 7 plays a key role in microglial activation driving neuro-degeneration during AD pathogenesis, and may explain the underlying genetic mechanisms that anti-inflammatory interventions in AD show greater benefit in APOE ε4 carriers than non-carriers. Our findings inform potential novel therapeutic opportunities for AD and warrant further investigations. Electronic supplementary material The online version of this article (doi:10.1186/s12864-016-2725-z) contains supplementary material, which is available to authorized users.
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- 2016
21. Combining Population Whole Exome Sequencing and Functional Analysis to Detect LQT1
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Ann Stepanchick, Michael F. Murray, Tooraj Mirshahi, Kandamurugu Manickam, Jonathan Z. Luo, Dustin N. Hartzel, Uyenlinh L. Mirshahi, and Cassandra M. Hartle
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education.field_of_study ,Population ,Biophysics ,Computational biology ,Biology ,education ,Functional analysis (psychology) ,Exome sequencing - Published
- 2018
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22. Cancer Risks in Heterozygous Cystic Fibrosis Transmembrane Conductance Regulator (CFTR) DelF508 Carriers
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Jaya Prakash Sugunaraj, Uyenlinh L. Mirshahi, David J. Carey, Michael F. Murray, Jason Stamm, Catarina B. Manney, Kandamurugu Manickam, and Amr H. Wardeh
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Pulmonary and Respiratory Medicine ,biology ,business.industry ,Cancer ,Heterozygote advantage ,Critical Care and Intensive Care Medicine ,medicine.disease ,Cystic fibrosis transmembrane conductance regulator ,medicine ,biology.protein ,Cancer research ,Cardiology and Cardiovascular Medicine ,business ,Cancer risk - Published
- 2016
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