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Majstorovic M, Chur-Hansen A, Andrews JM, Burke A. Factors associated with progression or non-progression to bariatric surgery in adults: A systematic review. Obes Rev 2024; 25:e13698. [PMID: 38268336 DOI: 10.1111/obr.13698] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/27/2022] [Revised: 11/28/2023] [Accepted: 12/06/2023] [Indexed: 01/26/2024]
Abstract
Access to bariatric surgery is limited, and the factors related to undergoing or not undergoing the procedure are poorly understood. To this end, a systematic review of PubMed, Embase, PsycINFO, and CINAHL was conducted to deduce the factors associated with progression or non-progression to bariatric surgery. Quantitative and qualitative English-language articles ranging in date from database conception to September 2023 were included. Eligible studies employed adult participants (18 years of age or above) who had been referred for bariatric surgery. A total of 57 studies were identified. Fifteen key factors were found, alongside six less frequently studied factors: age, sex, BMI, race and ethnicity, distance to clinic, socio-economic status, insurance coverage, physical health, psychological health, eating history and habits, substance use and smoking, social influence and relationships, pre-surgery process and requirements, surgery-related concerns, choice of surgery, and others (emergency room visitation, COVID-19 virus, health literacy, appearance perceptions, time-off work, and stigma related to surgery). No factors were found to be reliably associated with progression or non-progression to bariatric surgery; however, the nature of these findings is tentative considering methodological flaws and limited research. Further studies are required to elucidate potential inequities in bariatric surgery access and educate policymakers and health professionals.
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Affiliation(s)
- Mia Majstorovic
- The School of Psychology, The University of Adelaide, Adelaide, South Australia, Australia
| | - Anna Chur-Hansen
- The School of Psychology, The University of Adelaide, Adelaide, South Australia, Australia
| | - Jane M Andrews
- Adelaide Medical School, The University of Adelaide, Adelaide, South Australia, Australia
- Surgery Program, The Central Adelaide Local Health Network (CALHN), Adelaide, South Australia, Australia
| | - Anne Burke
- The School of Psychology, The University of Adelaide, Adelaide, South Australia, Australia
- Psychology Department, CALHN, Adelaide, South Australia, Australia
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2
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Kukla A, Kudva YC, Navratil P, Sahi SS, Benzo RP, Fipps DC, Erickson AE, Majorowicz RR, Clark MM, Schinstock CA, Shah P, Shah M, Diwan TS. Management of Patients With Kidney Disease Undergoing Bariatric Surgery: A Multidisciplinary Approach. Mayo Clin Proc 2024; 99:445-458. [PMID: 38432750 DOI: 10.1016/j.mayocp.2023.11.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/07/2023] [Revised: 10/17/2023] [Accepted: 11/14/2023] [Indexed: 03/05/2024]
Abstract
Bariatric surgery is increasingly recognized as a safe and effective treatment for obesity in patients with chronic kidney disease (CKD), including stages 4, 5, and 5D (on dialysis). Among the available surgical methods, sleeve gastrectomy (SG) is the most commonly performed weight loss procedure and is mainly done to facilitate kidney transplantation (KT). However, many KT candidates treated with SG remain on the transplant waiting list for months to years, with some never receiving a transplant. Therefore, appropriate candidates for SG must be selected, and post-SG management should address the unique needs of this population, with a focus on sustaining the metabolic benefits of surgery while minimizing potential side effects related to rapid weight loss which may inadvertently lead to muscle and bone catabolism. Multidisciplinary post-SG care in this population may lead to overall better health on the transplant waiting list, resulting in a higher percentage of post-SG patients ultimately receiving KT. To tailor the effective treatment for these patients, clinicians should acknowledge that patients with CKD stage 4-5D have different nutritional needs and are metabolically and psychosocially distinct from the general bariatric surgery population. Sarcopenia is highly prevalent and may be exacerbated by muscle catabolism following SG if not adequately addressed. Blood pressure, glucose, and bone metabolism are all affected by the CKD stage 4-5D, and therefore require distinct diagnostic and management approaches. Long-standing chronic disease, associated comorbidities, and low adherence to medical therapies require ongoing comprehensive psychosocial assessment and support. This paper aims to review and consolidate the existing literature concerning the intersection of CKD stage 4-5D and the consequences of SG. We also suggest future clinical outcome studies examining novel treatment approaches for this medically complex population.
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Affiliation(s)
- Aleksandra Kukla
- Department of Medicine, Division of Nephrology and Hypertension, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, MN, USA; Von Liebig Transplant Center, Department of Transplantation Surgery, Mayo Clinic, MN, USA.
| | - Yogish C Kudva
- Department of Medicine, Division of Endocrinology, Diabetes, Metabolism and Nutrition, Mayo Clinic, MN, USA
| | - Pavel Navratil
- Department of Medicine, Division of Nephrology and Hypertension, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, MN, USA; Department of Urology, University Hospital Hradec Kralove, and Charles University, Faculty of Medicine in Hradec Kralove, Czechia
| | - Sukhdeep S Sahi
- Department of Medicine, Division of Nephrology and Hypertension, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, MN, USA
| | - Roberto P Benzo
- Division of Pulmonary & Critical Care Medicine, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, MN, USA
| | - David C Fipps
- Department of Psychiatry and Psychology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, MN, USA
| | - Avery E Erickson
- Department of Medicine, Division of Endocrinology, Diabetes, Metabolism and Nutrition, Mayo Clinic, MN, USA
| | - Rachael R Majorowicz
- Department of Medicine, Division of Endocrinology, Diabetes, Metabolism and Nutrition, Mayo Clinic, MN, USA
| | - Matthew M Clark
- Department of Psychiatry and Psychology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, MN, USA; Department of Medicine, Division of Endocrinology, Diabetes, Metabolism and Nutrition, Mayo Clinic, MN, USA
| | - Carrie A Schinstock
- Department of Medicine, Division of Nephrology and Hypertension, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, MN, USA; Von Liebig Transplant Center, Department of Transplantation Surgery, Mayo Clinic, MN, USA
| | - Pankaj Shah
- Department of Medicine, Division of Endocrinology, Diabetes, Metabolism and Nutrition, Mayo Clinic, MN, USA
| | - Meera Shah
- Department of Medicine, Division of Endocrinology, Diabetes, Metabolism and Nutrition, Mayo Clinic, MN, USA
| | - Tayyab S Diwan
- Von Liebig Transplant Center, Department of Transplantation Surgery, Mayo Clinic, MN, USA
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3
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Praxedes DR, Silva-Júnior AE, Macena ML, Gearhardt AN, Bueno NB. Prevalence of food addiction among patients undergoing metabolic/bariatric surgery: A systematic review and meta-analysis. Obes Rev 2023; 24:e13529. [PMID: 36415030 DOI: 10.1111/obr.13529] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/03/2022] [Revised: 08/01/2022] [Accepted: 10/23/2022] [Indexed: 11/24/2022]
Abstract
Candidates for metabolic/bariatric surgery show a high prevalence of food addiction (FA). However, few studies have investigated FA prevalence after bariatric surgery, especially using longitudinal studies. This systematic review with a meta-analysis aimed to determine pre- and postoperative prevalence of FA among patients undergoing metabolic/bariatric surgery. It included both cross-sectional and longitudinal studies that used the Yale Food Addiction Scale (YFAS). The following databases were searched: MEDLINE, ScienceDirect, LILACS, PsycArticles, CENTRAL, greylit.org, and opengrey.eu. Studies that used the YFAS to evaluate FA in pre- or postoperative patients were included. A random-effects meta-analysis was performed with cross-sectional studies to calculate the weighted prevalence of FA at the pre- and postoperative moments. For longitudinal studies, which measured FA at both time points for the same individuals, absolute prevalence reduction (APR) was calculated. Of the 6626 records, 40 studies were included in the meta-analysis. The preoperative weighted prevalence of FA was 32% (95% CI: 27-37%; 33 groups), whereas the postoperative prevalence was 15% (95% CI: 12-18%; 14 groups). Seven longitudinal studies showed a weighted APR of 26 p.p. (95% CI: 10-41 p.p.). Observational data suggest a reduction in the prevalence of FA among patients that undergo bariatric surgery. Interventional studies are needed to confirm these findings.
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Affiliation(s)
- Dafiny R Praxedes
- Programa de Pós-Graduação em Nutrição (PPGNUT), Faculdade de Nutrição (FANUT), Universidade Federal de Alagoas (UFAL), Campus AC Simões, Av. Lourival Melo Mota, s/n, Cidade Universitária, Maceió, 57072-900, Brazil
| | - André E Silva-Júnior
- Programa de Pós-Graduação em Nutrição, Escola Paulista de Medicina, Universidade Federal de São Paulo, Rua Sena Madureira, n.° 1.500, Vila Clementino, São Paulo, 04021-001, Brazil
| | - Mateus L Macena
- Programa de Pós-Graduação em Nutrição (PPGNUT), Faculdade de Nutrição (FANUT), Universidade Federal de Alagoas (UFAL), Campus AC Simões, Av. Lourival Melo Mota, s/n, Cidade Universitária, Maceió, 57072-900, Brazil
| | - Ashley N Gearhardt
- Department of Psychology, University of Michigan, 530 Church Street, Ann Arbor, Michigan, 48109-1043, USA
| | - Nassib B Bueno
- Programa de Pós-Graduação em Nutrição (PPGNUT), Faculdade de Nutrição (FANUT), Universidade Federal de Alagoas (UFAL), Campus AC Simões, Av. Lourival Melo Mota, s/n, Cidade Universitária, Maceió, 57072-900, Brazil.,Programa de Pós-Graduação em Nutrição, Escola Paulista de Medicina, Universidade Federal de São Paulo, Rua Sena Madureira, n.° 1.500, Vila Clementino, São Paulo, 04021-001, Brazil
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Fipps DC, Sinha S, Diwan TS, Clark MM. Psychosocial considerations in the combined bariatric surgery and organ transplantation population: a review of the overlapping pathologies and outcomes. Curr Opin Organ Transplant 2022; 27:514-522. [PMID: 36103143 DOI: 10.1097/mot.0000000000001023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
Abstract
PURPOSE OF REVIEW This review highlights the salient data of the psychosocial concerns that influence outcomes of bariatric surgery and organ transplantation. RECENT FINDINGS Bariatric surgery has emerged as an important intervention with data supporting substantial and sustained weight loss, enhanced quality of life, remission of obesity-related medical comorbidities, and improved long-term patient and graft survival in transplant patients. Depression, suicide, anxiety, posttraumatic stress disorder, alcohol use, adherence, and psychopharmacology considerations can influence outcomes of both these surgeries. SUMMARY Obesity is increasingly prevalent among patients pursuing transplantation surgery, and it is often a factor in why a patient needs a transplant. However, obesity can be a barrier to receiving a transplant, with many centers implementing BMI criteria for surgery. Furthermore, obesity and obesity-related comorbidities after transplant can cause poor outcomes. In this context, many transplant centers have created programs that incorporate interventions (such as bariatric surgery) that target obesity in transplant candidates. A presurgery psychosocial assessment is an integral (and required) part of the process towards receiving a bariatric surgery and/or a transplantation surgery. When conducting a dual (bariatric and transplantation surgery) psychosocial assessment, it is prudent to understand the overlap and differentiation of specific psychosocial components that influence outcomes in these procedures.
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Affiliation(s)
| | - Shirshendu Sinha
- Department of Psychiatry and Psychology, Mayo Clinic, Scottsdale, Arizona, USA
| | | | - Matthew M Clark
- Department of Psychiatry and Psychology
- Division of Endocrinology, Diabetes, Metabolism and Nutrition, Department of Internal Medicine, Mayo Clinic, Rochester, Minnesota
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Miola A, De Filippis E, Veldic M, Ho AMC, Winham SJ, Mendoza M, Romo-Nava F, Nunez NA, Gardea Resendez M, Prieto ML, McElroy SL, Biernacka JM, Frye MA, Cuellar-Barboza AB. The genetics of bipolar disorder with obesity and type 2 diabetes. J Affect Disord 2022; 313:222-231. [PMID: 35780966 PMCID: PMC9703971 DOI: 10.1016/j.jad.2022.06.084] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/10/2022] [Accepted: 06/25/2022] [Indexed: 12/12/2022]
Abstract
BACKGROUND Bipolar disorder (BD) presents with high obesity and type 2 diabetes (T2D) and pathophysiological and phenomenological abnormalities shared with cardiometabolic disorders. Genomic studies may help define if they share genetic liability. This selective review of BD with obesity and T2D will focus on genomic studies, stress their current limitations and guide future steps in developing the field. METHODS We searched electronic databases (PubMed, Scopus) until December 2021 to identify genome-wide association studies, polygenic risk score analyses, and functional genomics of BD accounting for body mass index (BMI), obesity, or T2D. RESULTS The first genome-wide association studies (GWAS) of BD accounting for obesity found a promising genome-wide association in an intronic gene variant of TCF7L2 that was further replicated. Polygenic risk scores of obesity and T2D have also been associated with BD, yet, no genetic correlations have been demonstrated. Finally, human-induced stem cell studies of the intronic variant in TCF7L2 show a potential biological impact of the products of this genetic variant in BD risk. LIMITATIONS The narrative nature of this review. CONCLUSIONS Findings from BD GWAS accounting for obesity and their functional testing, have prompted potential biological insights. Yet, BD, obesity, and T2D display high phenotypic, genetic, and population-related heterogeneity, limiting our ability to detect genetic associations. Further studies should refine cardiometabolic phenotypes, test gene-environmental interactions and add population diversity.
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Affiliation(s)
- Alessandro Miola
- Department of Neuroscience (DNS), University of Padova, Padua, Italy
| | | | - Marin Veldic
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN, USA
| | - Ada Man-Choi Ho
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN, USA
| | - Stacey J Winham
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Mariana Mendoza
- Department of Psychiatry, Universidad Autonoma de Nuevo Leon, Monterrey, Mexico
| | - Francisco Romo-Nava
- Lindner Center of HOPE, Mason, OH, USA; Department of Psychiatry and Behavioral Neuroscience, University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | - Nicolas A Nunez
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN, USA
| | | | - Miguel L Prieto
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN, USA; Department of Psychiatry, Facultad de Medicina, Universidad de los Andes, Santiago, Chile; Mental Health Service, Clínica Universidad de los Andes, Santiago, Chile; Center for Biomedical Research and Innovation, Universidad de los Andes, Santiago, Chile
| | - Susan L McElroy
- Lindner Center of HOPE, Mason, OH, USA; Department of Psychiatry and Behavioral Neuroscience, University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | - Joanna M Biernacka
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN, USA; Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Mark A Frye
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN, USA
| | - Alfredo B Cuellar-Barboza
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN, USA; Department of Psychiatry, Universidad Autonoma de Nuevo Leon, Monterrey, Mexico.
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6
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Fipps DC, Goetze RE, Clark MM, Mara K, Watt KD, Jowsey-Gregoire SG, Heimbach JK, Grothe K. Liver Transplantation After Bariatric Surgery: a Clinical Cohort Study. Obes Surg 2021; 31:3700-3706. [PMID: 34021883 DOI: 10.1007/s11695-021-05483-x] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2021] [Revised: 05/13/2021] [Accepted: 05/14/2021] [Indexed: 12/18/2022]
Abstract
PURPOSE Individuals that undergo bariatric surgery are at higher risk for problematic alcohol use via pharmacokinetic changes in alcohol metabolism and cross addictions. Little data exists regarding post-bariatric surgery patients with alcohol-related liver disease (ALD) who ultimately require liver transplantation. The aim of this project was to better understand demographic, medical, and psychological characteristics of post-bariatric surgery patients who undergo liver transplantation due to ALD. METHODS This retrospective clinical cohort identified 1416 patients who underwent ALD liver transplantation over a 10-year timespan at three academic medical centers. Electronic medical records were reviewed for patient characteristics, including sex, age, body mass index, surgery dates, Model for End Stage Liver Disease (MELD) scores, medical history, psychiatric history, and mortality rates. RESULTS Within the sample of liver transplantation patients, 1.3% had undergone bariatric surgery prior to transplantation. Fifty percent of the post-bariatric surgery sample was female. The MELD score was higher and the median age at transplantation was younger in the post-bariatric surgery subgroup in comparison to that in the non-bariatric surgery patients. Mood and anxiety disorders were more common among those with a history of having bariatric surgery, with major depressive disorder having the largest difference between subgroups. CONCLUSIONS Among patients who require a liver transplantation due to ALD, those with a history of bariatric surgery are more likely to be female, younger, and diagnosed with mood disorders. Further studies with larger and more diverse samples are necessary to better understand how to prevent development of alcohol use disorder in the bariatric surgery population.
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Affiliation(s)
- David C Fipps
- Department of Psychiatry and Psychology, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA.
| | - Rachel E Goetze
- Department of Psychiatry and Psychology, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA.,Mental Health Services, VA Maine Healthcare System, 1 VA Center, Augusta, ME, 04330, USA
| | - Matthew M Clark
- Department of Psychiatry and Psychology, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA.,Department of Internal Medicine (Division of Endocrinology), Mayo Clinic, Rochester, MN, 55905, USA
| | - Kristin Mara
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, 55905, USA
| | - Kymberly D Watt
- Department of Medicine (Division of Gastroenterology and Hepatology), Mayo Clinic, Rochester, MN, 55905, USA
| | - Sheila G Jowsey-Gregoire
- Department of Psychiatry and Psychology, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA.,Department of Surgery, Mayo Clinic, Rochester, MN, 55905, USA
| | | | - Karen Grothe
- Department of Psychiatry and Psychology, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA.,Department of Internal Medicine (Division of Endocrinology), Mayo Clinic, Rochester, MN, 55905, USA
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7
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Liu D, Nguyen TTL, Gao H, Huang H, Kim DC, Sharp B, Ye Z, Lee JH, Coombes BJ, Ordog T, Wang L, Biernacka JM, Frye MA, Weinshilboum RM. TCF7L2 lncRNA: a link between bipolar disorder and body mass index through glucocorticoid signaling. Mol Psychiatry 2021; 26:7454-7464. [PMID: 34535768 PMCID: PMC8872993 DOI: 10.1038/s41380-021-01274-z] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/08/2021] [Revised: 07/21/2021] [Accepted: 08/19/2021] [Indexed: 02/08/2023]
Abstract
Bipolar disorder (BD) and obesity are highly comorbid. We previously performed a genome-wide association study (GWAS) for BD risk accounting for the effect of body mass index (BMI), which identified a genome-wide significant single-nucleotide polymorphism (SNP) in the gene encoding the transcription factor 7 like 2 (TCF7L2). However, the molecular function of TCF7L2 in the central nervous system (CNS) and its possible role in the BD and BMI interaction remained unclear. In the present study, we demonstrated by studying human induced pluripotent stem cell (hiPSC)-derived astrocytes, cells that highly express TCF7L2 in the CNS, that the BD-BMI GWAS risk SNP is associated with glucocorticoid-dependent repression of the expression of a previously uncharacterized TCF7L2 transcript variant. That transcript is a long non-coding RNA (lncRNA-TCF7L2) that is highly expressed in the CNS but not in peripheral tissues such as the liver and pancreas that are involved in metabolism. In astrocytes, knockdown of the lncRNA-TCF7L2 resulted in decreased expression of the parent gene, TCF7L2, as well as alterations in the expression of a series of genes involved in insulin signaling and diabetes. We also studied the function of TCF7L2 in hiPSC-derived astrocytes by integrating RNA sequencing data after TCF7L2 knockdown with TCF7L2 chromatin-immunoprecipitation sequencing (ChIP-seq) data. Those studies showed that TCF7L2 directly regulated a series of BD risk genes. In summary, these results support the existence of a CNS-based mechanism underlying BD-BMI genetic risk, a mechanism based on a glucocorticoid-dependent expression quantitative trait locus that regulates the expression of a novel TCF7L2 non-coding transcript.
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Affiliation(s)
- Duan Liu
- grid.66875.3a0000 0004 0459 167XDepartment of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN USA
| | - Thanh Thanh Le Nguyen
- grid.66875.3a0000 0004 0459 167XDepartment of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN USA ,grid.66875.3a0000 0004 0459 167XGraduate School of Biomedical Sciences, Mayo Clinic, Rochester, MN USA
| | - Huanyao Gao
- grid.66875.3a0000 0004 0459 167XDepartment of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN USA
| | - Huaizhi Huang
- grid.66875.3a0000 0004 0459 167XDepartment of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN USA ,grid.66875.3a0000 0004 0459 167XGraduate School of Biomedical Sciences, Mayo Clinic, Rochester, MN USA
| | - Daniel C. Kim
- grid.66875.3a0000 0004 0459 167XDepartment of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN USA
| | - Brenna Sharp
- grid.66875.3a0000 0004 0459 167XDepartment of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN USA
| | - Zhenqing Ye
- grid.66875.3a0000 0004 0459 167XDivision of Computational Biology, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN USA
| | - Jeong-Heon Lee
- grid.66875.3a0000 0004 0459 167XDepartment of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN USA
| | - Brandon J. Coombes
- grid.66875.3a0000 0004 0459 167XDivision of Computational Biology, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN USA
| | - Tamas Ordog
- grid.66875.3a0000 0004 0459 167XDepartment of Physiology and Biomedical Engineering, Mayo Clinic, Rochester, MN USA ,grid.66875.3a0000 0004 0459 167XDivision of Gastroenterology and Hepatology, Department of Internal Medicine, Mayo Clinic, Rochester, MN USA
| | - Liewei Wang
- grid.66875.3a0000 0004 0459 167XDepartment of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN USA
| | - Joanna M. Biernacka
- grid.66875.3a0000 0004 0459 167XDivision of Computational Biology, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN USA ,grid.66875.3a0000 0004 0459 167XDepartment of Psychiatry and Psychology, Mayo Clinic, Rochester, MN USA
| | - Mark A. Frye
- grid.66875.3a0000 0004 0459 167XDepartment of Psychiatry and Psychology, Mayo Clinic, Rochester, MN USA
| | - Richard M. Weinshilboum
- grid.66875.3a0000 0004 0459 167XDepartment of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN USA
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