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Buendia J, Sears S, Mgbere O. Prevalence and risk factors of high cholesterol and triglycerides among people with HIV in Texas. AIDS Res Ther 2022; 19:43. [PMID: 36123679 PMCID: PMC9484232 DOI: 10.1186/s12981-022-00467-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2021] [Accepted: 07/08/2022] [Indexed: 11/18/2022] Open
Abstract
Background People with HIV (PWH) commonly have elevated cholesterol and triglycerides levels that have been linked to medications. However, healthy behaviors including lifestyle changes can lower high cholesterol (CHOL) or high triglycerides (TG), thereby reducing individual risk for cardiovascular diseases. This study aimed to determine the prevalence and risk factors associated with high CHOL or TG among PWH in Texas. Methods Cross-sectional data of 981 PWH from the 2015–2017 Texas and Houston Medical Monitoring Projects were examined. High CHOL or TG was identified by medical chart diagnosis, CHOL or TG medication use, or most recent fasting lab ≥ 200 mg/dl (total CHOL) or ≥ 150 mg/dl (TG). High CHOL or TG associations with sociodemographic and clinical characteristics were assessed using Rao-Scott chi-square tests. Prevalence of high CHOL or TG development was calculated using multivariable logistic regression model. Results High CHOL or TG prevalence was 41% with participants being mostly male (73%), ≥ 40 years (68%), with overweight (31%) or obesity (28%), and virally suppressed (62%). Compared with PWH < 40 years of age, PWH in their 40s, 50s, and ≥ 60s were 57%, 64%, and 62% more likely to have high CHOL or TG, respectively. Participants with overweight and obesity were 41% and 30% more likely to have high CHOL or TG than those with normal weight (BMI: 18.5– < 25), respectively. Conclusion Since high CHOL and TG are modifiable CVD risk factors, increased education and lifestyle modification interventions are warranted to prevent the development of high CHOL or TG among PWH. Supplementary Information The online version contains supplementary material available at 10.1186/s12981-022-00467-y.
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Affiliation(s)
- Justin Buendia
- Texas Department of State Health Services, Austin, TX, USA
| | - Sabeena Sears
- Texas Department of State Health Services, Austin, TX, USA
| | - Osaro Mgbere
- Disease Prevention and Control Division, Houston Health Department, Houston, TX, 77054, USA.
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Bautista-Martínez JS, Mata-Marín JA, Sandoval-Ramírez JL, Chaparro-Sánchez A, Manjarrez-Téllez B, Uribe-Noguez LA, Gaytán-Martínez J, Núñez-Armendáriz M, Cruz-Sánchez A, Núñez-Rodríguez N, Iván MA, Morales-González GS, Álvarez-Mendoza JP, Pérez-Barragán E, Ríos-De Los Ríos J, Contreras-Chávez GG, Tapia-Magallanes DM, Ribas-Aparicio RM, Díaz-López M, Olivares-Labastida A, Gómez-Delgado A, Torres J, Miranda-Duarte A, Zenteno JC, Pompa-Mera EN. Contribution of APOA5, APOC3, CETP, ABCA1 and SIK3 genetic variants to hypertriglyceridemia development in Mexican HIV-patients receiving antiretroviral therapy. Pharmacogenet Genomics 2022; 32:101-110. [PMID: 34693928 DOI: 10.1097/fpc.0000000000000458] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVE To investigate the impact of single nucleotide polymorphisms (SNPs) from APOA5, APOC3, CETP, ATP binding cassette transporter A1 and SIK3 genes in the development of hypertriglyceridemia in HIV patients under antiretroviral therapy. MATERIAL AND METHODS A case-control study was developed. Leukocytic genomic DNA was extracted and genotyping for SNPs rs662799, rs964184, rs5128, rs2854116, rs2854117, rs3764261, rs4149310, rs4149267 and rs139961185 was performed by real time-PCR using TaqMan allelic discrimination assays, in Mexican mestizo patients with HIV infection, with hypertriglyceridemia (>1.7 mmol/L) under antiretroviral therapy. Genetic variants were also investigated in a control group of normolipidemic HIV patients (≤ 1.7 mmol/L). Haplotypes and gene interactions were analyzed. RESULTS A total of 602 HIV patients were genotyped (316 cases and 286 controls). Age and antiretroviral regimen based on protease inhibitors were associated with hypertriglyceridemia (P = 0.0001 and P = 0.0002. respectively). SNP rs964184 GG genotype in APOA5 gene exhibited the highest association with hypertriglyceridemia risk (OR, 3.2, 95% CI, 1.7-5.8, P = 0.0001); followed by SNP rs139961185 in SIK3 gene (OR = 2.3; (95% CI, 1.1-4.8; P = 0.03 for AA vs. AG genotype; and APOC3 rs5128 GG genotype, (OR, 2.2; 95% CI, 1.1-4.9; P = 0.04) under codominant models. These associations were maintained in the adjusted analysis by age and protease inhibitors based antiretroviral regimens. CONCLUSIONS This study reveals an association between rs964184 in APOA5; rs5128 in APOC3 and rs139961185 in SIK3 and high triglyceride concentrations in Mexican HIV-patients receiving protease inhibitors. These genetic factors may influence the adverse effects related to antiretroviral therapy.
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Affiliation(s)
- Jonathan Saúl Bautista-Martínez
- Unidad de Investigación Médica en Enfermedades Infecciosas y Parasitarias, UMAE Hospital de Pediatría, Centro Médico Nacional Siglo XXI. Instituto Mexicano del Seguro Social, IMSS
- Departamento de Microbiología, Escuela Nacional de Ciencias Biológicas, Instituto Politécnico Nacional
| | - José Antonio Mata-Marín
- Servicio de Infectología de Adultos, Hospital de Infectología, Centro Médico Nacional "La Raza"
| | | | | | | | | | - Jesús Gaytán-Martínez
- Servicio de Infectología de Adultos, Hospital de Infectología, Centro Médico Nacional "La Raza"
| | | | | | | | - Martínez-Abarca Iván
- Hospital General Regional 72, Instituto Mexicano del Seguro Social, IMSS. Tlalnepantla, Estado de México
| | | | | | | | - Jussara Ríos-De Los Ríos
- Unidad de Investigación Médica en Enfermedades Infecciosas y Parasitarias, UMAE Hospital de Pediatría, Centro Médico Nacional Siglo XXI. Instituto Mexicano del Seguro Social, IMSS
| | - Gerson Gabriel Contreras-Chávez
- Unidad de Investigación Médica en Enfermedades Infecciosas y Parasitarias, UMAE Hospital de Pediatría, Centro Médico Nacional Siglo XXI. Instituto Mexicano del Seguro Social, IMSS
| | - Denisse Marielle Tapia-Magallanes
- Unidad de Investigación Médica en Enfermedades Infecciosas y Parasitarias, UMAE Hospital de Pediatría, Centro Médico Nacional Siglo XXI. Instituto Mexicano del Seguro Social, IMSS
| | - Rosa Maria Ribas-Aparicio
- Departamento de Microbiología, Escuela Nacional de Ciencias Biológicas, Instituto Politécnico Nacional
| | - Mónica Díaz-López
- Unidad de Investigación Médica en Enfermedades Infecciosas y Parasitarias, UMAE Hospital de Pediatría, Centro Médico Nacional Siglo XXI. Instituto Mexicano del Seguro Social, IMSS
- Departamento de Microbiología, Escuela Nacional de Ciencias Biológicas, Instituto Politécnico Nacional
| | - Azucena Olivares-Labastida
- Unidad de Investigación Médica en Enfermedades Infecciosas y Parasitarias, UMAE Hospital de Pediatría, Centro Médico Nacional Siglo XXI. Instituto Mexicano del Seguro Social, IMSS
- Departamento de Microbiología, Escuela Nacional de Ciencias Biológicas, Instituto Politécnico Nacional
| | - Alejandro Gómez-Delgado
- Unidad de Investigación Médica en Enfermedades Infecciosas y Parasitarias, UMAE Hospital de Pediatría, Centro Médico Nacional Siglo XXI. Instituto Mexicano del Seguro Social, IMSS
| | - Javier Torres
- Unidad de Investigación Médica en Enfermedades Infecciosas y Parasitarias, UMAE Hospital de Pediatría, Centro Médico Nacional Siglo XXI. Instituto Mexicano del Seguro Social, IMSS
| | - Antonio Miranda-Duarte
- Departamento de Medicina Genómica, Instituto Nacional de Rehabilitación "Luis Guillermo Ibarra Ibarra"
| | - Juan C Zenteno
- Department of Genetics, Institute of Ophthalmology "Conde de Valenciana"
- Department of Biochemistry, Faculty of Medicine, UNAM, Mexico City, Mexico
| | - Ericka Nelly Pompa-Mera
- Unidad de Investigación Médica en Enfermedades Infecciosas y Parasitarias, UMAE Hospital de Pediatría, Centro Médico Nacional Siglo XXI. Instituto Mexicano del Seguro Social, IMSS
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Srinivasan R, Padmapriyadarsini C, Ramesh K, Sanjeeva G, Reddy D, Suresh E, Kumar R, Sathyamoorthy P, Swaminathan S, Shet A. APOC3 Gene Polymorphism and Antiretroviral Therapy-Induced Dyslipidemia in HIV-Infected Children. AIDS Res Hum Retroviruses 2021; 37:92-100. [PMID: 33115242 DOI: 10.1089/aid.2020.0082] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Children exposed to antiretroviral therapy (ART) are at risk of developing metabolic complications. The association between gene polymorphisms and the development of dyslipidemia in children post ART initiation was studied. Children initiating first-line ART were followed for 2 years at the National Institute for Research in Tuberculosis (Chennai, India), and St. John's Medical College Hospital (Bangalore, India). Clinical examination and fasting serum lipid profiles were measured every 6 months. Participants were genotyped for the polymorphisms in the APOC3 gene (rs2854116; rs2854117, and rs5128). Changes in lipid levels from baseline to months 6, 12, and 24, and the difference between the various genotype variants were analyzed using a modified analysis of variance test. Study enrolled 393 ART-naive HIV-infected children (mean age: 7.6 ± 3 years, mean weight: 18 ± 6) of whom 289 (75%) were started on nevirapine (NVP)-based ART and the remaining 96 (25%) were started on efavirenz-based ART. Only children carrying the GG allele of rs5128 genotype showed a decrease in CD4% and serum triglycerides pre-ART. An increasing trend of total cholesterol, high-density lipoprotein cholesterol (HDL-c), and low-density lipoprotein cholesterol were seen at 6 months in both EFZ and NVP groups, which subsequently stabilized by 12 months irrespective of genotype variants. Genotype variants of APOC3 (rs2854116 and rs2854117 polymorphism) did not show significant changes in serum lipid levels after 24 months of ART, whereas rs5128 polymorphism with "G" allele showed an association with HDL-c levels when on NVP-based ART. Our results suggest that ART plays a major role in normalizing lipid levels in HIV-infected children and APOC3 polymorphisms may not play a significant role in ART-induced dyslipidemia.
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Affiliation(s)
| | | | | | - G.N. Sanjeeva
- Indira Gandhi Institute of Child Health, Bangalore, India
| | - Devarajulu Reddy
- ICMR-National Institute for Research in Tuberculosis, Chennai, India
| | - Elumalai Suresh
- Institute of Child Health and Children's Hospital, Chennai, India
| | - Ramesh Kumar
- ICMR-National Institute for Research in Tuberculosis, Chennai, India
| | | | | | - Anita Shet
- St. Johns Research Institute, Bangalore, India
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Relationship between Endothelial Function, Antiretroviral Treatment and Cardiovascular Risk Factors in HIV Patients of African Descent in South Africa: A Cross-Sectional Study. J Clin Med 2021; 10:jcm10030392. [PMID: 33498530 PMCID: PMC7864186 DOI: 10.3390/jcm10030392] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2020] [Revised: 11/28/2020] [Accepted: 12/08/2020] [Indexed: 02/08/2023] Open
Abstract
Limited information on the effect of antiretroviral treatment (ART) on vascular function in South Africans of African descent living with human immunodeficiency virus (HIV) is available. The relationship between ART, vascular function and cardiovascular risk factors in South Africans of African ancestry with HIV was therefore studied. This cross-sectional study recruited 146 HIV-positive individuals on ART (HIV+ART+), 163 HIV-positive individuals not on ART (HIV+ART−) and 171 individuals without HIV (HIV−) in Mthatha, Eastern Cape Province of South Africa. Flow-mediated dilation (FMD) test was performed to assess endothelial function. Anthropometry and blood pressure parameters were measured. Lipid profile, glycaemic indices, serum creatinine as well as CD4 count and viral load were assayed in blood. Urinary albumin to creatinine ratio (ACR) was determined as a marker of cardiovascular risk. Obesity and albuminuria were positively associated with HIV, and HIV+ART+ participants had significantly higher HDL cholesterol. Dyslipidaemia markers were significantly higher in hypertensive HIV+ART+ participants compared with the controls (HIV+ART− and HIV− participants). FMD was not different between HIV+ART+ participants and the controls. Moreover, HIV+ART+ participants with higher FMD showed lower total cholesterol and LDL cholesterol comparable to that of HIV− and HIV+ART− participants. A positive relationship between FMD and CD4 count was observed in HIV+ART+ participants. In conclusion, antiretroviral treatment was associated with cardiovascular risk factors, particularly dyslipidaemia, in hypertensive South Africans of African ancestry with HIV. Although, ART was not associated with endothelial dysfunction, flow-mediated dilatation was positively associated with CD4 count in HIV-positive participants on ART.
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Cafiero C, Re A, Micera A, Palmirotta R, Monaco D, Romano F, Fabrizio C, Di Francia R, Cacciamani A, Surico PL, D'Amato G, Pisconti S. Pharmacogenomics and Pharmacogenetics: In Silico Prediction of Drug Effects in Treatments for Novel Coronavirus SARS-CoV2 Disease. PHARMACOGENOMICS & PERSONALIZED MEDICINE 2020; 13:463-484. [PMID: 33116761 PMCID: PMC7568633 DOI: 10.2147/pgpm.s270069] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/12/2020] [Accepted: 09/09/2020] [Indexed: 12/11/2022]
Abstract
The latest developments in precision medicine allow the modulation of therapeutic approaches in different pathologies on the basis of the specific molecular characterization of the patient. This review of the literature coupled with in silico analysis was to provide a selected screening of interactions between single-nucleotide polymorphisms (SNPs) and drugs (repurposed, investigational, and biological agents) showing efficacy and toxicityin counteracting Covid-19 infection. In silico analysis of genetic variants related to each drug was performed on such databases as PharmGKB, Ensembl Genome Browser, www.drugs.com, and SNPedia, with an extensive literature review of papers (to May 10, 2020) on Covid-19 treatments using Medline, Embase, International Pharmaceutical Abstracts, PharmGKB, and Google Scholar. The clinical relevance of SNPs, known as both drug targets and markers, considering genetic variations with known drug responses, and the therapeutic consequences are discussed. In the context of clinical treatment of Covid-19, including infection prevention, control measures, and supportive care, this review highlights the importance of a personalized approach in the final selection of therapy, which is probably essential in the management of the Covid-19 pandemic.
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Affiliation(s)
| | - Agnese Re
- CNR-IASI, Catholic University of Sacred Heart, Rome, Italy
| | - Alessandra Micera
- Research Laboratories in Ophthalmology, IRCCS - Fondazione Bietti, Rome, Italy
| | - Raffaele Palmirotta
- Department of Biomedical Sciences and Clinical Oncology, Oncogenomic Research Center, Aldo Moro University of Bari, Bari, Italy
| | | | - Francesca Romano
- Department of Precision Medicine, Luigi Vanvitelli University of Campania, Napoli, Italy
| | | | - Raffaele Di Francia
- Italian Association of Pharmacogenomics and Molecular Diagnostics, Ancona, Italy
| | - Andrea Cacciamani
- Research Laboratories in Ophthalmology, IRCCS - Fondazione Bietti, Rome, Italy
| | - Pier Luigi Surico
- Oncology and Hematology Department, F Miulli Hospital, Acquaviva delle Fonti, Italy
| | - Gerardo D'Amato
- Endocrine and Metabolic Surgery, A Gemelli Polyclinic Foundation, Rome, Italy
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Thet D, Siritientong T. Antiretroviral Therapy-Associated Metabolic Complications: Review of the Recent Studies. HIV AIDS-RESEARCH AND PALLIATIVE CARE 2020; 12:507-524. [PMID: 33061662 PMCID: PMC7537841 DOI: 10.2147/hiv.s275314] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 08/03/2020] [Accepted: 09/03/2020] [Indexed: 12/18/2022]
Abstract
The extensive utilization of antiretroviral therapy (ART) has successfully improved human immunodeficiency virus (HIV)-associated complications. The incidence of opportunistic infections is decreased by the viral load suppression and the CD4 count promotion. However, metabolic complications, commonly bone demineralization, lipodystrophy, and lactic acidosis, are arising following the adaptation of long-term ART. The events are not drug-specific, but the severity and incidence individually vary depending upon classes of drugs. Such concerning occurrences may lead to discontinuation of current therapy or switching to another regimen with fewer adverse effects. The purpose of this review is to demonstrate the common metabolic abnormalities associated with each class of widely used ART in people living with HIV (PLHIV). Electronic databases such as PubMed, ScienceDirect, Scopus, Google Scholar, SciFinder, and Web of Science were used for the literature search. A better understanding of ART-associated metabolic adverse effects is helpful in various clinical settings so that therapists may optimize treatments in this population.
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Affiliation(s)
- Daylia Thet
- Department of Food and Pharmaceutical Chemistry, Faculty of Pharmaceutical Sciences, Chulalongkorn University, Bangkok 10330, Thailand
| | - Tippawan Siritientong
- Department of Food and Pharmaceutical Chemistry, Faculty of Pharmaceutical Sciences, Chulalongkorn University, Bangkok 10330, Thailand
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Bhagwat P, Ofotokun I, McComsey GA, Brown TT, Moser C, Sugar CA, Currier JS. Changes in Waist Circumference in HIV-Infected Individuals Initiating a Raltegravir or Protease Inhibitor Regimen: Effects of Sex and Race. Open Forum Infect Dis 2018; 5:ofy201. [PMID: 30465010 PMCID: PMC6239079 DOI: 10.1093/ofid/ofy201] [Citation(s) in RCA: 54] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2018] [Accepted: 10/11/2018] [Indexed: 11/23/2022] Open
Abstract
Background This study investigates the association of clinical and demographic predictors with abdominal fat gain, measured using waist circumference (WC) and self-reported abdominal size. Methods We analyzed data from ACTG A5257, a clinical trial that randomized treatment-naïve HIV-infected participants to 1 of 3 antiretroviral regimens: raltegravir (RAL) or the protease inhibitors (PIs) atazanavir/ritonavir (ATV/r) or darunavir/ritonavir (DRV/r), each in combination with tenofovir disoproxil fumarate/emtricitabine. Associations of treatment and baseline/demographic characteristics with 96-week WC change were assessed using repeated-measures models. Ordinal logistic regression was used to examine the associations of predictors with week 96 self-reported abdominal changes. Results The study population (n = 1809) was 76.0% male and predominantly black non-Hispanic (41.9%) and white non-Hispanic (34.1%). Mean baseline WC was 90.6 cm, with an average 96-week increase of 3.4 cm. WC increases were higher in the RAL arm compared with DRV/r (P = .0130). Females experienced greater increases in WC on RAL vs ATV/r than males (P = .0065). Similarly, a larger difference in WC change was found for RAL vs DRV/r for black vs nonblack individuals (P = .0043). A separate multivariable model found that in addition to the treatment regimen, higher baseline viral load and lower CD4+ were also associated with WC increases. Conclusions With antiretroviral therapy initiation, higher WC increases in the RAL arm compared with PIs were more pronounced in female and black participants, and a more advanced baseline HIV disease state was a strong predictor of larger abdominal increases. Understanding factors predisposing individuals to abdominal fat gain could inform health management after therapy initiation.
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Affiliation(s)
- Priya Bhagwat
- University of California, Los Angeles, Los Angeles, California
| | - Ighovwerha Ofotokun
- Emory University School of Medicine, Department of Medicine, Atlanta, Georgia
| | | | - Todd T Brown
- Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Carlee Moser
- Harvard T. H. Chan School of Public Health, Boston, Massachusetts
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Li J, Lai H, Chen S, Lai S. Impact of cocaine use on protease inhibitor-associated dyslipidemia in HIV-infected adults. Int J STD AIDS 2018; 29:781-789. [PMID: 29471762 DOI: 10.1177/0956462418757126] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
Previous studies have demonstrated a link between protease inhibitor (PI)-based therapy and lipid dysregulation. The main objective of this study was to examine whether cocaine use may modify PI-associated dyslipidemia in adults. Between June 2003 and June 2014, 957 human immunodeficiency virus (HIV)-infected participants in Baltimore, Maryland were enrolled in a study that investigated HIV/antiretroviral therapy-associated comorbidities. Multiple linear and logistic regression models were fitted to examine the associations between PI therapy and lipid profiles for the pooled sample and cocaine use subgroups, respectively. Total cholesterol (TC), low-density lipoprotein cholesterol (LDL-C), TC/high-density lipoprotein cholesterol (HDL-C) ratio, and atherogenic index of plasma (AIP) levels were positively associated with duration of PI-based therapy in long-term cocaine users (all p < 0.05). However, longer-term PI therapy was significantly associated with increased HDL-C in non-chronic cocaine users (β = 0.109, SE = 0.042, p < 0.05). The participants who received PI therapy ≥12 months and used cocaine ≥15 years were more likely to have hypertriglyceridemia (OR = 2.82, 95% CI = 1.63, 4.88) and abnormal AIP (OR = 1.73, 95% CI = 1.08, 2.79) as compared to their counterparts. Our findings showed that long-term cocaine use may exacerbate adverse effects of PI therapy on lipid metabolism, suggesting that reduced cocaine use may be considered an alternative approach to managing PI-associated dyslipidemia in chronic cocaine users with HIV infection.
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Affiliation(s)
- Ji Li
- 1 Department of Pathology, Johns Hopkins School of Medicine, Baltimore, MD, USA
| | - Hong Lai
- 2 Department of Radiology, Johns Hopkins School of Medicine, Baltimore, MD, USA
| | - Shaoguang Chen
- 1 Department of Pathology, Johns Hopkins School of Medicine, Baltimore, MD, USA
| | - Shenghan Lai
- 1 Department of Pathology, Johns Hopkins School of Medicine, Baltimore, MD, USA
- 2 Department of Radiology, Johns Hopkins School of Medicine, Baltimore, MD, USA
- 3 Department of Medicine, Johns Hopkins School of Medicine, Baltimore, MD, USA
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Matoga MM, Hosseinipour MC, Aga E, Ribaudo HJ, Kumarasamy N, Bartlett J, Hughes MD. Hyperlipidaemia in HIV-infected patients on lopinavir/ritonavir monotherapy in resource-limited settings. Antivir Ther 2016; 22:205-213. [PMID: 27740537 DOI: 10.3851/imp3101] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/29/2016] [Indexed: 12/12/2022]
Abstract
BACKGROUND Cardiovascular disease (CVD) is an emerging concern for HIV-infected patients. Hyperlipidaemia is a risk factor for CVD and a complication of protease-inhibitor-based antiretroviral therapy, but little is known about its incidence and risk factors in treated patients in resource-limited settings (RLS). METHODS We conducted a secondary analysis of ACTG A5230 trial in which HIV-infected adults from India, Malawi, Tanzania, Thailand and South Africa, with virological relapse on first-line therapy were initiated on lopinavir/ritonavir (LPV/r) monotherapy. Hyperlipidaemia was a grade 2+ elevated fasting total cholesterol (FTC≥240 mg/dl) or fasting triglycerides (FTG≥500 mg/dl) or calculated low-density lipoprotein cholesterol (LDL≥160 mg/dl) based on measurements at weeks 12, 24, 48, 68 and 104. We evaluated factors potentially associated with quantitative lipid changes from baseline to week 12. These were age, sex, race, site and baseline body mass index, CD4+ T-cell count, HIV-1 RNA level and lipids. RESULTS 106 participants without hyperlipidaemia at baseline started LPV/r; median age 39 years, 68% Black African, 55% female. The cumulative incidence of hyperlipidaemia at week 104 was 48% (95% CI 36, 58%). At week 12, there were significant mean increases from baseline in FTC (17 mg/dl, P<0.001) and FTG (104 mg/dl, P<0.001). In multivariable analysis, higher baseline FTC (P=0.044), FTG (P=0.025), Thai (P<0.001) or Indian sites (P=0.020) versus African sites were associated with increased risk of hyperlipidaemia. CONCLUSIONS In HIV-infected adults in RLS initiating LPV/r, hyperlipidaemia was common. Baseline lipid measurements and routine monitoring should be recommended in individuals starting LPV/r-based treatments with borderline high lipids.
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Affiliation(s)
- Mitch M Matoga
- The University of North Carolina Project-Lilongwe, Lilongwe, Malawi
| | - Mina C Hosseinipour
- The University of North Carolina Project-Lilongwe, Lilongwe, Malawi.,The Department of Medicine, Division of Infectious Diseases, University of North Carolina, Chapel Hill, NC, USA
| | - Evgenia Aga
- Center for Biostatistics in AIDS Research, Harvard TH Chan School of Public Health, Boston, MA, USA
| | - Heather J Ribaudo
- Center for Biostatistics in AIDS Research, Harvard TH Chan School of Public Health, Boston, MA, USA
| | | | - John Bartlett
- Department of Medicine, Duke University Medical Center, Durham, NC, USA
| | - Michael D Hughes
- Center for Biostatistics in AIDS Research, Harvard TH Chan School of Public Health, Boston, MA, USA
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Ghasemzadeh Z, Abdi H, Asgari S, Tohidi M, Khalili D, Valizadeh M, Moeini S, Eidkhani V, Azizi F, Hadaegh F. Divergent pathway of lipid profile components for cardiovascular disease and mortality events: Results of over a decade follow-up among Iranian population. Nutr Metab (Lond) 2016; 13:43. [PMID: 27346994 PMCID: PMC4919865 DOI: 10.1186/s12986-016-0102-1] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2016] [Accepted: 06/19/2016] [Indexed: 12/16/2022] Open
Abstract
BACKGROUND Data regarding the impact of different lipid measures on cardiovascular diseases (CVD) and mortality events is not consistent. We aimed to evaluate the relationship between different lipid parameters and incident CVD and mortality events in an Iranian population over a median follow-up of 11.9 years. METHODS The study was conducted on 2532 men and 2986 women aged ≥ 40 years. Multivariate adjusted hazard ratios (HRs), using age as time scale, were calculated for every 1 standard deviation (SD) increase in total cholesterol (TC), logarithm-transformed triglycerides (ln-TGs), low density lipoprotein-cholesterol (LDL-C), high density lipoprotein-cholesterol (HDL-C), non-HDL-C, TC/HDL-C and ln-TGs/HDL-C. Covariates included gender (female as reference), body mass index, education status, low physical activity, smoking, blood pressure status (normotension, prehypertension and hypertension), glucose tolerance status (normal glucose tolerance, prediabetes and diabetes) and lipid lowering drugs. The same analyses were also repeated for tertiles of all lipid measures. Considering the absence of interaction between gender and lipid parameters, we used a sex-adjusted analysis. For analyses of mortality events, prevalent CVD was adjusted as well (All p for interactions > 0.1). RESULTS A total of 789 new CVD events, 279 cardiovascular (CV) and 270 non-CV deaths occurred. In multivariate analysis, all lipid measures except HDL-C showed significant risk for new CVD events with HRs ranged from 1.14 to 1.27 for ln-TGs/HDL-C and LDL-C, respectively (all p-values ≤ 0.001). Considering CV mortality, there were significant positive associations between TC, LDL-C, non-HDL-C, TC/HDL-C and CV mortality events in sex-adjusted analysis; however after multivariate analysis, these associations attenuated and reached to null. Applying lipid measures as categorical variables, only TC displayed a positive association with CV mortality in multivariate analysis [TC ≥ 6.14 mmol/L: HR 1.43 (1.04-1.98)]. In multivariate analysis, there were negative significant associations between all lipid measures except HDL-C and non-CV mortality; every 1-SD increase in TC, LDL-C, non-HDL-C, ln-TGs ,TC/HDL-C and ln-TGs/HDL-C was associated with 24, 25, 27, 19, 23 and 17 % decreased risk in non-CV mortality (all p-values ≤ 0.01). CONCLUSIONS These findings indicate divergent associations of TC, LDL-C, non-HDL-C, TC/HDL-C, TGs and TGs/HDL-C with CVD vs non-CV mortality, demonstrating a higher risk for the former and lower risk for the latter.
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Affiliation(s)
- Zahra Ghasemzadeh
- />Prevention of Metabolic Disorders Research Center, Research Institute for Endocrine Sciences, Shahid Beheshti University of Medical Sciences, P.O. Box: 19395-476, Tehran, Iran
| | - Hengameh Abdi
- />Endocrine Research Center, Research Institute for Endocrine Sciences, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Samaneh Asgari
- />Prevention of Metabolic Disorders Research Center, Research Institute for Endocrine Sciences, Shahid Beheshti University of Medical Sciences, P.O. Box: 19395-476, Tehran, Iran
| | - Maryam Tohidi
- />Prevention of Metabolic Disorders Research Center, Research Institute for Endocrine Sciences, Shahid Beheshti University of Medical Sciences, P.O. Box: 19395-476, Tehran, Iran
| | - Davood Khalili
- />Prevention of Metabolic Disorders Research Center, Research Institute for Endocrine Sciences, Shahid Beheshti University of Medical Sciences, P.O. Box: 19395-476, Tehran, Iran
| | - Majid Valizadeh
- />Obesity Research Center, Research Institute for Endocrine Science, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Siamak Moeini
- />Prevention of Metabolic Disorders Research Center, Research Institute for Endocrine Sciences, Shahid Beheshti University of Medical Sciences, P.O. Box: 19395-476, Tehran, Iran
| | - Vahid Eidkhani
- />Prevention of Metabolic Disorders Research Center, Research Institute for Endocrine Sciences, Shahid Beheshti University of Medical Sciences, P.O. Box: 19395-476, Tehran, Iran
| | - Fereidoun Azizi
- />Endocrine Research Center, Research Institute for Endocrine Sciences, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Farzad Hadaegh
- />Prevention of Metabolic Disorders Research Center, Research Institute for Endocrine Sciences, Shahid Beheshti University of Medical Sciences, P.O. Box: 19395-476, Tehran, Iran
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11
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Implications of Pharmacogenetics for Antimicrobial Prescribing. Mol Microbiol 2016. [DOI: 10.1128/9781555819071.ch43] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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12
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Sahoo S, Shah KH, Konat AR, Sharma KH, Tripathi P. Age and Sex Specific Reference Intervals for Modifiable Risk Factors of Cardiovascular Diseases for Gujarati Asian Indians. Int J Chronic Dis 2015; 2015:394798. [PMID: 26824054 PMCID: PMC4707356 DOI: 10.1155/2015/394798] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2015] [Revised: 11/19/2015] [Accepted: 12/07/2015] [Indexed: 11/25/2022] Open
Abstract
Objective. We aimed to establish age and sex specific percentile reference data for cardiovascular risk factors such as lipids, sugar, blood pressure, and BMI in apparently healthy and disease-free Gujarati population. Methods. In this cross-sectional study, we enrolled 3265 apparently healthy and disease-free individuals of both genders residing in Gujarat state. Fasting samples of blood were used for biochemical estimations of lipids and sugar. The measurement of BMI and blood pressure was also done according to the standard guidelines. Age and gender specific 5th, 25th, 50th, 75th, 90th, and 95th percentiles were obtained. Results. The mean values of lipids, sugar, blood pressure, and BMI were significantly (p < 0.001) higher in males as compared to female population. Age-wise distribution trends showed increase in the risk factors from the 2nd decade until the 5th to 6th decade in most of the cases, where loss of premenopausal protection in females was also observed. Specific trends according to gender and age were observed in percentile values of various parameters. Conclusion. The outcome of current study will contribute significantly to proposing clinically important reference values of various lipids, sugar, blood pressure, and BMI that could be used to screen the asymptomatic Gujarati Indian population with a propensity of developing dyslipidemia, diabetes, blood pressure, and obesity.
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Affiliation(s)
- Sibasis Sahoo
- Department of Cardiology, U. N. Mehta Institute of Cardiology and Research Centre (UNMICRC), Asarwa, Ahmedabad 380016, India
| | - Komal H. Shah
- Research Department, U. N. Mehta Institute of Cardiology and Research Centre (UNMICRC), Asarwa, Ahmedabad 380016, India
| | - Ashwati R. Konat
- Research Department, U. N. Mehta Institute of Cardiology and Research Centre (UNMICRC), Asarwa, Ahmedabad 380016, India
| | - Kamal H. Sharma
- Department of Cardiology, U. N. Mehta Institute of Cardiology and Research Centre (UNMICRC), Asarwa, Ahmedabad 380016, India
| | - Payal Tripathi
- Pathology Department, U. N. Mehta Institute of Cardiology and Research Centre (UNMICRC), Asarwa, Ahmedabad 380016, India
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13
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Aceti A, Gianserra L, Lambiase L, Pennica A, Teti E. Pharmacogenetics as a tool to tailor antiretroviral therapy: A review. World J Virol 2015; 4:198-208. [PMID: 26279982 PMCID: PMC4534812 DOI: 10.5501/wjv.v4.i3.198] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/27/2014] [Revised: 01/20/2015] [Accepted: 07/27/2015] [Indexed: 02/05/2023] Open
Abstract
Highly active antiretroviral therapy (HAART) has substantially changed human immunodeficiency virus (HIV) infection from an inexorably fatal condition into a chronic disease with a longer life expectancy. This means that HIV patients should receive antiretroviral drugs lifelong, and the problems concerning with a chronic treatment (tolerability, side effects, adherence to treatment) have now become dominant. In this context, strategies for the treatment personalization have taken a central role in optimizing the therapeutic response and prevention of adverse drug reactions. In this setting, the study of pharmacogenetics features could be a very useful tool in clinical practice; moreover, nowadays the study of genetic profiles allows optimizations in the therapeutic management of People Living With HIV (PLWH) through the use of test introduced into clinical practice and approved by international guidelines for the adverse effects prevention such as the genetic test HLA-B*5701 to detect hypersensitivity to Abacavir. For other tests further studies are needed: CYP2B6 516 G > T testing may be able to identify patients at higher risk of Central Nervous System side effects following standard dosing of Efavirenz, UGT1A1*28 testing before initiation of antiretroviral therapy containing Atazanavir may aid in identifying individuals at risk of hyperbilirubinaemia. Pharmacogenetics represents a research area with great growth potential which may be useful to guide the rational use of antiretrovirals.
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14
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Young L, Wohl DA, Hyslop WB, Lee YZ, Napravnik S, Wilkin A. Effects of raltegravir combined with tenofovir/emtricitabine on body shape, bone density, and lipids in African-Americans initiating HIV therapy. HIV CLINICAL TRIALS 2015; 16:163-9. [PMID: 26249671 DOI: 10.1179/1945577115y.0000000002] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
BACKGROUND Raltegravir (RAL) plus tenofovir/emtricitabine (TDF/FTC) is a recommended initial antiretroviral regimen. A substantial proportion of persons diagnosed with HIV infection and starting antiretrovirals in the U.S. are African-American (AA); however, the effects of this regimen on metabolic parameters have largely been studied in white patients. METHODS Single-arm, open-label study of untreated AA HIV-infected patients administered RAL with TDF/FTC for 104 weeks. Changes in fasting lipids, insulin resistance, visceral adipose tissue (VAT), abdominal subcutaneous adipose tissue (SAT), limb and trunk fat, and bone mineral density (BMD) were assessed at weeks 56 and 104. RESULTS Thirty (85% men) participants were included. Median entry characteristics included age of 38 years, CD4 323 cells/mm3, HIV RNA level 29,245 copies/ml, and body mass index 28.1 kg/m2. At 56 and 104 weeks, significant increases in VAT, trunk fat, limb fat, and overall fat were observed. Bone mineral density decreased by 1.5% by week 104.There were no significant changes in non-HDL-cholesterol, fasting triglycerides, or insulin resistance. A median CD4 cell count increase of 318 cells/mm3 (IQR 179, 403; full range 40, 749) (P<0.001) was observed. Assuming missing=failure, 78 and 70% had HIV RNA levels<40 copies/ml at weeks 56 and 104, respectively. There were no treatment-related discontinuations and no new antiretroviral resistance mutations were detected. CONCLUSIONS In this cohort of AAs, initiation of RAL with TDF/FTC was associated with significant general increases in fat. Significant changes in lipids or insulin resistance were not observed and there was a small decline in BMD. Therapy was well tolerated and effective. These results are consistent with findings of studies of initial antiretroviral therapy in racially diverse cohorts and inform treatment selection for AA patients starting therapy for HIV infection.
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15
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Hashemi Nazari SS, Shakiba M, Khalili D, Hadaegh F, Tohidi M, Azizi F. High-density lipoprotein cholesterol, a protective or a risk factor for developing coronary heart disease? Tehran Lipid and Glucose Study. J Clin Lipidol 2015; 9:553-8. [DOI: 10.1016/j.jacl.2015.04.001] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2015] [Revised: 03/14/2015] [Accepted: 04/07/2015] [Indexed: 10/23/2022]
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16
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Cunha JD, Maselli LMF, Stern ACB, Spada C, Bydlowski SP. Impact of antiretroviral therapy on lipid metabolism of human immunodeficiency virus-infected patients: Old and new drugs. World J Virol 2015; 4:56-77. [PMID: 25964872 PMCID: PMC4419122 DOI: 10.5501/wjv.v4.i2.56] [Citation(s) in RCA: 89] [Impact Index Per Article: 9.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/27/2014] [Revised: 01/15/2015] [Accepted: 03/09/2015] [Indexed: 02/05/2023] Open
Abstract
For human immunodeficiency virus (HIV)-infected patients, the 1990s were marked by the introduction of highly active antiretroviral therapy (HAART) representing a new perspective of life for these patients. The use of HAART was shown to effectively suppress the replication of HIV-1 and dramatically reduce mortality and morbidity, which led to a better and longer quality of life for HIV-1-infected patients. Apart from the substantial benefits that result from the use of various HAART regimens, laboratory and clinical experience has shown that HAART can induce severe and considerable adverse effects related to metabolic complications of lipid metabolism, characterized by signs of lipodystrophy, insulin resistance, central adiposity, dyslipidemia, increased risk of cardiovascular disease and even an increased risk of atherosclerosis. New drugs are being studied, new therapeutic strategies are being implemented, and the use of statins, fibrates, and inhibitors of intestinal cholesterol absorption have been effective alternatives. Changes in diet and lifestyle have also shown satisfactory results.
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17
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Masebe T, Bessong PO, Ndip RN, Meyer D. Genetic variants of APOC3 promoter and HLA-B genes in an HIV infected cohort in northern South Africa: a pilot study. Int J Mol Sci 2014; 15:11403-15. [PMID: 24972136 PMCID: PMC4139789 DOI: 10.3390/ijms150711403] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2013] [Revised: 03/17/2014] [Accepted: 04/11/2014] [Indexed: 01/11/2023] Open
Abstract
Metabolic disorders and hypersensitivities affect tolerability and impact adherence to highly active antiretroviral therapy (HAART). The aim of this study was to determine the prevalence of C-482T/T-455C variants in the Apolipoprotein C3 (APOC3) promoter gene and Human leukocyte antigen (HLA)-B*57:01, known to impact lipid metabolic disorders and hypersensitivity respectively; and to correlate genotypes with gender, CD4+ cell count and viral load in an HIV infected cohort in northern South Africa. Frequencies of C-482 and T-455 polymorphisms in APOC3 were determined by restriction fragment length polymorphism analysis. Allele determination for HLA-B was performed with Assign SBT software in an HLA library. Analysis of APOC3 C-482 site revealed a prevalence of 196/199 (98.5%) for CC, 1/199 (0.5%) for CT and 2/199 (1.0%) for TT genotype (p = 0.000 with 1° of freedom; χ2 = 126.551). For the T-455 site, prevalences were: 69/199 (35%) for TT and 130/199 (65%) for the CC genotype (p = 0.000 with 1° of freedom; χ2 = 199). There was no association between gender and the presence of −482 (p = 1; χ2 = 0.00001) or −455 genotypes (p = 0.1628; χ2 = 1.9842). There was no significant difference in the increase in CD4+ cell count irrespective of genotypes. Significant increases in CD4+ cell count were observed in males and females considering the −455C genotype, but not in males for the −455T genotype. Viral load decreases were significant with the −455C and −482C genotypes irrespective of gender. HLA-B*57:01 was not identified in the study cohort. The apparently high prevalence of APOC3 T-455CC genotype needs confirmation with a larger samples size and triglyceride measurements to support screening of patients to pre-empt HAART associated lipid disorders.
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Affiliation(s)
- Tracy Masebe
- HIV/AIDS & Global Health Research Programme, Department of Microbiology, University of Venda, Thohoyandou 0950, South Africa.
| | - Pascal Obong Bessong
- HIV/AIDS & Global Health Research Programme, Department of Microbiology, University of Venda, Thohoyandou 0950, South Africa.
| | - Roland Ndip Ndip
- Department of Microbiology and Parasitology, Faculty of Science, University of Buea, Buea Box 63, Cameroon.
| | - Debra Meyer
- Department of Biochemistry, University of Pretoria, Pretoria 0002, South Africa.
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18
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Aspiroz EL, Cabrera Figueroa SE, Cruz R, Porras Hurtado GL, Martín AF, Hurlé ADG, Carracedo A, Team TT. Toxicogenetics of lopinavir/ritonavir in HIV-infected European patients. Per Med 2014; 11:263-272. [PMID: 29764065 DOI: 10.2217/pme.14.7] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
AIMS We present a genetic association study in 106 European HIV-infected individuals aimed at identifying and confirming polymorphisms that have a significant influence on toxicity derived from treatment with lopinavir/ritonavir (LPV/r). PATIENTS & METHODS Genotyping was performed by matrix-assisted laser desorption/ionization-time of flight and KASPar® (KBiosciences, Hoddesdon, UK); LPV/r plasma concentrations were quantified using HPLC with an UV detection system and the pharmacokinetic parameters were estimated using Bayesian algorithms. Genetic association analysis was performed with PASW Statistics 18 (SPSS Inc., IL, USA) and R for Windows (Microsoft, WA, USA). RESULTS Suggestive relationships have been established between lipid plasma levels and total bilirubin and SNPs in CETP, MCP1, ABCC2, LEP and SLCO1B3 genes and between diarrhea and SNPs in IL6 gene. CONCLUSION Replication analysis should confirm the novel results obtained in this study prior to its application in the clinical practice to achieve a safer LPV/r-based combined antiretroviral therapy.
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Affiliation(s)
| | - Salvador Enrique Cabrera Figueroa
- Pharmacy Service, University Hospital of Salamanca, Salamanca, Spain.,Instituto de Farmacia, Facultad de Ciencias, Universidad Austral de Chile, Valdivia, Chile
| | - Raquel Cruz
- Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), University of Santiago de Compostela, Spain
| | - Gloria Liliana Porras Hurtado
- Fundación Pública Galega de Medicina Xenómica - Instituto de Investigación Sanitaria de Santiago de Compostela (IDIS) - SERGAS (Servicio Galega de Saude), Santiago de Compostela, Spain.,Technological University of Pereira - Colciencias, Pereira, Colombia
| | | | | | - Angel Carracedo
- Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), University of Santiago de Compostela, Spain.,Fundación Pública Galega de Medicina Xenómica - Instituto de Investigación Sanitaria de Santiago de Compostela (IDIS) - SERGAS (Servicio Galega de Saude), Santiago de Compostela, Spain.,Center of Excellence in Genomic Medicine Research, King Abdulaziz University, Jeddah, Kingdom of Saudi Arabia
| | - The Tormes Team
- Tormes Team, University Hospital of Salamanca, Salamanca, Spain
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Maciejewska K, Parczewski M. ABCC protein function and genetic variability in HIV infection. HIV & AIDS REVIEW 2014. [DOI: 10.1016/j.hivar.2014.03.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022] Open
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20
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de Almeida ERD, Reiche EMV, Kallaur AP, Flauzino T, Watanabe MAE. The roles of genetic polymorphisms and human immunodeficiency virus infection in lipid metabolism. BIOMED RESEARCH INTERNATIONAL 2013; 2013:836790. [PMID: 24319689 PMCID: PMC3844249 DOI: 10.1155/2013/836790] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/30/2013] [Revised: 09/02/2013] [Accepted: 09/11/2013] [Indexed: 12/31/2022]
Abstract
Dyslipidemia has been frequently observed among individuals infected with human immunodeficiency virus type 1 (HIV-1), and factors related to HIV-1, the host, and antiretroviral therapy (ART) are involved in this phenomenon. This study reviews the roles of genetic polymorphisms, HIV-1 infection, and highly active antiretroviral therapy (HAART) in lipid metabolism. Lipid abnormalities can vary according to the HAART regimen, such as those with protease inhibitors (PIs). However, genetic factors may also be involved in dyslipidemia because not all patients receiving the same HAART regimen and with comparable demographic, virological, and immunological characteristics develop variations in the lipid profile. Polymorphisms in a large number of genes are involved in the synthesis of structural proteins, and enzymes related to lipid metabolism account for variations in the lipid profile of each individual. As some genetic polymorphisms may cause dyslipidemia, these allele variants should be investigated in HIV-1-infected patients to identify individuals with an increased risk of developing dyslipidemia during treatment with HAART, particularly during therapy with PIs. This knowledge may guide individualized treatment decisions and lead to the development of new therapeutic targets for the treatment of dyslipidemia in these patients.
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Affiliation(s)
- Elaine Regina Delicato de Almeida
- Department of Pathology, Clinical Analysis and Toxicology, Health Sciences Center, State University of Londrina, Avenida Robert Koch, 60, CEP 86038-440 Londrina, PR, Brazil
- Pathological Sciences Postgraduate Program, Biological Sciences Center, State University of Londrina, Campus Universitário, CEP 86051-970 Londrina, PR, Brazil
| | - Edna Maria Vissoci Reiche
- Department of Pathology, Clinical Analysis and Toxicology, Health Sciences Center, State University of Londrina, Avenida Robert Koch, 60, CEP 86038-440 Londrina, PR, Brazil
| | - Ana Paula Kallaur
- Postgraduate Program of Health Sciences Center, State University of Londrina, Avenida Robert Koch, 60, CEP 86038-440 Londrina, PR, Brazil
| | - Tamires Flauzino
- Clinical Immunology, Clinical Analysis Laboratory, Health Sciences Center, State University of Londrina, Avenida Robert Koch, 60, CEP 86038-440 Londrina, PR, Brazil
| | - Maria Angelica Ehara Watanabe
- Department of Pathological Sciences, Biological Sciences Center, State University of Londrina, Campus Universitário, CEP 86051-970 Londrina, PR, Brazil
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21
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Hejazi N, Rajikan R, Choong CLK, Sahar S. Metabolic abnormalities in adult HIV infected population on antiretroviral medication in Malaysia: a cross-sectional survey. BMC Public Health 2013; 13:758. [PMID: 23947428 PMCID: PMC3844340 DOI: 10.1186/1471-2458-13-758] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2013] [Accepted: 07/31/2013] [Indexed: 12/11/2022] Open
Abstract
Background In the current two decades, dyslipidemia and increased blood glucose as metabolic abnormalities are the most common health threats with a high incidence among HIV/AIDS patients on antiretroviral (ARV) treatment. Scientific investigations and reports on lipid and glucose disorders among HIV infected communities are inadequate especially in those developing such as Malaysia. This cross-sectional survey was mainly aimed to evaluate the prevalence of metabolic abnormalities and associated risk factors among HIV infected population patients on ARV medication. Methods In a single reference health center in Malaysia, 2739 adult HIV positive patients on antiretroviral therapy (ART) were studied cross-sectionally using medical records. Besides demographic variables and associated health disorders, those factors which can change the lipid and glucose levels were collected. Logistic Regression was used to find the potential risk factors (p < 0.05). Results Majority of the studied population were male (81.1%) and aged between 30–49 (68.6%). Mean CD4 count was 474.25 (cells/mm3) while undetectable RNA viral load was common among 83.3 (%) of subjects. Among 1,583 patients with the recent blood lipid and glucose tests, increased levels of triglyceride (TG) and total cholesterol (TC) were frequently prevalent in half of the population as 59 (%) and 54.2 (%) while 28.7 (%), 35.1 (%) and 38.2 (%) had declined level of high-density lipoprotein (HDL), raised low-density lipoprotein (LDL) and fasting plasma glucose (FPG) which were less common. Dyslipidemia was common in 82.3 (%) of the subjects. Notably, medication with protease inhibitor (PI) was a potential risk for elevated triglyceride (odds ratio (OR) = 2.309, 95% confidence interval (CI) = 1.605–3.324, P = 0.001), high TC (OR = 1.561, 95% CI = 1.123–2.169, P = 0.008) and low HDL (OR = 1.449, 95% CI = 1.037–2.024, P = 0.029). As lifestyle factor, alcohol consumption results as significant risk factor for raised TG (OR = 2.653, 95% CI = 1.353–5.202, P = 0.004). Also having hepatitis raised risk of high FPG level (OR = 1.630, 95% CI = 1.197-2.220, P = 0.002) in this sample population. Conclusions Dyslipidemia is highly common in Malaysian HIV subjects receiving ARV medication. Lifestyle modification, changing PI and switch to other ARV regimen can help in reduction of these abnormalities. Also suitable strategies and plans are necessary to prevent cardiovascular diseases in future.
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Affiliation(s)
- Nazisa Hejazi
- Dietetics Program, School of Health Sciences, Faculty of Health Sciences, Universiti Kebangsaan Malaysia, Jalan Raja Muda Abdul Aziz, Kuala Lumpur, 50300, Malaysia.
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Duro M, Sarmento-Castro R, Almeida C, Medeiros R, Rebelo I. Lipid profile changes by high activity anti-retroviral therapy. Clin Biochem 2013; 46:740-4. [DOI: 10.1016/j.clinbiochem.2012.12.017] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2012] [Revised: 11/13/2012] [Accepted: 12/21/2012] [Indexed: 10/27/2022]
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Nicholaou MJ, Martinson JJ, Abraham AG, Brown TT, Hussain SK, Wolinsky SM, Kingsley LA. HAART-associated dyslipidemia varies by biogeographical ancestry in the multicenter AIDS cohort study. AIDS Res Hum Retroviruses 2013; 29:871-9. [PMID: 23343448 DOI: 10.1089/aid.2012.0169] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
Highly active antiretroviral therapy (HAART) has been successful in delaying the progression to AIDS in HIV-1-infected individuals. Exposure to HAART can result in metabolic side effects, such as dyslipidemia, in a subset of recipients. Longitudinal data and frozen peripheral blood mononuclear cell pellets were obtained from 1,945 men enrolled in the Multicenter AIDS Cohort. Individuals were genotyped for ancestry informative markers (AIMs) and stratified by biogeographical ancestry (BGA). Then serum levels of total cholesterol (TCHOL), low-density lipoprotein cholesterol (LDL-C), high-density lipoprotein cholesterol (HDL-C), and triglyceride (TRIG) were examined controlling for a number of HIV and HAART-related covariates using multivariate mixed-effects linear regression. HIV-1 infection, in the absence of HAART, was associated with altered lipid levels for all phenotypes tested when compared to HIV-negative men. HIV-1-infected men receiving HAART also had significantly different lipid levels compared to HIV-negative men, except for LDL-C. There were statistically significant interactions between BGA and HIV/HAART status for all lipids tested. BGA remained significantly associated with lipid levels after controlling for other HIV and HAART-related covariates. There was low concordance between self-reported race (SRR) and BGA in admixed populations. BGA performed better than SRR in our statistical models. Lipid profiles in untreated HIV-1-positive men and HIV-1-positive men receiving HAART differ from HIV-negative men and this effect varies by BGA. BGA performed better in our statistical analysis as a racial classifier but SRR remains a good clinical surrogate for BGA.
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Affiliation(s)
- Matthew J. Nicholaou
- Graduate School of Public Health, Department of Infectious Diseases and Microbiology, University of Pittsburgh, Pittsburgh, Pennsylvania
- Department of Medical Laboratory Sciences, Weber State University, Ogden, Utah
| | - Jeremy J. Martinson
- Graduate School of Public Health, Department of Infectious Diseases and Microbiology, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Alison G. Abraham
- Bloomberg School of Public Health, Johns Hopkins University, Baltimore, Maryland
| | - Todd T. Brown
- Division of Endocrinology and Metabolism, Johns Hopkins University, Baltimore, Maryland
| | - Shehnaz K. Hussain
- School of Public Health and Jonsson Comprehensive Cancer Center, University of California Los Angeles, Los Angeles, California
| | - Steven M. Wolinsky
- Feinberg School of Medicine, Northwestern University, Evanston, Illinois
| | - Lawrence A. Kingsley
- Graduate School of Public Health, Department of Infectious Diseases and Microbiology, University of Pittsburgh, Pittsburgh, Pennsylvania
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Abstract
HIV-associated lipodystrophy syndrome (HALS), comprising metabolic and morphological alterations, is a known side effect of highly active antiretroviral therapy (HAART). Evidence for the role of nutrition in the management of the systemic parameters of HALS is currently limited. In the present paper we review the current knowledge base surrounding HALS, focusing particularly on the role of nutrition in mitigating the systemic parameters of the syndrome. Reported prevalence of HALS was found to vary from 9 to 83 % due to lack of a standardised definition, as well as variations in assessment methods and in the study population used. HALS is associated with both morphological (lipoatrophy, lipohypertrophy) and metabolic (dyslipidaemia, glucose intolerance, diabetes, hypertension, endothelial dysfunction and atherosclerosis) alterations, which may occur singly or in combination, and are associated with an increased risk of CVD. HAART-induced adipocyte inflammation, oxidative stress and macrophage infiltration, as well as altered adipocyte function and mitochondrial toxicity, have been shown to be central to the development of HALS. The adipocyte, therefore, represents a plausible target for treatment. Pharmacological and surgical treatment interventions have shown effect. However, their use is associated with numerous adverse effects and complications. Targeted lifestyle interventions may provide a useful alternative for managing HALS owing to their safety and tolerability. A Mediterranean-style diet has been found to be effective in improving the systemic parameters of HALS. Furthermore, the effects of n-3 PUFA supplementation are encouraging and future randomised controlled trials investigating the beneficial effects of n-3 PUFA in HALS are justified.
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Likanonsakul S, Rattanatham T, Feangvad S, Uttayamakul S, Prasithsirikul W, Srisopha S, Nitiyanontakij R, Tengtrakulcharoen P, Tarkowski M, Riva A, Nakayama EE, Shioda T. Polymorphisms in Fas gene is associated with HIV-related lipoatrophy in Thai patients. AIDS Res Hum Retroviruses 2013; 29:142-50. [PMID: 22775001 DOI: 10.1089/aid.2012.0114] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
The present study aimed to evaluate the role of genetic polymorphisms in the emergence of lipoatrophy or lipodystrophy in HIV-infected patients with antiretroviral therapy (ART) in Thailand. Position 455 upstream of the Apolipoprotein C3 gene (ApoC3 T-455C, rs2854116), codon 64 of the Beta3 adrenergic receptor gene (ARβ3 Tcod64C, rs4994), and position 670 upstream of the Fas gene (Fas A-670G, rs1800682) were genotyped in 829 HIV-infected Thai patients who had started ART. Crude and adjusted incidence rate ratios (IRR) were calculated using Poisson regression. The serum levels of cholesterol, triglycerides, high-density lipoprotein (HDL), and low-density lipoprotein (LDL) were also analyzed. Multivariate analysis revealed an association between the Fas -670AA genotype, but not the ApoC3 -455 or ARβ3 cod64 genotypes, with the incidence of lipoatrophy after adjusting for gender and stavudine (d4T)-containing regimens (IRR=1.72, 95% CI=1.20-2.45, p=0.003). However, ApoC3 -455C homozygous patients showed elevated serum levels of triglycerides, while this genotype did not affect serum total cholesterol, HDL, or LDL levels in patients with lipoatrophy or lipodystrophy. In contrast, the ARβ3 cod64 genotype did not show any significant association with the serum levels of cholesterol, triglycerides, HDL, or LDL. In conclusion, Fas -670AA affected the incidence of lipoatrophy in HIV-1-infected Thai patients, while the ApoC3 -455C allele affected the serum levels of triglycerides. These results confirmed the role of genetics in the development of ART-related metabolic disorders.
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Affiliation(s)
- Sirirat Likanonsakul
- Bamrasnaradura Infectious Diseases Institute, Department of Disease Control, Ministry of Public Health, Nonthaburi, Thailand
| | - Tippawan Rattanatham
- Bamrasnaradura Infectious Diseases Institute, Department of Disease Control, Ministry of Public Health, Nonthaburi, Thailand
| | - Siriluk Feangvad
- Bamrasnaradura Infectious Diseases Institute, Department of Disease Control, Ministry of Public Health, Nonthaburi, Thailand
| | - Sumonmal Uttayamakul
- Bamrasnaradura Infectious Diseases Institute, Department of Disease Control, Ministry of Public Health, Nonthaburi, Thailand
| | - Wisit Prasithsirikul
- Bamrasnaradura Infectious Diseases Institute, Department of Disease Control, Ministry of Public Health, Nonthaburi, Thailand
| | - Somkid Srisopha
- Bamrasnaradura Infectious Diseases Institute, Department of Disease Control, Ministry of Public Health, Nonthaburi, Thailand
| | - Ravee Nitiyanontakij
- Bamrasnaradura Infectious Diseases Institute, Department of Disease Control, Ministry of Public Health, Nonthaburi, Thailand
| | | | | | - Agostino Riva
- Luigi Sacco Hospital, University of Milan, Milan, Italy
| | - Emi E. Nakayama
- Research Institute for Microbial Diseases, Osaka University, Osaka, Japan
| | - Tatsuo Shioda
- Research Institute for Microbial Diseases, Osaka University, Osaka, Japan
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Rocco CA, Mecikovsky D, Aulicino P, Bologna R, Sen L, Mangano A. Hypercholesterolemia is associated with the apolipoprotein C-III (APOC3) genotype in children receiving HAART: an eight-year retrospective study. PLoS One 2012; 7:e39678. [PMID: 22848358 PMCID: PMC3405089 DOI: 10.1371/journal.pone.0039678] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2011] [Accepted: 05/25/2012] [Indexed: 12/30/2022] Open
Abstract
Polymorphisms in apolipoprotein genes have shown to be predictors of plasma lipid levels in adult cohorts receiving highly active antiretroviral therapy (HAART). Our objective was to confirm the association between the APOC3 genotype and plasma lipid levels in an HIV-1-infected pediatric cohort exposed to HAART. A total of 130 HIV-1-infected children/adolescents that attended a reference center in Argentina were selected for an 8-year longitudinal study with retrospective data collection. Longitudinal measurements of plasma triglycerides, total cholesterol, HDL-C and LDL-C were analyzed under linear or generalized linear mixed models. The contribution of the APOC3 genotype at sites −482, −455 and 3238 to plasma lipid levels prediction was tested after adjusting for potential confounders. Four major APOC3 haplotypes were observed for sites −482/−455/3238, with estimated frequencies of 0.60 (C/T/C), 0.14 (T/C/C), 0.11 (C/C/C), and 0.11 (T/C/G). The APOC3 genotype showed a significant effect only for the prediction of total cholesterol levels (p<0.0001). However, the magnitude of the differences observed was dependent on the drug combination (p = 0.0007) and the drug exposure duration at the time of the plasma lipid measurement (p = 0.0002). A lower risk of hypercholesterolemia was predicted for double and triple heterozygous individuals, mainly at the first few months after the initiation of Ritonavir-boosted protease inhibitor-based regimens. We report for the first time a significant contribution of the genotype to total cholesterol levels in a pediatric cohort under HAART. The genetic determination of APOC3 might have an impact on a large portion of HIV-1-infected children at the time of choosing the treatment regimens or on the counter-measures against the adverse effects of drugs.
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Affiliation(s)
- Carlos A Rocco
- Laboratorio de Biología Celular y Retrovirus, Hospital de Pediatría Juan P. Garrahan, Buenos Aires, Argentina.
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27
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Differences in lipid measurements by antiretroviral regimen exposure in cohorts from Asia and australia. AIDS Res Treat 2012; 2012:246280. [PMID: 22675613 PMCID: PMC3363372 DOI: 10.1155/2012/246280] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2011] [Accepted: 03/11/2012] [Indexed: 01/19/2023] Open
Abstract
We explored the mean differences in routinely measured lipids (total cholesterol, triglycerides, and high-density lipoprotein cholesterol) according to exposure to different combination antiretroviral regimens in Asian (n = 2051) and Australian (predominantly Caucasian, n = 794) cohorts. The regimen was defined as at least 3 antiretroviral drugs with at least 2 nucleoside-reverse transcriptases (NRTIs) and either of at least one protease inhibitor (PI) or non-nucleoside-reverse transcriptases (NNRTIs). We categorised cART regimens as: NRTIs as tenofovir based or not; NNRTIs as nevirapine or efavirenz (but not both); and PI as atazanavir based or not. We found that the impact of various antiretroviral regimens on lipids in Asian and Australian cohorts was only different by cohort for total cholesterol (P for interaction between regimen and cohort: <0.001) but not in case of other lipids (P for interaction: >0.05). The differences in total cholesterol were however small and unlikely to be of clinical significance. Overall, tenofovir with nevirapine or atazanavir was associated with the most favorable lipids, while the PI regimens without tenofovir and atazanavir were associated with least favorable lipids. We conclude that the impact of various ART regimens on lipids is largely similar in Asian and Australian cohorts and that the newer drugs such as tenofovir and atazanavir are likely to provide similar benefit in terms of lipid profiles in both populations.
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Au K, Lin R, Foulkes AS. Mixture modelling as an exploratory framework for genotype-trait associations. J R Stat Soc Ser C Appl Stat 2012; 60:355-375. [PMID: 22368304 DOI: 10.1111/j.1467-9876.2010.00750.x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
We propose a mixture modelling framework for both identifying and exploring the nature of genotype-trait associations. This framework extends the classical mixed effects modelling approach for this setting by incorporating a Gaussian mixture distribution for random genotype effects. The primary advantages of this paradigm over existing approaches include that the mixture modelling framework addresses the degrees-of-freedom challenge that is inherent in application of the usual fixed effects analysis of covariance, relaxes the restrictive single normal distribution assumption of the classical mixed effects models and offers an exploratory framework for discovery of underlying structure across multiple genetic loci. An application to data arising from a study of antiretroviral-associated dyslipidaemia in human immunodeficiency virus infection is presented. Extensive simulations studies are also implemented to investigate the performance of this approach.
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Affiliation(s)
- Kinman Au
- University of Massachusetts, Amherst, USA
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29
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López Aspiroz E, Cabrera Figueroa SE, Domínguez-Gil Hurlé A, García Sánchez MJ. [New strategies in the optimisation of lopinavir/ritonavir doses in human immunodeficiency virus-infected patients]. Enferm Infecc Microbiol Clin 2012; 31:36-43. [PMID: 22280562 DOI: 10.1016/j.eimc.2011.11.018] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2011] [Revised: 11/21/2011] [Accepted: 11/28/2011] [Indexed: 01/11/2023]
Abstract
Lopinavir/ritonavir (LPV/r) has demonstrated virological and immunological efficacy in the combined antiretroviral treatment (cART), in both naïve and experienced patients. Furthermore, LPV/r showed a high barrier to the development of resistance. Although generally well tolerated, adverse gastrointestinal side effects and metabolic disorders are frequent. The different tools used to optimise the cART with this drug combination in the daily clinical practice, emphasising the therapeutic drug monitoring (TDM) of LPV/r and the genetic analysis of the main enzymes responsible for the metabolism and transport, are reviewed. The relationship between phenotype and genotype, established through TDM, could be useful for the physician to improve the clinical management of the HIV infection, due to the possibility of individualising the dose with this drug. Monotherapy is also reviewed as a new strategy used in the simplification of the treatment with this drug, which could increase safety and reduce costs.
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Affiliation(s)
- Elena López Aspiroz
- Servicio de Farmacia, Hospital Universitario de Salamanca, Salamanca, España
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30
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Marzocchetti A, Schwarz J, Di Giambenedetto S, Colafigli M, Bracciale L, Fabbiani M, Fantoni M, Trecarichi E, Cauda R, De Luca A. The effect of polymorphisms in candidate genes on the long-term risk of lipodystrophy and dyslipidemia in HIV-infected white patients starting antiretroviral therapy. AIDS Res Hum Retroviruses 2011; 27:1299-309. [PMID: 21595566 DOI: 10.1089/aid.2010.0172] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
We investigated whether polymorphisms in human candidate genes could be associated with a different risk of developing lipodystrophy and dyslipidemia in HIV-infected patients starting combination antiretroviral therapy (cART). Genomic DNA samples from white HIV-1-infected patients were analyzed for seven polymorphisms located in the MDR1, TNF-α, APM1, APOE, and LPL genes. Lipid data were retrospectively collected beginning with the initiation of cART. Lipodystrophy was assessed cross-sectionally and then prospectively. The association with lipodystrophy and National Cholesterol Evaluation Program Adult Treatment Panel III-defined lipid thresholds was analyzed using survival analysis and logistic regression. One-hundred and seventy-four patients were genotyped. In 151 patients assessed for lipodystrophy, MDR1 3435 T homozygosis was associated with a higher hazard (adjusted hazard ratio, aHR, versus CT 0.25; p=0.02) and tumor necrosis factor (TNF)-α 308 G homozygosis with a lower hazard (vs. AA aHR 2.14; p=0.04) of developing trunk fat accumulation after adjusting for gender and initial cART type. The TNF 238 GG genotype was associated with a higher risk of developing low HDL-cholesterol levels (adjusted odd ratio, aOR, 5.91; p=0.01) while patients carrying the LPL S477X mutation were at lower risk of reaching high non-HDL-cholesterol levels (aOR 0.39; p=0.05). The APOEe3/3 genotype patients were at lower risk (aOR 0.26, p=0.015), whereas the adiponectin 276 GT carriers were at higher risk of developing hypertriglyceremia (vs. GG aOR 3.10; p=0.04). Knowledge of the effect of genetic determinants on dyslipidemia and lipodystrophy may prompt the investigation of potential pathogenetic mechanisms and might eventually be used for guiding individualized treatment decisions.
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Affiliation(s)
- Angela Marzocchetti
- Institute of Clinical Infectious Diseases, Catholic University of Sacred Heart, Rome, Italy
| | - Jessica Schwarz
- Institute of Clinical Infectious Diseases, Catholic University of Sacred Heart, Rome, Italy
| | | | - Manuela Colafigli
- Institute of Clinical Infectious Diseases, Catholic University of Sacred Heart, Rome, Italy
| | - Laura Bracciale
- Institute of Clinical Infectious Diseases, Catholic University of Sacred Heart, Rome, Italy
| | - Massimilliano Fabbiani
- Institute of Clinical Infectious Diseases, Catholic University of Sacred Heart, Rome, Italy
| | - Massimo Fantoni
- Institute of Clinical Infectious Diseases, Catholic University of Sacred Heart, Rome, Italy
| | - Enrico Trecarichi
- Institute of Clinical Infectious Diseases, Catholic University of Sacred Heart, Rome, Italy
| | - Roberto Cauda
- Institute of Clinical Infectious Diseases, Catholic University of Sacred Heart, Rome, Italy
| | - Andrea De Luca
- Institute of Clinical Infectious Diseases, Catholic University of Sacred Heart, Rome, Italy
- Unit of Infectious Diseases 2, University Hospital of Siena, Siena, Italy
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31
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Haas DW, Kuritzkes DR, Ritchie MD, Amur S, Gage BF, Maartens G, Masys D, Fellay J, Phillips E, Ribaudo HJ, Freedberg KA, Petropoulos C, Manolio TA, Gulick RM, Haubrich R, Kim P, Dehlinger M, Abebe R, Telenti A. Pharmacogenomics of HIV therapy: summary of a workshop sponsored by the National Institute of Allergy and Infectious Diseases. HIV CLINICAL TRIALS 2011; 12:277-85. [PMID: 22180526 PMCID: PMC3322423 DOI: 10.1310/hct1205-277] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
Approximately 1 million people in the United States and over 30 million worldwide are living with human immunodeficiency virus type 1 (HIV-1). While mortality from untreated infection approaches 100%, survival improves markedly with use of contemporary antiretroviral therapies (ART). In the United States, 25 drugs are approved for treating HIV-1, and increasing numbers are available in resource-limited countries. Safe and effective ART is a cornerstone in the global struggle against the acquired immunodeficiency syndrome. Variable responses to ART are due at least in part to human genetic variants that affect drug metabolism, drug disposition, and off-site drug targets. Defining effects of human genetic variants on HIV treatment toxicity, efficacy, and pharmacokinetics has far-reaching implications. In 2010, the National Institute of Allergy and Infectious Diseases sponsored a workshop entitled, Pharmacogenomics – A Path Towards Personalized HIV Care. This article summarizes workshop objectives, presentations, discussions, and recommendations derived from this meeting.
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Affiliation(s)
- David W Haas
- Vanderbilt University School of Medicine, Nashville, Tennessee 37204, USA.
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32
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Liu Y, Foulkes AS. Latent variable modeling paradigms for genotype-trait association studies. Biom J 2011; 53:838-54. [PMID: 21887796 PMCID: PMC3312474 DOI: 10.1002/bimj.201000218] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2010] [Revised: 06/14/2011] [Accepted: 06/27/2011] [Indexed: 11/18/2022]
Abstract
Characterizing associations among multiple single-nucleotide polymorphisms (SNPs) within and across genes, and measures of disease progression or disease status will potentially offer new insight into disease etiology and disease progression. However, this presents a significant analytic challenge due to the existence of multiple potentially informative genetic loci, as well as environmental and demographic factors, and the generally uncharacterized and complex relationships among them. Latent variable modeling approaches offer a natural framework for analysis of data arising from these population-based genetic association investigations of complex diseases as they are well-suited to uncover simultaneous effects of multiple markers. In this manuscript we describe application and performance of two such latent variable methods, namely structural equation models (SEMs) and mixed effects models (MEMs), and highlight their theoretical overlap. The relative advantages of each paradigm are investigated through simulation studies and, finally, an application to data arising from a study of anti-retroviral-associated dyslipidemia in HIV-infected individuals is provided for illustration.
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Affiliation(s)
- Yan Liu
- Division of Biostatistics, 404 Arnold House715 North Pleasant Street, Amherst, MA 01003, USA
| | - Andrea S Foulkes
- Division of Biostatistics, 404 Arnold House715 North Pleasant Street, Amherst, MA 01003, USA
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33
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European mitochondrial DNA haplogroups and metabolic changes during antiretroviral therapy in AIDS Clinical Trials Group Study A5142. AIDS 2011; 25:37-47. [PMID: 20871389 DOI: 10.1097/qad.0b013e32833f9d02] [Citation(s) in RCA: 38] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
BACKGROUND Mitochondrial DNA (mtDNA) influences metabolic diseases and perhaps antiretroviral therapy (ART) complications. We explored associations between European mtDNA haplogroups and metabolic changes among A5142 participants. METHODS Seven hundred and fifty-seven ART-naive patients were randomized to one of three class-sparing ART regimens including efavirenz and/or lopinavir/ritonavir with or without nucleoside reverse transcriptase inhibitors (NRTIs). Nonrandomized NRTIs included stavudine, tenofovir, or zidovudine, each with lamivudine. Fasting lipid profiles and whole-body dual-energy X-ray absorptiometry (DEXA) were performed. Nine European mtDNA haplogroups were determined for 231 self-identified non-Hispanic white individuals. Metabolic changes from baseline to 96 weeks were analyzed by haplogroup. RESULTS Median age was 39 years, 9% were women, and 37, 32, and 30 were randomized to NRTI-containing regimens with either efavirenz or lopinavir/ritonavir, and an NRTI-sparing regimen, respectively. Among NRTI-containing regimens, 51% included zidovudine, 28% tenofovir, and 21% stavudine. Compared with other haplogroups, mtDNA haplogroup I (N = 10) had higher baseline non-HDL cholesterol [160 mg/dl (interquartile range 137-171) vs. 120 mg/dl (104-136); P = 0.005], a decrease in non-HDL cholesterol over 96 weeks [-14% (-20 to 6) vs. +25% (8 to 51); P < 0.001], tended to have more baseline extremity fat, and had more extremity fat loss by DEXA [-13% (-13 to 12) vs. +9% (-13 to 26); P = 0.08] and lipoatrophy (50 vs. 20%; P = 0.04). Haplogroup W (N = 5; all randomized to NRTI-sparing regimens) had the greatest increase in extremity fat [+35.5% (26.8 to 54.9); P = 0.02]. CONCLUSIONS Lipids and extremity fat were associated with European mtDNA haplogroups in this HIV-infected population. These preliminary results suggest that mitochondrial genomics may influence metabolic parameters before and during ART.
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34
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Garland JM, Andrade AS, Page KR. Unique aspects of the care of HIV-positive Latino patients living in the United States. Curr HIV/AIDS Rep 2010; 7:107-16. [PMID: 20526824 DOI: 10.1007/s11904-010-0049-1] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
Latinos are disproportionately affected by HIV, with a higher risk of infection and a delayed presentation to care as compared to non-Hispanic whites. Over the last decade many Latinos, especially foreign-born migrants, have settled in regions of the country with historically low Latino representation. Therefore, clinicians who care for HIV-infected patients are likely to encounter Latino patients, regardless of their practice location. Providing optimal care to this population may be especially challenging for clinicians practicing in areas of newer Latino expansion, where culturally appropriate services may be sparse. In this article, we argue that an understanding of the HIV epidemic among Latinos requires an appreciation of the diversity and heterogeneity of the Latino population in the United States. We also review unique clinical aspects of HIV care among Latinos, including manifestation of co-infections with pathogens endemic in Latin America but rare in the United States.
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Affiliation(s)
- Joseph Metmowlee Garland
- Hospital of the University of Pennsylvania, 3 Silverstein, Suite D, 3400 Spruce Street, Philadelphia, PA 19104, USA.
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35
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Tarr PE, Rotger M, Telenti A. Dyslipidemia in HIV-infected individuals: from pharmacogenetics to pharmacogenomics. Pharmacogenomics 2010; 11:587-94. [DOI: 10.2217/pgs.10.35] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Abstract
HIV-infected individuals may have accelerated atherogenesis and an increased risk for premature coronary artery disease. Dyslipidemia represents a key pro-atherogenic mechanism. In HIV-infected patients, dyslipidemia is typically attributed to the adverse effects of antiretroviral therapy. Nine recent genome-wide association studies have afforded a comprehensive, unbiased inventory of common SNPs at 36 genetic loci that are reproducibly associated with dyslipidemia in the general population. Genome-wide association study-validated SNPs have now been demonstrated to contribute to dyslipidemia in the setting of HIV infection and antiretroviral therapy. In a Swiss HIV-infected study population, a similar proportion of serum lipid variability was explained by antiretroviral therapy and by genetic background. In the individual patient, both antiretroviral therapy and the cumulative effect of SNPs contribute to the risk of high low-density lipoprotein cholesterol, low high-density lipoprotein cholesterol and hypertriglyceridemia. Genetic variants presumably contribute to additional major metabolic complications in HIV-infected individuals, including diabetes mellitus and coronary artery disease. In an effort to explain an increasing proportion of the heritability of complex metabolic traits, ongoing large-scale gene resequencing studies are focusing on the effects of rare SNPs and structural genetic variants.
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Affiliation(s)
- Philip E Tarr
- Infectious Disease Service, Infektiologie & Spitalhygiene, Kantonsspital Bruderholz, University of Basel, 4101 Bruderholz, Switzerland
| | - Margalida Rotger
- Institute for Microbiology, University of Lausanne, Lausanne, Switzerland
| | - Amalio Telenti
- Institute for Microbiology, University of Lausanne, Lausanne, Switzerland
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36
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Anuurad E, Semrad A, Berglund L. Human immunodeficiency virus and highly active antiretroviral therapy-associated metabolic disorders and risk factors for cardiovascular disease. Metab Syndr Relat Disord 2009; 7:401-10. [PMID: 19355810 DOI: 10.1089/met.2008.0096] [Citation(s) in RCA: 45] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023] Open
Abstract
The successful introduction of highly active antiretroviral therapy (HAART), a combination of potent antiretroviral agents, including protease inhibitors, nucleoside reverse transcriptase inhibitors, and nonnucleoside reverse transcriptase inhibitors, has impacted positively on morbidity and mortality among human immunodeficiency virus (HIV)-positive patients. Over time, HAART has been associated with a number of metabolic and anthropometric abnormalities, including dyslipidemia and insulin resistance as well as subcutaneous fat loss and abdominal obesity, potentially contributing to cardiovascular risk. Recent studies have more firmly established that both HIV infection and HAART might increase the risk of clinical cardiovascular events. Furthermore, whereas HIV/HAART is associated with multiple aspects of endocrine dysfunction, there has been less focus on bone disease, although some studies indicate a higher prevalence of osteoporosis among HIV-positive subjects compared to HIV-negative controls. The relationship between bone and fat metabolism under HIV-positive conditions deserves further attention, and available data suggest the possibility of an intriguing connection. In the future, an increasing population of aging HIV-positive patients with a spectrum of antiretroviral therapies and accumulation of endocrine abnormalities and conventional cardiovascular risk factors will present preventive and therapeutic challenges to our health-care system.
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Affiliation(s)
- Erdembileg Anuurad
- Department of Medicine, University of California Davis, Sacramento, California 95817, USA
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37
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Rotger M, Bayard C, Taffé P, Martinez R, Cavassini M, Bernasconi E, Battegay M, Hirschel B, Furrer H, Witteck A, Weber R, Ledergerber B, Telenti A, Tarr PE. Contribution of genome-wide significant single-nucleotide polymorphisms and antiretroviral therapy to dyslipidemia in HIV-infected individuals: a longitudinal study. ACTA ACUST UNITED AC 2009; 2:621-8. [PMID: 20031643 DOI: 10.1161/circgenetics.109.874412] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
BACKGROUND HIV-infected individuals have an increased risk of myocardial infarction. Antiretroviral therapy (ART) is regarded as a major determinant of dyslipidemia in HIV-infected individuals. Previous genetic studies have been limited by the validity of the single-nucleotide polymorphisms (SNPs) interrogated and by cross-sectional design. Recent genome-wide association studies have reliably associated common SNPs to dyslipidemia in the general population. METHODS AND RESULTS We validated the contribution of 42 SNPs (33 identified in genome-wide association studies and 9 previously reported SNPs not included in genome-wide association study chips) and of longitudinally measured key nongenetic variables (ART, underlying conditions, sex, age, ethnicity, and HIV disease parameters) to dyslipidemia in 745 HIV-infected study participants (n=34 565 lipid measurements; median follow-up, 7.6 years). The relative impact of SNPs and ART to lipid variation in the study population and their cumulative influence on sustained dyslipidemia at the level of the individual were calculated. SNPs were associated with lipid changes consistent with genome-wide association study estimates. SNPs explained up to 7.6% (non-high-density lipoprotein cholesterol), 6.2% (high-density lipoprotein cholesterol), and 6.8% (triglycerides) of lipid variation; ART explained 3.9% (non-high-density lipoprotein cholesterol), 1.5% (high-density lipoprotein cholesterol), and 6.2% (triglycerides). An individual with the most dyslipidemic antiretroviral and genetic background had an approximately 3- to 5-fold increased risk of sustained dyslipidemia compared with an individual with the least dyslipidemic therapy and genetic background. CONCLUSIONS In the HIV-infected population treated with ART, the weight of the contribution of common SNPs and ART to dyslipidemia was similar. When selecting an ART regimen, genetic information should be considered in addition to the dyslipidemic effects of ART agents.
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Affiliation(s)
- Margalida Rotger
- Institute of Microbiology, University Hospital and University of Lausanne, Lausanne, Switzerland
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Clarke H, Mousa SA. The implications of pharmacogenomics in the treatment of HIV-1-infected patients of African descent. PHARMACOGENOMICS & PERSONALIZED MEDICINE 2009; 2:93-9. [PMID: 23226038 PMCID: PMC3513205 DOI: 10.2147/pgpm.s5824] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 09/09/2009] [Indexed: 01/01/2023]
Abstract
One of the great advances in the treatment of HIV-1 infection was the development of the highly active antiretroviral therapy (HAART). Although this treatment strategy is highly effective in many individuals, interpatient variability of drug response and high incidences of short- and long-term toxicities remain significant problems associated with this treatment. Logically, pharmacogenetic differences among HIV-1-infected individuals are thought to represent important factors contributing to antiretroviral drug response. Studies have identified polymorphisms in drug-metabolizing enzymes, drug transporters, and most recently the human leukocyte antigen locus that appears to have significant effects on the clinical outcomes of antiretroviral therapy. Furthermore, some studies have shown that many of these crucial polymorphisms are more likely or less likely in certain populations. This review investigates the potential role of pharmacogenomics in the management of HIV-1 infection in people of African descent.
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Affiliation(s)
- Hector Clarke
- The Pharmaceutical Research Institute, Albany College of Pharmacy and Health Sciences, Rensselaer, NY, USA
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39
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Tozzi V. Pharmacogenetics of antiretrovirals. Antiviral Res 2009; 85:190-200. [PMID: 19744523 DOI: 10.1016/j.antiviral.2009.09.001] [Citation(s) in RCA: 77] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2009] [Revised: 08/25/2009] [Accepted: 09/02/2009] [Indexed: 12/22/2022]
Abstract
The introduction of highly active antiretroviral therapy (HAART) as standard of care has changed the natural history of HIV infection into a manageable chronic disease requiring long-term antiretroviral (ARV) treatment. However, response to HAART is often limited by the occurrence of toxicity or by the emergence of drug resistance. Antiretroviral treatment is characterized by differing rates of adverse events and responses. Genetic variations between human beings account for a relevant proportion of this variability. A relevant number of associations between human genetic variants and predisposition to adverse events have been described and for some antiretroviral drugs a clear and casual genotype-phenotype correlation has already been established. The strong association between abacavir hypersensitivity reaction and HLA-B*5701 has been demonstrated in both observational and blinded randomized clinical trials in racially diverse populations and represents the best example of the clinical utility of pharmacogenetic screening in HIV medicine. Genotyping for HLA-B*5701 before prescribing an abacavir containing regimen has been introduced into routine clinical practice as the standard of care for all patients. Other well-established associations include CYP2B6 alleles and efavirenz central nervous system side effects, UGT1A1 alleles and atazanavir-associated hyperbilirubinemia and HLA class II allele HLA-DRB*0101 and nevirapine-associated hypersensitivity. Despite genetic associations having been described for peripheral neuropathy, lipodystrophy, hyperlipidaemia, pancreatitis and renal proximal tubulopathy, numerous barriers exist to the successful introduction of widespread genetic testing to the clinic. Future prospects point in the direction of individualization of antiretroviral therapy through insights from host genetics. The present paper is aimed to provide a comprehensive review of the published literature and to summarize the state of research in this area. This article forms part of a special issue of Antiviral Research marking the 25th anniversary of antiretroviral drug discovery and development, Vol 85, issue 1, 2010.
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Affiliation(s)
- Valerio Tozzi
- National Institute for Infectious Diseases Lazzaro Spallanzani, Via Portuense 292, 00149 Rome, Italy.
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Míguez-Burbano MJ, Lewis JE, Malow R. Alcohol and race/ethnicity elicit different changes in lipid profiles in HIV-infected individuals receiving highly active antiretroviral therapy. J Assoc Nurses AIDS Care 2009; 20:176-83. [PMID: 19427595 DOI: 10.1016/j.jana.2009.02.004] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2008] [Accepted: 02/28/2009] [Indexed: 10/20/2022]
Abstract
This longitudinal study examined the impact of alcohol consumption (88 hazardous and 76 nonhazardous drinkers) and race/ethnicity on lipid profiles in individuals starting highly active antiretroviral therapy (HAART). At baseline, Whites and Hispanics had the most adverse lipid profiles, whereas Blacks had the least atherogenic. Whites and Hispanics showed higher increases in cholesterol (W = 11%; H = 6%), triglycerides (W = 40%; H = 24%), and low-density lipoprotein (10%) than Blacks (cholesterol = 4%; triglycerides = 9%; low-density lipoprotein = 4%). Hazardous alcohol consumption was correlated with increased lipids in each group. Hispanics had a clear trait risk for hypertriglyceridemia with HAART (1.9-fold) and with hazardous drinking (3.2-fold; p = .04). The highest risk for hypertriglyceridemia was found in heavy drinkers (3.75-fold; p = .05). Results underscore the importance of an alcohol/race interactive effect on HAART-associated dyslipidemia and the need for assessment and treatment of alcohol disorders.
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Ganesan A, Benning L, Golub ET, Riddle M, Crum-Cianflone N, Tasker S, Jacobson L, Gange SJ. Serum lipid profiles among patients initiating ritonavir-boosted atazanavir versus efavirenz-based regimens. AIDS Res Ther 2009; 6:13. [PMID: 19545433 PMCID: PMC2712469 DOI: 10.1186/1742-6405-6-13] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2009] [Accepted: 06/22/2009] [Indexed: 01/11/2023] Open
Abstract
BACKGROUND Antiretrovirals used to treat HIV-infected patients have the potential to adversely affect serum lipid profiles and increase the risk of cardiovascular disease which is an emerging concern among HIV-infected patients. Since boosted atazanavir and efavirenz are both considered preferred antiretrovirals a head to head comparison of their effects on serum lipids is needed. AIM The primary objective of the study was to compare the effects of atazanavir (boosted and unboosted) and efavirenz based regimens on serum lipid profiles. STUDY DESIGN Prospective cohort study nested within three ongoing cohorts of HIV-infected individuals. STUDY POPULATION AND METHODS Participants initiating either atazanavir or efavirenz based regimens with documented pre- and post-initiation lipid values. Multivariate linear regression was conducted to estimate adjusted mean differences between treatment groups for high density lipoprotein cholesterol (HDL-c), non-HDL-c, and log total cholesterol (TC) to HDL-c ratio outcomes; log-linear regression models were used to estimate differences in prevalence of low HDL-c and desirable TC. RESULTS The final study population was comprised of 380 efavirenz and 281 atazanavir initiators. Both atazanavir and efavirenz users had increases in serum HDL-c and decreases in TC/HDL ratio. In comparison to individuals initiating efavirenz, boosted atazanavir users on average had lower HDL-c (-4.12 mg/dl, p < 0.001) and non HDL-c (-5.75 mg/dl, p < 0.01), but similar declines in TC/HDL ratio. CONCLUSION Both efavirenz and atazanavir-based regimens (boosted and unboosted) resulted in similar beneficial declines in the TC/HDL ratio.
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Affiliation(s)
- Anuradha Ganesan
- Infectious Disease Clinical Research Program, Uniformed Services University of the Health Sciences, National Naval Medical Center, Bethesda, Maryland, USA
| | - Lorie Benning
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA
| | - Elizabeth T Golub
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA
| | - Mark Riddle
- Naval Medical Research Center, Silver Spring, Maryland, USA
| | - Nancy Crum-Cianflone
- Infectious Disease Clinical Research Program, Uniformed Services University of the Health Sciences, Naval Medical Center San-Diego, Calfornia, USA
| | - Sybil Tasker
- Infectious Disease Clinical Research Program, Uniformed Services University of the Health Sciences, National Naval Medical Center, Bethesda, Maryland, USA
| | - Lisa Jacobson
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA
| | - Stephen J Gange
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA
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Abstract
Dyslipidemia now is recognized as a significant potential adverse event in HIV-infected patients who are receiving antiretroviral therapy. HIV-infected persons who have hyperlipidemia should be managed similarly to those without HIV infection in accordance with the National Cholesterol Education Program. Providers must treat the HIV infection first; if dyslipidemia develops, patients should be prescribed lipid-lowering therapies or should consider modifying their current antiretroviral therapy, if indicated. Evidence for these two strategies is discussed.
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Affiliation(s)
- Judith A Aberg
- Bellevue Hospital Center, AIDS Clinical Trials Unit, New York University School of Medicine, 550 First Avenue, BCD 5 (Room 558), NY 10016, USA.
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[Toxicogenetics of antiretroviral treatment (1): lipodystrophy, metabolic perturbations and atherosclerosis]. Enferm Infecc Microbiol Clin 2009; 26 Suppl 6:18-23. [PMID: 18680692 DOI: 10.1016/s0213-005x(08)76508-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
Among the adverse effects attributed to antiretroviral therapy, one of the most striking is probably the appearance of the lipodystrophy syndrome and its associated metabolic derangements, given its potential long-term effect as a cardiovascular risk factor. Since not all patients who receive antiretroviral drugs experience these adverse effects, a host genetic predisposition has been postulated. However, currently available data on this issue is inconclusive and preliminary. It has been consistently demonstrated that polymorphisms in the genes that encode for apolipoproteins A5, C3 and E, for the cholesterol ester transporter proteins (CETP), and in the ATP binding cassette type A1 (ABCA1) influence the development of dyslipidemia in patients treated with antiretroviral drugs, particularly if the therapeutic regimen includes protease inhibitors. Data on the effect of polymorphisms in the sterol regulatory ester binding protein type 1 (SREBP1) are inconsistent. The effect of mitochondrial DNA mutations on the risk of lipodystrophy has been assessed, with inconclusive data. No polymorphisms in the lamin A gene have been detected. Investigations have assessed the effect of diverse polymorphisms in the genes that encode for several proinflammatory cytokines such as tumour necrosis factor alpha (TNF-alpha), interleukin-1-beta (IL-1beta) and interleukin-6 (IL-6). The results show inconsistent data in the case of TNF-alpha, no association in the case of IL-6, and preliminary positive associations in IL-1beta. In contrast, polymorphisms in the genes encoding for stromal derived factor 1 (SDF-1) and for monocyte chemoattractant protein 1 (MCP-1) have been shown to influence the development of subclinical atherosclerosis in HIV-1-infected patients treated with antiretroviral drugs.
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Nonyane BAS, Foulkes AS. Application of two machine learning algorithms to genetic association studies in the presence of covariates. BMC Genet 2008; 9:71. [PMID: 19014573 PMCID: PMC2620353 DOI: 10.1186/1471-2156-9-71] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2008] [Accepted: 11/14/2008] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Population-based investigations aimed at uncovering genotype-trait associations often involve high-dimensional genetic polymorphism data as well as information on multiple environmental and clinical parameters. Machine learning (ML) algorithms offer a straightforward analytic approach for selecting subsets of these inputs that are most predictive of a pre-defined trait. The performance of these algorithms, however, in the presence of covariates is not well characterized. METHODS AND RESULTS In this manuscript, we investigate two approaches: Random Forests (RFs) and Multivariate Adaptive Regression Splines (MARS). Through multiple simulation studies, the performance under several underlying models is evaluated. An application to a cohort of HIV-1 infected individuals receiving anti-retroviral therapies is also provided. CONCLUSION Consistent with more traditional regression modeling theory, our findings highlight the importance of considering the nature of underlying gene-covariate-trait relationships before applying ML algorithms, particularly when there is potential confounding or effect mediation.
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Affiliation(s)
- Bareng AS Nonyane
- Division of Biostatistics and Epidemiology, School of Public Health and Health Sciences, University of Massachusetts Amherst, MA, USA
| | - Andrea S Foulkes
- Division of Biostatistics and Epidemiology, School of Public Health and Health Sciences, University of Massachusetts Amherst, MA, USA
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Foulkes AS, Yucel R, Reilly MP. Mixed modeling and multiple imputation for unobservable genotype clusters. Stat Med 2008; 27:2784-801. [PMID: 17893946 PMCID: PMC3108436 DOI: 10.1002/sim.3051] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
Understanding the genetic contributions to complex diseases will require consideration of interaction across multiple genes and environmental factors. At the same time, capturing information on allelic phase, that is, whether alleles within a gene are in cis (on the same chromosome) or in trans (on different chromosomes), is critical when using haplotypic approaches in disease association studies. This paper proposes a combination of mixed modeling and multiple imputation for assessing high-order genotype-phenotype associations while accounting for the uncertainty in phase inherent in population-based association studies. This method provides a flexible statistical framework for controlling for potential confounders and assessing gene-environment and gene-gene interactions in studies of unrelated individuals where the haplotypic phase is generally unobservable. The proposed method is applied to a cohort of 626 subjects with human immunodeficiency virus (HIV) to assess the potential contribution of four genes, apolipoprotein-C-III, apolipoprotein-E, endothelial lipase and hepatic lipase in predicting lipid abnormalities. A simulation study is also presented to describe the method performance.
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Affiliation(s)
- A S Foulkes
- Division of Biostatistics, University of MA School of Public Health and Health Sciences, 715 N. Pleasant Street, Amherst, MA 01003-9304, USA.
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Genetic polymorphisms differently influencing the emergence of atrophy and fat accumulation in HIV-related lipodystrophy. AIDS 2008; 22:1769-78. [PMID: 18753860 DOI: 10.1097/qad.0b013e32830b3a96] [Citation(s) in RCA: 46] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
OBJECTIVE AND DESIGN The present study aims at evaluating the influence of genetic polymorphisms on antiretroviral therapy (ART)-associated lipodystrophy. We included in the study 255 ICoNA. patients and we assessed the distribution of Fas -670 AG polymorphism, ApoC3 -455 CT and -482 CT polymorphisms, C161T silent substitution in the PPAR gamma gene, the Adrenergic beta3 Receptor (ARbeta3) codon 64 TC variant, and two polymorphisms in the Adrenergic beta2 Receptor (ARbeta2) codon 16 AG and codon 27 CG. Crude rates of lipoatrophy and fat accumulation and adjusted relative rates were calculated using Poisson regression. RESULTS In a multivariate model after adjusting for gender, HIV exposure, age, current viral load, hepatitis C virus (HCV) serology, nucleoside reverse-transcriptase inhibitor (NRTI) pair/'third drugs' currently used, months of pre-highly active antiretroviral therapy (HAART) exposures to NRTI, the following genotypes resulted protective against lipoatrophy: ApoC3 -455 CC genotype [adjusted relative risks (ARR) 0.2, 95% confidence interval (CI) 0.046-0.91 vs CT/TT, P = 0.037], ARbeta3 codon 64 TT genotype (ARR 0.39, 95% CI 0.14-1.06 vs TC/CC, P = 0.066), and Fas -670 GG genotype (ARR 0.51, 95% CI 0.26-1.01 vs AG/AA, P = 0.053). With regard to fat accumulation, in the multivariate model, the ARbeta2 codon 27 CC genotype resulted protective (ARR 0.21, 95% CI 0.08-0.51 vs CG/GG, P = 0.0006), whereas the ARbeta2 codon 16 AA genotype resulted associated with higher risk (ARR 3.72, 95% CI 1.58-8.76 vs AG/GG, P = 0.0026). CONCLUSION Our study suggests that genetic polymorphisms of genes involved in apoptosis and adipocyte metabolism are significantly related to ART associated lipodystrophy. Particularly, we evidenced a role for ApoC3 -455 in lipoatrophy and for the two variants of ARbeta2 in fat accumulation.
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Abstract
OBJECTIVES To investigate the role of genetic variation in influencing the risk of metabolic complications associated with highly active antiretroviral therapy (HAART). METHODS Cluster analysis of metabolic traits of 189 patients enrolled in ACTG5005s, the metabolic substudy of ACTG384, a clinical trial of HAART, was performed to identify a subgroup of individuals with increased risk of developing a cluster of metabolic abnormalities after exposure to HAART. Almost 300 single nucleotide polymorphisms in 135 candidate genes were evaluated for their association with this subgroup. RESULTS A subgroup of patients was identified that had a normal metabolic profile at baseline but developed significantly elevated lipids and insulin resistance on HAART. This high-risk subgroup of patients also experienced significant body composition changes, particularly limb fat loss. Candidate gene analysis revealed that a single nucleotide polymorphism in resistin, a gene previously implicated in obesity and insulin resistance, was associated with this high-risk group (P = 0.0003). CONCLUSION Genetic variation in resistin is associated with metabolic complications caused by HAART.
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Ma Q, Brazeau D, Forrest A, Morse GD. Advances in pharmacogenomics of antiretrovirals: an update. Pharmacogenomics 2008; 8:1169-78. [PMID: 17924832 DOI: 10.2217/14622416.8.9.1169] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
Recent developments in the pharmacogenomics of antiretroviral drugs provide new prospects for predicting the efficacy of treatment and potential adverse effects. HIV/AIDS is a serious but treatable infectious disease, yet current treatment is limited by high rates of adverse drug reactions and development of resistance due to suboptimal drug concentrations in a significant proportion of patients. Antiretroviral therapy is especially suitable for pharmacogenomic investigation as both drug exposure and treatment response can be quantified and certain adverse effects can be assessed with validated measures. Additionally, there is increasing knowledge of the pharmacokinetics and dynamics of antiretroviral drugs, and some candidate genes implicated in the metabolism, transport and adverse effects have been identified. However, recent studies of the association of particular genes and their genetic variants with HIV management and adverse drug reactions have not provided unifying conclusions. This article reviews the most recently published work and summarizes the state of research in this area. Future directions for research and the application of this technology to the clinical practice of individualizing treatment for HIV management are discussed.
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Affiliation(s)
- Qing Ma
- Pharmacotherapy Research Center, University at Buffalo, Department of Pharmacy Practice, School of Pharmacy and Pharmaceutical Sciences, Buffalo, NY 14260, USA.
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Foulkes AS, Yucel R, Li X. A likelihood-based approach to mixed modeling with ambiguity in cluster identifiers. Biostatistics 2008; 9:635-57. [PMID: 18343883 PMCID: PMC2536727 DOI: 10.1093/biostatistics/kxm055] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
This manuscript describes a novel, linear mixed-effects model-fitting technique for the setting in which correlated data indicators are not completely observed. Mixed modeling is a useful analytical tool for characterizing genotype-phenotype associations among multiple potentially informative genetic loci. This approach involves grouping individuals into genetic clusters, where individuals in the same cluster have similar or identical multilocus genotypes. In haplotype-based investigations of unrelated individuals, corresponding cluster assignments are unobservable since the alignment of alleles within chromosomal copies is not generally observed. We derive an expectation conditional maximization approach to estimation in the mixed modeling setting, where cluster assignments are ambiguous. The approach has broad relevance to the analysis of data with missing correlated data identifiers. An example is provided based on data arising from a cohort of human immunodeficiency virus type-1-infected individuals at risk for antiretroviral therapy-associated dyslipidemia.
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Affiliation(s)
- Andrea S Foulkes
- Division of Biostatistics, School of Public Health and Health Sciences, University of Massachusetts, Amherst, MA, USA.
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Changes in Lipid Profile Over 24 Months Among Adults on First-Line Highly Active Antiretroviral Therapy in the Home-Based AIDS Care Program in Rural Uganda. J Acquir Immune Defic Syndr 2008; 47:304-11. [PMID: 18398971 DOI: 10.1097/qai.0b013e31815e7453] [Citation(s) in RCA: 52] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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