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Hicks WL, Khalil S, Burke FW, Ho MQ, Mansi I. Comparison of risk factors and mortality in veterans with HIV and those without HIV suffering first major acute cardiovascular events. HIV Med 2025; 26:218-229. [PMID: 39462186 DOI: 10.1111/hiv.13724] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2024] [Accepted: 10/08/2024] [Indexed: 10/29/2024]
Abstract
BACKGROUND Previous studies have demonstrated that people with HIV have an increased atherosclerotic plaque vulnerability, making them more susceptible to severe cardiovascular complications. This study aimed to examine the clinical characteristics of people with HIV in comparison to people without HIV admitted to Veterans Health Administration (VHA) with their first major acute cardiovascular events (MACE) and compare their total mortality. METHODS We used national VHA data to extract data of those admitted to VHA hospitals with MACE defined as acute myocardial infarction (AMI), acute cerebrovascular accident (CVA) or cardiac arrest during the fiscal years 2003-2021. The hazard ratio (HR) of mortality for people with HIV versus people without HIV was estimated using Cox proportional hazard regression analysis. RESULTS Out of 280 311 veterans, 2510 people with HIV and 277 801 people without HIV had their first MACE during the study period. People with HIV were younger, more likely to be African American, had a lower prevalence of diabetes mellitus and hypertension, similar total cholesterol levels and a lower mean 10-year cardiovascular risk score (25.4 in people with HIV vs. 28.7 in people without HIV). Among MACE components, people with HIV had a higher proportion of CVA (27% vs. 21.3%, p < 0.001) and cardiac arrest (13.0% vs. 8.4%, p < 0.001) but a lower incidence of AMI (62.4% vs. 72.5%, p < 0.001) than people without HIV. Additionally, people with HIV had a higher risk of total mortality (adjusted HR: 2.05, 95% confidence interval: 1.90-2.22) compared with people without HIV. CONCLUSION People with HIV experience MACE at younger ages despite lower cardiovascular risks and similar baseline cholesterol and blood pressure levels. People with HIV had higher mortality and a higher risk of having ventricular fibrillation arrest and stroke as their first MACE.
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Affiliation(s)
- William L Hicks
- University of Central Florida/HCA Florida Healthcare, Greater Orlando, Florida, USA
- Department of Internal Medicine, University of Central Florida College of Medicine, Orlando, Florida, USA
| | - Suzan Khalil
- University of Central Florida/HCA Florida Healthcare, Greater Orlando, Florida, USA
- Department of Internal Medicine, University of Central Florida College of Medicine, Orlando, Florida, USA
| | - Floyd W Burke
- Medicine Service, Orlando VA Healthcare System, Orlando, Florida, USA
| | - Minh Quang Ho
- Department of Internal Medicine, University of Central Florida College of Medicine, Orlando, Florida, USA
- Medicine Service, Orlando VA Healthcare System, Orlando, Florida, USA
| | - Ishak Mansi
- Department of Internal Medicine, University of Central Florida College of Medicine, Orlando, Florida, USA
- Education Services, Orlando VA Healthcare System, Orlando, Florida, USA
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McCutcheon K, Nqebelele U, Murray L, Thomas TS, Mpanya D, Tsabedze N. Cardiac and Renal Comorbidities in Aging People Living With HIV. Circ Res 2024; 134:1636-1660. [PMID: 38781295 PMCID: PMC11122746 DOI: 10.1161/circresaha.124.323948] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 05/25/2024]
Abstract
Contemporary World Health Organization data indicates that ≈39 million people are living with the human immunodeficiency virus. Of these, 24 million have been reported to have successfully accessed combination antiretroviral therapy. In 1996, the World Health Organization endorsed the widespread use of combination antiretroviral therapy, transforming human immunodeficiency virus infection from being a life-threatening disease to a chronic illness characterized by multiple comorbidities. The increased access to combination antiretroviral therapy has translated to people living with human immunodeficiency virus (PLWH) no longer having a reduced life expectancy. Although aging as a biological process increases exposure to oxidative stress and subsequent systemic inflammation, this effect is likely enhanced in PLWH as they age. This narrative review engages the intricate interplay between human immunodeficiency virus associated chronic inflammation, combination antiretroviral therapy, and cardiac and renal comorbidities development in aging PLWH. We examine the evolving demographic profile of PLWH, emphasizing the increasing prevalence of aging individuals within this population. A central focus of the review discusses the pathophysiological mechanisms that underpin the heightened susceptibility of PLWH to renal and cardiac diseases as they age.
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Affiliation(s)
| | - Unati Nqebelele
- Non-Communicable Diseases Research Unit, South African Medical Research Council, Cape Town, Western Cape, South Africa (U.N.)
- Department of Medicine, Faculty of Health Sciences, University of Cape Town, Western Cape, South Africa (U.N.)
| | - Lyle Murray
- Division of Infectious Diseases, Department of Internal Medicine, School of Clinical Medicine, Faculty of Health Sciences, University of the Witwatersrand and the Charlotte Maxeke Johannesburg Academic Hospital, South Africa (L.M.)
| | - Teressa Sumy Thomas
- Division of Endocrinology and Metabolism, Department of Internal Medicine, School of Clinical Medicine, Faculty of Health Sciences, University of the Witwatersrand and the Chris Hani Baragwanath Academic Hospital, Johannesburg, Gauteng, South Africa (T.S.T.)
| | - Dineo Mpanya
- Division of Cardiology, Department of Internal Medicine, School of Clinical Medicine, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, Gauteng, South Africa (D.M., N.T.)
| | - Nqoba Tsabedze
- Division of Cardiology, Department of Internal Medicine, School of Clinical Medicine, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, Gauteng, South Africa (D.M., N.T.)
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Liu Z, Meng Z, Wei D, Qin Y, Lv Y, Xie L, Qiu H, Xie B, Li L, Wei X, Zhang D, Liang B, Li W, Qin S, Yan T, Meng Q, Wei H, Jiang G, Su L, Jiang N, Zhang K, Lv J, Hu Y. Predictive model and risk analysis for coronary heart disease in people living with HIV using machine learning. BMC Med Inform Decis Mak 2024; 24:110. [PMID: 38664736 PMCID: PMC11046885 DOI: 10.1186/s12911-024-02511-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2023] [Accepted: 04/15/2024] [Indexed: 04/28/2024] Open
Abstract
OBJECTIVE This study aimed to construct a coronary heart disease (CHD) risk-prediction model in people living with human immunodeficiency virus (PLHIV) with the help of machine learning (ML) per electronic medical records (EMRs). METHODS Sixty-one medical characteristics (including demography information, laboratory measurements, and complicating disease) readily available from EMRs were retained for clinical analysis. These characteristics further aided the development of prediction models by using seven ML algorithms [light gradient-boosting machine (LightGBM), support vector machine (SVM), eXtreme gradient boosting (XGBoost), adaptive boosting (AdaBoost), decision tree, multilayer perceptron (MLP), and logistic regression]. The performance of this model was assessed using the area under the receiver operating characteristic curve (AUC). Shapley additive explanation (SHAP) was further applied to interpret the findings of the best-performing model. RESULTS The LightGBM model exhibited the highest AUC (0.849; 95% CI, 0.814-0.883). Additionally, the SHAP plot per the LightGBM depicted that age, heart failure, hypertension, glucose, serum creatinine, indirect bilirubin, serum uric acid, and amylase can help identify PLHIV who were at a high or low risk of developing CHD. CONCLUSION This study developed a CHD risk prediction model for PLHIV utilizing ML techniques and EMR data. The LightGBM model exhibited improved comprehensive performance and thus had higher reliability in assessing the risk predictors of CHD. Hence, it can potentially facilitate the development of clinical management techniques for PLHIV care in the era of EMRs.
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Affiliation(s)
- Zengjing Liu
- Information and Management College of Guangxi Medical University, Nanning, Guangxi, 530021, China
| | - Zhihao Meng
- Guangxi Clinical Center for AIDS Prevention and Treatment, Chest Hospital of Guangxi Zhuang Autonomous Region, No. 8 Yangjiaoshan Road, Liuzhou, Guangxi, 545005, China
| | - Di Wei
- Guangxi Clinical Center for AIDS Prevention and Treatment, Chest Hospital of Guangxi Zhuang Autonomous Region, No. 8 Yangjiaoshan Road, Liuzhou, Guangxi, 545005, China
| | - Yuan Qin
- Guangxi Clinical Center for AIDS Prevention and Treatment, Chest Hospital of Guangxi Zhuang Autonomous Region, No. 8 Yangjiaoshan Road, Liuzhou, Guangxi, 545005, China
| | - Yu Lv
- Guangxi Clinical Center for AIDS Prevention and Treatment, Chest Hospital of Guangxi Zhuang Autonomous Region, No. 8 Yangjiaoshan Road, Liuzhou, Guangxi, 545005, China
| | - Luman Xie
- Guangxi Clinical Center for AIDS Prevention and Treatment, Chest Hospital of Guangxi Zhuang Autonomous Region, No. 8 Yangjiaoshan Road, Liuzhou, Guangxi, 545005, China
| | - Hong Qiu
- Life Sciences College of Guangxi Medical University, Nanning, Guangxi, 530021, China
| | - Bo Xie
- Information and Management College of Guangxi Medical University, Nanning, Guangxi, 530021, China
| | - Lanxiang Li
- Basic Medical College of Guangxi Medical University, Nanning, Guangxi, 530021, China
| | - Xihua Wei
- Life Sciences College of Guangxi Medical University, Nanning, Guangxi, 530021, China
| | - Die Zhang
- Collaborative Innovation Centre of Regenerative Medicine and Medical BioResource Development and Application Co- constructed by the Province, Ministry of Guangxi Medical University, Nanning, Guangxi, 530021, China
| | - Boying Liang
- Basic Medical College of Guangxi Medical University, Nanning, Guangxi, 530021, China
| | - Wen Li
- Life Sciences College of Guangxi Medical University, Nanning, Guangxi, 530021, China
| | - Shanfang Qin
- Guangxi Clinical Center for AIDS Prevention and Treatment, Chest Hospital of Guangxi Zhuang Autonomous Region, No. 8 Yangjiaoshan Road, Liuzhou, Guangxi, 545005, China
| | - Tengyue Yan
- Collaborative Innovation Centre of Regenerative Medicine and Medical BioResource Development and Application Co- constructed by the Province, Ministry of Guangxi Medical University, Nanning, Guangxi, 530021, China
| | - Qiuxia Meng
- Information and Management College of Guangxi Medical University, Nanning, Guangxi, 530021, China
| | - Huilin Wei
- Life Sciences College of Guangxi Medical University, Nanning, Guangxi, 530021, China
| | - Guiyang Jiang
- Department of rehabilitation medicine, Department of the First affliated hospital of Guangxi Medical University, Nanning, Guangxi, 530021, China
| | - Lingsong Su
- Guangxi Clinical Center for AIDS Prevention and Treatment, Chest Hospital of Guangxi Zhuang Autonomous Region, No. 8 Yangjiaoshan Road, Liuzhou, Guangxi, 545005, China
| | - Nili Jiang
- Life Sciences College of Guangxi Medical University, Nanning, Guangxi, 530021, China
| | - Kai Zhang
- Guangxi Clinical Center for AIDS Prevention and Treatment, Chest Hospital of Guangxi Zhuang Autonomous Region, No. 8 Yangjiaoshan Road, Liuzhou, Guangxi, 545005, China.
| | - Jiannan Lv
- Affiliate Hospital of Youjiang Medical University for Nationalities, Baise, Guangxi, 533000, China.
| | - Yanling Hu
- Information and Management College of Guangxi Medical University, Nanning, Guangxi, 530021, China.
- Life Sciences College of Guangxi Medical University, Nanning, Guangxi, 530021, China.
- Collaborative Innovation Centre of Regenerative Medicine and Medical BioResource Development and Application Co- constructed by the Province, Ministry of Guangxi Medical University, Nanning, Guangxi, 530021, China.
- Faculty of Data science, City University of Macau, 999078, Macau, China.
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Chen T, Zhang X, Qian W, Zhou R, Su M, Ma Y. Serum miR-497-5p serves as a diagnostic biomarker for acute coronary syndrome and predicts the occurrence of major adverse cardiovascular events after percutaneous coronary intervention. Bioengineered 2022; 13:8266-8276. [PMID: 35302437 PMCID: PMC9161957 DOI: 10.1080/21655979.2022.2051885] [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] [Indexed: 11/16/2022] Open
Abstract
This study aimed to investigate the diagnostic value of microRNA (miR)-497-5p in acute coronary syndrome (ACS) and its predictive value for the occurrence of adverse major adverse cardiovascular events (MACEs). Real-time quantitative polymerase chain reaction (RT-qPCR) was performed to detect the expression of serum miR-497-5p in 110 ACS patients and 82 controls. And miR-497-5p levels were found to be significantly elevated in the patients (P < 0.001). Pearson correlation coefficient confirmed that miR-497-5p was positively correlated with Gensini scores (r = 0.684). The area under the Receiver-operating characteristic (ROC) curve was 0.861, which significantly identified patients with ACS, and was confirmed by logistic regression (OR = 8.533, 95%CI = 4.113–17.787, P < 0.001). Kaplan-Meier and Cox regression was performed to evaluate the predictive value of miR-497-5p in the occurrence of MACEs during a 6-month follow-up after percutaneous coronary intervention (PCI) in patients with ACS. The results demonstrated that miR-497-5p was an independent predictor of MACEs (HR = 4.773, 95%CI = 1.569–12.036, P = 0.013) and that patients with high level of miR-497-5p were more likely to develop MACEs after PCI (long-rank P = 0.019). Finally, miR-497-5p positively correlated with endothelial proinflammatory and adhesion factors. Our study suggests that serum miR-497-5p is a potential diagnostic marker for ACS and its elevated levels can predict a high risk of MACEs in ACS patients after PCI. And this may be associated with vascular endothelial injury.
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Affiliation(s)
- Tao Chen
- Department of Cardiology, Affiliated Hospital of Xuzhou Medical University, Xuzhou, China
| | - Xueshan Zhang
- Department of Cardiology, Affiliated Hospital of Xuzhou Medical University, Xuzhou, China
| | - Wei Qian
- Department of Cardiology, Affiliated Hospital of Xuzhou Medical University, Xuzhou, China
| | - Ran Zhou
- Department of Cardiology, Affiliated Hospital of Xuzhou Medical University, Xuzhou, China
| | - Mingyu Su
- Department of Cardiology, Affiliated Hospital of Xuzhou Medical University, Xuzhou, China
| | - Yanfeng Ma
- Department of Cardiology, Affiliated Hospital of Xuzhou Medical University, Xuzhou, China
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Pennefather C, Esterhuizen T, Doubell A, Decloedt EH. The 12-month period prevalence and cardiac manifestations of HIV in patients with acute coronary syndrome at a tertiary hospital in Cape Town, South Africa: a retrospective cross-sectional study. BMC Infect Dis 2021; 21:657. [PMID: 34233630 PMCID: PMC8261984 DOI: 10.1186/s12879-021-06367-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2020] [Accepted: 06/28/2021] [Indexed: 11/21/2022] Open
Abstract
Background HIV-positive patients are increasingly being affected by non-communicable diseases such as coronary artery disease (CAD). Data from high-income countries (HICs) indicate that HIV-positive patients have different risk-factor profiles for acute coronary syndrome (ACS) as well as different cardiac manifestations of this syndrome compared to HIV-negative patients. There is limited data from Sub-Saharan Africa (SSA), and particularly from South Africa with the biggest HIV epidemic in the world. The objective of this study was to determine the 12-month period prevalence of HIV in patients with ACS and to compare the risk-factor profile, ACS presentation and management between HIV-positive and HIV-negative adults. Methods We included all patients hospitalised with ACS from 01 January to 31 December 2018 in a tertiary hospital, Tygerberg Hospital, in Cape Town, South Africa. The HIV-status of all patients was determined using routine clinical records. We performed multiple conditional logistic regression on HIV-positive and HIV-negative patients (1:3 ratio) to compare the risk factor profile, ACS presentation and management between the groups. Results Among 889 patients, 30 (3.4%) were HIV-positive (95% confidence interval (CI): 2.3–4.8). HIV-positive patients were younger, more frequently men, and had a lower prevalence of medical comorbidities and a family history of CAD. They were more likely to present with ST-elevation myocardial infarction (STEMI) [odd’s ratio (OR) (95% CI): 3.12 (1.2–8.4)], and have single-vessel disease [OR (95% CI): 3.03 (1.2–8.0)]. Angiographic and echocardiographic data, as well as management, did not differ between the groups. Among HIV-positive patients, 17 (65%) were virally suppressed (HIV viral load < 200 copies/mL) with a median CD4+ count of 271 cells/mm3. The majority (20, 67%) of HIV-positive patients were receiving antiretroviral therapy at the time of the ACS. Conclusions We found an HIV-prevalence of 3.4% (95% CI 2.3–4.8) in adults with ACS in a high endemic HIV region. HIV-positive patients were younger and more likely to present with STEMIs and single-vessel disease, but had fewer CAD risk factors, suggesting additional mechanisms for the development of ACS.
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Affiliation(s)
- Camilla Pennefather
- Division of Clinical Pharmacology, Department of Medicine, Faculty of Medicine and Health Sciences, Stellenbosch University and Tygerberg Hospital, PO Box 241, Cape Town, 8000, Republic of South Africa
| | - Tonya Esterhuizen
- Division of Epidemiology and Biostatistics, Department of Global Health, Faculty of Medicine and Health Sciences, Stellenbosch University, PO Box 241, Cape Town, 8000, Republic of South Africa
| | - Anton Doubell
- Division of Cardiology, Department of Medicine, Faculty of Medicine and Health Sciences, Stellenbosch University and Tygerberg Hospital, PO Box 241, Cape Town, 8000, Republic of South Africa
| | - Eric H Decloedt
- Division of Clinical Pharmacology, Department of Medicine, Faculty of Medicine and Health Sciences, Stellenbosch University and Tygerberg Hospital, PO Box 241, Cape Town, 8000, Republic of South Africa.
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Exercise ECG for coronary artery disease screening in people living with HIV. AIDS 2021; 35:933-938. [PMID: 33534202 DOI: 10.1097/qad.0000000000002828] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
BACKGROUND Coronary artery disease (CAD) is one of the leading causes of death among people living with HIV (PLWH). We evaluated ECG stress testing (EST) for detecting CAD in PLWH with multiple cardiovascular risk factors. METHODS CORDIS was a cross-sectional study conducted in PLWH. Inclusion criteria were men at least 50 years or postmenopausal women, HIV-1 RNA less than 50 copies/ml and at least one of the following cardiovascular risk factor: familial history of CAD, smoking, hypertension, hypercholesterolemia or diabetes. Patients with a previous diagnosis of CAD or with cardiac symptoms were excluded. EST was performed concomitantly with bilateral carotid color-Doppler ultrasonography (CDU) and evaluated by a cardiologist. Results were described by median (interquartile range) or frequency (%). Logistic regression was applied to evaluate predictive factors of inducible myocardial ischemia (IMI). RESULTS EST and CDU were performed in 309 individuals; IMI prevalence was 7.4% [95% confidence interval (CI): 5.0-11.0%]. Among patients with a normal CDU, no cases of IMI were observed. In people with abnormal CDU, IMI prevalence increased accordingly with the atherosclerotic cardiovascular disease (ASCVD) risk score: 10.2%, 16.9%, 19.7%, 27.8% and 30.4% among individuals with ASCVD score 7.5% or less, more than 7.5%, more than 10%, more than 15% and more than 20%, respectively (P for trend: 0.02). At multivariate analysis, ASCVD risk score was associated with EST suggestive of IMI (adjusted odds ratio for 1% increase = 1.08; 95% CI: 1.02-1.13, P = 0.005) and with confirmed IMI (adjusted odds ratio for 1% increase = 1.11; 95% CI: 1.04-1.19, P = 0.003). CONCLUSION Prevalence of IMI was 7.4% in the CORDIS study. We suggest EST as first-line screening for CAD in PLWH without cardiac symptoms, with an abnormal CDU and a high ASCVD risk score.
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