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Massouh N, Jaffa AA, Jaffa MA. Diabetes and the social, biologic, and behavioral determinants of endometrial cancer in the United States. BMC Cancer 2024; 24:540. [PMID: 38684955 PMCID: PMC11057164 DOI: 10.1186/s12885-024-12192-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2023] [Accepted: 03/26/2024] [Indexed: 05/02/2024] Open
Abstract
BACKGROUND Endometrial cancer is one of the most common types of cancer that affects women's reproductive system. The risk of endometrial cancer is associated with biologic, behavioral and social determinants of health (SDOH). The focus of the work is to investigate the cumulative effect of this cluster of covariates on the odds of endometrial cancer that heretofore have only been considered individually. METHODS We conducted a quantitative study using the Behavioral Risk Factor Surveillance System (BRFSS) national data collected in 2020. Data analysis using weighted Chi-square test and weighted logistic regression were carried out on 84,118 female study participants from the United States. RESULTS Women with diabetes mellitus were approximately twice as likely to have endometrial cancer compared to women without diabetes (OR 1.54; 95%CI: 1.01-2.34). Biologic factors that included obesity (OR 3.10; 95% CI: 1.96-4.90) and older age (with ORs ranging from 2.75 to 7.21) had a significant increase in the odds of endometrial cancer compared to women of normal weight and younger age group of 18 to 44. Among the SDOH, attending college (OR 1.83; 95% CI: 1.12-3.00) was associated with increased odds of endometrial cancer, while renting a home (OR 0.50; 95% CI: 0.28-0.88), having other arrangements (OR 0.05; 95% CI: 0.02-0.16), being divorced (OR 0.55; 95% CI: 0.30-0.99), and having higher incomes ranging from $35,000 to $50,000 (OR 0.35; 95% CI: 0.16-0.78), and above $50,000 (OR 0.29; 95% CI: 0.14-0.62), were all associated with decreased odds of endometrial cancer. As for race, Black women (OR 0.24; 95% CI: 0.07-0.84) and women of other races (OR 0.37; 95% CI: 0.15-0.88) were shown to have lower odds of endometrial cancer compared to White women. CONCLUSION Our results revealed the importance of adopting a comprehensive approach to the study of the associated factors of endometrial cancer by including social, biologic, and behavioral determinants of health. The observed social inequity in endometrial cancer among women needs to be addressed through effective policies and changes in social structures to advocate for a standardized healthcare system that ensures equitable access to preventive measures and quality of care.
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Affiliation(s)
- Nour Massouh
- Epidemiology and Population Health Department, Faculty of Health Sciences, American University of Beirut, Beirut, Lebanon
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut, Lebanon
| | - Ayad A Jaffa
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut, Lebanon.
- Division of Endocrinology, Diabetes & Metabolic Diseases, Department of Medicine, Medical University of South Carolina, Charleston, SC, USA.
| | - Miran A Jaffa
- Epidemiology and Population Health Department, Faculty of Health Sciences, American University of Beirut, Beirut, Lebanon.
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Maaliki D, Itani M, Jarrah H, El-Mallah C, Ismail D, El Atie YE, Obeid O, Jaffa MA, Itani HA. Dietary High Salt Intake Exacerbates SGK1-Mediated T Cell Pathogenicity in L-NAME/High Salt-Induced Hypertension. Int J Mol Sci 2024; 25:4402. [PMID: 38673987 PMCID: PMC11050194 DOI: 10.3390/ijms25084402] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2024] [Revised: 04/05/2024] [Accepted: 04/09/2024] [Indexed: 04/28/2024] Open
Abstract
Sodium chloride (NaCl) activates Th17 and dendritic cells in hypertension by stimulating serum/glucocorticoid kinase 1 (SGK1), a sodium sensor. Memory T cells also play a role in hypertension by infiltrating target organs and releasing proinflammatory cytokines. We tested the hypothesis that the role of T cell SGK1 extends to memory T cells. We employed mice with a T cell deletion of SGK1, SGK1fl/fl × tgCD4cre mice, and used SGK1fl/fl mice as controls. We treated the mice with L-NAME (0.5 mg/mL) for 2 weeks and allowed a 2-week washout interval, followed by a 3-week high-salt (HS) diet (4% NaCl). L-NAME/HS significantly increased blood pressure and memory T cell accumulation in the kidneys and bone marrow of SGK1fl/fl mice compared to knockout mice on L-NAME/HS or groups on a normal diet (ND). SGK1fl/fl mice exhibited increased albuminuria, renal fibrosis, and interferon-γ levels after L-NAME/HS treatment. Myography demonstrated endothelial dysfunction in the mesenteric arterioles of SGK1fl/fl mice. Bone marrow memory T cells were adoptively transferred from either mouse strain after L-NAME/HS administration to recipient CD45.1 mice fed the HS diet for 3 weeks. Only the mice that received cells from SGK1fl/fl donors exhibited increased blood pressure and renal memory T cell infiltration. Our data suggest a new therapeutic target for decreasing hypertension-specific memory T cells and protecting against hypertension.
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Affiliation(s)
- Dina Maaliki
- Department of Pharmacology and Toxicology, Faculty of Medicine, American University of Beirut, Beirut 1107, Lebanon; (D.M.); (M.I.); (H.J.); (D.I.); (Y.E.E.A.)
| | - Maha Itani
- Department of Pharmacology and Toxicology, Faculty of Medicine, American University of Beirut, Beirut 1107, Lebanon; (D.M.); (M.I.); (H.J.); (D.I.); (Y.E.E.A.)
| | - Hala Jarrah
- Department of Pharmacology and Toxicology, Faculty of Medicine, American University of Beirut, Beirut 1107, Lebanon; (D.M.); (M.I.); (H.J.); (D.I.); (Y.E.E.A.)
| | - Carla El-Mallah
- Department of Nutrition and Food Sciences, Faculty of Agricultural and Food Sciences, American University of Beirut, Beirut 1107, Lebanon; (C.E.-M.); (O.O.)
| | - Diana Ismail
- Department of Pharmacology and Toxicology, Faculty of Medicine, American University of Beirut, Beirut 1107, Lebanon; (D.M.); (M.I.); (H.J.); (D.I.); (Y.E.E.A.)
| | - Yara E. El Atie
- Department of Pharmacology and Toxicology, Faculty of Medicine, American University of Beirut, Beirut 1107, Lebanon; (D.M.); (M.I.); (H.J.); (D.I.); (Y.E.E.A.)
| | - Omar Obeid
- Department of Nutrition and Food Sciences, Faculty of Agricultural and Food Sciences, American University of Beirut, Beirut 1107, Lebanon; (C.E.-M.); (O.O.)
| | - Miran A. Jaffa
- Epidemiology and Population Health Department, Faculty of Health Sciences, American University of Beirut, Beirut 1107, Lebanon;
| | - Hana A. Itani
- Department of Pharmacology and Toxicology, Faculty of Medicine, American University of Beirut, Beirut 1107, Lebanon; (D.M.); (M.I.); (H.J.); (D.I.); (Y.E.E.A.)
- Division of Clinical Pharmacology, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN 37232, USA
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Iaali H, Eid K, El Darzi A, Joukhdar J, Khoury N, Jaffa MA. Population under Stress: The Coping Mechanisms of Lebanese Adults in Times of Intermingling Crises and Their Relationship with Stress. ScientificWorldJournal 2024; 2024:7281288. [PMID: 38586235 PMCID: PMC10998723 DOI: 10.1155/2024/7281288] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2024] [Revised: 02/19/2024] [Accepted: 03/01/2024] [Indexed: 04/09/2024] Open
Abstract
The Lebanese population has faced numerous stressors due to multiple crises in the past four years. This study aims to measure the perceived stress of the Lebanese population, identify the coping mechanisms being used, and determine whether they are associated with their stress levels. A cross-sectional study of 205 individuals randomly selected from Beirut was conducted. Frequency distribution, descriptive analysis, and multivariable cumulative logit models were used to determine the associations between coping mechanisms and perceived stress. Our results indicated that 95.4% of our population had moderate to high perceived stress levels. Problem-focused coping was the most adopted mechanism and was associated with a statistically significant lower stress level, whereas avoidant coping was associated with a statistically significant higher stress level. Our study can pave the way for raising awareness on the importance of managing stress with adaptive coping mechanisms.
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Affiliation(s)
- Hazem Iaali
- Faculty of Medicine, American University of Beirut, P.O. Box 11-0236 Riad El-Solh, Beirut 1107 2020, Lebanon
| | - Karine Eid
- Faculty of Medicine, American University of Beirut, P.O. Box 11-0236 Riad El-Solh, Beirut 1107 2020, Lebanon
| | - Alex El Darzi
- Faculty of Medicine, American University of Beirut, P.O. Box 11-0236 Riad El-Solh, Beirut 1107 2020, Lebanon
| | - Jennifer Joukhdar
- Faculty of Medicine, American University of Beirut, P.O. Box 11-0236 Riad El-Solh, Beirut 1107 2020, Lebanon
| | - Nour Khoury
- Faculty of Medicine, American University of Beirut, P.O. Box 11-0236 Riad El-Solh, Beirut 1107 2020, Lebanon
| | - Miran A. Jaffa
- Epidemiology and Population Health Department, Faculty of Health Sciences, American University of Beirut, Beirut, Lebanon
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Massouh N, Jaffa AA, Jaffa MA. Role of Insulin Use and Social Determinants of Health on Non-melanoma Skin Cancer: Results From the Behavioral Risk Factor Surveillance System. Cancer Control 2024; 31:10732748241249896. [PMID: 38680117 DOI: 10.1177/10732748241249896] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/01/2024] Open
Abstract
BACKGROUND Non-melanoma skin cancer (NMSC) is a frequent type of malignancy with a steadily increasing incidence rate worldwide. Although NMSC was shown to be associated with diabetes, no studies have addressed the extent to which insulin use influences the risk of NMSC in light of social determinants of health (SDOH). We conducted a quantitative study that examined the interplay between insulin use, SDOH, additional covariates, and NMSC among individuals with diabetes. METHODS We based our analysis on the 2020 Behavioral Risk Factor Surveillance System (BRFSS), a national survey conducted yearly in the US. We performed weighted chi-squared test, logistic regression, and survival analyses on 8685 eligible participants with diabetes enrolled in the BRFSS. RESULTS Kaplan Meier survival curves showed higher probability of NMSC event-free survival for participants with diabetes using insulin compared to participants with diabetes not using insulin (log-rank test P < .001). Significant associations were detected between insulin use and reduced odds of NMSC (OR .56; 95% CI: .38-.82), and decreased hazard (HR .36; 95% CI: .21-.62), along with indices of SDOH. CONCLUSIONS Our findings suggest that socioeconomic differences related to the healthcare system and behavioral patterns are linked to discrepancies in the use of insulin and the development of NMSC.
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Affiliation(s)
- Nour Massouh
- Epidemiology and Population Health Department, Faculty of Health Sciences, American University of Beirut, Beirut, Lebanon
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut, Lebanon
| | - Ayad A Jaffa
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut, Lebanon
- Division of Endocrinology, Diabetes & Metabolic Diseases, Department of Medicine, Medical University of South Carolina, Charleston, SC, USA
| | - Miran A Jaffa
- Epidemiology and Population Health Department, Faculty of Health Sciences, American University of Beirut, Beirut, Lebanon
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Massouh N, Jaffa AA, Tamim H, Jaffa MA. Social and racial inequalities in diabetes and cancer in the United States. Front Public Health 2023; 11:1178979. [PMID: 37538273 PMCID: PMC10395076 DOI: 10.3389/fpubh.2023.1178979] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2023] [Accepted: 07/05/2023] [Indexed: 08/05/2023] Open
Abstract
Background Cancer and diabetes are among the leading causes of morbidity and mortality worldwide. Several studies have reported diabetes as a risk factor for developing cancer, a relationship that may be explained by associated factors shared with both diseases such as age, sex, body weight, smoking, and alcohol consumption. Social factors referred to as social determinants of health (SDOH) were shown to be associated with the risk of developing cancer and diabetes. Despite that diabetes and social factors were identified as significant determinants of cancer, no studies examined their combined effect on the risk of developing cancer. In this study, we aim at filling this gap in the literature by triangulating the association between diabetes, indices of SDOH, and the risk of developing cancer. Methods We have conducted a quantitative study using data from the Behavioral Risk Factor Surveillance System (BRFSS), whereby information was collected nationally from residents in the United States (US) with respect to their health-related risk behaviors, chronic health conditions, and the use of preventive services. Data analysis using weighted regressions was conducted on 389,158 study participants. Results Our findings indicated that diabetes is a risk factor that increases the likelihood of cancer by 13% (OR 1.13; 95%CI: 1.05-1.21). People of White race had higher odds for cancer compared to African Americans (OR 0.44; 95%CI: 0.39-0.49), Asians (OR 0.27; 95%CI: 0.20-0.38), and other races (OR 0.56; 95%CI: 0.46-0.69). The indices of SDOH that were positively associated with having cancer encompassed unemployment (OR 1.78; 95%CI: 1.59-1.99), retirement (OR 1.54; 95%CI: 1.43-1.67), higher income levels with ORs ranging between 1.16-1.38, college education (OR 1.10; 95%CI: 1.02-1.18), college graduates (OR 1.31; 95%CI: 1.21-1.40), and healthcare coverage (OR 1.44; 95%CI: 1.22-1.71). On the other hand, the indices of SDOH that were protective against having cancer were comprised of renting a home (OR 0.86; 95%CI: 0.79-0.93) and never married (OR 0.73; 95%CI: 0.65-0.81). Conclusion This study offers a novel social dimension for the association between diabetes and cancer that could guide setting strategies for addressing social inequities in disease prevention and access to healthcare.
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Affiliation(s)
- Nour Massouh
- Epidemiology and Population Health Department, Faculty of Health Sciences, American University of Beirut, Beirut, Lebanon
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut, Lebanon
| | - Ayad A. Jaffa
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut, Lebanon
- Division of Endocrinology, Diabetes and Metabolic Diseases, Department of Medicine, Medical University of South Carolina, Charleston, SC, United States
| | - Hani Tamim
- Biostatistics Unit, Faculty of Medicine, Clinical Research Institute, American University of Beirut, Beirut, Lebanon
- College of Medicine, Alfaisal University, Riyadh, Saudi Arabia
| | - Miran A. Jaffa
- Epidemiology and Population Health Department, Faculty of Health Sciences, American University of Beirut, Beirut, Lebanon
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Panossian VS, Berro MM, Ismail AM, Takkoush SI, Chahrour MA, Fadlallah YA, Bahsoun AA, El Harati M, Jaffa MA, Hoballah JJ. General Versus Locoregional Anesthesia in TEVAR: An NSQIP Analysis. Ann Vasc Surg 2023; 90:109-118. [PMID: 36574571 DOI: 10.1016/j.avsg.2022.10.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2022] [Revised: 09/26/2022] [Accepted: 10/04/2022] [Indexed: 11/27/2022]
Abstract
BACKGROUND Thoracic Endovascular Aortic Repair (TEVAR) is a minimally invasive surgery for repairing thoracic aneurysms and dissections. This study aims to compare postoperative outcomes of TEVAR performed under general versus locoregional anesthesia. METHODS Utilizing the 2008-2019 American College of Surgeons National Surgical Quality Improvement Program (ACS-NSQIP) database, patients older than the age of 18 years who received TEVAR, were identified using the following current procedural terminology codes: 33,880, 33,881, 33,883, 33,884, or 33,886. Patients who underwent concomitant procedures, those with both thoracoabdominal and abdominal aortic pathologies, and trauma cases were excluded. Standard descriptive statistics, in addition to χ2, Fisher's exact test, and Mann-Whitney U-tests were used to compare patient baseline characteristics and postoperative outcomes between general and locoregional anesthesia groups as appropriate. Univariable and multivariable logistic regression analyses were performed to assess independent predictors of hospital length of stay (LOS) greater than 7 days. RESULTS Of the 1,028 patients included in the study, 86.5% received general anesthesia, and 13.5% received locoregional anesthesia, such as local anesthesia with monitored anesthesia care or regional anesthesia. No significant differences were found between patients receiving locoregional versus general anesthesia in mortality (3.6% vs. 7.9%, respectively, P = 0.071) and morbidity (18.7% and 24.8%, respectively, P = 0.121) within 30 days post-TEVAR, including any wound, pulmonary, thromboembolic, renal, septic, and cardiac arrest complications. Patients who received general anesthesia had significantly higher median LOS compared to those who received locoregional anesthesia [5 days (interquartile range (IQR): 3-10) versus 4 days (IQR: 2-7), P = 0.002], with 34.3% of the general anesthesia group having an LOS greater than 7 days compared to 21.6% of locoregional anesthesia group, P = 0.003. On multivariable logistic regression analysis, general anesthesia was found to be an independent predictor of prolonged LOS greater than 7 days (odds ratio (OR): 1.72, 95% confidence interval (CI): 1.05-2.81, P = 0.031). CONCLUSIONS Locoregional anesthesia results in significantly lower postoperative hospital LOS with similar postoperative mortality and morbidity compared to general anesthesia in patients undergoing TEVAR.
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Affiliation(s)
- Vahe S Panossian
- Faculty of Medicine, American University of Beirut, Beirut, Lebanon
| | - Moussa M Berro
- Faculty of Medicine, American University of Beirut, Beirut, Lebanon
| | - Ahmad M Ismail
- Faculty of Medicine, American University of Beirut, Beirut, Lebanon
| | | | - Mohamad A Chahrour
- Department of Surgery, American University of Beirut Medical Center, Beirut, Lebanon; Department of Surgery, University of Iowa, Iowa City, IA
| | | | - Aymen A Bahsoun
- Faculty of Medicine, American University of Beirut, Beirut, Lebanon
| | - Melhem El Harati
- Faculty of Medicine, American University of Beirut, Beirut, Lebanon
| | - Miran A Jaffa
- Epidemiology and Population Health Department, Faculty of Health Sciences, American University of Beirut, Beirut, Lebanon
| | - Jamal J Hoballah
- Department of Surgery, American University of Beirut Medical Center, Beirut, Lebanon.
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Moubasher Y, Chaaya M, Abdulrahim S, A. Jaffa M, M. Sibai A. Cognitive Decline and Self Rated Health Among Older Adults in Lebanon. LSJ 2022. [DOI: 10.22453/lsj-023.1.099-110] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
Several studies examined the factors associated with self-rated health (SRH), but few studied the relationship between cognitive decline and SRH. The aim of this study was to explore the association between cognitive decline and SRH of Lebanese older adults. This is a secondary analysis of data collected for a cross-sectional study conducted in 2013 to assess prevalence of dementia among a selected representative sample of community older adults aged 65 years and above living in two governorates, Beirut and Mount Lebanon. 419 older adults with no dementia who answered the SRH question and had data on cognitive decline were included in this study. Cognitive decline was measured using the Arabic validated Informant Questionnaire on Cognitive Decline in the elderly (IQCODE). Results show that around 43% reported moderate/bad SRH and 8.8% suffered from cognitive decline. Adjusting for nine confounders, our results showed that the odds of reporting moderate/bad SRH among older adults with cognitive decline was 2.91 times than that of those with no cognitive decline (p-value=0.016). As a conclusion, this study findings suggest that SRH is strongly correlated with cognitive decline. Health care providers in primary care centers, neurologists, and geriatricians can use the SRH question as a preliminary screen of older adults’ cognitive functions.
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Refaat MM, Gharios C, Moorthy MV, Abdulhai F, Blumenthal RS, Jaffa MA, Mora S. Exercise-Induced Ventricular Ectopy and Cardiovascular Mortality in Asymptomatic Individuals. J Am Coll Cardiol 2021; 78:2267-2277. [PMID: 34857087 DOI: 10.1016/j.jacc.2021.09.1366] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/08/2021] [Revised: 09/20/2021] [Accepted: 09/21/2021] [Indexed: 10/19/2022]
Abstract
BACKGROUND The prognosis of exercise-induced premature ventricular contractions (PVCs) in asymptomatic individuals is unclear. OBJECTIVES This study sought to investigate whether high-grade PVCs during stress testing predict mortality in asymptomatic individuals. METHODS A cohort of 5,486 asymptomatic individuals who took part in the Lipid Research Clinics prospective cohort had baseline interview, physical examination, blood tests, and underwent Bruce protocol treadmill testing. Adjusted Cox survival models evaluated the association of exercise-induced high-grade PVCs (defined as either frequent (>10 per minute), multifocal, R-on-T type, or ≥2 PVCs in a row) with all-cause and cardiovascular mortality. RESULTS Mean baseline age was 45.4 ± 10.8 years; 42% were women. During a mean follow-up of 20.2 ± 3.9 years, 840 deaths occurred, including 311 cardiovascular deaths. High-grade PVCs occurred during exercise in 1.8% of individuals, during recovery in 2.4%, and during both in 0.8%. After adjusting for age, sex, diabetes, hypertension, lipids, smoking, body mass index, and family history of premature coronary disease, high-grade PVCs during recovery were associated with cardiovascular mortality (hazard ratio [HR]: 1.82; 95% CI: 1.19-2.79; P = 0.006), which remained significant after further adjusting for exercise duration, heart rate recovery, achieving target heart rate, and ST-segment depression (HR: 1.68; 95% CI: 1.09-2.60; P = 0.020). Results were similar by clinical subgroups. High-grade PVCs occurring during the exercise phase were not associated with increased risk. Recovery PVCs did not improve 20-year cardiovascular mortality risk discrimination beyond clinical variables. CONCLUSIONS High-grade PVCs occurring during recovery were associated with long-term risk of cardiovascular mortality in asymptomatic individuals, whereas PVCs occurring only during exercise were not associated with increased risk.
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Affiliation(s)
- Marwan M Refaat
- Department of Internal Medicine, Division of Cardiology, American University of Beirut Medical Center, Beirut, Lebanon; Department of Biochemistry and Molecular Genetics, American University of Beirut Faculty of Medicine, Beirut, Lebanon
| | - Charbel Gharios
- Department of Internal Medicine, Division of Cardiology, American University of Beirut Medical Center, Beirut, Lebanon; Cardiovascular Imaging Research Center, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - M Vinayaga Moorthy
- Center for Lipid Metabolomics, Divisions of Preventive and Cardiovascular Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Farah Abdulhai
- Department of Internal Medicine, Division of Cardiology, American University of Beirut Medical Center, Beirut, Lebanon
| | - Roger S Blumenthal
- The Johns Hopkins Ciccarone Center for the Prevention of Cardiovascular Disease, Baltimore, Maryland, USA
| | - Miran A Jaffa
- Epidemiology and Population Health Department, Faculty of Health Sciences, American University of Beirut, Beirut, Lebanon.
| | - Samia Mora
- Center for Lipid Metabolomics, Divisions of Preventive and Cardiovascular Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, USA.
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Jaffa AA, Jaffa MA, Moussa M, Ahmed IA, Karam M, Aldeen KS, Al Sayegh R, El-Achkar GA, Nasrallah L, Yehya Y, Habib A, Ziyadeh FN, Eid AH, Kobeissy FH, Jaffa AA. Modulation of Neuro-Inflammatory Signals in Microglia by Plasma Prekallikrein and Neuronal Cell Debris. Front Pharmacol 2021; 12:743059. [PMID: 34867349 PMCID: PMC8636058 DOI: 10.3389/fphar.2021.743059] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2021] [Accepted: 10/28/2021] [Indexed: 11/13/2022] Open
Abstract
Microglia, the resident phagocytes of the central nervous system and one of the key modulators of the innate immune system, have been shown to play a major role in brain insults. Upon activation in response to neuroinflammation, microglia promote the release of inflammatory mediators as well as promote phagocytosis. Plasma prekallikrein (PKall) has been recently implicated as a mediator of neuroinflammation; nevertheless, its role in mediating microglial activation has not been investigated yet. In the current study, we evaluate the mechanisms through which PKall contributes to microglial activation and release of inflammatory cytokines assessing PKall-related receptors and their dynamics. Murine N9-microglial cells were exposed to PKall (2.5 ng/ml), lipopolysaccharide (100 ng/ml), bradykinin (BK, 0.1 μM), and neuronal cell debris (16.5 μg protein/ml). Gene expression of bradykinin 2 receptor (B2KR), protease-activated receptor 2 (PAR-2), along with cytokines and fibrotic mediators were studied. Bioinformatic analysis was conducted to correlate altered protein changes with microglial activation. To assess receptor dynamics, HOE-140 (1 μM) and GB-83 (2 μM) were used to antagonize the B2KR and PAR-2 receptors, respectively. Also, the role of autophagy in modulating microglial response was evaluated. Data from our work indicate that PKall, LPS, BK, and neuronal cell debris resulted in the activation of microglia and enhanced expression/secretion of inflammatory mediators. Elevated increase in inflammatory mediators was attenuated in the presence of HOE-140 and GB-83, implicating the engagement of these receptors in the activation process coupled with an increase in the expression of B2KR and PAR-2. Finally, the inhibition of autophagy significantly enhanced the release of the cytokine IL-6 which were validated via bioinformatics analysis demonstrating the role of PKall in systematic and brain inflammatory processes. Taken together, we demonstrated that PKall can modulate microglial activation via the engagement of PAR-2 and B2KR where PKall acts as a neuromodulator of inflammatory processes.
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Affiliation(s)
- Aneese A Jaffa
- Department of Biology, Faculty of Arts and Sciences, American University of Beirut, Beirut, Lebanon
| | - Miran A Jaffa
- Epidemiology and Population Health Department, Faculty of Health Sciences, American University of Beirut, Beirut, Lebanon
| | - Mayssam Moussa
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut, Lebanon
| | - Ibrahim A Ahmed
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut, Lebanon
| | - Mia Karam
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut, Lebanon
| | - Kawthar Sharaf Aldeen
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut, Lebanon
| | - Rola Al Sayegh
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut, Lebanon.,INSERM-UMR1149, Centre de Recherche sur l'Inflammation, and Sorbonne Paris Cité, Laboratoire d'Excellence Inflamex, Faculté de Médecine, Universite de Paris, Paris, France
| | - Ghewa A El-Achkar
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut, Lebanon
| | - Leila Nasrallah
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut, Lebanon
| | - Yara Yehya
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut, Lebanon
| | - Aida Habib
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut, Lebanon.,INSERM-UMR1149, Centre de Recherche sur l'Inflammation, and Sorbonne Paris Cité, Laboratoire d'Excellence Inflamex, Faculté de Médecine, Universite de Paris, Paris, France
| | - Fuad N Ziyadeh
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut, Lebanon.,Department of Internal Medicine, Faculty of Medicine, American University of Beirut, Beirut, Lebanon
| | - Ali H Eid
- Department of Basic Medical Sciences, College of Medicine, QU Health, Qatar University, Doha, Qatar.,Biomedical and Pharmaceutical Research Unit, QU Health, Qatar University, Doha, Qatar
| | - Firas H Kobeissy
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut, Lebanon
| | - Ayad A Jaffa
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut, Lebanon
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10
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Jaffa MA, Gebregziabher M, Jaffa AA. Shared parameter and copula models for analysis of semicontinuous longitudinal data with nonrandom dropout and informative censoring. Stat Methods Med Res 2021; 31:451-474. [PMID: 34806502 DOI: 10.1177/09622802211060519] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Analysis of longitudinal semicontinuous data characterized by subjects' attrition triggered by nonrandom dropout is complex and requires accounting for the within-subject correlation, and modeling of the dropout process. While methods that address the within-subject correlation and missing data are available, approaches that incorporate the nonrandom dropout, also referred to informative right censoring, in the modeling step are scarce due to the computational intensity and possible intractable integration needed for its implementation. Appreciating the complexity of this problem and the need for a new methodology that is feasible for implementation, we propose to extend a framework of likelihood-based marginalized two-part models to account for informative right censoring. The censoring process is modeled using two approaches: (1) Poisson censoring for the count of visits before dropout and (2) survival time to dropout. Novel consideration was given to the proposed joint modeling approaches for the semicontinuous and censoring components of the likelihood function which included (1) shared parameter, and (2) Clayton copula. The cross-part and within-part correlations were accounted for through a complex random effect structure that models correlated random intercepts and slopes. Feasibility of implementation, and accuracy of these approaches were investigated using extensive simulation studies and clinical application.
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Affiliation(s)
- Miran A Jaffa
- Epidemiology and Population Health Department, Faculty of Health Sciences, American University of Beirut, Beirut, Lebanon
| | - Mulugeta Gebregziabher
- Department of Public Health Sciences, Medical University of South Carolina, Charleston, SC, USA
| | - Ayad A Jaffa
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut, Lebanon.,Department of Medicine, Medical University of South Carolina, Charleston, SC, USA
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11
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Gharios C, Leblebjian M, Mora S, Blumenthal RS, Jaffa MA, Refaat MM. The association of cardiovascular mortality with a first-degree family member history of different cardiovascular diseases. J Geriatr Cardiol 2021; 18:816-824. [PMID: 34754293 PMCID: PMC8558742 DOI: 10.11909/j.issn.1671-5411.2021.10.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/13/2023] Open
Abstract
OBJECTIVE To investigate which history of cardiovascular disease [coronary heart disease (CHD), stroke, or peripheral arterial disease] in a first-degree family member predicts cardiovascular mortality. METHODS We studied a prospective cohort (the Lipid Research Clinics Prevalence Study) from ten primary care centers across North America. The primary outcome was cardiovascular mortality, assessed using Cox survival models. RESULTS There were 8,646 participants (mean age: 47.4 ± 12.1 years, 46% women, 52% of participants with hyperlipidemia) who were followed up for a mean duration of 19.4 ± 4.9 years. There were 1,851 deaths (21%), including 852 cardiovascular deaths. A paternal, maternal or sibling history of premature CHD (before 60 years) was present in 26% of participants, of stroke in 27% of participants, and of peripheral arterial disease in 24% of participants. After adjusting for risk factors (age, sex, systolic blood pressure, diastolic blood pressure, body mass index, smoking, fasting glucose, low-density lipoprotein cholesterol and triglycerides), only a paternal history of premature or any CHD, a maternal history of diabetes mellitus or premature or any CHD, and a sibling history of premature CHD, hypertension, or hyperlipidemia were individually predictive of cardiovascular mortality. After adjusting for risk factors and the mentioned familial factors, only paternal and maternal histories of CHD, especially before 60 years, remained predictive of cardiovascular mortality, with a somewhat higher association for a maternal history [adjusted hazard ratio (aHR) = 1.99, 95% CI: 1.36-2.92,P < 0.001 for maternal history of premature CHD; aHR = 1.52, 95% CI: 1.10-2.10, P = 0.011 for paternal history of premature CHD]. Family history of stroke or peripheral arterial disease did not predict cardiovascular mortality. Parental history of premature CHD predicted cardiovascular mortality independently of baseline age (< 60 years and ≥ 60 years), hypertension, or hyperlipidemia and carried more important prognostic value in men rather than women. CONCLUSIONS In this study, a parental history of CHD, especially before 60 years, best predicted cardiovascular mortality. This finding could help more accurately identify high-risk patients who would benefit from preventive strategies.
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Affiliation(s)
- Charbel Gharios
- Department of Internal Medicine, Division of Cardiology, American University of Beirut Medical Center, Beirut, Lebanon
- Cardiovascular Imaging Research Center, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - Mireille Leblebjian
- Epidemiology and Population Health Department, Faculty of Health Sciences, American University of Beirut, Beirut, Lebanon
| | - Samia Mora
- Center for Lipid Metabolomics, Divisions of Preventive and Cardiovascular Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA, USA
| | - Roger S. Blumenthal
- The Johns Hopkins Ciccarone Center for the Prevention of Cardiovascular Disease, Baltimore, MD, USA
| | - Miran A. Jaffa
- Epidemiology and Population Health Department, Faculty of Health Sciences, American University of Beirut, Beirut, Lebanon
| | - Marwan M. Refaat
- Department of Internal Medicine, Division of Cardiology, American University of Beirut Medical Center, Beirut, Lebanon
- Department of Biochemistry and Molecular Genetics, American University of Beirut Faculty of Medicine, Beirut, Lebanon
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12
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Ahmed IA, Jaffa MA, Moussa M, Hatem D, El-Achkar GA, Al Sayegh R, Karam M, Hamade E, Habib A, Jaffa AA. Plasma Kallikrein as a Modulator of Liver Injury/Remodeling. Front Pharmacol 2021; 12:715111. [PMID: 34566641 PMCID: PMC8458624 DOI: 10.3389/fphar.2021.715111] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2021] [Accepted: 07/23/2021] [Indexed: 11/13/2022] Open
Abstract
The occurrence and persistence of hepatic injury which arises from cell death and inflammation result in liver disease. The processes that lead to liver injury progression and resolution are still not fully delineated. The plasma kallikrein-kinin system (PKKS) has been shown to play diverse functions in coagulation, tissue injury, and inflammation, but its role in liver injury has not been defined yet. In this study, we have characterized the role of the PKKS at various stages of liver injury in mice, as well as the direct effects of plasma kallikrein on human hepatocellular carcinoma cell line (HepG2). Histological, immunohistochemical, and gene expression analyses were utilized to assess cell injury on inflammatory and fibrotic factors. Acute liver injury triggered by carbon tetrachloride (CCl4) injection resulted in significant upregulation of the plasma kallikrein gene (Klkb1) and was highly associated with the high mobility group box 1 gene, the marker of cell death (r = 0.75, p < 0.0005, n = 7). In addition, increased protein expression of plasma kallikrein was observed as clusters around necrotic areas. Plasma kallikrein treatment significantly increased the proliferation of CCl4-induced HepG2 cells and induced a significant increase in the gene expression of the thrombin receptor (protease activated receptor-1), interleukin 1 beta, and lectin–galactose binding soluble 3 (galectin-3) (p < 0.05, n = 4). Temporal variations in the stages of liver fibrosis were associated with an increase in the mRNA levels of bradykinin receptors: beta 1 and 2 genes (p < 0.05; n = 3–10). In conclusion, these findings indicate that plasma kallikrein may play diverse roles in liver injury, inflammation, and fibrosis, and suggest that plasma kallikrein may be a target for intervention in the states of liver injury.
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Affiliation(s)
- Ibrahim A Ahmed
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, Beirut, Lebanon
| | - Miran A Jaffa
- Epidemiology and Population Health Department, Faculty of Health Sciences, American University of Beirut, Beirut, Lebanon
| | - Mayssam Moussa
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, Beirut, Lebanon
| | - Duaa Hatem
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, Beirut, Lebanon.,Section of Pharmacology, Department of Bioethics and Safety, Catholic University, Rome, Italy
| | - Ghewa A El-Achkar
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, Beirut, Lebanon
| | - Rola Al Sayegh
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, Beirut, Lebanon.,INSERM-UMR1149, Centre de Recherche sur l'Inflammation, and Sorbonne Paris Cité, Laboratoire d'Excellence Inflamex, Faculté de Médecine, Site Xavier Bichat, Universite de Paris, Paris, France
| | - Mia Karam
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, Beirut, Lebanon.,Biomedical Engineering Program, Maroun Semaan Faculty of Engineering and Architecture, American University of Beirut, Beirut, Lebanon
| | - Eva Hamade
- Laboratory of Cancer Biology and Molecular Immunology, Faculty of Sciences I, Lebanese University, Beirut, Lebanon
| | - Aida Habib
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, Beirut, Lebanon.,INSERM-UMR1149, Centre de Recherche sur l'Inflammation, and Sorbonne Paris Cité, Laboratoire d'Excellence Inflamex, Faculté de Médecine, Site Xavier Bichat, Universite de Paris, Paris, France
| | - Ayad A Jaffa
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, Beirut, Lebanon
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13
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Gharios C, Refaat MM, Abdulhai F, Blumenthal R, Jaffa MA, Mora S. EXERCISE-INDUCED VENTRICULAR ECTOPY AND FUTURE CARDIOVASCULAR DEATH IN ASYMPTOMATIC INDIVIDUALS: A 20-YEAR FOLLOW-UP OF THE LIPID RESEARCH CLINICS PREVALENCE STUDY. J Am Coll Cardiol 2021. [DOI: 10.1016/s0735-1097(21)01617-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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14
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Hariri MA, Jaffa MA, Saoud R, Zhao J, Zhu R, Jaffa AA, El-Achkar GA, Moussa M, Kobeissy F, Hassan A, Ziyadeh FN, Mechref Y, Jaffa AA. Vascular Cells Proteome Associated with Bradykinin and Leptin Inflammation and Oxidative Stress Signals. Antioxidants (Basel) 2020; 9:antiox9121251. [PMID: 33316969 PMCID: PMC7764689 DOI: 10.3390/antiox9121251] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2020] [Revised: 10/13/2020] [Accepted: 10/25/2020] [Indexed: 02/06/2023] Open
Abstract
Among the primary contributors to cardiovascular diseases are inflammation and oxidative imbalance within the vessel walls as well as the fibrosis of rat aortic smooth muscle cell (RASMC). Bradykinin (BK) and leptin are inflammatory modulators that are linked to vascular injury. In this study, we employed tandem LC-MS/MS to identify protein signatures that encompass protein abundance in RASMC treated with BK or leptin followed by systems biology analyses to gain insight into the biological pathways and processes linked to vascular remodeling. In the study, 1837 proteins were identified in control untreated RASMC. BK altered the expression of 72 (4%) and 120 (6.5%) proteins, whereas leptin altered the expression of 189 (10.2%) and 127 (6.5%) proteins after 24 and 48 h, respectively, compared to control RASMC. BK increased the protein abundance of leptin receptor, transforming growth factor-β. On the other hand, leptin increased the protein abundance of plasminogen activator inhibitor 1 but decreased the protein abundance of cofilin. BK and leptin induced the expression of inflammatory cytokines such as tumor necrosis factor alpha (TNF-α) and interleukin-1β (IL-1β) and pathway analysis revealed the activation of mitogen-activated protein kinases (MAPKs) and AKT pathways. The proteome profile in response to BK and leptin revealed mechanistic interplay of multiple processes that modulate inflammation and oxidative stress signals in the vasculature.
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Affiliation(s)
- Moustafa Al Hariri
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut 11-0236, Lebanon; (M.A.H.); (R.S.); (G.A.E.-A.); (M.M.); (F.K.); (F.N.Z.)
| | - Miran A. Jaffa
- Epidemiology and Population Health Department, Faculty of Health Sciences, American University of Beirut, Beirut 11-0236, Lebanon;
| | - Richard Saoud
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut 11-0236, Lebanon; (M.A.H.); (R.S.); (G.A.E.-A.); (M.M.); (F.K.); (F.N.Z.)
| | - Jingfu Zhao
- Department of Chemistry and Biochemistry, Texas Tech University, Lubbock, TX 79409, USA; (J.Z.); (R.Z.)
| | - Rui Zhu
- Department of Chemistry and Biochemistry, Texas Tech University, Lubbock, TX 79409, USA; (J.Z.); (R.Z.)
| | - Aneese A. Jaffa
- Faculty of Arts and Sciences, American University of Beirut, Beirut 11-0236, Lebanon;
| | - Ghewa A. El-Achkar
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut 11-0236, Lebanon; (M.A.H.); (R.S.); (G.A.E.-A.); (M.M.); (F.K.); (F.N.Z.)
| | - Mayssam Moussa
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut 11-0236, Lebanon; (M.A.H.); (R.S.); (G.A.E.-A.); (M.M.); (F.K.); (F.N.Z.)
| | - Firas Kobeissy
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut 11-0236, Lebanon; (M.A.H.); (R.S.); (G.A.E.-A.); (M.M.); (F.K.); (F.N.Z.)
| | - Anwarul Hassan
- Department of Mechanical and Industrial Engineering, Qatar University, Doha 2713, Qatar;
| | - Fuad N. Ziyadeh
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut 11-0236, Lebanon; (M.A.H.); (R.S.); (G.A.E.-A.); (M.M.); (F.K.); (F.N.Z.)
| | - Yehia Mechref
- Department of Chemistry and Biochemistry, Texas Tech University, Lubbock, TX 79409, USA; (J.Z.); (R.Z.)
- Correspondence: (Y.M.); (A.A.J.); Tel.: +1812-219-1972 (Y.M.); +961-1-350000 (A.A.J.)
| | - Ayad A. Jaffa
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut 11-0236, Lebanon; (M.A.H.); (R.S.); (G.A.E.-A.); (M.M.); (F.K.); (F.N.Z.)
- Correspondence: (Y.M.); (A.A.J.); Tel.: +1812-219-1972 (Y.M.); +961-1-350000 (A.A.J.)
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15
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Itani HA, Jaffa MA, Elias J, Sabra M, Zakka P, Ballout J, Bekdash A, Ibrahim R, Al Hariri M, Ghemrawi M, Abi-Saleh B, Khoury M, Alam S, Mahfouz R, Jaffa AA, Azar ST, Refaat MM. Genomic and Proteomic Study of the Inflammatory Pathway in Patients With Atrial Fibrillation and Cardiometabolic Syndrome. Front Cardiovasc Med 2020; 7:613271. [PMID: 33344519 PMCID: PMC7738559 DOI: 10.3389/fcvm.2020.613271] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2020] [Accepted: 11/10/2020] [Indexed: 01/26/2023] Open
Abstract
Atrial fibrillation (AF) and cardiometabolic syndrome (CMS) have been linked to inflammation and fibrosis. However, it is still unknown which inflammatory cytokines contribute to the pathogenesis of AF. Furthermore, cardiometabolic syndrome (CMS) risk factors such as obesity, hypertension, insulin resistance/glucose intolerance are also associated with inflammation and increased level of cytokines and adipokines. We hypothesized that the inflammatory immune response is exacerbated in patients with both AF and CMS compared to either AF or CMS alone. We investigated inflammatory cytokines and fibrotic markers as well as cytokine genetic profiles in patients with lone AF and CMS. CMS, lone AF patients, patients with both lone AF and CMS, and control patients were recruited. Genetic polymorphisms in inflammatory and fibrotic markers were assessed. Serum levels of connective tissue growth factor (CTGF) were tested along with other inflammatory markers including platelet-to-lymphocyte ratio (PLR), monocyte-to-HDL ratio (MHR) in three groups of AF+CMS, AF, and CMS patients. There was a trend in the CTGF levels for statistical significance between the AF and AF+CMS group (P = 0.084). Genotyping showed high percentages of patients in all groups with high secretor genotypes of Interleukin-6 (IL-6) (P = 0.037). Genotyping of IFN-γ and IL-10 at high level showed an increase in expression in the AF + CMS group compared to AF and CMS alone suggesting an imbalance between the inflammatory and anti-inflammatory cytokines which is exacerbated by AF. Serum cytokine inflammatory cytokine levels showed that IL-4, IL-5, IL-10, IL-17F, and IL-22 were significant between the AF, AF+CMS, and CMS patients. Combination of both CMS and AF may be associated with a higher degree of inflammation than what is seen in either CMS or AF alone. Thus, the identification of a biomarker capable of identifying metabolic syndrome associated with disease will help in identification of a therapeutic target in treating this devastating disease.
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Affiliation(s)
- Hana A Itani
- Faculty of Medicine, American University of Beirut, Beirut, Lebanon.,Department of Medicine, Clinical pharmacology, Vanderbilt University Medical Center, Nashville, TN, United States
| | - Miran A Jaffa
- Epidemiology and Population Health Department, Faculty of Health Sciences, American University of Beirut, Beirut, Lebanon
| | - Joseph Elias
- Department of Internal Medicine, Cardiology Division, American University of Beirut Faculty of Medicine and Medical Center, Beirut, Lebanon
| | - Mohammad Sabra
- Department of Internal Medicine, Cardiology Division, American University of Beirut Faculty of Medicine and Medical Center, Beirut, Lebanon
| | - Patrick Zakka
- Department of Internal Medicine, Emory University Hospital, Atlanta, GA, United States
| | - Jad Ballout
- Department of Internal Medicine, Cardiology Division, American University of Beirut Faculty of Medicine and Medical Center, Beirut, Lebanon
| | - Amira Bekdash
- Faculty of Medicine, American University of Beirut, Beirut, Lebanon
| | - Rand Ibrahim
- Department of Internal Medicine, Cardiology Division, American University of Beirut Faculty of Medicine and Medical Center, Beirut, Lebanon
| | - Moustafa Al Hariri
- Department of Emergency Medicine, American University of Beirut Faculty of Medicine and Medical Center, Beirut, Lebanon
| | - Mirna Ghemrawi
- Department of Pathology and Laboratory Medicine, American University of Beirut Faculty of Medicine and Medical Center, Beirut, Lebanon
| | - Bernard Abi-Saleh
- Department of Internal Medicine, Cardiology Division, American University of Beirut Faculty of Medicine and Medical Center, Beirut, Lebanon
| | - Maurice Khoury
- Department of Internal Medicine, Cardiology Division, American University of Beirut Faculty of Medicine and Medical Center, Beirut, Lebanon
| | - Samir Alam
- Department of Internal Medicine, Cardiology Division, American University of Beirut Faculty of Medicine and Medical Center, Beirut, Lebanon
| | - Rami Mahfouz
- Department of Pathology and Laboratory Medicine, American University of Beirut Faculty of Medicine and Medical Center, Beirut, Lebanon
| | - Ayad A Jaffa
- Department of Biochemistry and Molecular Genetics, American University of Beirut Faculty of Medicine, Beirut, Lebanon
| | - Sami T Azar
- Department of Internal Medicine, Endocrinology Diabetes and Metabolism Division, American University of Beirut Faculty of Medicine and Medical Center, Beirut, Lebanon
| | - Marwan M Refaat
- Department of Internal Medicine, Cardiology Division, American University of Beirut Faculty of Medicine and Medical Center, Beirut, Lebanon.,Department of Biochemistry and Molecular Genetics, American University of Beirut Faculty of Medicine, Beirut, Lebanon
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16
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Karam I, Jaffa MA, Ghafari J. Barriers to the use of dental services by children in Lebanon and association with parental perception of oral health care. East Mediterr Health J 2020; 26:1420-1424. [PMID: 33226111 DOI: 10.26719/emhj.20.079] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/02/2019] [Accepted: 11/03/2019] [Indexed: 11/09/2022]
Abstract
Background Oral health is important to general health but use of dental services varies considerably, particularly for children. Aims We aimed to determine factors associated with parents' use of dental services for their children in Lebanon, and their perception of dental care relative to medical care. Methods A convenience sample of public and private schools in Beirut was selected between January and May 2013. Parents of children in grades 2-6 (aged 7-12 years) were invited to complete a questionnaire covering socioeconomic characteristics and use of dental services. Logistic regression analysis was used to assess the relationship between use of dental services, and parents' socioeconomic characteristics and awareness and perceptions of dental services. Results The parents of 316 children returned the questionnaire. Most children (72.8%) had been taken to the dentist in the past year, mainly for emergency care. Most parents (78.2%) considered dental care as important as or more important than medical care, and 89.9% were willing to contribute to dental insurance. Use of dental services was significantly associated with: older age of the parent (odds ratio, OR = 1.04; 95% confidence interval, CI: 1.02-1.06); awareness of dental care centres offering affordable treatment (OR = 3.18; 95% CI: 1.52-6.68); and children being in private schools (OR = 2.00, 95% CI: 1.08-3.95). It was negatively associated with > 4 children in the family compared with 1 child (OR = 0.18; 95% CI: 0.04-0.81). Conclusion Barriers to dental care for children were mostly related to economic factors.
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Affiliation(s)
- Ingrid Karam
- Division of Orthodontics and Dentofacial Orthopedics, Department of Otorhinolaryngology, Head and Neck Surgery, American University of Beirut Medical Center, Beirut, Lebanon
| | - Miran A Jaffa
- Epidemiology and Population Health Department, Faculty of Health Sciences, American University of Beirut, Beirut, Lebanon
| | - Joseph Ghafari
- Division of Orthodontics and Dentofacial Orthopedics, Department of Otorhinolaryngology, Head and Neck Surgery, American University of Beirut Medical Center, Beirut, Lebanon
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17
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Jaffa MA, Bebu I, Luttrell D, Braffett BH, Lachin JM, Hunt K, Lopes-Virella M, Luttrell L, Lyons TJ, Jaffa AA. Longitudinal Plasma Kallikrein Levels and Their Association With the Risk of Cardiovascular Disease Outcomes in Type 1 Diabetes in DCCT/EDIC. Diabetes 2020; 69:2440-2445. [PMID: 32826295 PMCID: PMC7576572 DOI: 10.2337/db20-0427] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/25/2020] [Accepted: 08/11/2020] [Indexed: 11/13/2022]
Abstract
We determined the relationship between plasma kallikrein and cardiovascular disease (CVD) outcomes as well as major adverse cardiovascular events (MACE) in the Diabetes Control and Complications Trial (DCCT)/Epidemiology of Diabetes Interventions and Complications (EDIC) cohort of type 1 diabetes (T1D). Plasma kallikrein levels were measured longitudinally in 693 subjects at DCCT baseline (1983-1989), midpoint (1988-1991), and end (1993) and at EDIC years 4-6 (1997-1999), 8-10 (2001-2003), and 11-13 (2004-2006). Cox proportional hazards regression models assessed the association between plasma kallikrein levels and the risk of CVD. In unadjusted models, higher plasma kallikrein levels were associated with higher risk of any CVD during DCCT/EDIC (hazard ratio [HR] = 1.16 per 20 nmol/L higher levels of plasma kallikrein; P = 0.0177) as well as over the EDIC-only period (HR = 1.22; P = 0.0024). The association between plasma kallikrein levels and the risk of any CVD remained significant during the EDIC follow-up after adjustment for age and mean HbA1c (HR = 1.20; P = 0.0082) and in the fully adjusted model for other CVD risk factors (HR = 1.17; P = 0.0330). For MACE, higher plasma kallikrein levels were associated with higher risk in the unadjusted (HR = 1.25; P = 0.0145), minimally adjusted (HR = 1.23; P = 0.0417, and fully adjusted (HR = 1.27; P = 0.0328) models for EDIC only. These novel findings indicate that plasma kallikrein level associates with the risk of any CVD and MACE in T1D individuals.
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Affiliation(s)
- Miran A Jaffa
- Epidemiology and Population Health Department, Faculty of Health Sciences, American University of Beirut, Beirut, Lebanon
| | - Ionut Bebu
- The Biostatistics Center, The George Washington University, Rockville, MD
| | - Deirdre Luttrell
- Department of Medicine, Medical University of South Carolina, Charleston, SC
| | - Barbara H Braffett
- The Biostatistics Center, The George Washington University, Rockville, MD
| | - John M Lachin
- The Biostatistics Center, The George Washington University, Rockville, MD
| | - Kelly Hunt
- Department of Public Health Sciences, Medical University of South Carolina, Charleston, SC
| | - Maria Lopes-Virella
- Department of Medicine, Medical University of South Carolina, Charleston, SC
| | - Louis Luttrell
- Department of Medicine, Medical University of South Carolina, Charleston, SC
| | - Timothy J Lyons
- Department of Medicine, Medical University of South Carolina, Charleston, SC
| | - Ayad A Jaffa
- Department of Medicine, Medical University of South Carolina, Charleston, SC
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut, Lebanon
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18
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Ballout F, Monzer A, Fatfat M, Ouweini HE, Jaffa MA, Abdel-Samad R, Darwiche N, Abou-Kheir W, Gali-Muhtasib H. Thymoquinone induces apoptosis and DNA damage in 5-Fluorouracil-resistant colorectal cancer stem/progenitor cells. Oncotarget 2020; 11:2959-2972. [PMID: 32821342 PMCID: PMC7415406 DOI: 10.18632/oncotarget.27426] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2019] [Accepted: 12/16/2019] [Indexed: 12/13/2022] Open
Abstract
The high recurrence rates of colorectal cancer have been associated with a small population of cancer stem cells (CSCs) that are resistant to the standard chemotherapeutic drug, 5-fluorouracil (5FU). Thymoquinone (TQ) has shown promising antitumor properties on numerous cancer systems both in vitro and in vivo; however, its effect on colorectal CSCs is poorly established. Here, we investigated TQ's potential to target CSCs in a three-dimensional (3D) sphere-formation assay enriched for a population of colorectal cancer stem/progenitor cells. Our results showed a significant decrease in self-renewal potential of CSC populations enriched from 5FU-sensitive and resistant HCT116 cells at 10-fold lower concentrations when compared to 2D monolayers. TQ decreased the expression levels of colorectal stem cell markers CD44 and Epithelial Cell Adhesion Molecule EpCAM and proliferation marker Ki67 in colonospheres derived from both cell lines and reduced cellular migration and invasion. Further investigation revealed that TQ treatment led to increased TUNEL positivity and a dramatic increase in the amount of the DNA damage marker gamma H2AX particularly in 5FU-resistant colonospheres, suggesting that the diminished sphere forming ability in TQ-treated colonospheres is due to induction of DNA damage and apoptotic cell death. The intraperitoneal injection of TQ in mice inhibited tumor growth of spheres derived from 5FU-sensitive and 5FU-resistant HCT116 cells. Furthermore, TQ induced apoptosis and inhibited NF-κB and MEK signaling in mouse tumors. Altogether, our findings document TQ's effect on colorectal cancer stem-like cells and provide insights into its underlying mechanism of action.
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Affiliation(s)
- Farah Ballout
- 1Department of Biology, American University of Beirut, Lebanon
| | - Alissar Monzer
- 1Department of Biology, American University of Beirut, Lebanon
| | - Maamoun Fatfat
- 1Department of Biology, American University of Beirut, Lebanon
| | - Hala El Ouweini
- 1Department of Biology, American University of Beirut, Lebanon
| | - Miran A. Jaffa
- 2Department of Epidemiology and Population Health, American University of Beirut, Lebanon
| | - Rana Abdel-Samad
- 3Department of Biochemistry and Molecular Genetics, American University of Beirut, Lebanon
| | - Nadine Darwiche
- 3Department of Biochemistry and Molecular Genetics, American University of Beirut, Lebanon
| | - Wassim Abou-Kheir
- 4Center for Drug Discovery and Department of Anatomy, Cell Biology and Physiological Sciences, American University of Beirut, Lebanon
- Wassim Abou-Kheir, email:
| | - Hala Gali-Muhtasib
- 1Department of Biology, American University of Beirut, Lebanon
- 4Center for Drug Discovery and Department of Anatomy, Cell Biology and Physiological Sciences, American University of Beirut, Lebanon
- Correspondence to: Hala Gali-Muhtasib, email:
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Saoud R, Jaffa MA, Habib A, Zhao J, Al Hariri M, Zhu R, Hasan A, Ziyadeh FN, Kobeissy F, Mechref Y, Jaffa AA. Modulation of proteomic and inflammatory signals by Bradykinin in podocytes. J Adv Res 2020; 24:409-422. [PMID: 32518694 PMCID: PMC7270529 DOI: 10.1016/j.jare.2020.05.021] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2020] [Revised: 05/16/2020] [Accepted: 05/18/2020] [Indexed: 01/19/2023] Open
Abstract
Podocyte damage is one of the hallmarks of diabetic nephropathy leading to proteinuria and kidney damage. The underlying mechanisms of podocyte injury are not well defined. Bradykinin (BK) was shown to contribute to diabetic kidney disease. Here, we evaluated the temporal changes in proteome profile and inflammatory signals of podocytes in response to BK (10−7M). Protein profile was evaluated by liquid chromatography mass Spectrometry (LC-MS/MS) analysis. Proteome profile analysis of podocytes treated with BK (10−7M) for 3 and 6 h, revealed 61 proteins that were differentially altered compared to unstimulated control podocytes. Pathway enrichment analysis suggested inhibition of cell death pathways, engagement of cytoskeletal elements and activation of inflammatory pathways. One of the inflammatory proteins that was identified to be induced by BK treatment is Prostaglandin (PG) H Synthase-2 (Cyclooxygenase-2, COX-2). In addition, BK significantly induced the production and release of PGE2 and this effect was inhibited by both COX-2 and MEK Kinase inhibitors, demonstrating that the production of PGE2 by BK is mediated via COX-2 and MAPK-dependent mechanisms. These findings provide a global understanding of the effector modulated proteome in response to BK and also reveal BK as an important modulator of inflammation and a potential player in podocyte injury.
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Affiliation(s)
- Richard Saoud
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Lebanon
| | - Miran A Jaffa
- Epidemiology and Population Health Department, Faculty of Health Sciences, American University of Beirut, Lebanon
| | - Aida Habib
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Lebanon.,INSERM-U1149, Centre de Recherche sur l'Inflammation, Sorbonne Paris Cité, Laboratoire d'Excellence Inflamex, Faculté de Médecine, Site Xavier Bichat, Université de Paris, France
| | - Jingfu Zhao
- Department of Chemistry and Biochemistry, Texas Tech University, Lubbock, TX 79409, United States
| | - Moustafa Al Hariri
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Lebanon
| | - Rui Zhu
- Department of Chemistry and Biochemistry, Texas Tech University, Lubbock, TX 79409, United States
| | - Anwarul Hasan
- Department of Mechanical and Industrial Engineering, Qatar University, Qatar
| | - Fuad N Ziyadeh
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Lebanon.,Department of Internal Medicine, Faculty of Medicine, American University of Beirut, Lebanon
| | - Firas Kobeissy
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Lebanon
| | - Yehia Mechref
- Department of Chemistry and Biochemistry, Texas Tech University, Lubbock, TX 79409, United States
| | - Ayad A Jaffa
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Lebanon
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20
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Aghar H, El-Khoury N, Reda M, Hamadeh W, Krayem H, Mansour M, Raouf H, Jaffa MA. Knowledge and attitudes towards E-cigarette use in Lebanon and their associated factors. BMC Public Health 2020; 20:278. [PMID: 32111186 PMCID: PMC7049178 DOI: 10.1186/s12889-020-8381-x] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2019] [Accepted: 02/20/2020] [Indexed: 12/29/2022] Open
Abstract
BACKGROUND Despite the misconceptions regarding E-cigarettes (ECs), only a few studies have been conducted in the Middle East that focused on this topic. This study assesses the knowledge of and attitudes towards ECs in Lebanon, determines how these two measures are associated, and identifies the variables that explain each of these measures. METHODS A cross sectional study was conducted on a convenience sample of Lebanese pedestrians aged between 18 and 64 inclusive. A structured self-administered questionnaire comprising of knowledge and attitude scales, and questions on demographical, health and smoking characteristics was used. RESULTS Scores for attitudes and knowledge of ECs were summed and dichotomized using a 75% cutoff, above which the participant was considered to have a positive attitude and good knowledge. Among the 352 participants (56.6% males, 43.3% females, mean age 30.3, 46.2% smokers), 63.3% exhibited a lower level of EC knowledge. More than 50% erroneously thought that ECs are not associated with lung and bladder cancer or impair lung and heart function. 65% falsely thought that it is harmless and not addictive. As for attitude, 43.3, 53.9, and 44.3% thought that it is socially acceptable, helps in smoking cessation, and is a good replacement for cigarettes and an enjoyable recreational device respectively. Our results revealed an inverse correlation between attitude and knowledge scores (Spearman's correlation = -.30, p < .001). Predictors of knowledge included health-related occupation (p = .010), regular exercise (p = .016), healthy diet (p = .026), EC use (p = .026), perception that ECs are not harmful (p = .001), and help in smoking cessation (p = .017). Predictors of attitude included EC use (p = .008), sex (p = .010), and knowledge that most ECs are addictive (p = .006), harmful (p = .014), and impair heart and lung function (p = .047). CONCLUSIONS Our study revealed a gap in EC knowledge, especially among participants who displayed a positive attitude towards ECs. Hence, measures should be undertaken to regulate its use by instituting more stringent laws and holding nationwide awareness campaigns.
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Affiliation(s)
- Hanan Aghar
- Faculty of Medicine, American University of Beirut, P.O.Box 11-0236 Riad El-Solh, Beirut, 1107 2020, Lebanon
| | - Nathalie El-Khoury
- Faculty of Medicine, American University of Beirut, P.O.Box 11-0236 Riad El-Solh, Beirut, 1107 2020, Lebanon
| | - Mahasen Reda
- Faculty of Medicine, American University of Beirut, P.O.Box 11-0236 Riad El-Solh, Beirut, 1107 2020, Lebanon
| | - Wissam Hamadeh
- Faculty of Medicine, American University of Beirut, P.O.Box 11-0236 Riad El-Solh, Beirut, 1107 2020, Lebanon
| | - Hussein Krayem
- Faculty of Medicine, American University of Beirut, P.O.Box 11-0236 Riad El-Solh, Beirut, 1107 2020, Lebanon
| | - Mohammad Mansour
- Faculty of Medicine, American University of Beirut, P.O.Box 11-0236 Riad El-Solh, Beirut, 1107 2020, Lebanon
| | - Hawraa Raouf
- Faculty of Medicine, American University of Beirut, P.O.Box 11-0236 Riad El-Solh, Beirut, 1107 2020, Lebanon
| | - Miran A Jaffa
- Epidemiology and Population Health Department, Faculty of Health Sciences, American University of Beirut, P.O.Box 11-0236 Riad El-Solh, Beirut, 1107 2020, Lebanon.
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21
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Jaffa MA, Gebregziabher M, Garrett SM, Luttrell DK, Lipson KE, Luttrell LM, Jaffa AA. Analysis of longitudinal semicontinuous data using marginalized two-part model. J Transl Med 2018; 16:301. [PMID: 30400798 PMCID: PMC6219033 DOI: 10.1186/s12967-018-1674-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2018] [Accepted: 10/27/2018] [Indexed: 12/12/2022] Open
Abstract
BACKGROUND Connective tissue growth factor (CTGF), is a secreted matricellular factor that has been linked to increased risk of cardiovascular disease in diabetic subjects. Despite the biological role of CTGF in diabetes, it still remains unclear how CTGF expression is regulated. In this study, we aim to identify the clinical parameters that modulate plasma CTGF levels measured longitudinally in type 1 diabetic patients over a period of 10 years. A number of patients had negligible measured values of plasma CTGF that formed a point mass at zero, whereas others had high positive values of CTGF that were measured on a continuous scale. The observed combination of excessive zero and continuous positively distributed non-zero values in the CTGF outcome is referred to as semicontinuous data. METHODS We propose a novel application of a marginalized two-part model (mTP) extended to accommodate longitudinal semicontinuous data in which the marginal mean is expressed in terms of the covariates and estimates of their effect on the mean responses are generated. The continuous component is assumed to follow distributions that stem from the generalized gamma family whereas the binary measure is analyzed using logistic model and both have correlated random effects. Other approaches including the one- and two-part with uncorrelated and correlated random effects models were also applied and their estimates were all compared. RESULTS Our results using the mTP model identified intensive glucose control treatment and smoking as clinical factors that were associated with decreased and increased odds of observing non-zero CTGF values respectively. In addition, hemoglobin A1c, systolic blood pressure, and high density lipoprotein were all shown to be significant risk factors that contribute to increasing CTGF levels. These findings were consistently observed under the mTP model but varied with the distributions for the other models. Accuracy and precision of the mTP model was further validated using simulation studies. CONCLUSION The mTP model identified new clinical determinants that modulate the levels of CTGF in diabetic subjects. Applicability of this approach can be extended to other biomarkers measured in patient populations that display a combination of negligible zero and non-zero values.
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Affiliation(s)
- Miran A Jaffa
- Epidemiology and Population Health Department, Faculty of Health Sciences, American University of Beirut, P.O.Box 11-0236, Riad El-Solh, 1107 2020, Beirut, Lebanon.
| | - Mulugeta Gebregziabher
- Department of Public Health Sciences, Medical University of South Carolina, Charleston, SC, USA
| | - Sara M Garrett
- Department of Medicine, Medical University of South Carolina, Charleston, SC, USA
| | - Deirdre K Luttrell
- Department of Medicine, Medical University of South Carolina, Charleston, SC, USA
| | | | - Louis M Luttrell
- Department of Medicine, Medical University of South Carolina, Charleston, SC, USA
| | - Ayad A Jaffa
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut, Lebanon.,Department of Medicine, Medical University of South Carolina, Charleston, SC, USA
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Jaffa MA, Jaffa AA. A Likelihood Based Approach for Joint Modeling of Longitudinal Trajectories and Informative Censoring Process. COMMUN STAT-THEOR M 2018; 48:2982-3004. [PMID: 31571721 PMCID: PMC6768558 DOI: 10.1080/03610926.2018.1473599] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2017] [Accepted: 03/28/2018] [Indexed: 10/28/2022]
Abstract
We propose a joint modeling likelihood-based approach for studies with repeated measures and informative right censoring. Joint modeling of longitudinal and survival data are common approaches but could result in biased estimates if proportionality of hazards is violated. To overcome this issue, and given that the exact time of dropout is typically unknown, we modeled the censoring time as the number of follow-up visits and extended it to be dependent on selected covariates. Longitudinal trajectories for each subject were modeled to provide insight into disease progression and incorporated with the number follow-up visits in one likelihood function.
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Affiliation(s)
- Miran A Jaffa
- Epidemiology and Population Health Department, Faculty of Health Sciences, American University of Beirut, Beirut, Lebanon
| | - Ayad A Jaffa
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut, Lebanon
- Department of Medicine, Medical University of South Carolina, Charleston, SC 29425, USA
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23
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Hunt KJ, Jaffa MA, Garrett SM, Luttrell DK, Lipson KE, Lopes-Virella MF, Luttrell LM, Jaffa AA, Lopes-Virella MF, Hunt KJ, Baker NL, Virella G, Moritz T. Plasma Connective Tissue Growth Factor (CTGF/CCN2) Levels Predict Myocardial Infarction in the Veterans Affairs Diabetes Trial (VADT) Cohort. Diabetes Care 2018; 41:840-846. [PMID: 29382658 PMCID: PMC5860844 DOI: 10.2337/dc17-2083] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/05/2017] [Accepted: 12/18/2017] [Indexed: 02/03/2023]
Abstract
OBJECTIVE Connective tissue growth factor (CTGF), also known as CCN2, is a potent chemotactic and extracellular matrix-inducing matricellular protein that has been implicated in progression of inflammatory and fibroproliferative disorders. An emerging role of CTGF/CCN2 is that of a prosclerotic factor implicated in the development of cardiac disease. Our objective was to determine the role of CTGF/CCN2 as a predictor of cardiovascular events in type 2 diabetes in the Veterans Affairs Diabetes Trial (VADT) cohort. RESEARCH DESIGN AND METHODS Levels of CTGF/CCN2 were measured in 952 VADT patients a median of 1.9 years after entry into the study. Participants were followed for an average of 3.3 years for vascular outcomes. CTGF/CCN2 categories were defined as below the detectable limit (referent, 54.5%), lower half of detectable values (22.8%), and upper half of detectable values (22.7%). Hazard ratios (HRs) for cardiovascular end points in relation to CTGF/CCN2 categories were calculated by Cox proportional hazards models. RESULTS During follow-up, 4.8% had a myocardial infarction (MI), 6.9% had an MI or cardiovascular death, and 6.9% died. After adjustments by conventional risk factors, individuals in the highest category of CTGF/CCN2 were at higher risk of MI (HR 2.43 [95% CI 1.15, 5.14]), MI or cardiovascular death (HR 2.71 [95% CI 1.44, 5.08]), and all-cause mortality (HR 2.70 [95% CI 1.43, 5.08]) relative to individuals with CTGF below the detectable limit. CONCLUSIONS Our study indicates that high levels of CTGF/CCN2 predict future MI and cardiovascular death in patients with type 2 diabetes.
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Affiliation(s)
- Kelly J. Hunt
- Department of Public Health Sciences, Medical University of South Carolina, Charleston, SC
- Ralph H. Johnson VA Medical Center, Charleston, SC
| | - Miran A. Jaffa
- Epidemiology and Population Health Department, Faculty of Health Sciences, American University of Beirut, Beirut, Lebanon
| | - Sara M. Garrett
- Department of Medicine, Medical University of South Carolina, Charleston, SC
| | - Deirdre K. Luttrell
- Department of Medicine, Medical University of South Carolina, Charleston, SC
| | | | - Maria F. Lopes-Virella
- Ralph H. Johnson VA Medical Center, Charleston, SC
- Department of Medicine, Medical University of South Carolina, Charleston, SC
| | - Louis M. Luttrell
- Ralph H. Johnson VA Medical Center, Charleston, SC
- Department of Medicine, Medical University of South Carolina, Charleston, SC
| | - Ayad A. Jaffa
- Department of Medicine, Medical University of South Carolina, Charleston, SC
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut, Lebanon
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24
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Al Hariri M, Elmedawar M, Zhu R, Jaffa MA, Zhao J, Mirzaei P, Ahmed A, Kobeissy F, Ziyadeh FN, Mechref Y, Jaffa AA. Proteome profiling in the aorta and kidney of type 1 diabetic rats. PLoS One 2017; 12:e0187752. [PMID: 29121074 PMCID: PMC5679573 DOI: 10.1371/journal.pone.0187752] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2017] [Accepted: 10/25/2017] [Indexed: 01/04/2023] Open
Abstract
Diabetes is associated with a number of metabolic and cardiovascular risk factors that contribute to a high rate of microvascular and macrovascular complications. The risk factors and mechanisms that contribute to the development of micro- and macrovascular disease in diabetes are not fully explained. In this study, we employed mass spectrometric analysis using tandem LC-MS/MS to generate a proteomic profile of protein abundance and post-translational modifications (PTM) in the aorta and kidney of diabetic rats. In addition, systems biology analyses were employed to identify key protein markers that can provide insights into molecular pathways and processes that are differentially regulated in the aorta and kidney of type 1 diabetic rats. Our results indicated that 188 (111 downregulated and 77 upregulated) proteins were significantly identified in the aorta of diabetic rats compared to normal controls. A total of 223 (109 downregulated and 114 upregulated) proteins were significantly identified in the kidney of diabetic rats compared to normal controls. When the protein profiles from the kidney and aorta of diabetic and control rats were analyzed by principal component analysis, a distinct separation of the groups was observed. In addition, diabetes resulted in a significant increase in PTM (oxidation, phosphorylation, and acetylation) of proteins in the kidney and aorta and this effect was partially reversed by insulin treatment. Ingenuity pathway analysis performed on the list of differentially expressed proteins depicted mitochondrial dysfunction, oxidative phosphorylation and acute phase response signaling to be among the altered canonical pathways by diabetes in both tissues. The findings of the present study provide a global proteomics view of markers that highlight the mechanisms and putative processes that modulate renal and vascular injury in diabetes.
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Affiliation(s)
- Moustafa Al Hariri
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut, Lebanon
| | - Mohamad Elmedawar
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut, Lebanon
| | - Rui Zhu
- Department of Chemistry and Biochemistry, Texas Tech University, Memorial Circle & Boston, Lubbock, Texas, United States of America
| | - Miran A. Jaffa
- Epidemiology and Population Health Department, Faculty of Health Sciences, American University of Beirut, Beirut, Lebanon
| | - Jingfu Zhao
- Department of Chemistry and Biochemistry, Texas Tech University, Memorial Circle & Boston, Lubbock, Texas, United States of America
| | - Parvin Mirzaei
- Department of Chemistry and Biochemistry, Texas Tech University, Memorial Circle & Boston, Lubbock, Texas, United States of America
| | - Adnan Ahmed
- Center for Biotechnology & Genomics, Texas Tech University, Canton & Main, Experimental Sciences building, Lubbock, Texas, United States of America
| | - Firas Kobeissy
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut, Lebanon
| | - Fuad N. Ziyadeh
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut, Lebanon
- Department of Internal Medicine, Faculty of Medicine, American University of Beirut, Beirut, Lebanon
| | - Yehia Mechref
- Department of Chemistry and Biochemistry, Texas Tech University, Memorial Circle & Boston, Lubbock, Texas, United States of America
| | - Ayad A. Jaffa
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut, Lebanon
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Jaffa MA, Luttrell D, Schmaier AH, Klein RL, Lopes-Virella M, Luttrell LM, Jaffa AA. Plasma Prekallikrein Is Associated With Carotid Intima-Media Thickness in Type 1 Diabetes. Diabetes 2016; 65:498-502. [PMID: 26603531 PMCID: PMC4747454 DOI: 10.2337/db15-0930] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/06/2015] [Accepted: 11/16/2015] [Indexed: 12/15/2022]
Abstract
The hypothesis that plasma prekallikrein (PK) is a risk factor for the development of vascular complications was assessed in a study using the Diabetes Control and Complications Trial (DCCT)/Epidemiology and Diabetes Interventions and Complications (EDIC) cohort of subjects with type 1 diabetes. The circulating levels of plasma PK activity were measured in the plasma of 636 subjects with type 1 diabetes (EDIC years 3-5). Common and internal carotid intima-media thickness (IMT) were measured by B-mode ultrasonography in EDIC years 1 and 6. Plasma PK levels were positively and significantly associated with BMI, hemoglobin A1c, systolic blood pressure, total cholesterol, LDL cholesterol, and triglycerides but not with age, sex, duration of diabetes, or HDL cholesterol. Univariate and multivariable statistical models after controlling for other risk factors consistently demonstrated a positive association between plasma PK and progression of internal carotid IMT. Multivariate analysis using a general linear model showed plasma PK to be significantly associated with progression of both internal and combined IMT (Wilks Λ P value of 0.005). In addition, the mean internal carotid IMT levels were higher in subjects with plasma PK levels in the highest 10th percentile compared with subjects with plasma PK levels in the lower 10th percentile (P = 0.048). These novel findings implicate plasma PK as a risk factor for vascular disease in type 1 diabetes.
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Affiliation(s)
- Miran A Jaffa
- Epidemiology and Population Health Department, Faculty of Health Sciences, American University of Beirut, Beirut, Lebanon
| | - Deirdre Luttrell
- Department of Medicine, Medical University of South Carolina, Charleston, SC
| | - Alvin H Schmaier
- Department of Medicine, Case Western Reserve University, Cleveland, OH
| | - Richard L Klein
- Department of Medicine, Medical University of South Carolina, Charleston, SC Research Service, Ralph H. Johnson Department of Veterans Affairs Medical Center, Charleston, SC
| | - Maria Lopes-Virella
- Department of Medicine, Medical University of South Carolina, Charleston, SC
| | - Louis M Luttrell
- Department of Medicine, Medical University of South Carolina, Charleston, SC
| | - Ayad A Jaffa
- Department of Medicine, Medical University of South Carolina, Charleston, SC Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut, Lebanon
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Abou Msallem J, Chalhoub H, Al-Hariri M, Saad L, Jaffa MA, Ziyadeh FN, Jaffa AA. Mechanisms of bradykinin-induced expression of connective tissue growth factor and nephrin in podocytes. Am J Physiol Renal Physiol 2015; 309:F980-90. [PMID: 26447218 DOI: 10.1152/ajprenal.00233.2015] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2015] [Accepted: 09/29/2015] [Indexed: 12/24/2022] Open
Abstract
Diabetic nephropathy (DN) is the main cause of morbidity and mortality in diabetes and is characterized by mesangial matrix deposition and podocytopathy, including podocyte loss. The risk factors and mechanisms involved in the pathogenesis of DN are still not completely defined. In the present study, we aimed to understand the cellular mechanisms through which activation of B2 kinin receptors contribute to the initiation and progression of DN. Stimulation of cultured rat podocytes with bradykinin (BK) resulted in a significant increase in ROS generation, and this was associated with a significant increase in NADPH oxidase (NOX)1 and NOX4 protein and mRNA levels. BK stimulation also resulted in a signicant increase in the phosphorylation of ERK1/2 and Akt, and this effect was inhibited in the presence of NOX1 and Nox4 small interfering (si)RNA. Furthermore, podocytes stimulated with BK resulted in a significant increase in protein and mRNA levels of connective tissue growth factor (CTGF) and, at the same time, a significant decrease in protein and mRNA levels of nephrin. siRNA targeted against NOX1 and NOX4 significantly inhibited the BK-induced increase in CTGF. Nephrin expression was increased in response to BK in the presence of NOX1 and NOX4 siRNA, thus implicating a role for NOXs in modulating the BK response in podocytes. Moreover, nephrin expression in response to BK was also significantly increased in the presence of siRNA targeted against CTGF. These findings provide novel aspects of BK signal transduction pathways in pathogenesis of DN and identify novel targets for interventional strategies.
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Affiliation(s)
- J Abou Msallem
- Biochemistry and Molecular Genetics Department, Faculty of Medicine, American University of Beirut, Beirut, Lebanon
| | - H Chalhoub
- Biochemistry and Molecular Genetics Department, Faculty of Medicine, American University of Beirut, Beirut, Lebanon
| | - M Al-Hariri
- Biochemistry and Molecular Genetics Department, Faculty of Medicine, American University of Beirut, Beirut, Lebanon
| | - L Saad
- Biochemistry and Molecular Genetics Department, Faculty of Medicine, American University of Beirut, Beirut, Lebanon
| | - M A Jaffa
- Epidemiology and Population Health Department, Faculty of Health Sciences, American University of Beirut, Beirut, Lebanon; and
| | - F N Ziyadeh
- Biochemistry and Molecular Genetics Department, Faculty of Medicine, American University of Beirut, Beirut, Lebanon
| | - A A Jaffa
- Biochemistry and Molecular Genetics Department, Faculty of Medicine, American University of Beirut, Beirut, Lebanon; Department of Medicine, Medical University of South Carolina, Charleston, South Carolina
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27
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Jaffa MA, Gebregziabher M, Luttrell DK, Luttrell LM, Jaffa AA. Multivariate Generalized Linear Mixed Models With Random Intercepts To Analyze Cardiovascular Risk Markers in Type-1 Diabetic Patients. J Appl Stat 2015; 43:1447-1464. [PMID: 27829695 DOI: 10.1080/02664763.2015.1103708] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Abstract
Statistical approaches tailored to analyzing longitudinal data that have multiple outcomes with different distributions are scarce. This paucity is due to the non-availability of multivariate distributions that jointly model outcomes with different distributions other than the multivariate normal. A plethora of research has been done on the specific combination of binary-Gaussian bivariate outcomes but a more general approach that allows other mixtures of distributions for multiple longitudinal outcomes has not been thoroughly demonstrated and examined. Here we study a multivariate generalized linear mixed models approach that jointly models multiple longitudinal outcomes with different combinations of distributions and incorporates the correlations between the various outcomes through separate yet correlated random intercepts. Every outcome is linked to the set of covariates through a proper link function that allows the incorporation and joint modelling of different distributions. A novel application was demonstrated on a cohort study of Type 1 diabetic patients to jointly model a mix of longitudinal cardiovascular outcomes and to explore for the first time the effect of glycemic control treatment, plasma prekallikrein biomarker, gender and age on cardiovascular risk factors collectively.
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Affiliation(s)
- Miran A Jaffa
- Epidemiology and Population Health Department, Faculty of Health Sciences, American University of Beirut, Beirut, Lebanon, P.O.Box 11-0236 Riad El-Solh / Beirut, Lebanon 1107 2020
| | - Mulugeta Gebregziabher
- Department of Public Health Sciences, Medical University of South Carolina, Charleston, South Carolina, 135 Cannon Street, Suite 303, Charleston, SC 29425, USA
| | - Deirdre K Luttrell
- Division of Nephrology, Diabetes and Medical Genetics, Department of Medicine, Medical University of South Carolina, Charleston, SC 29425, USA
| | - Louis M Luttrell
- Division of Endocrinology, Diabetes and Medical Genetics, Department of Medicine, Medical University of South Carolina, Charleston, SC 29425, USA
| | - Ayad A Jaffa
- Division of Endocrinology, Diabetes and Medical Genetics, Department of Medicine, Medical University of South Carolina, Charleston, SC 29425, USA; Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut, Lebanon, P.O.Box 11-0236 Riad El-Solh / Beirut, Lebanon 1107 2020
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Jaffa MA, Gebregziabher M, Jaffa AA. Analysis of multivariate longitudinal kidney function outcomes using generalized linear mixed models. J Transl Med 2015; 13:192. [PMID: 26072119 PMCID: PMC4467678 DOI: 10.1186/s12967-015-0557-2] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2015] [Accepted: 06/01/2015] [Indexed: 11/30/2022] Open
Abstract
Background Renal transplant patients are mandated to have continuous assessment of their kidney function over time to monitor disease progression determined by changes in blood urea nitrogen (BUN), serum creatinine (Cr), and estimated glomerular filtration rate (eGFR). Multivariate analysis of these outcomes that aims at identifying the differential factors that affect disease progression is of great clinical significance. Thus our study aims at demonstrating the application of different joint modeling approaches with random coefficients on a cohort of renal transplant patients and presenting a comparison of their performance through a pseudo-simulation study. The objective of this comparison is to identify the model with best performance and to determine whether accuracy compensates for complexity in the different multivariate joint models. Methods and results We propose a novel application of multivariate Generalized Linear Mixed Models (mGLMM) to analyze multiple longitudinal kidney function outcomes collected over 3 years on a cohort of 110 renal transplantation patients. The correlated outcomes BUN, Cr, and eGFR and the effect of various covariates such patient’s gender, age and race on these markers was determined holistically using different mGLMMs. The performance of the various mGLMMs that encompass shared random intercept (SHRI), shared random intercept and slope (SHRIS), separate random intercept (SPRI) and separate random intercept and slope (SPRIS) was assessed to identify the one that has the best fit and most accurate estimates. A bootstrap pseudo-simulation study was conducted to gauge the tradeoff between the complexity and accuracy of the models. Accuracy was determined using two measures; the mean of the differences between the estimates of the bootstrapped datasets and the true beta obtained from the application of each model on the renal dataset, and the mean of the square of these differences. The results showed that SPRI provided most accurate estimates and did not exhibit any computational or convergence problem. Conclusion Higher accuracy was demonstrated when the level of complexity increased from shared random coefficient models to the separate random coefficient alternatives with SPRI showing to have the best fit and most accurate estimates.
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Affiliation(s)
- Miran A Jaffa
- Epidemiology and Population Health Department, Faculty of Health Sciences, American University of Beirut, P.O. Box 11-0236, Riad El-Solh, Beirut, 1107 2020, Lebanon.
| | - Mulugeta Gebregziabher
- Department of Public Health Sciences, Medical University of South Carolina, Charleston, SC, 29425, USA.
| | - Ayad A Jaffa
- Department of Medicine, Medical University of South Carolina, Charleston, SC, USA. .,Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, P.O. Box 11-0236, Riad El-Solh, Beirut, 1107 2020, Lebanon.
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Keum JS, Jaffa MA, Luttrell LM, Jaffa AA. Novel mechanism of plasma prekallikrein (PK) activation by vascular smooth muscle cells: evidence of the presence of PK activator. J BIOL REG HOMEOS AG 2014; 28:587-603. [PMID: 25620170 PMCID: PMC4337887] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
Abstract
The contribution of plasma prekallikrein (PK) to vascular remodeling is becoming increasingly recognized. Plasma PK is activated when the zymogen PK is digested to an active enzyme by activated factor XII (FXII). Here, we present our findings that vascular smooth muscle cells (VSMC) activate plasma PK in the absence of FXII. Extracted plasma membrane and cytosolic fractions of VSMCs activate PK, but the rate of PK activation was greater by the membrane fraction. FXII neutralizing antibody did not affect PK activation by extracted proteins of VSMCs. VSMC PKA was inhibited by the serine protease inhibitors such as aprotinin, phenylmethylsulfonyl fluoride, leupeptin and CTI with CI50 of 0.78 μM, 1 mM, 3.13 μM and 40 nM on the cultured cells, respectively. No inhibition of PK activation by cysteine, aspartic acid, and metalloprotease inhibitors was observed. This is the first report of the presence of an intrinsic PKA in VSMC. Considering that VSMCs are normally separated from the circulating blood by endothelial cells, direct PK activation by VSMCs may play a role in disease states like diabetes, hyperlipidemia or hypertension where the endothelial layer is damaged.
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Affiliation(s)
- Joo-Seob Keum
- Department of Medicine, Division of Endocrinology, Diabetes and Medical Genetics, Medical University of South Carolina, Charleston, SC 29425
| | - Miran A Jaffa
- Epidemiology and Population Health Department, Faculty of Health Sciences, American University of Beirut, Beirut, Lebanon
| | - Louis M Luttrell
- Department of Medicine, Division of Endocrinology, Diabetes and Medical Genetics, Medical University of South Carolina, Charleston, SC 29425
| | - Ayad A. Jaffa
- Department of Medicine, Division of Endocrinology, Diabetes and Medical Genetics, Medical University of South Carolina, Charleston, SC 29425
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut, Lebanon
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Abstract
Analysis of multivariate longitudinal data becomes complicated when the outcomes are of high dimension and informative right censoring is prevailing. Here, we propose a likelihood based approach for high dimensional outcomes wherein we jointly model the censoring process along with the slopes of the multivariate outcomes in the same likelihood function. We utilized pseudo likelihood function to generate parameter estimates for the population slopes and Empirical Bayes estimates for the individual slopes. The proposed approach was applied to jointly model longitudinal measures of blood urea nitrogen, plasma creatinine, and estimated glomerular filtration rate which are key markers of kidney function in a cohort of renal transplant patients followed from kidney transplant to kidney failure. Feasibility of the proposed joint model for high dimensional multivariate outcomes was successfully demonstrated and its performance was compared to that of a pairwise bivariate model. Our simulation study results suggested that there was a significant reduction in bias and mean squared errors associated with the joint model compared to the pairwise bivariate model.
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Affiliation(s)
- Miran A Jaffa
- Epidemiology and Population Health Department, Faculty of Health Sciences, American University of Beirut, Beirut, Lebanon, P.O.Box 11-0236 Riad El-Solh / Beirut, Lebanon 1107 2020
| | - Mulugeta Gebregziabher
- Department of Public Health Sciences, Medical University of South Carolina, Charleston, South Carolina, 135 Cannon Street, Suite 303, Charleston, SC 29425
| | - Ayad A Jaffa
- Department of Biochemistry and Molecular Genetics, Faculty of Medicine, American University of Beirut, Beirut, Lebanon, P.O.Box 11-0236 Riad El-Solh / Beirut, Lebanon 1107 2020. ; Department of Medicine, Medical University of South Carolina, Charleston, SC 29425, USA
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Jaffa MA, Kobeissy F, Al Hariri M, Chalhoub H, Eid A, Ziyadeh FN, Jaffa AA. Global renal gene expression profiling analysis in B2-kinin receptor null mice: impact of diabetes. PLoS One 2012; 7:e44714. [PMID: 23028588 PMCID: PMC3445541 DOI: 10.1371/journal.pone.0044714] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2012] [Accepted: 08/07/2012] [Indexed: 02/06/2023] Open
Abstract
Diabetic nephropathy (DN), the leading cause of end-stage renal failure, is clinically manifested by albuminuria and a progressive decline in glomerular filtration rate. The risk factors and mechanisms that contribute to the development and progression of DN are still incompletely defined. To address the involvement of bradykinin B2-receptors (B2R) in DN, we used a genome wide approach to study the effects of diabetes on differential renal gene expression profile in wild type and B2R knockout (B2R−/−) mice. Diabetes was induced with streptozotocin and plasma glucose levels and albumin excretion rate (AER) were measured at predetermined times throughout the 23 week study period. Longitudinal analysis of AER indicated that diabetic B2R−/−D null mice had a significantly decreased AER levels compared to wild type B2R+/+D mice (P = 0.0005). Results from the global microarray study comparing gene expression profiles among four groups of mice respectively: (B2R+/+C, B2R+/+D, B2R−/−C and B2R−/−D) highlighted the role of several altered pathological pathways in response to disruption of B2R and to the diabetic state that included: endothelial injury, oxidative stress, insulin and lipid metabolism and inflammatory process with a marked alteration in the pro-apoptotic genes. The findings of the present study provide a global genomics view of biomarkers that highlight the mechanisms and putative pathways involved in DN.
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Affiliation(s)
- Miran A. Jaffa
- Epidemiology and Population Health Department, Faculty of Health Sciences, American University of Beirut, Beirut, Lebanon
| | - Firas Kobeissy
- Departments of Biochemistry and Molecular Genetics, American University of Beirut, Beirut, Lebanon
| | - Moustafa Al Hariri
- Departments of Biochemistry and Molecular Genetics, American University of Beirut, Beirut, Lebanon
| | - Hussein Chalhoub
- Departments of Biochemistry and Molecular Genetics, American University of Beirut, Beirut, Lebanon
| | - Assaad Eid
- Anatomy, Cell Biology and Physiological Sciences, Faculty of Medicine, American University of Beirut, Beirut, Lebanon
| | - Fuad N. Ziyadeh
- Departments of Biochemistry and Molecular Genetics, American University of Beirut, Beirut, Lebanon
| | - Ayad A. Jaffa
- Departments of Biochemistry and Molecular Genetics, American University of Beirut, Beirut, Lebanon
- Department of Medicine, Medical University of South Carolina, Charleston, South Carolina, United States of America
- * E-mail:
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Jaffa MA, Jaffa AA, Lipsitz SR. Slope Estimation of Covariates that Influence Renal Outcome following Renal Transplant Adjusting for Informative Right Censoring. J Appl Stat 2012; 39:631-642. [PMID: 25729124 PMCID: PMC4343305 DOI: 10.1080/02664763.2011.610441] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
Abstract
A new statistical model is proposed to estimate population and individual slopes that are adjusted for covariates and informative right censoring. Individual slopes are assumed to have a mean that depends on the population slope for the covariates. The number of observations for each individual is modeled as a truncated discrete distribution with mean dependent on the individual subjects' slopes. Our simulation study results indicated that the associated bias and mean squared errors for the proposed model were comparable to those associated with the model that only adjusts for informative right censoring. The proposed model was illustrated using renal transplant dataset to estimate population slopes for covariates that could impact the outcome of renal function following renal transplantation.
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Affiliation(s)
- Miran A. Jaffa
- Epidemiology and Population Health Department, Faculty of Health Sciences, American University of Beirut, Beirut, Lebanon
| | - Ayad A Jaffa
- Department of Biochemistry, American University of Beirut, Beirut, Lebanon
- Department of Medicine, Medical University of South Carolina, Charleston, SC. 29425, USA
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Jaffa MA, Lipsitz S, Woolson RF. Slope estimation for informatively right censored longitudinal data modelling the number of observations using geometric and Poisson distributions: application to renal transplant cohort. Stat Methods Med Res 2011; 24:819-35. [PMID: 22143404 DOI: 10.1177/0962280211430681] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Analysis of longitudinal data is often complicated by the presence of informative right censoring. This type of censoring should be accounted for in the analysis so that valid slope estimates are attained. In this study, we developed a new likelihood-based approach wherein the likelihood function is integrated over random effects to obtain a marginal likelihood function. Maximum likelihood estimates for the population slope were acquired by direct maximisation of the marginal likelihood function and empirical Bayes estimates for the individual slopes were generated using Gaussian quadrature. The performance of the model was assessed using the geometric and Poisson distributions to model the number of observations for every individual subject. Our model generated valid estimates for the slopes under both distributions with minimal bias and mean squared errors. Our sensitivity analysis confirmed the robustness of the model to assumptions pertaining to the underlying distribution and demonstrated its insensitivity to normality assumptions. Moreover, superiority of the model in terms of accuracy of slope estimates was consistently shown across the different levels of censoring in comparison to the naïve and bootstrap approaches. This model was illustrated using the cohort of renal transplant patients and estimates of the slopes that are adjusted for informative right censoring were acquired.
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Affiliation(s)
- Miran A Jaffa
- Epidemiology and Population Health Department, Faculty of Health Sciences, American University of Beirut, Beirut, Lebanon.
| | | | - Robert F Woolson
- Department of Medicine, Medical University of South Carolina, Charleston, SC 29425, USA. Center for Health Services Research in Primary Care, Durham VAMC, Durham, NC, USA. Department of Biostatistics and Bioinformatics, Duke University Medical Center, Durham, NC, USA
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Jaffa MA, Woolson RF, Lipsitz SR. Slope Estimation for Bivariate Longitudinal Outcomes Adjusting for Informative Right Censoring Using Discrete Survival Model: Application to the Renal Transplant Cohort. J R Stat Soc Ser A Stat Soc 2011; 174:387-402. [PMID: 21533000 PMCID: PMC3082945 DOI: 10.1111/j.1467-985x.2010.00671.x] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/30/2023]
Abstract
Patients undergoing renal transplantation are prone to graft failure which causes lost of follow-up measures on their blood urea nitrogen and serum creatinine levels. These two outcomes are measured repeatedly over time to assess renal function following transplantation. Loss of follow-up on these bivariate measures results in informative right censoring, a common problem in longitudinal data that should be adjusted for so that valid estimates are obtained. In this study, we propose a bivariate model that jointly models these two longitudinal correlated outcomes and generates population and individual slopes adjusting for informative right censoring using a discrete survival approach. The proposed approach is applied to the clinical dataset of patients who had undergone renal transplantation. A simulation study validates the effectiveness of the approach.
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Affiliation(s)
- Miran A. Jaffa
- Department of Medicine, Division of Biostatistics and Epidemiology Medical University of South Carolina, Charleston, SC. 29425
| | - Robert F. Woolson
- Department of Medicine, Division of Biostatistics and Epidemiology Medical University of South Carolina, Charleston, SC. 29425
- Center for Health Services Research in Primary Care, Durham VAMC, Durham, NC
- Department of Biostatistics and Bioinformatics, Duke University Medical Center, Durham, NC
| | - Stuart R. Lipsitz
- Department of Medicine, Division of Biostatistics and Epidemiology Medical University of South Carolina, Charleston, SC. 29425
- Harvard Medical School, Boston, U.S.A. 02120
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Jaffa MA, Woolson RF, Lipsitz SR, Baliga PK, Lopes-Virella M, Lackland DT. Analyses of renal outcome following transplantation adjusting for informative right censoring and demographic factors: A longitudinal study. Ren Fail 2010; 32:691-8. [PMID: 20540637 DOI: 10.3109/0886022x.2010.486495] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Demographic factors such as race, vital status, gender, and age could affect the final renal outcome of patients who undergo renal transplantation. These demographic factors could be assessed at the recipient and donor levels. Repeated measures for blood urea nitrogen (BUN) are typically recorded for each patient following renal transplantation, as a biomarker to assess renal progress. However, once a patient develops renal failure due to graft rejection, no measurement of BUN can be registered and the patient goes back to dialysis. This causes loss of follow-up and incomplete data on BUN measurements, a problem referred to as informative right censoring. If this problem is ignored, inaccurate, and biased estimates will be generated. In this study, unbiased estimates for the rate of change of BUN levels over time adjusted for informative right censoring and demographic factors were acquired using a sophisticated model of analysis. Our results demonstrated that BUN levels for Caucasians were decreasing at a greater rate than African Americans (p < 0.0001). When donors are deceased, African American recipients showed an increase instead of a decrease in their BUN levels following transplantation. Moreover, African Americans showed a decrease in their BUN levels when the donors were African Americans compared with when donors were Caucasians (p = 0.03). Our results also showed that BUN levels were decreasing at a greater rate when donors and recipients were of different gender than when they were of the same gender (p = 0.009). These results suggest that the success of renal transplantation is impacted by the donor/recipient demographic factors.
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Affiliation(s)
- Miran A Jaffa
- Department of Medicine, Medical University of South Carolina, Charleston, SC 29425, USA.
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Wang B, Carter RE, Jaffa MA, Nakerakanti S, Lackland D, Lopes-Virella M, Trojanowska M, Luttrell LM, Jaffa AA. Genetic variant in the promoter of connective tissue growth factor gene confers susceptibility to nephropathy in type 1 diabetes. J Med Genet 2010; 47:391-7. [PMID: 20522428 DOI: 10.1136/jmg.2009.073098] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
BACKGROUND The evidence for genetic susceptibility in the pathogenesis of diabetic nephropathy is well recognised, but the genes involved remain to be identified. It is hypothesised that mutations within the gene encoding connective tissue growth factor (CTGF/CCN2) will increase the propensity of diabetic subjects to develop nephropathy. METHODS AND RESULTS Genomic screening was performed for single nucleotide polymorphisms (SNPs) within the CTGF gene in 862 subjects from the DCCT/EDIC cohort of type 1 diabetes. A novel SNP was identified in the promoter region that changes a C-G at the position -20. The frequency of GG genotype in microalbuminuric patients (albumin excretion rate (AER) >40 mg/24 h) is significantly greater than diabetics with AER <40 mg/24 h, p<0.0001. The relative risk (RR) to develop microalbuminuria in diabetic subjects with the polymorphism is 3X higher than diabetic subjects without the polymorphism (RR 3.142, 95% CI 1.9238 to 5.1249; p<0.05). Kaplan-Meier survival curves demonstrated that the GG genotype group developed microalbuminuria and macroalbuminuria at a more rapid rate than the GC or CC genotypes. Functional studies demonstrated that the basal activity of the substituted allele/promoter (-20 GG allele) was significantly greater than that of the wild type promoter (-20 CC genotype). This higher level of basal activity of substituted allele CTGF/CCN2 promoter was abrogated upon suppression of Smad1 levels, indicating that SNP region in the CTGF/CCN2 promoter plays a vital role in the gene expression. CONCLUSIONS These findings provide the first evidence that variants within the promoter region of the CTGF/CCN2 gene predisposes diabetic subjects to develop albuminuria and demonstrate that Smad1 [corrected] controls the expression of CTGF/CCN2 promoter through this region.
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Affiliation(s)
- Bing Wang
- Department of Medicine, Medical University of South Carolina, 114 Doughty Street, P.O. Box 250776 Charleston, SC 29425, USA
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Webb JG, Tan Y, Jaffa MA, Jaffa AA. Evidence for prostacyclin and cAMP upregulation by bradykinin and insulin-like growth factor 1 in vascular smooth muscle cells. J Recept Signal Transduct Res 2010; 30:61-71. [PMID: 20082561 DOI: 10.3109/10799890903563768] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
Although bradykinin (BK) and insulin like growth factor-1 (IGF-1) have been shown to modulate the functional and structural integrity of the arterial wall, the cellular mechanisms through which this regulation occurs is still undefined. The present study examined the role of second messenger molecules generated by BK and IGF-1 that could ultimately result in proliferative or antiproliferative signals in vascular smooth muscle cells (VSMC). Activation of BK or IGF-1 receptors stimulated the synthesis and release of prostacyclin (PGI(2)) leading to increased production of cAMP in VSMC. Inhibition of p42/p44(mapk) or src kinases prevented the increase in PGI(2) and cAMP observed in response to BK or IGF-1, indicating a role for these kinases in the regulation of cPLA(2) activity in the VSMC. Inhibition of PKC failed to alter production of PGI(2) in response to BK, but further increased both p42/p44(mapk) activation and the synthesis of PGI(2) produced in response to IGF-1. In addition, both BK and IGF-1 significantly induced the expression of c-fos mRNA levels in VSMC, and this effect of BK was accentuated in the presence a cPLA(2) inhibitor. Finally, inhibition of cPLA(2) activity and/or cyclooxygenase activity enhanced the expression of collagen I mRNA levels in response to BK and IGF-1 stimulation. These findings indicate that the effect of BK or IGF-1 to stimulate VSMC growth is an integrated response to the activation of multiple signaling pathways. Thus, the excessive cell growth that occurs in certain forms of vascular disease could reflect dysfunction in one or more of these pathways.
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Affiliation(s)
- Jerry G Webb
- Department of Cell and Molecular Pharmacology, Medical University of South Carolina, Charleston, SC 29425, USA
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Jaffa AA, Usinger WR, McHenry MB, Jaffa MA, Lipstiz SR, Lackland D, Lopes-Virella M, Luttrell LM, Wilson PWF. Connective tissue growth factor and susceptibility to renal and vascular disease risk in type 1 diabetes. J Clin Endocrinol Metab 2008; 93:1893-900. [PMID: 18319310 PMCID: PMC2386274 DOI: 10.1210/jc.2007-2544] [Citation(s) in RCA: 49] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
Abstract
OBJECTIVE We explored the relevance and significance of connective tissue growth factor (CTGF) as a determinant of renal and vascular complications among type 1 diabetic patients. METHODS AND RESULTS We measured the circulating and urinary levels of CTGF and CTGF N fragment in 1050 subjects with type 1 diabetes from the Diabetes Control and Complications Trial/Epidemiology of Diabetes Interventions and Complications (DCCT/EDIC) Study cohort. We found that hypertensive diabetic subjects have significantly higher levels of plasma log CTGF N fragment relative to normotensive subjects (P = 0.0005). Multiple regression analysis showed a positive and independent association between CTGF N fragment levels and log albumin excretion rate (P < 0.0001). In categorical analysis, patients with macroalbuminuria had higher levels of CTGF N fragment than diabetic subjects with or without microalbuminuria (P < 0.0001). Univariate and multiple regression analyses demonstrated an independent and significant association of log CTGF N fragment with the common and internal carotid intima-media thickness. The relative risk for increased carotid intima-media thickness was higher in patients with concomitantly elevated plasma CTGF N fragment and macroalbuminuria relative to patients with normal plasma CTGF N fragment and normal albuminuria (relative risk = 4.76; 95% confidence interval, 2.21-10.25; P < 0.0001). CONCLUSION These findings demonstrate that plasma CTGF is a risk marker of diabetic renal and vascular disease.
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Affiliation(s)
- Ayad A Jaffa
- Department of Medicine, Endocrinology-Diabetes-Medical Genetics, Medical University of South Carolina, 114 Doughty Street, Charleston, SC 29425, USA.
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