BackgroundCardiovascular disease risk prediction models underestimate CVD risk in people living with HIV (PLWH). Our goal is to derive a risk score based on protein biomarkers that could be used to predict CVD in PLWH. Methods and ResultsIn a matched case-control study, we analyzed normalized protein expression data for participants enrolled in 1 of 4 trials conducted by INSIGHT (International Network for Strategic Initiatives in Global HIV Trials). We used dimension reduction, variable selection and resampling methods, and multivariable conditional logistic regression models to determine candidate protein biomarkers and to generate a protein score for predicting CVD in PLWH. We internally validated our findings using bootstrap. A protein score that was derived from 8 proteins (including HGF [hepatocyte growth factor] and interleukin-6) was found to be associated with an increased risk of CVD after adjustment for CVD and HIV factors (odds ratio: 2.17 [95% CI: 1.58-2.99]). The protein score improved CVD prediction when compared with predicting CVD risk using the individual proteins that comprised the protein score. Individuals with a protein score above the median score were 3.10 (95% CI, 1.83-5.41) times more likely to develop CVD than those with a protein score below the median score. ConclusionsA panel of blood biomarkers may help identify PLWH at a high risk for developing CVD. If validated, such a score could be used in conjunction with established factors to identify CVD at-risk individuals who might benefit from aggressive risk reduction, ultimately shedding light on CVD pathogenesis in PLWH.
机构:
Univ South Carolina, South Carolina SmartState Ctr Healthcare Qual, Arnold Sch Publ Hlth, Columbia, SC USA
Univ South Carolina, Arnold Sch Publ Hlth, Dept Epidemiol & Biostat, Columbia, SC USA
Discovery 444,915 Greene St, Columbia, SC 29201 USAUniv South Carolina, South Carolina SmartState Ctr Healthcare Qual, Arnold Sch Publ Hlth, Columbia, SC USA
Gao, Haoyuan
Zhang, Jiajia
论文数: 0引用数: 0
h-index: 0
机构:
Univ South Carolina, South Carolina SmartState Ctr Healthcare Qual, Arnold Sch Publ Hlth, Columbia, SC USA
Univ South Carolina, Arnold Sch Publ Hlth, Dept Epidemiol & Biostat, Columbia, SC USAUniv South Carolina, South Carolina SmartState Ctr Healthcare Qual, Arnold Sch Publ Hlth, Columbia, SC USA
Zhang, Jiajia
Yang, Xueying
论文数: 0引用数: 0
h-index: 0
机构:
Univ South Carolina, South Carolina SmartState Ctr Healthcare Qual, Arnold Sch Publ Hlth, Columbia, SC USA
Univ South Carolina, Arnold Sch Publ Hlth, Dept Hlth Promot Educ & Behav, Columbia, SC USAUniv South Carolina, South Carolina SmartState Ctr Healthcare Qual, Arnold Sch Publ Hlth, Columbia, SC USA
Yang, Xueying
Chen, Shujie
论文数: 0引用数: 0
h-index: 0
机构:
Univ South Carolina, South Carolina SmartState Ctr Healthcare Qual, Arnold Sch Publ Hlth, Columbia, SC USA
Univ South Carolina, Arnold Sch Publ Hlth, Dept Epidemiol & Biostat, Columbia, SC USAUniv South Carolina, South Carolina SmartState Ctr Healthcare Qual, Arnold Sch Publ Hlth, Columbia, SC USA
Chen, Shujie
Mathew, Roy
论文数: 0引用数: 0
h-index: 0
机构:
Loma Linda VA Healthcare Syst, Dept Med, Div Nephrol, Loma Linda, CA USA
Loma Linda Univ, Sch Med, Loma Linda, CA USAUniv South Carolina, South Carolina SmartState Ctr Healthcare Qual, Arnold Sch Publ Hlth, Columbia, SC USA
Mathew, Roy
Weissman, Sharon
论文数: 0引用数: 0
h-index: 0
机构:
Univ South Carolina, South Carolina SmartState Ctr Healthcare Qual, Arnold Sch Publ Hlth, Columbia, SC USA
Univ South Carolina, Sch Med, Dept Internal Med, Columbia, SC USAUniv South Carolina, South Carolina SmartState Ctr Healthcare Qual, Arnold Sch Publ Hlth, Columbia, SC USA
Weissman, Sharon
Olatosi, Bankole
论文数: 0引用数: 0
h-index: 0
机构:
Univ South Carolina, South Carolina SmartState Ctr Healthcare Qual, Arnold Sch Publ Hlth, Columbia, SC USA
Univ South Carolina, Arnold Sch Publ Hlth, Dept Hlth Serv Policy & Management, Columbia, SC USAUniv South Carolina, South Carolina SmartState Ctr Healthcare Qual, Arnold Sch Publ Hlth, Columbia, SC USA
Olatosi, Bankole
Li, Xiaoming
论文数: 0引用数: 0
h-index: 0
机构:
Univ South Carolina, South Carolina SmartState Ctr Healthcare Qual, Arnold Sch Publ Hlth, Columbia, SC USA
Univ South Carolina, Arnold Sch Publ Hlth, Dept Hlth Promot Educ & Behav, Columbia, SC USAUniv South Carolina, South Carolina SmartState Ctr Healthcare Qual, Arnold Sch Publ Hlth, Columbia, SC USA
机构:
Massachusetts Gen Hosp, Boston, MA 02114 USAMassachusetts Gen Hosp, Boston, MA 02114 USA
Fitch, Kathleen, V
McCallum, Sara A.
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Gen Hosp, Boston, MA 02114 USAMassachusetts Gen Hosp, Boston, MA 02114 USA
McCallum, Sara A.
Erlandson, Kristine M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Anschutz Med Campus, Aurora, CO USAMassachusetts Gen Hosp, Boston, MA 02114 USA
Erlandson, Kristine M.
Overton, Edgar Turner
论文数: 0引用数: 0
h-index: 0
机构:
Univ Alabama Birmingham, Birmingham, AL USAMassachusetts Gen Hosp, Boston, MA 02114 USA
Overton, Edgar Turner
Zanni, Markella, V
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Gen Hosp, Boston, MA 02114 USAMassachusetts Gen Hosp, Boston, MA 02114 USA
Zanni, Markella, V
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机构:
Fichtenbaum, Carl
Aberg, Judith A.
论文数: 0引用数: 0
h-index: 0
机构:
Icahn Sch Med Mt Sinai, New York, NY 10029 USAMassachusetts Gen Hosp, Boston, MA 02114 USA
Aberg, Judith A.
Fulda, Evelynne S.
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Gen Hosp, Boston, MA 02114 USAMassachusetts Gen Hosp, Boston, MA 02114 USA
Fulda, Evelynne S.
Kileel, Emma M.
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Gen Hosp, Boston, MA 02114 USAMassachusetts Gen Hosp, Boston, MA 02114 USA
Kileel, Emma M.
Moran, Laura E.
论文数: 0引用数: 0
h-index: 0
机构:
Social & Sci Syst, Silver Spring, MD USAMassachusetts Gen Hosp, Boston, MA 02114 USA
Moran, Laura E.
Bloomfield, Gerald S.
论文数: 0引用数: 0
h-index: 0
机构:
Duke Global Hlth Inst, Durham, NC USA
Univ Illinois, Chicago, IL USAMassachusetts Gen Hosp, Boston, MA 02114 USA
Bloomfield, Gerald S.
Novak, Richard M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Illinois, Chicago, IL USAMassachusetts Gen Hosp, Boston, MA 02114 USA
Novak, Richard M.
Perez-Frontera, Sigrid
论文数: 0引用数: 0
h-index: 0
机构:
Univ Puerto Rico, Sch Med, Med Sci Campus, San Juan, PR 00936 USAMassachusetts Gen Hosp, Boston, MA 02114 USA
Perez-Frontera, Sigrid
Abrams-Downey, Alexandra
论文数: 0引用数: 0
h-index: 0
机构:
Icahn Sch Med Mt Sinai, New York, NY 10029 USAMassachusetts Gen Hosp, Boston, MA 02114 USA
Abrams-Downey, Alexandra
Pierone, Gerald, Jr.
论文数: 0引用数: 0
h-index: 0
机构:
AIDS Res & Treatment Ctr Treasure Coast, Vero Beach, FL USAMassachusetts Gen Hosp, Boston, MA 02114 USA
Pierone, Gerald, Jr.
Kumarasamy, Nagalingeswaran
论文数: 0引用数: 0
h-index: 0
机构:
Voluntary Hlth Serv, Chennai Antiviral Res & Treatment CRS, Chennai, Tamil Nadu, IndiaMassachusetts Gen Hosp, Boston, MA 02114 USA
Kumarasamy, Nagalingeswaran
Ruxrungtham, Kiat
论文数: 0引用数: 0
h-index: 0
机构:
Chulalongkorn Univ, Sch Global Fac Med, Bangkok, Thailand
Thai Red Cross Aids Res Ctr, HIV NAT Res Collaborat, Bangkok, ThailandMassachusetts Gen Hosp, Boston, MA 02114 USA
Ruxrungtham, Kiat
Mngqibisa, Rosie
论文数: 0引用数: 0
h-index: 0
机构:
Wentworth Provincial Hosp, Enhancing Care Fdn, Durban, South AfricaMassachusetts Gen Hosp, Boston, MA 02114 USA
Mngqibisa, Rosie
Douglas, Pamela S.
论文数: 0引用数: 0
h-index: 0
机构:
Duke Univ, Sch Med, Duke Clin Res Inst, Durham, NC USAMassachusetts Gen Hosp, Boston, MA 02114 USA
Douglas, Pamela S.
Ribaudo, Heather J.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard TH Chan Sch Publ Hlth, Ctr Biostat AIDS Res, Boston, MA USAMassachusetts Gen Hosp, Boston, MA 02114 USA
Ribaudo, Heather J.
Grinspoon, Steven K.
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Gen Hosp, Boston, MA 02114 USAMassachusetts Gen Hosp, Boston, MA 02114 USA
机构:
Massachusetts Gen Hosp, Program Nutr Metab, Boston, MA 02114 USA
Harvard Univ, Sch Med, Boston, MA USAMassachusetts Gen Hosp, Program Nutr Metab, Boston, MA 02114 USA
机构:
Albert Einstein Coll Med, Dept Epidemiol & Populat Hlth, 1300 Morris Pk Ave, Bronx, NY 10461 USAAlbert Einstein Coll Med, Dept Epidemiol & Populat Hlth, 1300 Morris Pk Ave, Bronx, NY 10461 USA
Kaplan, Robert C.
Hanna, David B.
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h-index: 0
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Albert Einstein Coll Med, Dept Epidemiol & Populat Hlth, 1300 Morris Pk Ave, Bronx, NY 10461 USAAlbert Einstein Coll Med, Dept Epidemiol & Populat Hlth, 1300 Morris Pk Ave, Bronx, NY 10461 USA
Hanna, David B.
Kizer, Jorge R.
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h-index: 0
机构:
Albert Einstein Coll Med, Dept Epidemiol & Populat Hlth, 1300 Morris Pk Ave, Bronx, NY 10461 USA
Albert Einstein Coll Med, Dept Med Cardiol, 1300 Morris Pk Ave, Bronx, NY 10461 USAAlbert Einstein Coll Med, Dept Epidemiol & Populat Hlth, 1300 Morris Pk Ave, Bronx, NY 10461 USA
机构:
Univ South Carolina, South Carolina SmartState Ctr Healthcare Qual, Arnold Sch Publ Hlth, Columbia, SC USA
Univ South Carolina, Arnold Sch Publ Hlth, Dept Epidemiol & Biostat, Columbia, SC USA
Discovery 444,915 Greene St, Columbia, SC 29201 USAUniv South Carolina, South Carolina SmartState Ctr Healthcare Qual, Arnold Sch Publ Hlth, Columbia, SC USA
Gao, Haoyuan
Zhang, Jiajia
论文数: 0引用数: 0
h-index: 0
机构:
Univ South Carolina, South Carolina SmartState Ctr Healthcare Qual, Arnold Sch Publ Hlth, Columbia, SC USA
Univ South Carolina, Arnold Sch Publ Hlth, Dept Epidemiol & Biostat, Columbia, SC USAUniv South Carolina, South Carolina SmartState Ctr Healthcare Qual, Arnold Sch Publ Hlth, Columbia, SC USA
Zhang, Jiajia
Yang, Xueying
论文数: 0引用数: 0
h-index: 0
机构:
Univ South Carolina, South Carolina SmartState Ctr Healthcare Qual, Arnold Sch Publ Hlth, Columbia, SC USA
Univ South Carolina, Arnold Sch Publ Hlth, Dept Hlth Promot Educ & Behav, Columbia, SC USAUniv South Carolina, South Carolina SmartState Ctr Healthcare Qual, Arnold Sch Publ Hlth, Columbia, SC USA
Yang, Xueying
Chen, Shujie
论文数: 0引用数: 0
h-index: 0
机构:
Univ South Carolina, South Carolina SmartState Ctr Healthcare Qual, Arnold Sch Publ Hlth, Columbia, SC USA
Univ South Carolina, Arnold Sch Publ Hlth, Dept Epidemiol & Biostat, Columbia, SC USAUniv South Carolina, South Carolina SmartState Ctr Healthcare Qual, Arnold Sch Publ Hlth, Columbia, SC USA
Chen, Shujie
Mathew, Roy
论文数: 0引用数: 0
h-index: 0
机构:
Loma Linda VA Healthcare Syst, Dept Med, Div Nephrol, Loma Linda, CA USA
Loma Linda Univ, Sch Med, Loma Linda, CA USAUniv South Carolina, South Carolina SmartState Ctr Healthcare Qual, Arnold Sch Publ Hlth, Columbia, SC USA
Mathew, Roy
Weissman, Sharon
论文数: 0引用数: 0
h-index: 0
机构:
Univ South Carolina, South Carolina SmartState Ctr Healthcare Qual, Arnold Sch Publ Hlth, Columbia, SC USA
Univ South Carolina, Sch Med, Dept Internal Med, Columbia, SC USAUniv South Carolina, South Carolina SmartState Ctr Healthcare Qual, Arnold Sch Publ Hlth, Columbia, SC USA
Weissman, Sharon
Olatosi, Bankole
论文数: 0引用数: 0
h-index: 0
机构:
Univ South Carolina, South Carolina SmartState Ctr Healthcare Qual, Arnold Sch Publ Hlth, Columbia, SC USA
Univ South Carolina, Arnold Sch Publ Hlth, Dept Hlth Serv Policy & Management, Columbia, SC USAUniv South Carolina, South Carolina SmartState Ctr Healthcare Qual, Arnold Sch Publ Hlth, Columbia, SC USA
Olatosi, Bankole
Li, Xiaoming
论文数: 0引用数: 0
h-index: 0
机构:
Univ South Carolina, South Carolina SmartState Ctr Healthcare Qual, Arnold Sch Publ Hlth, Columbia, SC USA
Univ South Carolina, Arnold Sch Publ Hlth, Dept Hlth Promot Educ & Behav, Columbia, SC USAUniv South Carolina, South Carolina SmartState Ctr Healthcare Qual, Arnold Sch Publ Hlth, Columbia, SC USA
机构:
Massachusetts Gen Hosp, Boston, MA 02114 USAMassachusetts Gen Hosp, Boston, MA 02114 USA
Fitch, Kathleen, V
McCallum, Sara A.
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Gen Hosp, Boston, MA 02114 USAMassachusetts Gen Hosp, Boston, MA 02114 USA
McCallum, Sara A.
Erlandson, Kristine M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Anschutz Med Campus, Aurora, CO USAMassachusetts Gen Hosp, Boston, MA 02114 USA
Erlandson, Kristine M.
Overton, Edgar Turner
论文数: 0引用数: 0
h-index: 0
机构:
Univ Alabama Birmingham, Birmingham, AL USAMassachusetts Gen Hosp, Boston, MA 02114 USA
Overton, Edgar Turner
Zanni, Markella, V
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Gen Hosp, Boston, MA 02114 USAMassachusetts Gen Hosp, Boston, MA 02114 USA
Zanni, Markella, V
论文数: 引用数:
h-index:
机构:
Fichtenbaum, Carl
Aberg, Judith A.
论文数: 0引用数: 0
h-index: 0
机构:
Icahn Sch Med Mt Sinai, New York, NY 10029 USAMassachusetts Gen Hosp, Boston, MA 02114 USA
Aberg, Judith A.
Fulda, Evelynne S.
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Gen Hosp, Boston, MA 02114 USAMassachusetts Gen Hosp, Boston, MA 02114 USA
Fulda, Evelynne S.
Kileel, Emma M.
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Gen Hosp, Boston, MA 02114 USAMassachusetts Gen Hosp, Boston, MA 02114 USA
Kileel, Emma M.
Moran, Laura E.
论文数: 0引用数: 0
h-index: 0
机构:
Social & Sci Syst, Silver Spring, MD USAMassachusetts Gen Hosp, Boston, MA 02114 USA
Moran, Laura E.
Bloomfield, Gerald S.
论文数: 0引用数: 0
h-index: 0
机构:
Duke Global Hlth Inst, Durham, NC USA
Univ Illinois, Chicago, IL USAMassachusetts Gen Hosp, Boston, MA 02114 USA
Bloomfield, Gerald S.
Novak, Richard M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Illinois, Chicago, IL USAMassachusetts Gen Hosp, Boston, MA 02114 USA
Novak, Richard M.
Perez-Frontera, Sigrid
论文数: 0引用数: 0
h-index: 0
机构:
Univ Puerto Rico, Sch Med, Med Sci Campus, San Juan, PR 00936 USAMassachusetts Gen Hosp, Boston, MA 02114 USA
Perez-Frontera, Sigrid
Abrams-Downey, Alexandra
论文数: 0引用数: 0
h-index: 0
机构:
Icahn Sch Med Mt Sinai, New York, NY 10029 USAMassachusetts Gen Hosp, Boston, MA 02114 USA
Abrams-Downey, Alexandra
Pierone, Gerald, Jr.
论文数: 0引用数: 0
h-index: 0
机构:
AIDS Res & Treatment Ctr Treasure Coast, Vero Beach, FL USAMassachusetts Gen Hosp, Boston, MA 02114 USA
Pierone, Gerald, Jr.
Kumarasamy, Nagalingeswaran
论文数: 0引用数: 0
h-index: 0
机构:
Voluntary Hlth Serv, Chennai Antiviral Res & Treatment CRS, Chennai, Tamil Nadu, IndiaMassachusetts Gen Hosp, Boston, MA 02114 USA
Kumarasamy, Nagalingeswaran
Ruxrungtham, Kiat
论文数: 0引用数: 0
h-index: 0
机构:
Chulalongkorn Univ, Sch Global Fac Med, Bangkok, Thailand
Thai Red Cross Aids Res Ctr, HIV NAT Res Collaborat, Bangkok, ThailandMassachusetts Gen Hosp, Boston, MA 02114 USA
Ruxrungtham, Kiat
Mngqibisa, Rosie
论文数: 0引用数: 0
h-index: 0
机构:
Wentworth Provincial Hosp, Enhancing Care Fdn, Durban, South AfricaMassachusetts Gen Hosp, Boston, MA 02114 USA
Mngqibisa, Rosie
Douglas, Pamela S.
论文数: 0引用数: 0
h-index: 0
机构:
Duke Univ, Sch Med, Duke Clin Res Inst, Durham, NC USAMassachusetts Gen Hosp, Boston, MA 02114 USA
Douglas, Pamela S.
Ribaudo, Heather J.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard TH Chan Sch Publ Hlth, Ctr Biostat AIDS Res, Boston, MA USAMassachusetts Gen Hosp, Boston, MA 02114 USA
Ribaudo, Heather J.
Grinspoon, Steven K.
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Gen Hosp, Boston, MA 02114 USAMassachusetts Gen Hosp, Boston, MA 02114 USA
机构:
Massachusetts Gen Hosp, Program Nutr Metab, Boston, MA 02114 USA
Harvard Univ, Sch Med, Boston, MA USAMassachusetts Gen Hosp, Program Nutr Metab, Boston, MA 02114 USA
机构:
Albert Einstein Coll Med, Dept Epidemiol & Populat Hlth, 1300 Morris Pk Ave, Bronx, NY 10461 USAAlbert Einstein Coll Med, Dept Epidemiol & Populat Hlth, 1300 Morris Pk Ave, Bronx, NY 10461 USA
Kaplan, Robert C.
Hanna, David B.
论文数: 0引用数: 0
h-index: 0
机构:
Albert Einstein Coll Med, Dept Epidemiol & Populat Hlth, 1300 Morris Pk Ave, Bronx, NY 10461 USAAlbert Einstein Coll Med, Dept Epidemiol & Populat Hlth, 1300 Morris Pk Ave, Bronx, NY 10461 USA
Hanna, David B.
Kizer, Jorge R.
论文数: 0引用数: 0
h-index: 0
机构:
Albert Einstein Coll Med, Dept Epidemiol & Populat Hlth, 1300 Morris Pk Ave, Bronx, NY 10461 USA
Albert Einstein Coll Med, Dept Med Cardiol, 1300 Morris Pk Ave, Bronx, NY 10461 USAAlbert Einstein Coll Med, Dept Epidemiol & Populat Hlth, 1300 Morris Pk Ave, Bronx, NY 10461 USA