A baseline metabolomic signature is associated with immunological CD4+ T-cell recovery after 36 months of antiretroviral therapy in HIV-infected patients

被引:34
作者
Rodriguez-Gallego, Esther [1 ]
Gomez, Josep [1 ,2 ]
Pacheco, Yolanda M. [3 ]
Peraire, Joaquim [1 ]
Vilades, Consuelo [1 ]
Beltran-Debon, Raul [1 ]
Mallol, Roger [2 ]
Lopez-Dupla, Miguel [1 ]
Veloso, Sergi [1 ]
Alba, Veronica [1 ]
Blanco, Julia [4 ,5 ]
Canellas, Nicolau [2 ,6 ]
Rull, Anna [1 ]
Leal, Manuel [3 ]
Correig, Xavier [2 ,6 ]
Domingo, Pere [7 ]
Vidal, Francesc [1 ]
机构
[1] Univ Rovira & Virgili, Hosp Univ Joan 23, IISPV, Dept Internal Med & Infect Dis,HIV Unit, Tarragona, Spain
[2] Rovira & Virgili Univ, IISPV, Dept Elect Engn, Metabol Platform, Tarragona, Spain
[3] Univ Seville, Virgen del Rocio Univ Hosp, CSIC,Inst Biomed Seville,IBiS, Lab Immunovirol,Clin Unit Infect Dis Microbiol &, Seville, Spain
[4] Univ Autonoma Barcelona, IGTP, AIDS Res Inst IrsiCaixa, Badalona, Spain
[5] Univ Vic, Univ Cent Catalunya, Vic, Spain
[6] Spanish Biomed Res Ctr Diabet & Associated Metab, Madrid, Spain
[7] Hosp Santa Creu & Sant Pau, Dept Internal Med, HIV Unit, Barcelona, Spain
关键词
antiretroviral therapy; biomarkers; HIV-1; metabolomics; poor immune recovery; CARDIOVASCULAR-DISEASE; RISK-FACTORS; COUNTS; INDIVIDUALS; MORTALITY; HAART; HDL;
D O I
10.1097/QAD.0000000000001730
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Objectives:Poor immunological recovery in treated HIV-infected patients is associated with greater morbidity and mortality. To date, predictive biomarkers of this incomplete immune reconstitution have not been established. We aimed to identify a baseline metabolomic signature associated with a poor immunological recovery after antiretroviral therapy (ART) to envisage the underlying mechanistic pathways that influence the treatment response.Design:This was a multicentre, prospective cohort study in ART-naive and a pre-ART low nadir (<200 cells/l) HIV-infected patients (n=64).Methods:We obtained clinical data and metabolomic profiles for each individual, in which low molecular weight metabolites, lipids and lipoproteins (including particle concentrations and sizes) were measured by NMR spectroscopy. Immunological recovery was defined as reaching CD4(+) T-cell count at least 250 cells/l after 36 months of virologically successful ART. We used univariate comparisons, Random Forest test and receiver-operating characteristic curves to identify and evaluate the predictive factors of immunological recovery after treatment.Results:HIV-infected patients with a baseline metabolic pattern characterized by high levels of large high density lipoprotein (HDL) particles, HDL cholesterol and larger sizes of low density lipoprotein particles had a better immunological recovery after treatment. Conversely, patients with high ratios of non-HDL lipoprotein particles did not experience this full recovery. Medium very-low-density lipoprotein particles and glucose increased the classification power of the multivariate model despite not showing any significant differences between the two groups.Conclusion:In HIV-infected patients, a baseline healthier metabolomic profile is related to a better response to ART where the lipoprotein profile, mainly large HDL particles, may play a key role.
引用
收藏
页码:565 / 573
页数:9
相关论文
共 32 条
[1]   Metabolic and anthropometric parameters contribute to ART-mediated CD4+ T cell recovery in HIV-1-infected individuals: an observational study [J].
Azzoni, Livio ;
Foulkes, Andrea S. ;
Firnhaber, Cynthia ;
Yin, Xiangfan ;
Crowther, Nigel J. ;
Glencross, Deborah ;
Lawrie, Denise ;
Stevens, Wendy ;
Papasavvas, Emmanouil ;
Sanne, Ian ;
Montaner, Luis J. .
JOURNAL OF THE INTERNATIONAL AIDS SOCIETY, 2011, 14
[2]   Immunological recovery and antiretroviral therapy in HIV-1 infection [J].
Battegay, M ;
Nuesch, R ;
Hirschel, B ;
Kaufmann, GR .
LANCET INFECTIOUS DISEASES, 2006, 6 (05) :280-287
[3]   Important differences in components of the metabolic syndrome between HIV-patients with and without highly active antiretroviral therapy and healthy controls [J].
Bergersen, Bente Magny ;
Schumacher, Anita ;
Sandvik, Leiv ;
Bruun, Johan N. ;
Birkeland, Kare .
SCANDINAVIAN JOURNAL OF INFECTIOUS DISEASES, 2006, 38 (08) :682-689
[4]   Immune reconstitution under antiretroviral therapy: the new challenge in HIV-1 infection [J].
Corbeau, Pierre ;
Reynes, Jacques .
BLOOD, 2011, 117 (21) :5582-5590
[5]   Lipoprotein particle subclasses, cardiovascular disease and HIV infection [J].
Duprez, Daniel A. ;
Kuller, Lewis H. ;
Tracy, Russell ;
Otvos, James ;
Cooper, David A. ;
Hoy, Jennifer ;
Neuhaus, Jacqueline ;
Paton, Nicholas I. ;
Friis-Moller, Nina ;
Lampe, Fiona ;
Liappis, Angelike P. ;
Neaton, James D. .
ATHEROSCLEROSIS, 2009, 207 (02) :524-529
[6]   The Canadian HIV and aging cohort study - determinants of increased risk of cardiovascular diseases in HIV-infected individuals: rationale and study protocol [J].
Durand, Madeleine ;
Chartrand-Lefebvre, Carl ;
Baril, Jean-Guy ;
Trottier, Sylvie ;
Trottier, Benoit ;
Harris, Marianne ;
Walmsley, Sharon ;
Conway, Brian ;
Wong, Alexander ;
Routy, Jean-Pierre ;
Kovacs, Colin ;
MacPherson, Paul A. ;
Monteith, Kenneth Marc ;
Mansour, Samer ;
Thanassoulis, George ;
Abrahamowicz, Michal ;
Zhu, Zhitong ;
Tsoukas, Christos ;
Ancuta, Petronela ;
Bernard, Nicole ;
Tremblay, Cecile L. .
BMC INFECTIOUS DISEASES, 2017, 17
[7]   HIV infection, antiretroviral therapy, and measures of endothelial function, inflammation, metabolism, and oxidative stress [J].
Dysangco, Andrew ;
Liu, Ziyue ;
Stein, James H. ;
Dube, Michael P. ;
Gupta, Samir K. .
PLOS ONE, 2017, 12 (08)
[8]   Long-term Mortality in HIV-Positive Individuals Virally Suppressed for &gt;3 Years With Incomplete CD4 Recovery [J].
Engsig, Frederik N. ;
Zangerle, Robert ;
Katsarou, Olga ;
Dabis, Francois ;
Reiss, Peter ;
Gill, John ;
Porter, Kholoud ;
Sabin, Caroline ;
Riordan, Andrew ;
Faetkenheuer, Gerd ;
Gutierrez, Felix ;
Raffi, Francois ;
Kirk, Ole ;
Mary-Krause, Murielle ;
Stephan, Christoph ;
Garcia de Olalla, Patricia ;
Guest, Jodie ;
Samji, Hasina ;
Castagna, Antonella ;
Monforte, Antonella d'Arminio ;
Skaletz-Rorowski, Adriane ;
Ramos, Jose ;
Lapadula, Giuseppe ;
Mussini, Cristina ;
Force, Lluis ;
Meyer, Laurence ;
Lampe, Fiona ;
Boufassa, Faroudy ;
Bucher, Heiner C. ;
De Wit, Stephane ;
Burkholder, Greer A. ;
Teira, Ramon ;
Justice, Amy C. ;
Sterling, Tim R. ;
Crane, Heidi M. ;
Gerstoft, Jan ;
Grarup, Jesper ;
May, Margaret ;
Chene, Genevieve ;
Ingle, Suzanne M. ;
Sterne, Jonathan ;
Obel, Niels .
CLINICAL INFECTIOUS DISEASES, 2014, 58 (09) :1312-1321
[9]  
Feingold KR, 2000, Cholesterol lowering drugs
[10]   Metabolomics Reveals Differential Levels of Oral Metabolites in HIV-Infected Patients: Toward Novel Diagnostic Targets [J].
Ghannoum, Mahmoud A. ;
Mukherjee, Pranab K. ;
Jurevic, Richard J. ;
Retuerto, Mauricio ;
Brown, Robert E. ;
Sikaroodi, Masoumeh ;
Webster-Cyriaque, Jennifer ;
Gillevet, Patrick M. .
OMICS-A JOURNAL OF INTEGRATIVE BIOLOGY, 2013, 17 (01) :5-15