INTRODUCTION
The advent of combined antiretroviral treatment (cART) has improved the quality of life of HIV-infected individuals, reducing mortality and the severity of many comorbidities. This is also the case for HIV-associated neurocognitive disorders (HAND), which have been reduced considerably in severity; however, neurocognitive symptoms are frequently found in people living with HIV (PLWH) despite effective cART (
1). Despite its incidence, the etiology of HAND is not well understood and may be the consequence of several factors, including non-HIV-associated factors (comorbidities and lifestyle) (
2) as well as viral replication, treatment-induced toxicity, and inflammation in the brain (
3). In addition, microglial cells and central nervous system (CNS)-resident macrophages have been proposed as potential sites of the viral reservoir in the brain and may be critical for the development of HAND (
4). While the most severe form of HIV-related neurological disease, HIV-associated dementia (HAD), has decreased considerably with the advent of cART, the asymptomatic and mild neurocognitive disorders are more frequent and challenging to diagnose (
5). In addition, cART-treated PLWH are living longer, and it has been suggested that HIV-accelerated, age-associated cognitive decline increases the number of HIV-infected people affected by neurological disorders (
6).
Although various biomarkers have been associated with HAND, such as neopterin (
7,
8), there is no clear or specific plasma biomarker to predict, classify, and/or monitor this condition. To define soluble factors in plasma associated with neurological dysfunction and to identify potential new therapeutic targets, we used a customized proteomic array, which was previously employed for the prediction of early onset Alzheimer’s disease (
9). The results were validated in a cohort of PLWH that had undergone longitudinal neuropsychological and neuroimaging assessments and started cART either (i) <3 months or (ii) >6 months after the estimated date of HIV acquisition (
10). Our results show sirtuin-2 (SIRT2), an NAD-dependent deacetylase, to be correlated with the level of
in vivo virus control and to be associated with neurological dysfunction. In addition,
in vitro inhibition studies targeting SIRT2 reduced HIV replication and virus reactivation in different cell types, including T-cell-derived phytohemagglutinin (PHA) blasts but especially in monocyte-derived macrophages and primary glial cells, suggesting involvement of SIRT2 in replication and reactivation of the viral reservoir in the peripheral blood and central nervous system.
DISCUSSION
Since the advent of cART, the severity of the neurological complications of HIV infection have been drastically reduced (
1). However, neurological disorders are frequently reported in PLWH, possibly due to treatment toxicity, inflammation, and viral replication in the brain (
7). Factors not directly related to HIV infection, such as comorbidities, coinfections, and lifestyle-related factors, do probably also contribute to cognitive symptom as well as immune activation and other biomarker variations also commonly found in PLWH on suppressive cART (
21–23). Some forms of HAND share similar clinical manifestations and underlying mechanisms that may be related to those observed in other neurological diseases, such as Alzheimer’s disease and premature aging (
24). However, limited access to CNS tissue complicates the identification of the precise mechanisms involved in the pathogenesis of HAND, hampering early diagnosis of the disease. There is an urgent need to identify plasma biomarkers that are indicative of neurological dysfunction and which could identify novel therapeutic targets in HIV infection. In the present study, we applied an approach that had been previously used for the prediction of the early onset of Alzheimer’s disease (
9) to identify plasma factors that are associated with the level of HIV replication and neurological disease.
Using a proteomics platform, we identify SIRT2 (NAD-dependent deacetylase) as the most differentially detected plasma protein between HIV-infected individuals with high and low plasma viral loads. SIRT2 is one of the seven sirtuin family members, which are class III histone deacetylases with a wide range of functions and involvement in multiple processes in the cell (
25). Compared to other family members, less research has been carried out for SIRT2. Several target proteins involved in numerous immune and neurological pathways have been identified in recent years, suggesting the involvement of SIRT2 in physiologic and pathological processes. In the context of neurological and inflammatory disorders, a dual effect of SIRT2 in the brain environment has been described, showing that SIRT2 can accelerate the development of neurological pathologies but also protect the brain from deterioration (
26,
27). The former aspect has also been described in Alzheimer’s and Parkinson’s diseases, where SIRT2 is thought to contribute to the pathogenic mechanism underlying deacetylation of the α-tubulin molecule and for which specific SIRT2-targeting therapies are under development (
28–31).
In our study in chronic HIV infection, we identified a strong association between plasma levels of SIRT2 with other prominent biomarkers of neurological disorders, such as BDNF, MAPT, and SNCA (
32–34). These associations are in line with
SIRT2 gene expression being mainly detected in brain tissue (
29) and, from our analyses, being produced at especially elevated levels in untreated HIV-infected individuals with HAD (
Fig. 3G). Moreover, SIRT2 expression levels in CNS are also associated with MAPT and NFL, further supporting the associations identified at plasma level in HIV infection (
Fig. 3).
Past studies have found
SIRT2 to be highly expressed in the temporal cortex of individuals with associated dementia (AD) (
29). Our results in PLWH who had undergone longitudinal neuropsychological and neuroimaging assessments also indicate that decreased brain volume near the orbitofrontal cortex was associated with elevated plasma levels of SIRT2. Evidently, more and larger studies determining the
SIRT2 expression patterns in these specific regions of the brain of HIV-infected individuals will be needed to link these observations with neurological outcomes during HIV infection. Still, our data are consistent with findings in a mouse model of frontotemporal dementia, where specific inhibition of SIRT2 by AK-1 in the hippocampus revealed a neuroprotective effect and prevented neuronal loss in this area (
33). Indeed, SIRT2 inhibitors have been shown to improve microtubule dynamics and help increase binding of MAPT and SNCA to α-tubulin (
28). As such, AK-1 and other SIRT2 inhibitors are being tested in
in vitro and
in vivo models of Parkinson and Alzheimer disease (
23,
26).
In addition, the role of SIRT2 in infections has recently begun to be explored (
27). Specifically, SIRT2 accelerates viral replication of hepatitis B virus (HBV), and the use of sirtuin inhibitors has been proposed as potential new therapeutic interventions (
35,
36). In
Listeria monocytogenes infection, SIRT2 translocates to the nucleus and deacetylates H3K18, which associates with a subset of host genes that are crucial during the bacterial life cycle (
37). Furthermore,
Helicobacter pylori infection upregulates
SIRT2 expression in gastric epithelial cells, and specific inhibition is being considered as a therapeutic opportunity (
34). Similarly, in chronic
Staphylococcus aureus infection in mice, the survival rate was increased with SIRT2 deficiency (
38), and in an SIRT2
−/− murine model, bacterial infections were reduced (
37). More recently, in the context of HIV infection, the potential roles of SIRT2 in some HIV-associated comorbidities (insulin resistance and cardiovascular diseases), but also with neurocognitive disorders (
39) and virus life cycle (
40), have emerged. In particular, SIRT1, SIRT2, and SIRT3 can deacetylate and regulate Tat activity and, specifically for SIRT1, the interaction with Tat protein was shown to activate the HIV promoter (
41). Similarly, with these observations, the present study shows that natural control of HIV infection in the absence of cART is associated with lower SIRT2 levels and that plasma protein and gene expression levels correlate positively with pVL and HIV proviral levels. Our results also show that
in vitro inhibition of SIRT2 activity by AK-1 in HIV-infected PHA blasts and in MDMs reduced HIV replication, suggesting that HIV (as other pathogens) may have evolved to hijack sirtuins to enhance their replication (
42).
It is widely accepted that early initiation of treatment is crucial for reducing the size of the HIV reservoir in different anatomical compartments, including the CNS (
18,
43). Particularly, frontal white matter seems to be the main site of HIV reservoir compared to other cerebral regions (
44), with microglial cells and macrophages being major compartments harboring HIV-DNA. Interestingly, a number of studies have addressed the biological actions of SIRT2 on microglial cells and macrophages, all outside of HIV infection. In a murine model for neurological inflammation, SIRT2 was shown to drive brain injury and activation of microglia upon stimulation with lipopolysaccharides (
45,
46). The results that we obtained after
in vitro infection of glial cells directly support this model and suggest that SIRT2 plays an important role in brain injury and the HIV viral cycle, including maintaining the HIV reservoir in the brain.
Limitations of this work are the relatively small study size, availability of samples, and limited neurological evaluation time points, as well as age and sex bias in some of the analyses. While we have not observed any association between SIRT2 plasma levels and age in the studied cohort, the sex bias, especially in early HIV infection, is a recurrent limitation in the field, and more female-centered studies are urgently needed to overcome this gap. Despite these limitations, the present study is the first to link SIRT2 levels to the pathological neurological process in HIV infection and an important role in the HIV life cycle and viral reservoir. These results offer new prospect for the development of therapeutic interventions aiming at HIV cure and restoration of neurological dysfunction.
MATERIALS AND METHODS
Patients.
Chronic untreated HIV-infected individuals (
n = 60) enrolled at the IMPACTA clinics (Peru), Hospital Germans Trias i Pujol (Spain), Sahlgrenska University Hospital in Gothenburg (Sweden), and University of California San Francisco (USA) were classified according to their degree of control of viral replication (see Table S1 in the supplemental material). HIV-infected participants from the ARBRE study (ClinicalTrials registration no. NCT03835546) recruited at Fundació Lluita per la Sida, Hospital Universitari Germans Trias i Pujol, (Spain) who underwent longitudinal neuropsychological and neuroimaging assessments (
Tables 2 and
3), were also included. These participants were divided into 2 arms according to the time from estimated date of HIV acquisition to initiation of cART. The “early-cART” arm (
n = 9) started cART within less than 90 days and the “later-cART” arm (
n = 10) longer than 6 months since estimated time of HIV acquisition (
Tables 2 and
3) (
8). Available plasma, CSF, and dry-pellet PBMC were stored until use. Blood samples from non-HIV-infected donors from the Banc de Sang i Teixits in Barcelona for
in vitro studies were used. The study was approved by the Comité Ètic d’Investigació Clínica of Hospital Germans Trias i Pujol (CEIC EO-12-042 and PI-18-183), and all participants provided their written informed consent. All of the research involving human research participants was performed in accordance with the Declaration of Helsinki.
Proteomic analysis.
A custom-designed chip previously used in a study of Alzheimer’s disease (
9) was used to detect and quantify 185 proteins in plasma samples. After normalization and clustering analyses, differences between groups of patients were analyzed using the
t test, and molecules with a significance level (
P value < 0.05 and FDR < 0.1) were included in further analyses. The functional analysis was performed using the application STRING: functional protein association networks (
https://string-db.org).
Proximity extension assay.
CSF samples were used for proximity extension analysis with Olink (
https://www.olink.com/data-you-can-trust/technology/) for evaluation of neurology, neuroexploratory, and inflammation panels. Relative expression levels are expressed as normalized protein expression (NPX).
Ultrasensitive single-molecule array.
Plasma samples were used for ultrasensitive single-molecule array (SIMOA)-based detection of tau, NFL, GFAP, and UCHL1 on an SR-X instrument (Quanterix). We used the commercially available Neuro 4-plex B kit for absolute quantification of tau, NFL, GFAP, and UCHL1. In brief, samples were thawed and centrifuged and then plated and diluted 4× with the sample dilution buffer to start the establish protocol for SIMOA. Antibody-attached beads designed to bind to specific targets were incubated with the samples, before secondary fluorescent antibodies were added. The plates were loaded into SIMOA array discs in which each well holds one bead and the enzymatic signal can be read.
SIRT2 enzyme-linked immunosorbent assay.
Human SIRT2 enzyme-linked immunosorbent assay (ELISA) kit (Aviva Systems Biology) was used to measure the SIRT2 levels in plasma, and the absolute levels were quantified by applying a 4-parameter logistic curve analysis.
Neuropsychological assessment.
Cognitive evaluation covered 6 cognitive domains to provide a global composite score (2 measures per domain, global NPZ-12). This included a digit test of the Wechsler adult intelligence scale (WAIS-IV); the trail making test (TMT-A) and the symbol digit modalities test (SDMT); grooved pegboard test (GPT); California verbal learning test (CVLT-II); the initial letter “p” and the animals test; and the trail making test (TMT-B) and the Tower of London test (TOL). The vocabulary test of the WAIS-IV was used to estimate premorbid intelligence.
Brain image assessment.
Neurological image data were obtained by magnetic resonance imaging (MRI) (3 Tesla Magnetic Resonance Imaging Siemens Verio scanner). A high resolution T1-weighted three-dimensional (3-D) structural image using a 3-T scanner (Siemens Verio; Siemens Healthcare Sector, Germany) with a 32-phased-array head coil (192 slices in the axial plane; repetition time = 1,900 ms; echo time = 2.72 ms; flip angle = 9°; field of view = 260 × 260 mm; matrix size = 256 × 256 pixels; in-plane resolution = 0.96 × 0.96 mm2; slice thickness = 0.9 mm) was measured. After preprocessing and inspection for the presence of artifacts, all imaging time points were processed following a standard VBM-DARTEL pipeline to obtain MNI normalized and modulated images. Images were spatially smoothed with an 8-mm full width at half maximum (FWHM) isotropic Gaussian kernel. Differences at the whole-brain and voxel-wise level with a P < 0.05 significance threshold were explored. These analyses were controlled for age and total gray matter volume. Voxel values from significant regions were extracted to perform further statistical comparisons.
Bioinformatic analysis of published transcriptomics.
The data set from the NCBI Gene Expression Omnibus (GEO) (
http://www.ncbi.nlm.nih.gov/geo/) databank (accession number
GSE28160) was used for evaluation of
SIRT2 expression levels in postmortem brain tissues (
47).
Real-time PCR.
RNA samples from PBMC dry pellets were retrotranscribed and TaqMan gene expression assay (Applied Biosystems) was used for detection of SIRT2 (Hs01560289_m1) and TBP (Hs99999910_m1). Gene amplification was performed in an Applied Biosystems 7500 Fast real-time PCR system thermocycler, and the relative expression was calculated as 2−ΔCT (where CT is the median threshold cycle from 3 replicates).
Determination of HIV proviral DNA.
HIV proviral DNA was quantified in PBMCs by droplet digital PCR (ddPCR) in duplicates as previously described (
48). Briefly, two different primer/probe sets annealing to the 5′ long terminal repeat and Gag regions, respectively, were used to circumvent sequence mismatch in the patient proviruses, and the
RPP30 housekeeping gene was quantified in parallel to normalize sample input. Raw ddPCR data were analyzed using the QX100 droplet reader and QuantaSoft v.1.6 software (Bio-Rad).
HIV replication of PHA blasts and monocyte-derived macrophages.
Isolated PBMCs from non-HIV-infected donors were stimulated with PHA (5 μg/mL) and interleukin-2 (IL-2) (10 U/mL). After 3 days, PHA blasts were infected with the HIVNL4-3 strain (multiplicity of Infection [MOI], 0.01). For monocyte-derived macrophages (MDMs), PBMCs were depleted using the EasySep human monocyte enrichment kit (Stem Cell). Monocytes were then incubated with macrophage colony-stimulating factor (M-CSF) at 1 μg/mL for 4 days before infection with the HIVBaL strain (MOI, 0.01). HIV replication in PHA blasts and MDMs was evaluated under the following conditions: zidovudine (AZT) (200 μg/mL), dimethyl sulfoxide (DMSO), 10 μM AK-1 (3-[(hexahydro-1H-azepin-1-yl) sulfonyl]-N-(3-nitrophenyl)-benzamide). After 3 days or 1 week in PHA-blast and 4 days in MDM, p24 in supernatant was quantified by ELISA (INNOTEST HIV p24 antigen MAb).
HIV replication of microglial cells.
Primary microglial cells (iCell Microglia; FUJIFILM Cellular Dynamics) were thawed and cultured for 3 days in a 96-well plate at 20,000 glial cells/well following the manufacturer’s recommendations. After 3 days, microglial cells were infected with the HIVNLAD8 strain (MOI, 0.01), and after 16 h, cells were washed. Infected microglial cells were then incubated in the absence or presence of 10 μM AK-1 (Sigma-Aldrich) or AZT (200 μg/mL). After 3 days, p24 in the culture supernatant was quantified by ELISA (INNOTEST HIV p24 antigen MAb).
In vitro HIV reactivation.
The J-LAT A2 cells, which comprises transfected Jurkat cells with a green fluorescent protein (GFP)-encoding HIV minigenome (
49), were stimulated with PMA (1 ng/mL) and cultured in the presence or absence of AK-1 (10 μM). After 24 h, GFP expression was evaluated on a fluorescence-activated cell sorter (FACS) Canto flow cytometer (Becton, Dickinson), and the data were analyzed using FlowJo version 10 software.
Statistical analysis.
Mann-Whitney U test, Wilcoxon matched pairs tests and paired and unpaired t tests, and analysis of variance (ANOVA) test for multiple comparisons corrected by the original FDR method of Benjamini and Hochberg test were applied using GraphPad Prism, version 8. The Spearman's rank test was applied for correlation analyses. For all analyses, P values of <0.05 were considered statistically significant.
ACKNOWLEDGMENTS
We thank all the participants involved in the study.
This work was supported by grants from the Ministerio de Ciencia e Innovación (SAF2012-32078 and PID2020-119710RB-I00), the European Union’s Horizon 2020 research and innovation program under grant agreement 681137-EAVI2020, European Commission (EPIVINF-GA6932308), NIH grant P01-AI131568, JR13/00024, the Institució Catalana de Recerca i Estudis Avançats; ICREA, Swedish State Support for Clinical Research (ALFGBG-717531) and a research agreement with Aelix Therapeutics and Grifols.
E.B. is a research fellow from ISCIII-FIS (CPII19/00012). I.M.-Z. is supported by a P-FIS grant (FI17/00294) from the Carlos III Health Institute (Spain). C.G. was supported by the Ph.D. fellowship of the Spanish Ministry of Education, Culture and Sport (FPU15/03698).
M.R.-R. and C.B. designed the experimental plan. A.K.-T., A.L., and M.R.-R. analyzed communicome data and integrated them with viral parameters. T.W.-C. conducted the custom-designed proteomic arrays and helped in data analysis. M.R.-R. and C.D.-C. integrated communicome analysis with neurological markers at plasma, CSF, and brain postmortem tissue. B.O.-T. and C.D.-C. performed RT-PCR. A.P. and J.A.M.-M. conducted the neurocognitive test, and I.M.-Z. and C.S.-M. analyzed brain image assessments. M.R.-R. and C.D.-C. ran the ELISAs, in vitro experiments, and statistical analyses. M.K.-I. and A.M. provided the J-LAT A2 cell line and support for the in vitro HIV reactivation experiments. R.P. and J.G.P. provided the NLAD8 HIV strain, and E.R.-M. and E.B. helped with monocyte-derived macrophage (MDM) infection procedures. J.M.-P. and C.G. determined the HIV proviral levels at PBMCS. S.S.-A. participated in scientific discussions. B.M., J.A.M.-M., M.G., R.P., and J.S. were in charge of patient recruitment and sample provision. C.B., D.H.-O., and B.C. secured funding support for the study.
B.M. is a consultant for Aelix Therapeutics, S.L. outside of the submitted work. C.B. is founder, CSO, and shareholder of Aelix Therapeutics. The authors have declared that no conflict of interest exists.