| |
Cerebral metabolite changes prior to and after antiretroviral therapy in primary HIV infection - process of brain cell inflammation and injury begins very early after infection, worsen over time & in the absence of ART, findings suggest early ART initiation reduces inflammation & neurologic injury
|
| |
| |
Download the PDF here
"Our findings suggest that inflammation and gliosis, the presumed substrates of later neurologic injury, initially manifest during the first year of HIV infection and worsen during early infection in the absence of treatment. In addition, our findings suggest that initiation of ART can alter this trajectory such that markers of inflammatory changes are no longer increasing, possibly limiting the extent of neurologic injury.....
.......Our observations consistently show longitudinal increases of the inflammatory brain metabolite markers Cho/Cr and MI/Cr that suggest worsening inflammation during early untreated HIV. ART initiation during the first year of infection attenuated the increase of these inflammatory cerebral markers, but it did not appear to reverse them within the follow-up period. It is unknown whether after longer-term treatment and follow-up, ART initiated during early infection might reduce or eliminate inflammation, which has been observed in the setting of chronic, treated HIV infection. However, early diagnosis and adoption of ART is associated with low prevalence of neurocognitive impairment, providing further support for early intervention.39 Our MRS-based observations suggest that early ART initiation may be advisable to prevent neurologic dysfunction by slowing and possibly halting HIV-associated neuropathology."
------------------------------
Patient Page
Brain cell injury in HIV infection
When does it start and can it be stopped?
HOW WAS THE STUDY DONE?
The study by Young and colleagues1 in this issue of Neurology® used a technique called magnetic resonance spectroscopy (MRS) to examine the brain chemistry of patients with HIV. MRS is a noninvasive method of measuring the levels of certain chemicals, or "metabolites," in the brain. One metabolite, N-acetylaspartate (NAA), is a marker of healthy brain cells. Three other metabolites, choline (Cho), myo-inositol (MI), and glutamate (Glu), are markers of damaged brain cells and inflammation (see table).
The researchers used MRS to study these brain metabolites in 53 people who were within 1 year of initial HIV infection. For each person, brain MRS was repeated after 6 weeks and then every 6 months until the end of the study. This allowed the researchers to see the changes in brain metabolites over time. During the study, 23 of the participants started taking antiretroviral therapy (ART), which allowed Young and colleagues to compare the brain metabolites before and after treatment with ART.
WHY IS THIS STUDY IMPORTANT?
According to the Centers for Disease Control and Prevention, there are about 1.1 million people in the United States who have been infected with HIV. Almost 50,000 more people are diagnosed each year.2 When HIV infection is not controlled, it can injure the immune system and cause a condition called AIDS.
HIV can also affect the function of the brain. HIV infection can result in problems with thinking, memory, learning, and communication, as well as changes in personality and behavior. At first, the decline in brain function may be mild and barely noticeable. But in some people, the symptoms become more severe. When the symptoms become severe enough to interfere with daily activities (eating, dressing, bathing, etc.), it is called dementia (see "About HIV" in the following section).
In the mid-1990s, doctors began treating HIV with drugs known as ART. Before this, many people with HIV developed dementia. Due to ART, fewer people develop HIV-associated dementia. However, it is becoming clear that many people receiving ART still have important problems with brain function.
Researchers have determined that over time, HIV infection causes brain cell inflammation and injury. This leads to changes in brain chemistry. However, little is known about these changes early in the course of the disease. How soon after the initial infection do these changes happen? Can they be slowed or stopped with ART? These are questions that the authors of the current study wanted to address.
WHAT WERE THE RESULTS?
The MRS results showed that levels of Cho, MI, and Glu began to rise within the first year of HIV infection. This shows that the process of brain cell inflammation and injury begins very early after infection.
The researchers also observed something very important in those taking ART. In these people, the levels of Cho and MI stopped increasing, and the levels of Glu actually decreased. These findings suggest that ART is able to slow or may even stop the ongoing brain cell inflammation and injury seen in early HIV infection.
WHAT ARE THE NEXT STEPS?
The study suggests that the brain injury caused by HIV infection begins very early in the course of the disease, likely before patients have any symptoms. But it also suggests that ART can slow or even stop brain inflammation and injury that leads to these symptoms.
Most patients in this study who began ART did so about 6 months after HIV transmission. If treatment were started earlier, could it completely prevent the brain cell injury? One study of military members with HIV found a much lower rate of cognitive problems than in the civilian population. This may be due to required testing and free access to health care, which enabled earlier treatment.3
Will longer periods of treatment continue to reduce or eliminate inflammation in the brain? What do the improved levels of brain metabolites mean for the day-to-day brain function of patients with HIV? If ART is started early and continued, can dementia and other cognitive problems be prevented in the long term? MRS may be a valuable tool in future research to answer these questions.
------------------------------
Cerebral metabolite changes prior to and after antiretroviral therapy in primary HIV infection
Neurology October 28, 2014
Andrew C. Young Constantin T. Yiannoutsos, PhD Manu Hegde, MD, PhD Evelyn Lee Julia Peterson Rudy Walter Richard W. Price, MD Dieter J. Meyerhoff, PhD Serena Spudich, MD
Abstract
Objective: We examined the longitudinal effects of primary HIV infection (PHI) and responses to early antiretroviral therapy (ART) on the brain using high-field magnetic resonance spectroscopy (MRS).
Methods: Cerebral metabolites were measured longitudinally with 4T proton MRS and assessed for ART effects in participants with PHI. Levels of glutamate (Glu), N-acetylaspartate (NAA), myo-inositol (MI), and choline-containing metabolites (Cho) were measured relative to creatine + phosphocreatine (Cr) in anterior cingulate, basal ganglia, frontal white matter, and parietal gray matter.
Results: Fifty-three participants recruited at median 3.7 months post HIV transmission were followed a median 6.0 months. A total of 23 participants initiated ART during follow-up. Prior to ART, increases per month were observed in Cho/Cr (slope = 0.0012, p = 0.005) and MI/Cr (slope = 0.0041, p = 0.005) in frontal white matter as well as increases in MI/Cr (slope = 0.0041, p < 0.001) and NAA/Cr (slope = 0.0024, p = 0.030) in parietal gray matter. After initiation of ART, prior positive slopes were no longer significantly different from zero, while Glu/Cr in basal ganglia decreased (slope = -0.0038, p = 0.031).
Conclusions: Early in HIV infection, increases of Cho/Cr and MI/Cr in treatment-naive participants suggest progressive inflammation and gliosis in the frontal white matter and parietal gray matter, which is attenuated after initiation of ART. Elevated baseline Glu/Cr in basal ganglia may signal excitotoxicity; its subsequent stabilization and downward trajectory with ART may lend further support for early ART initiation.
GLOSSARY
ART=antiretroviral therapy;
CHI=chronic HIV infection;
Cho=choline-containing metabolites;
Cr=creatine-containing metabolites;
Glu=glutamate;
1H-MRS=proton magnetic resonance spectroscopy;
IQR=interquartile range;
MI=myo-inositol;
MPRAGE=magnetization-prepared rapid gradient echo;
MR=magnetic resonance;
NAA=N-acetylaspartate;
PHI=primary HIV infection;
TCA=tricarboxylic acid;
TE=echo time;
VOI=volume of interest
Proton magnetic resonance spectroscopy (1H-MRS) can detect dynamic cerebral metabolite changes indicative of inflammation and neuronal injury in individuals with HIV.1,-,5 Biochemical cerebral metabolite evidence found in chronic HIV infection (CHI) are low N-acetylaspartate (NAA, a putative marker of neuronal health), high choline-containing metabolites (Cho, a marker of macrophage infiltration and inflammation), and high myo-inositol (MI, an astrocyte marker associated with astrocytosis, gliosis, and inflammation).1,4,5 Low glutamate (Glu) is also reported in CHI with cognitive impairment and is thought to reflect neuronal and glial cell dysfunction.6 Antiretroviral therapy (ART) offers limited reversibility7,8 even for CHI on stable long-term therapy,9 suggesting that early HIV invasion of the CNS10,11 and accrued neuronal damage12 may contribute to the substantial prevalence of HIV-associated neurocognitive disorders in the era of ART.13,14 1H-MRS studies during primary HIV infection (PHI, the first year after HIV transmission) describes inflammation with trends of elevated Cho/creatine-containing metabolites (Cr) and MI/Cr with potentially neurotoxic levels of Glx (combined glutamate and glutamine peak)10,15; this corresponds with neuropathologic immune activation previously reported in PHI.16,-,20
To date, no 1H-MRS study has examined the longitudinal effects of untreated early HIV in the brain, assessing for potentially deleterious effects that may be impacted by intervention with ART. Utilizing a 4T magnetic resonance (MR) scanner, we studied ART-naive PHI participants prospectively, hypothesizing increases in Cho/Cr and MI/Cr. In participants who initiated ART during follow-up, we predicted reduction in markers of inflammation and excitoxicity after treatment.
DISCUSSION
The presumed natural history of HIV neuropathogenesis is progressive inflammation in the CNS leading to clinical neurologic dysfunction. Our findings suggest that inflammation and gliosis, the presumed substrates of later neurologic injury, initially manifest during the first year of HIV infection and worsen during early infection in the absence of treatment. In addition, our findings suggest that initiation of ART can alter this trajectory such that markers of inflammatory changes are no longer increasing, possibly limiting the extent of neurologic injury.
Our cross-sectional findings of lower Cho/Cr and MI/Cr in parietal gray matter in PHI when compared to HIV-uninfected participants may initially be puzzling. However, these results are consistent with our current understanding of the natural history of HIV infection. Longitudinal SIV/macaque studies report an initial elevation of Cho/Cr in acute infection that is subsequently reduced during the transition from acute to primary infection.27,28 Studies with human participants show a similar progression with elevated Cho/Cr at 16-17 days postexposure10 followed by lower Cho,15 consistent with our results of lower Cho/Cr and MI/Cr months after exposure. A plausible biological mechanism for the low Cho/Cr and MI/Cr in PHI may be the result of reduced viral load after the acute phase24 and concomitant reduced membrane turnover and gliosis related to immune stabilization.
Following the prospective ART-naive PHI cohort revealed increases in metabolite levels suggestive of progressive inflammation: Cho/Cr and MI/Cr increased in the frontal white matter and MI/Cr increased in the parietal gray matter. The effect of ART in PHI was assessed with longitudinal mixed linear models, revealing attenuation of increasing inflammatory cerebral metabolite ratios Cho/Cr and MI/Cr with initiation of therapy (figure 2). While effective in preventing the increase of inflammatory cerebral metabolites, no significant reduction in inflammation markers was detected after ART initiation. A recent acute infection study has identified elevations of Cho/Cr in the basal ganglia at 14 days postexposure and its subsequent reduction to control levels with 6 months of ART.29 The reduction of basal ganglia Cho/Cr in that study may be related to the earlier initiation of ART than in our study. It is also possible that this is a region-specific observation, as the study also noted a Cho/Cr elevation in the occipital gray matter at baseline that was not reduced upon ART initiation. Our results suggest attenuation but not reversibility of Cho/Cr and MI/Cr in frontal white matter and parietal gray matter. Reversibility of Cho/Cr and MI/Cr may occur beyond follow-up, but this is unlikely as persistent neuroinflammation has been reported in chronic infection on stable ART.9
An early infection study with 8 individuals scanned within months of initial HIV exposure reported low NAA in the frontal cortical gray matter as compared to seronegative controls. All individuals reported symptoms of acute HIV syndrome and 5 additionally reported severe headaches, numbness in extremities, and difficulty thinking clearly.30 In predominantly less symptomatic acute infection studies, no significant differences in baseline NAA/Cr were identified,10,29 though this may be limited by sample size. Similarly, we report no significant differences in baseline NAA/Cr in PHI as compared to HIV-uninfected controls, but low NAA/Cr in parietal gray matter trended toward significance (p = 0.064).
Interestingly, we found increasing NAA/Cr in this brain region, which may suggest recovery after an initial drop in NAA/Cr that has been reported in acute infection in SIV31 and early infection in humans.30 Evidence for recovery of NAA/Cr is also reported in acute infection studies with increases (greatest in first months post infection) in NAA/Cr in frontal gray matter, frontal white matter, and occipital gray matter despite not detecting significant differences at baseline.29 Furthermore, baseline NAA/Cr in basal ganglia was significantly elevated in Fiebig III/IV when compared to Fiebig I/II,29 which provides additional context for a temporal relationship of recovering NAA/Cr. We detected increases of NAA/Cr in the ART-naive condition, which implies that NAA/Cr recovery in early infection may not be dependent on ART, and hypothesize that the lack of significance in ART-initiated slope can be attributable to the later timeframe rather than the effect of therapy.
In the basal ganglia, Glu/Cr was elevated prior to ART and significantly declined after initiation of therapy (figure 2E). Elevated Glu/Cr prior to ART is concerning for Glu excitotoxicity via excessive NMDA receptor stimulation by increasing Glu production and release from HIV-infected macrophages or microglia32,33 in addition to dysregulation of astrocyte glutamate reuptake.34 Our data suggest that ART may control viral presence and limit Glu excitotoxicity. Alternatively, nucleoside analog reverse transcriptase inhibitors, which 21 of 23 participants received, are known to cause mitochondrial oxidative stress,35 which may result in reduced Glu synthesis from the tricarboxylic acid (TCA) cycle. Diminished resting cerebral blood flow in the lenticular nucleus of 33 predominantly ART-treated participants in early HIV infection may further suggest reduced TCA cycle metabolism.36 Although ART appears to limit Glu excess, mitochondrial toxicity may play a role and must be considered in early adoption of ART. Regardless of the mechanism of Glu reduction, the elevation of Glu/Cr in basal ganglia prior to ART may suggest utility of 1H-MRS as initial screening for neuronal damage prior to NAA/Cr changes.
One limitation of our study is that we assessed metabolite-to-Cr ratios rather than absolute metabolite concentrations. Absolute cerebral metabolite concentration analysis may overcome possible confounds resulting from Cr level alterations in HIV infection or between subject groups.37,38 It is not known whether absolute concentrations of Cr may change during the early stages of infection, and thus characterization of absolute metabolites over time should be considered in future studies. Readers should note that baseline cross-sectional findings may be attributable to HIV and non-HIV influences. For example, despite matching, there is a nonsignificant but notable 4-year difference in median age between the PHI and HIV- cohort and significant age differences with CHI.
Sufficient longitudinal HIV-uninfected control data were not obtained to compare to with PHI data, thus observed PHI trends cannot be conclusively stated to be the result of infection rather than a general process such as aging. Furthermore, due to the large number of statistical tests performed in this study, the evidence provided by this data need to be carefully weighed as p values were not adjusted for multiplicity, inflating the probability of false-positive type 1 errors. If adjusted for multiple comparisons, only our major findings of increasing MI/Cr in parietal gray matter prior to ART and its subsequent attenuation by ART remain significant. Despite these limitations, our study presents novel hypothesis-generating data for ART-naive and ART-initiated longitudinal changes in 1H-MRS cerebral metabolite markers in a large and well-characterized PHI cohort.
Our observations consistently show longitudinal increases of the inflammatory brain metabolite markers Cho/Cr and MI/Cr that suggest worsening inflammation during early untreated HIV. ART initiation during the first year of infection attenuated the increase of these inflammatory cerebral markers, but it did not appear to reverse them within the follow-up period. It is unknown whether after longer-term treatment and follow-up, ART initiated during early infection might reduce or eliminate inflammation, which has been observed in the setting of chronic, treated HIV infection. However, early diagnosis and adoption of ART is associated with low prevalence of neurocognitive impairment, providing further support for early intervention.39 Our MRS-based observations suggest that early ART initiation may be advisable to prevent neurologic dysfunction by slowing and possibly halting HIV-associated neuropathology.
RESULTS
Study participant characteristics.
A total of 53 men with PHI, 16 men and 2 women with CHI, and 19 HIV-uninfected men were studied cross-sectionally. Laboratory and demographic characteristics of the 3 groups are shown in table 1. At baseline, PHI was scanned at median 3.7 months post infection (interquartile range [IQR] 2.1-6.2) while CHI was scanned at median 93 months post diagnosis (IQR 62.9-216.1). Of the 53 PHI participants enrolled in the study, only 5 had a history of ART, of median duration 22 days prior to scanning. In the CHI group, 13 participants were ART-naive, 4 had less than a 2-week history of ART, and 1 had a 4-month proximal history of ART. Significant differences between groups in CD4+ T-cell count, CSF HIV RNA, and CSF leukocytes were identified in the baseline measures (table 1). As compared to HIV-uninfected participants, participants with PHI had lower median values in CD4+ T-cell count, measurable CSF HIV RNA, and higher CSF leukocytes.
Fifty-three participants with PHI were followed longitudinally with a total of 154 scans over a median 6.0 months (IQR 0-26.4). ART was initiated independently from the study by 23 of the 53 PHI participants at a median of 6.4 months (IQR 3.2-16.8) post HIV transmission. ART regimens consisted of 21 nucleoside reverse transcriptase inhibitors, 8 non-nucleoside reverse transcriptase inhibitors, 14 protease inhibitors, 4 integrase inhibitors, and 1 CCR5 entry inhibitor. Participants received ART for a median of 12.9 months (IQR 3.1-29.3) by the conclusion of follow-up.
Cross-sectional baseline cerebral metabolites.
Group differences between PHI and HIV-uninfected participants were noted in parietal gray matter where PHI had lower Cho/Cr (p = 0.007) and MI/Cr (p = 0.030). PHI participants had higher Glu/Cr in the basal ganglia relative to HIV-uninfected participants (p = 0.027). Comparisons between PHI and CHI revealed higher NAA/Cr in frontal white matter (p = 0.003) as well as higher NAA/Cr (p = 0.014) and MI/Cr (p = 0.045) in anterior cingulate in PHI. Finally, CHI compared to HIV-uninfected had lower NAA/Cr in frontal white matter (p = 0.037) and parietal gray matter (p = 0.014) as well as lower Glu/Cr in parietal gray matter (p = 0.033) (table 2 and figure 1). Kruskal-Wallis post-test results were not adjusted for multiple comparisons.
Cerebral metabolite changes prior to ART in PHI.
Cho/Cr and MI/Cr in the frontal white matter and parietal gray matter increased prior to ART initiation. In frontal white matter, the trajectory of ART-naive Cho/Cr and MI/Cr increased at 0.0012/month (p = 0.005) and 0.0041/month (p = 0.005), respectively (figure 2, A and B). Similarly, in the parietal gray matter, ART-naive MI/Cr increased by 0.0041/month (p < 0.001) (figure 2C). In parietal gray matter, NAA/Cr increased by 0.0024/month (p = 0.030) (figure 2D).
Effects of ART on cerebral metabolite changes in PHI.
Treatment with ART was associated with an apparent elimination of prior positive slopes for Cho/Cr and MI/Cr (i.e., slopes became insignificantly different from 0). In frontal white matter, the ART-initiated Cho/Cr slope decreased to 0.00017/month (p = 0.654) and ART-initiated MI/Cr slope decreased to 0.000797/month (p = 0.578) (figure 2, A and B). In parietal gray matter, the ART-initiated MI/Cr slope decreased to -0.0011/month (p = 0.219) (figure 2C). ART-interaction slopes trended toward significance for Cho/Cr and MI/Cr in frontal white matter at -0.0011/month, p = 0.073 and -0.0033/month, p = 0.077, respectively, and was significant for MI/Cr in parietal gray matter with a slope of -0.0052/month, p < 0.001. Interestingly, the significantly elevated baseline Glu/Cr levels in basal ganglia decreased after ART initiation by -0.0038/month (p = 0.031), though a nonsignificant ART-interaction slope (-0.0022/month, p = 0.399) is noted (figure 2E). Decreases in ART-initiated NAA/Cr slope in parietal gray matter were not significantly different from zero (-0.0002/month, p = 0.820) with an ART-interaction slope trending toward significance (-0.0026/month, p = 0.074) (figure 2D). Cerebral metabolite ratio slopes for each region can be found in table 3. p Values were not adjusted for multiple comparison.
METHODS
Study participants and design.
Fifty-three PHI, 19 HIV-uninfected, and 18 CHI participants were recruited at the University of California San Francisco from 2005 to 2011. PHI was defined as recent infection within 12 months prior to enrollment, confirmed by the Serological Testing Algorithm for Recent HIV Seroconversion.21 Estimation of HIV transmission date used standard methods.22 CHI participants had a history of HIV diagnosis for at least 3 years. HIV-uninfected controls were matched to PHI for age, sex, and education level and recruited from the San Francisco community. Exclusion criteria included active neurologic illness, active usage of drugs of abuse, hepatitis B or C infection, and contraindications for MRI. MRS and laboratory data were collected at enrollment, 6 weeks, and every 6 months thereafter. ART start dates and regimens for PHI participants who initiated ART were recorded.
Standard protocol approvals, registrations, and patient consents.
Study participant protocol was approved by UCSF and Yale institutional review boards. Written informed consent was obtained from all participants.
Magnetic resonance spectroscopy.
1H-MRS examinations were performed on a Bruker (Billerica, MA) MedSpec 4T MR system with Siemens (Munich, Germany) Trio console in the Center for Imaging of Neurodegenerative Diseases at the San Francisco VA Medical Center. Short echo time (TE) single-volume stimulated-echo acquisition mode spectra (repetition time/TE/TM = 2,000/12/10 ms, spectral width = 2,000 Hz, 128 scans, vector size = 2,048 points, total time = 4:16 minutes) for 4 volumes of interest (VOIs) were selected on sagittal magnetization-prepared rapid gradient echo (MPRAGE) and axial turbo spin-echo images corresponding to different tissue types: (1) anterior cingulate cortex (20 x 20 x 20 mm3), (2) frontal white matter (15 x 25 x 20 mm3), (3) basal ganglia (17 x 35 x 15 mm3, centered on internal capsule and maximizing inclusion of caudate, putamen, and globus pallidus), and (4) parietal gray matter (20 x 20 x 20 mm3), maximizing gray matter by covering posterior cingulate (figure e-1 on the Neurology® Web site at Neurology.org). Proper repositioning of VOIs for repeat MRS was ascertained by matching VOI positions on sagittal T1 MPRAGE and axial T2-weighted images to baseline imaging. MR acquisition and processing are described in further detail in prior reports18,23 (note absolute concentrations were not calculated in the current study). The MR signal was normalized with Cr as presented in prior 1H-MRS studies.1,3,8,10,24
MRS data processing.
For each metabolite peak, area under the curve was determined using the SITOOLS software package,25 which used a parametric model of known metabolites and modeled spectral components to fit all resonances and a nonparametric fit of the baseline. Metabolite areas were converted to metabolite ratios-Glu/Cr, MI/Cr, NAA/Cr, and Cho/Cr-to correct for imager and localization method differences and uncontrollable experimental conditions such as gain instabilities, and further avoided the need to correct for different contributions of CSF to the analyzed MRS volumes. Spectra were reviewed when any of the metabolite ratios was greater than 1.5 SDs from the mean within each group. Reviewers were blinded to which metabolite deviated from the mean and were instructed to ensure that the software model fit the spectra accurately. When the model deviated from the observed spectra, parameters were adjusted in the SITOOLS software to ensure an improved fit, and these data were used. Spectra were excluded when exhibiting poor signal-to-noise ratios or excessive water signal. Individual metabolite values were excluded if the optimized fitting did not yield satisfactory results. In the frontal white matter, 135/154 PHI spectra, 14/18 CHI spectra, and 17/19 HIV-uninfected spectra (p = 0.471, χ2) were retained. In the parietal gray matter, 146/154 PHI spectra, 16/18 CHI spectra, and 19/19 HIV-uninfected spectra (p = 0.316, χ2) were retained. In the anterior cingulate, 140/154 PHI spectra, 12/18 CHI spectra, and 17/19 HIV-uninfected spectra (p = 0.009, χ2) were retained. The lower spectra count is attributable to delayed initiation of CHI anterior cingulate acquisition. In the basal ganglia, 135/154 PHI spectra, 16/18 CHI spectra, and 17/19 HIV-uninfected spectra were retained (p = 0.966, χ2).
Laboratory data.
Specimen sampling, processing, and laboratory studies.
CSF, blood, and standardized medical and neurologic assessments were obtained as previously described.26 Standard clinical CSF analyses and blood T-lymphocyte subsets were measured on fresh samples. HIV RNA levels were measured in previously frozen (-70°C) cell-free paired CSF and plasma samples in the same PCR run using the ultrasensitive Amplicor HIV Monitor V.1.5 (Roche Molecular Diagnostic Systems, Basel, Switzerland) or the Abbott RealTime HIV (Abbot Laboratories, Abbott Park, IL) assays.
Statistical analysis.
Median follow-up times and times from enrollment to ART initiation were calculated via the Kaplan-Meier method. Baseline comparisons were made using the Kruskal-Wallis nonparametric test and the Fisher exact test. For 1H-MRS, subject-specific metabolite signal areas from Glu, NAA, Cho, and MI relative to Cr areas were calculated for each VOI. Metabolite ratios between PHI, CHI, and HIV-uninfected controls were cross-sectionally compared for each VOI with the Kruskal-Wallis test. For the longitudinal analysis, a 2-phase linear mixed model utilizing an unstructured covariance matrix compared changes in pre-ART and post-ART metabolite ratios. A linear response curve was fitted to the time period for measurements absent treatment (ART-naive) and a different linear response curve to the period after the start of treatment (ART-initiated) with the change in slopes reported as ART-interaction. ART-naive and ART-initiated linear response curves were constrained to meet at the time of ART initiation (figure e-2). Starting values (intercepts) of the cerebral metabolite ratios were allowed to vary from participant to participant as were the linear slopes in the absence of treatment and after ART initiation. Statistical analyses were performed using SAS version 9.2 (SAS Institute, Cary, NC), STATA version 11.0 (StataCorp, College Station, TX), and graphics were generated by Graphpad (La Jolla, CA) Prism version 6.00.
|
|
| |
| |
|
|
|
