Identifying the white matter impairments among ART-naïve HIV patients: a multivariate pattern analysis of DTI data.
Eur Radiol
; 27(10): 4153-4162, 2017 Oct.
Article
em En
| MEDLINE
| ID: mdl-28396994
ABSTRACT
OBJECTIVE:
To identify the white matter (WM) impairments of the antiretroviral therapy (ART)-naïve HIV patients by conducting a multivariate pattern analysis (MVPA) of Diffusion Tensor Imaging (DTI) dataMETHODS:
We enrolled 33 ART-naïve HIV patients and 32 Normal controls in the current study. Firstly, the DTI metrics in whole brain WM tracts were extracted for each subject and feed into the Least Absolute Shrinkage and Selection Operators procedure (LASSO)-Logistic regression model to identify the impaired WM tracts. Then, Support Vector Machines (SVM) model was constructed based on the DTI metrics in the impaired WM tracts to make HIV-control group classification. Pearson correlations between the WM impairments and HIV clinical statics were also investigated.RESULTS:
Extensive HIV-related impairments were observed in the WM tracts associated with motor function, the corpus callosum (CC) and the frontal WM. With leave-one-out cross validation, accuracy of 83.08% (P=0.002) and the area under the Receiver Operating Characteristic curve of 0.9110 were obtained in the SVM classification model. The impairments of the CC were significantly correlated with the HIV clinic statics.CONCLUSION:
The MVPA was sensitive to detect the HIV-related WM changes. Our findings indicated that the MVPA had considerable potential in exploring the HIV-related WM impairments. KEY POINTS ⢠WM impairments along motor pathway were detected among the ART-naïve HIV patients ⢠Prominent HIV-related WM impairments were observed in CC and frontal WM ⢠The impairments of CC were significantly related to the HIV clinic statics ⢠The CC might be susceptible to immune dysfunction and HIV replication ⢠Multivariate pattern analysis had potential for studying the HIV-related white matter impairments.Palavras-chave
Texto completo:
1
Coleções:
01-internacional
Base de dados:
MEDLINE
Assunto principal:
Encéfalo
/
Infecções por HIV
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Substância Branca
Tipo de estudo:
Observational_studies
/
Prognostic_studies
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Risk_factors_studies
Limite:
Adult
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Female
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Humans
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Male
Idioma:
En
Revista:
Eur Radiol
Assunto da revista:
RADIOLOGIA
Ano de publicação:
2017
Tipo de documento:
Article
País de afiliação:
China