Research Article

Broad Learning Enhanced 1H-MRS for Early Diagnosis of Neuropsychiatric Systemic Lupus Erythematosus

Table 5

Changes of major metabolite features detected in 1H-MRS in NPSLE patients vs. healthy controls.

Brain regionMetabolitesHCs ()NPSLE () valueAUC

RPCGCr0.2740.591
PCr0.0350.588
Cr+PCr0.3910.432
NAA0.4780.457
NAAG0.8480.548
NAA+NAAG0.1830.283
NAA+NAAG/Cr+PCr0.0860.62
mI0.2740.557
mI/Cr+PCr0.1650.567
Cho+PCh0.0390.492
Cho+PCh/Cr+PCr0.2490.466
Glu+Gln0.3220.398
Glu+Gln/Cr+PCr0.9530.389

LPCGCr0.4420.485
PCr0.8250.435
Cr+PCr0.2250.41
NAA0.1040.401
NAAG0.2490.444
NAA+NAAG0.0050.66
NAA+NAAG/Cr+PCr0.0060.658
mI0.0090.62
mI/Cr+PCr0.1320.413
Cho+PCh0.6360.391
Cho+PCh/Cr+PCr0.0760.457
Glu+Gln0.5950.682
Glu+Gln/Cr+PCr0.7450.457

RDTCr0.8590.535
PCr0.0080.694
Cr+PCr0.0010.747
NAA0.0020.76
NAAG0.0580.576
NAA+NAAG0.6360.435
NAA+NAAG/Cr+PCr0.0040.639
mI0.4960.66
mI/Cr+PCr0.0410.766
Cho+PCh0.0010.776
Cho+PCh/Cr+PCr0.790.5
Glu+Gln0.7670.478
Glu+Gln/Cr+PCr0.7670.457

LDTCr0.2210.591
PCr0.1880.435
Cr+Cr0.2740.457
NAA0.0760.639
NAAG0.0020.673
NAA+NAAG0.2550.598
NAA+NAAG/Cr+PCr0.0030.735
mI0.0020.60
mI/Cr+PCr0.0020.779
Cho+PCh0.0020.685
Cho+PCh/Cr+PCr0.9290.435
Glu+Gln0.0010.548
Glu+Gln/Cr+PCr0.6150.629

RLNCr0.0050.648
PCr0.0010.673
Cr+PCr0.4780.5
NAA0.3590.5
NAAG0.5150.5
NAA+NAAG0.2250.5
NAA+NAAG/Cr+PCr0.4780.5
mI0.0360.5
mI/Cr+PCr0.7010.603
Cho+PCh0.0030.588
Cho+PCh/Cr+PCr0.0030.598
Glu+Gln0.2310.482
Glu+Gln/Cr+PCr0.8360.432

LLNCr0.1070.457
PCr0.0080.641
Cr+PCr0.0760.501
NAA0.9530.504
NAAG0.1240.526
NAA+NAAG0.7220.557
NAA+NAAG/Cr+PCr0.880.651
mI0.8940.5
mI/Cr+Cr0.0360.478
Cho+PCh0.0070.601
Cho+PCh/Cr+PCr0.0010.541
Glu+Gln0.1320.435
Glu+Gln/Cr+PCr0.3440.5

RICr0.0050.603
PCr0.1930.5
Cr+PCr0.4780.5
NAA0.0230.457
NAAG0.1240.5
NAA+NAAG0.6150.5
NAA+NAAG/Cr+PCr0.2610.5
mI0.2090.466
mI/Cr+PCr0.6260.5
Cho+PCh0.3290.603
Cho+PCh/Cr+PCr0.4250.5
Glu+Gln0.4610.5
Glu+Gln/Cr+PCr0.3590.5

RPWMCr0.4420.5
PCr0.0080.5
Cr+PCr0.8590.5
NAA0.6570.5
NAAG0.2740.5
NAA+NAAG0.1740.5
NAA+NAAG/Cr+PCr0.7230.5
mI0.3290.5
mI/Cr+PCr0.1650.622
Cho+PCh0.1320.495
Cho+PCh/Cr+PCr0.010.576
Glu+Gln0.2610.432
Glu+Gln/Cr+PCr0.1040.535

LPWMCr0.0050.726
PCr0.3750.735
Cr+PCr0.790.704
NAA0.8130.457
NAAG0.0360.5
NAA+NAAG10.5
NAA+NAAG/Cr+PCr0.2250.5
mI0.0330.516
mI/Cr+PCr0.6790.548
Cho+PCh0.1320.603
Cho+PCh/Cr+PCr0.0910.603
Glu+Gln0.5150.5
Glu+Gln/Cr+PCr0.8130.5

Metabolites with significant difference (). Metabolites for our model. Metabolites for our model and metabolites with significant difference ().