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Table 2 Candidate biomarkers for LN versus HC and SLE

From: Metabolomics and biomarkers for lupus nephritis – a systematic review

 

Biomarker

LN versus HC

LN versus SLE

Variation

AUC

VIP

Variation

AUC

VIP

Ganguly et al., 2020

Citrate/creatine

0.9136

    
 

Acetate/creatinine ratio

0.6883

    

Li et al., 2017

Theophylline

0.77

0.277

   
 

Oxidized glutathione

0.77

1.473

   
 

Capric acid

0.74

1.486

   
 

3-Indolepropionic acid

0.72

0.650

   
 

Norvaline

0.75

0.630

   
 

Hippuric acid

0.72

0.531

   
 

Sphingosine

0.72

0.533

   
 

Sorbitol

0.75

5.077

   
 

Cortisol

0.73

0.486

   
 

N-acetylglutamine

0.72

0.158

   
 

Glucose 6-phosphate

0.70

0.124

   
 

Riboflavin

0.70

0.738

   
 

Taurine

0.67

0.368

   
 

Creatinine

0.75

0.762

   

Guleria et al., 2016

Leucine

0.82

1.1

-

 

Valine

0.93

1.8

-

 

Alanine

0.87

3.22

-

 

Acetate

0.81

0.62

1

1.44

 

NAG

0.95

2.65

-

 

Glutamate

0.98

1.42

-

 

Citrate

0.99

0.89

-

-

-

 

Choline

0.76

2.72

0.82

4.53

 

Proline

0.82

1.68

-

 

Glycine

0.89

3.33

-

 

Lactate

0.96

8.98

0.75

3.13

 

Glucose

0.80-0.99

1.00–6.30

0.75-0.92

1.00–6.09

 

Histidine

0.85

0.72

-

 

L1\L2

0.94

1.00–2.96

0.98

1.00–2.59

 

L3\L4

0.98

2.00–10.1

0.99

2.00–9.70

 

L5

0.87

0.78

0.96

0.81

 

L6

0.92

1.5

0.96

1.65

 

L7

0.88

1.06

0.96

1.1

 

L8

0.83

0.37

0.93

0.42

 

L9

0.96

1.4

0.98

1.32

Kalantari et al., 2019

4-Methylcatechol

0.73

1.4

-

0.61

-

 

DOPAL

0.72

1.3

0.71

1.2

 

Unknown

0.72

1

-

0.88

-

 

2,2-DMS

0.87

1.3

0.85

2.1

 

Beta-alanine

0.9

1.3

 

1.8

 

Nicotinamide ribotide (NMN)

-

0.73

-

 

1.13

 

Nicotinamide

-

0.74

-

 

1.16

 

Nicotinamide adenine dinucleotide (NAD)

-

0.79

-

 

1.5

 

Nicotinic acid

-

 

-

 

1.1

 

Guanosine triphosphate (GTP)

-

0.73

-

 

1.2

 

Epi-coprostanol

-

0.74

-

 

1.3

 

Pyridoxine

-

0.68

-

 

1.7

 

Hippuric acid

-

0.8

-

 

1.5

 

Anthranilic acid

-

0.76

-

 

1.8

 

Unknown

-

0.74

-

 

1.3

W. Zhang et al., 2022a

(10E,12Z)-(9S)-9-Hydroperoxyoctadeca-10,12-dienoic acid

 

1.424

   
 

5,8,11-Eicosatrienoic acid

 

1.194

   
 

cis-p-Coumaroylcorosolic acid

 

1.532

   
 

Dolichosterone

 

1.865

   
 

Ganoderiol H

 

1.702

   
 

L-Hexanoylcarnitine

 

1.811

   
 

Lycoperoside D

 

1.061

   
 

Malonylcarnitine

 

1.403

   
 

PS(14:1(9Z)/14:0)

 

1.078

   
 

5'-Methylthioadenosine

 

1.119

   
 

Orotidine

 

1.083

   
 

2-Hydroxyethanesulfonate

 

1.997

   
 

4-Hydroxy-2-oxobutanoic acid

 

1.373

   
 

Alanyl-Leucine

 

1.998

   
 

apo-[3-methylcrotonoyl-CoA:carbon-dioxide ligase (ADP-forming)]

 

1.733

   
 

Asymmetric dimethylarginine

 

1.742

   
 

Creatinine

 

1.598

   
 

gamma-Glutamylleucine

 

1.453

   
 

Homocysteine thiolactone

 

1.507

   
 

Leucyl-Valine

 

1.816

   
 

Serylcysteine

 

1.346

   
 

Aldehydo-D-xylose

 

1.709

   
 

myo-Inositol

 

1.407

   
 

Threonic acid

 

1.377

   
 

2,4,6,8-Decatetraenoic acid dehydropiperidide

 

1.642

   
 

4-Amino-1-piperidinecarboxylic acid

 

1.558

   
 

Allantoin

 

1.118

   
 

Aloesol

 

1.546

   
 

Mercaptopurine

 

1.767

   
 

2,4,6,8-Decatetraenoic acid dehydropiperidide

 

1.642

   
 

4-Amino-1-piperidinecarboxylic acid

 

1.558

   
 

Allantoin

 

1.118

   
 

Aloesol

 

1.546

   
 

Mercaptopurine

 

1.767

   
 

Methylimidazole acetaldehyde

 

1.577

   
 

Methylimidazoleacetic acid

 

1.587

   
 

N1-Methyl-4-pyridone-3-carboxamide

 

1.289

   
 

Pyrazine

 

1.380

   
 

Xanthine

 

1.604

   

Y. Zhang et al., 2022

DG (18:3(9Z,12Z,15Z)/20:5(5Z,8Z,11Z,14Z,17Z)/0:0)

   

 

2.45

 

SM d34:2

   

 

2.31

 

1,5-Anhydro-4-deoxy-D-glycero-hex-3-en-2-ulose

   

 

2.04

 

8-(4-Methoxy-2,3,6-trimethyl-phenyl)-6-methyl-octa-3,5-dien-2-one

   

 

2.00

 

Cer-BDS d38:5

   

 

1.90

 

Phenylacetyl-L-glutamine

   

 

1.82

 

a-Amino-g-cyanobutanoate

   

 

1.77

 

Pro-Leu

   

 

1.75

 

lysoDGTS 15:2

   

 

1.73

 

LDGTS 15:1

   

 

1.64

 

Glycidyloleate

   

 

1.53

 

PE 34:1

   

 

2.26

 

1-Hexadecylthio-2-hexadecanoylamino-1,2-dideoxy-sn-glycero-3-phosphocholine

   

 

2.21

 

SM 24:1

   

 

2.02

 

PC (18:3(6Z,9Z,12Z)/18:3(6Z,9Z,12Z))

   

 

2.01

 

Cer-NS d27:4

   

 

1.95

 

PC (14:0/20:3(5Z,8Z,11Z))

   

 

1.90

 

PC 38:6

   

 

1.88

 

PC (13:0/19:0)

   

 

1.86

 

Diisononyl phthalate

   

 

1.73

 

DG 35:5

   

 

1.65

 

PC 40:6

   

 

1.64

 

Serylisoleucine

   

 

1.58

 

SM d36:2

   

 

1.51

 

PC (18:1(9Z)/22:5(7Z,10Z,13Z,16Z,19Z))

   

 

1.51

 

CAY10449

   

 

3.48

 

Nervonic acid

   

 

1.96

  1. aThe metabolites from the study of W. Zhang et al., 2022 are specific to KI, when compared with HC