| Literature DB >> 32038109 |
Jia-Yun Liu1,2,3, Han-Yu Chen1, Jin-Jia Lin4, Ming-Kun Lu5,6, Hung-Pin Tan7,8, Fong-Lin Jang4, Sheng-Hsiang Lin1,9,10.
Abstract
Several studies have been suggested that immunity plays a part in neurodevelopment and schizophrenia pathogenesis. Early age of onset in schizophrenia is associated with genetic factors which affect neurodevelopment. This study aims to identify immune abnormalities associated with neurodevelopmental impairments in early-onset schizophrenia (EOS) and adult-onset schizophrenia (AOS) patients. We determined the plasma levels of six cytokines (IL-1β, IL-4, IL-6, IL-10, IL-12 and TNF-α) in schizophrenia patients and healthy controls. Measurements included neurological soft signs (NSS) to distinguish and subgroup those with neurodevelopmental impairments. The study included 210 schizophrenia patients, which were divided into 84 EOS and 126 AOS patients, as well as 122 healthy controls. We observed significant differences in levels of IL-4, IL-6 and IL-10 between EOS and AOS patients. The results demonstrated the area under ROC curve (AUC) of the IL-4 in EOS and healthy controls was 0.81. Moreover, these results indicated that AUC of the IL-4 and the combination of IL-4, IL-6 and IL-12 in EOS with NSS and healthy controls were 0.91 and 0.95. These cytokines are altered in EOS and schizophrenia patients with neurodevelopmental impairments and demonstrated good classification abilities. These findings manifested that both pro- and anti-inflammatory cytokines are contributed to the clinical and pathophysiological features of schizophrenia. Future works are expected to explore potential genetic effectors and predictors as well as therapeutic directions in personalized medicine for early-onset schizophrenia. © The author(s).Entities:
Keywords: discriminant analysis.; early-onset; immune dysregulation; neurodevelopment; schizophrenia
Year: 2020 PMID: 32038109 PMCID: PMC6990880 DOI: 10.7150/ijms.38891
Source DB: PubMed Journal: Int J Med Sci ISSN: 1449-1907 Impact factor: 3.738
Characteristics of schizophrenia patients and healthy controls.
| Schizophrenia Patients | Healthy Controls | ||
|---|---|---|---|
| Characteristics | EOS (N=84) | AOS (N=126) | (N=122) |
| N (%) | N (%) | N (%) | |
| Male | 57a (67.9) | 85b (67.5) | 46 (37.7) |
| Drinking | 5 (6.0) | 13 (10.3) | 17 (13.9) |
| Smoking | 29b (34.5) | 62b,c (49.6) | 16 (13.1) |
| Mean (SD) | Mean (SD) | Mean (SD) | |
| Age | 38a (9) | 44c (9) | 41.1 (11.8) |
| Onset age | 16.7 (1.9) | 27 (6.4) | - |
| BMI | 25.9 (5.1) | 26.1b (5.4) | 24.8 (4.5) |
| Disease duration | 20.8 (8.8) | 16.4 (9.5) | - |
| Education | 11.4a (3.1) | 11.7b (2.9) | 14.1 (3.4) |
| NSS | 10.3a (7.0) | 7.3b (4.9) | 1.6 (1.7) |
| SAPS score | 51.67 (30.84) | 39.73c (27.68) | - |
| SANS score | 62.26 (28.63) | 51.58c (24.14) | - |
| Summary SAPS and SANS score | 113.93 (55.68) | 90.77c (42.66) | - |
EOS, early-onset schizophrenia; AOS, adult-onset schizophrenia; BMI, body mass index; NSS, neurological soft signs; SAPS, scale for assessment of positive symptoms; SANS, scale for assessment of negative symptoms.
a significant difference between EOS and healthy controls, p < 0.05.
b significant difference between AOS and healthy controls, p < 0.05.
c significant difference between EOS and AOS patients, p < 0.05.
Comparison of plasma cytokines in patients with early-onset and adult-onset schizophrenia versus healthy controls.
| EOS | AOS | HC | P-value | |||
|---|---|---|---|---|---|---|
| Cytokines | (N=84) | (N=126) | (N=122) | EOS vs. HC | AOS vs. HC | EOS vs. AOS |
| Mean (SD) | Mean (SD) | Mean (SD) | ||||
| IL-1β | 1.22 (0.76) | 1.20 (0.84) | 1.59 (3.13) | 0.2 | 0.2 | 0.4 |
| IL-4 | 1.50 (2.31) | 2.67 (2.80) | 3.24 (2.00) | < 0.0001 | 0.07 | 0.0004 |
| IL-6 | 2.01 (1.48) | 1.67 (1.75) | 1.17 (0.93) | < 0.0001 | 0.005 | 0.03 |
| IL-10 | 2.78 (0.73) | 2.53 (1.00) | 3.17 (1.89) | 0.04 | 0.001 | 0.02 |
| IL-12 | 1.07 (0.60) | 1.06 (0.68) | 1.56 (1.16) | < 0.0001 | < 0.0001 | 0.4 |
| TNF-α | 14.14 (14.05) | 12.91 (14.77) | 20.84 (31.26) | 0.04 | 0.01 | 0.5 |
EOS, early-onset schizophrenia; AOS, adult-onset schizophrenia; HC, healthy controls.
Stratified comparison of summary SAPS and SANS score-based schizophrenia subgroups with plasma cytokines in early-onset and adult-onset schizophrenia patients.
| EOS (N=84) | AOS (N=126) | |||||
|---|---|---|---|---|---|---|
| Low | High | Low | High | |||
| Cytokines | Mean (SD) | Mean (SD) | P value | Mean (SD) | Mean (SD) | P value |
| IL-1β | 1.14 (0.72) | 1.37 (0.82) | 0.17 | 1.18 (0.86) | 1.15 (0.84) | 0.93 |
| IL-4 | 1.35 (2.30) | 1.77 (2.34) | 0.11 | 2.59 (2.72) | 2.87 (3.09) | 0.87 |
| IL-6 | 2.10 (1.38) | 1.87 (1.67) | 0.39 | 1.64 (1.65) | 1.75 (2.01) | 0.93 |
| IL-10 | 2.66 (0.65) | 2.98 (0.83) | 0.12 | 2.51 (0.98) | 2.56 (1.12) | 0.90 |
| IL-12 | 1.03 (0.64) | 1.13 (0.54) | 0.47 | 1.05 (0.68) | 1.08 (0.71) | 0.99 |
| TNF-α | 15.30 (14.45) | 12.06 (13.29) | 0.24 | 14.58 (16.43) | 8.56 (7.78) | 0.18 |
SZ, schizophrenia; EOS, early-onset schizophrenia; AOS, adult-onset schizophrenia; SAPS, scale for assessment of positive symptoms; SANS, scale for assessment of negative symptoms.
High and low score subgroups were partitioned from the schizophrenia patients based on the median of summary SAPS and SANS score.
Results of ROC curves and partial least squares-linear discriminant analysis in schizophrenia, EOS and AOS patients versus healthy controls.
| ROC curves analysis | PLS-LDA | ||||
|---|---|---|---|---|---|
| AUC (95% CI) | Sensitivity | Specificity | Accuracy (%) | Cross-validation accuracy (%) | |
| Schizophrenia patients | |||||
| IL-4 | 0.71 (0.65, 0.76) | 0.66 | 0.57 | 75 | 74 |
| IL-6 | 0.59 (0.53, 0.65) | 0.63 | 0.55 | 63 | 63 |
| IL-12 | 0.66 (0.60, 0.73) | 0.70 | 0.59 | 57 | 57 |
| IL-4 + IL-6 + IL-12 | 0.75 (0.69, 0.80) | 0.72 | 0.65 | 77 | 76 |
| IL-1β + IL-4 + IL-6 + IL-10 + IL-12 + TNF-α | 0.75 (0.70, 0.80) | 0.72 | 0.65 | 74 | 73 |
| EOS patients | |||||
| IL-4 | 0.81 (0.74, 0.88) | 0.77 | 0.76 | 66 | 66 |
| IL-6 | 0.67 (0.59, 0.75) | 0.66 | 0.63 | 69 | 69 |
| IL-12 | 0.66 (0.58, 0.73) | 0.64 | 0.62 | 58 | 57 |
| IL-4 + IL-6 + IL-12 | 0.83 (0.77, 0.90) | 0.79 | 0.77 | 80 | 79 |
| IL-1β + IL-4 + IL-6 + IL-10 + IL-12 + TNF-α | 0.83 (0.77, 0.89) | 0.80 | 0.71 | 82 | 78 |
| AOS patients | |||||
| IL-4 | 0.64 (0.57-0.71) | 0.61 | 0.50 | 70 | 70 |
| IL-6 | 0.54 (0.46, 0.62) | 0.56 | 0.55 | 61 | 61 |
| IL-12 | 0.67 (0.60, 0.74) | 0.67 | 0.64 | 57 | 57 |
| IL-4 + IL-6 + IL-12 | 0.70 (0.64, 0.77) | 0.67 | 0.64 | 77 | 75 |
| IL-1β + IL-4 + IL-6 + IL-10 + IL-12 + TNF-α | 0.72 (0.66, 0.78) | 0.66 | 0.62 | 72 | 71 |
EOS, early-onset schizophrenia; AOS, adult-onset schizophrenia; CI, confidence interval; ROC, receiver operating characteristic curve; PLS-LDA, Partial least squares-linear discriminant analysis.
Results of ROC curves and partial least squares-linear discriminant analysis in schizophrenia, EOS and AOS patients with neurological soft signs versus healthy controls.
| ROC curves analysis | PLS-LDA | ||||
|---|---|---|---|---|---|
| AUC (95% CI) | Sensitivity | Specificity | Accuracy (%) | Cross-validation accuracy (%) | |
| Schizophrenia patients with NSS | |||||
| IL-4 | 0.86 (0.77, 0.95) | 0.83 | 0.79 | 69 | 69 |
| IL-6 | 0.57 (0.43, 0.71) | 0.52 | 0.48 | 64 | 64 |
| IL-12 | 0.71 (0.60, 0.82) | 0.69 | 0.67 | 63 | 60 |
| IL-4 + IL-6 + IL-12 | 0.89 (0.80, 0.98) | 0.83 | 0.79 | 79 | 79 |
| IL-1β + IL-4 + IL-6 + IL-10 + IL-12 + TNF-α | 0.88 (0.79, 0.97) | 0.83 | 0.75 | 77 | 69 |
| EOS patients with NSS | |||||
| IL-4 | 0.91 (0.83, 0.99) | 0.90 | 0.82 | 79 | 79 |
| IL-6 | 0.62 (0.46, 0.78) | 0.55 | 0.57 | 67 | 67 |
| IL-12 | 0.74 (0.64, 0.84) | 0.75 | 0.61 | 71 | 71 |
| IL-4 + IL-6 + IL-12 | 0.95 (0.89, 1.00) | 0.95 | 0.84 | 84 | 84 |
| IL-1β + IL-4 + IL-6 + IL-10 + IL-12 + TNF-α | 0.95 (0.88, 1.00) | 0.90 | 0.80 | 92 | 84 |
| AOS patients with NSS | |||||
| IL-4 | 0.74 (0.53, 0.95) | 0.67 | 0.62 | 64 | 64 |
| IL-6 | 0.54 (0.20, 0.72) | 0.56 | 0.59 | 53 | 48 |
| IL-12 | 0.64 (0.37, 0.90) | 0.67 | 0.53 | 59 | 59 |
| IL-4 + IL-6 + IL-12 | 0.74 (0.51, 0.97) | 0.78 | 0.54 | 69 | 57 |
| IL-1β + IL-4 + IL-6 + IL-10 + IL-12 + TNF-α | 0.74 (0.51, 0.97) | 0.78 | 0.52 | 79 | 46 |
EOS, early-onset schizophrenia; CI, confidence interval; NSS, neurological soft signs; PLS-LDA, Partial least squares-linear discriminant analysis; ROC, receiver operating characteristic curve.
Figure 1(a) Score plot derived from partial least squares-linear discriminant analysis (PLS-LDA) based on the 6 plasma cytokines levels. (b) Variable importance in the projection (VIP) data of the compounds with VIP values in EOS patients and healthy controls.