| Literature DB >> 29302405 |
Andrea B Agarwal1, Austin J Christensen1, Cheng-Yuan Feng1, Dan Wen2, L Alan Johnson3, Christopher S von Bartheld1.
Abstract
Recent studies have implicated exotropia as a risk factor for schizophrenia. We determined whether schizophrenia biomarkers have abnormal levels of expression in extraocular muscles from patients with strabismus and explored whether differences in gene expression between medial and lateral rectus muscles may explain the specific association of schizophrenia with exotropia but not esotropia. Samples from horizontal extraocular muscles were obtained during strabismus surgery and compared with age- and muscle type-matched normal muscles from organ donors. We used PCR arrays to identify differences in gene expression among 417 signaling molecules. We then focused on established schizophrenia-related growth factors, cytokines, and regulators of the extracellular matrix. Among 36 genes with significantly altered gene expression in dysfunctional horizontal rectus muscles, over one third were schizophrenia-related: CTGF, CXCR4, IL1B, IL10RA, MIF, MMP2, NPY1R, NRG1, NTRK2, SERPINA3, TIMP1, TIMP2, and TNF (adjusted p value ≤ 0.016667). By PCR array, expression of three of these genes was significantly different in medial rectus muscles, while eleven were significantly altered in lateral rectus muscles. Comparing baseline levels between muscle types, three schizophrenia-related genes (NPY1R, NTRK2, TIMP2) had lower levels of expression in medial rectus muscles. Despite the surprisingly large number of schizophrenia-related genes with altered gene expression levels in dysfunctional muscles, the lack of specificity for medial rectus muscles undermines a model of shared, region-specific gene expression abnormalities between exotropia and schizophrenia, but rather suggests consideration of the alternative model: that exotropia-induced aberrant early visual experiences may enable and/or contribute as a causative factor to the development of schizophrenia.Entities:
Keywords: Biomarker; Extracellular matrix; Extraocular muscle; Gene expression; Growth factor; PCR Array; Schizophrenia; Strabismus
Year: 2017 PMID: 29302405 PMCID: PMC5742522 DOI: 10.7717/peerj.4214
Source DB: PubMed Journal: PeerJ ISSN: 2167-8359 Impact factor: 2.984
Figure 1The cartoon depicts two scenarios (A and B) for a patient with exotropia, indicating muscle action of the agonist/antagonist horizontal eye muscles: the medial (MR) and lateral (LR) rectus muscles.
(A) shows one possibility, that the LR is overactive (too strong, large lightning bolt); (B) shows another possibility, that the MR is underacting (too weak, small lightning bolt). The two possibilities are not mutually exclusive. Recent work indicates that the agonist can be rebuilt in horizontal strabismus and that rebuilding at an appropriate muscle length aligns the eyes, indicating that properties of the agonist in strabismus are mechanistically involved (Debert et al., 2016). The cartoon also shows the second possible site of impairment, the innervational control, which is thought to also cause strabismus (for a detailed discussion of the causes of strabismus, see Von Noorden & Campos, 2002; Von Bartheld, Croes & Johnson, 2010).
Figure 2Depiction of two models (Models A and B) of how the correlation between exotropia and schizophrenia may be interpreted, keeping in mind that correlation alone is not evidence for causation.
In both models, imbalances of signaling molecules are considered essential. (A) In model A, exotropia is an epiphenomenon, not causally related to schizophrenia, but a predictor. (B) In model B, exotropia is—possibly—causally involved in schizophrenia, by inducing abnormal early visual experiences, and therefore may be a true risk factor.
Genes presented in Text, Tables 2–6, and figures.
Genes are listed alphabetically by gene symbol abbreviation.
| Gene symbol | Gene name/description |
|---|---|
| ACTB | Actin beta |
| ACVR2B | Activin A receptor type 2B |
| AHI1 | Abelson helper integration site 1 |
| AKT1 | AKT serine/threonine kinase 1 (protein kinase B) |
| ATP2A1 | ATPase sarcoplasmic/endoplasmic reticulum Ca2+ transporting 1 (SERCA1) |
| BDNF | Brain derived neurotrophic factor |
| BMP4 | Bone morphogenetic protein 4 |
| CAV3 | Caveolin 3 |
| CCL16 | C-C motif chemokine ligand 16 |
| CNTF | Ciliary neurotrophic factor |
| CNTFR | Ciliary neurotrophic factor receptor |
| CNTN1 | Contactin 1 |
| CRYAB | Crystallin alpha B |
| CS | Citrate synthase |
| CTGF | Connective tissue growth factor |
| CXCR4 | C-X-C motif chemokine receptor 4 |
| DCX | Doublecortin |
| DDR2 | Discoidin domain receptor tyrosine kinase 2 |
| DES | Desmin |
| DISC1 | Disrupted in schizophrenia 1 |
| DMD | Dystrophin |
| DYSF | Dysferlin |
| GAPDH | Glyceraldehyde-3-phosphate dehydrogenase |
| GDF9 | Growth differentiation factor 9 |
| GDNF | Glial cell derived neurotrophic factor |
| GFRA2 | GDNF family receptor alpha 2 |
| GSK3B | Glycogen synthase kinase 3 |
| ICAM1 | Intercellular adhesion molecule 1 |
| IFNG | Interferon gamma |
| IGF1 | Insulin like growth factor 1 |
| IKBKB | Inhibitor of nuclear factor kappa B kinase subunit beta |
| IL1A | Interleukin 1 alpha |
| IL1B | Interleukin 1 beta |
| IL6R | Interleukin 6 receptor |
| IL7 | Interleukin 7 |
| IL10RA | Interleukin 10 receptor subunit alpha |
| MIF | Macrophage migration inhibitory factor |
| MMP1 | Matrix metallopeptidase 1 |
| MMP2 | Matrix metallopeptidase 2 |
| MMP9 | Matrix metallopeptidase 9 |
| MUSK | Muscle associated receptor tyrosine kinase |
| MYH2 | Myosin heavy chain 2 |
| NEB | Nebulin |
| NGF | Nerve growth factor |
| NLGN1 | Neuroligin 1 |
| NOTCH2 | Notch 2 |
| NPFFR2 | Neuropeptide FF receptor 2 |
| NPY1R | Neuropeptide Y receptor Y1 |
| NRCAM | Neuronal cell adhesion molecule |
| NRG1 | Neuregulin 1 |
| NT-4 | Neurotrophin 4 |
| NTRK1 | Neurotrophic receptor tyrosine kinase 1 |
| NTRK2 | Neurotrophic receptor tyrosine kinase 2 |
| PAX3 | Paired box 3 |
| PAX6 | Paired box 6 |
| PAX7 | Paired box 7 |
| PMX2B/PHOX2B | Paired like homeobox 2b |
| PPARGC1A | Peroxisome proliferator-activated receptor gamma coactivator 1 alpha |
| PPARGC1B | Peroxisome proliferator-activated receptor gamma coactivator 1 beta |
| PRKAB2 | Protein kinase AMP-activated non-catalytic subunit beta 2 |
| PRKAG3 | Protein kinase AMP-activated non-catalytic subunit gamma 2 |
| PTGER2 | Prostaglandin E receptor 2 |
| RELN | Reelin |
| RPLP0 | Ribosomal protein lateral stalk subunit P0 |
| SERPINA3 | Serpin family A member 3 |
| SLC2A4 | Solute carrier family 2 member 4 |
| SLIT2 | Slit guidance ligand 2 |
| SPP1 | Secreted phosphoprotein 1 |
| TCF4 | Transcription factor 4 |
| TGFB1 | Transforming growth factor beta 1 |
| TIMP1 | Tissue inhibitor of metalloproteinases 1 |
| TIMP2 | Tissue inhibitor of metalloproteinases 2 |
| TNF | Tumor necrosis factor |
| TNNI2 | Troponin I2, fast skeletal type |
| TNNT3 | Troponin T3, fast skeletal type |
| TRIM63 | Tripartite motif containing 63 |
| TTN | Titin |
Altered expression of signaling molecules in horizontal rectus muscles from patients with strabismus, with gray shading indicating schizophrenia-related genes.
The fold-difference compared with normal (donor) horizontal rectus muscles is shown. For gene names, see Table 1.
| Fold difference | ||||||
|---|---|---|---|---|---|---|
| Gene symbol | Increase | Decrease | Confirmation | Reference for schizophrenia | ||
| 0.14 | 5 | |||||
| 7.80 | 5 | |||||
| 11.06 | 5 | MA 5.39 | ||||
| 0.30 | 5 | |||||
| 0.28 | 5 | |||||
| 6.39 | 5 | MA 7.02 | ||||
| 2.86 | 8 | MA 5.15 | ||||
| DCX | 9.59 | 7 | 0.020369 | |||
| 3.11 | 7 | MA 3.49 | ||||
| 0.36 | 7 | |||||
| 0.11 | 10 | MA 0.40 | ||||
| 2.05 | 5 | |||||
| 0.51 | 5 | MA 1.98 | ||||
| 6.64 | 7 | |||||
| 3.70 | 15 | |||||
| IL7 | 2.37 | 7 | 0.018221 | MA 3.78 | ||
| 4.42 | 8 | MA 3.19 | ||||
| 1.81 | 5 | |||||
| 4.63 | 5 | MA 3.68 | ||||
| NOTCH2 | 4.96 | 7 | 0.027403 | MA 3.32 | ||
| 44.43 | 8 | MA 8.89 | ||||
| 4.51 | 8 | |||||
| 0.25 | 10 | |||||
| 3.09 | 10 | |||||
| 3.71 | 10 | MA 3.34 | ||||
| 0.29 | 12 | |||||
| PAX6 | 24.85 | 7 | 0.020369 | |||
| 0.11 | 10 | |||||
| 0.26 | 4 | MA 0.73 | ||||
| 0.22 | 4 | |||||
| 0.27 | 5 | |||||
| 0.27 | 5 | |||||
| 25.73 | 8 | |||||
| 0.23 | 5 | MA 0.26 | ||||
| 0.18 | 5 | |||||
| 3.51 | 7 | MA 3.15 | ||||
| 0.25 | 7 | |||||
| 7.43 | 5 | MA 2.87 | ||||
| 5.81 | 5 | MA 3.61 | ||||
| 3.41 | 12 | |||||
Notes.
Genes (symbols listed alphabetically) are included when they were up- or down-regulated 2-fold or more in the horizontal rectus muscle samples from patients with strabismus and had a p-value below or near the adjusted p-value for multiple comparisons. We list the fold-difference for the sample obtained from strabismic patients compared with the normal controls, the number of independent samples (n), the adjusted p-value (in bold when significant at p ≤ 0.0166667 according to Benjamini & Hochberg (1995); those that were near the adjusted p-value are shown in regular font). We also list major references providing evidence when the gene is schizophrenia-related. Genes that are schizophrenia-related (biomarkers or susceptibility genes) are indicated by gray shading. Confirmation of fold-difference (p ≤ 0.05) by microarray (MA, Altick et al., 2012) is indicated (for medial rectus muscle). Only genes encoding signaling molecules, but not structural muscle protein (such as DES, DMD, DYSF, MUSK, MYH2, NEB, TNNI2, TNNT3, TRIM63, TTN) are included, since muscle proteins involved in contractility were the focus of our previous publication (Agarwal et al., 2016). Abbreviations used: MA, microarray; n, number of independent experiments (pair-wise comparison of age-matched muscle samples).
Altered expression of signaling molecules in medial rectus muscles from patients with exotropia, with gray shading indicating schizophrenia-related genes.
The fold-difference compared with normal (donor) medial rectus muscles is shown. For gene names, see Table 1.
| Fold difference | |||||||
|---|---|---|---|---|---|---|---|
| Gene symbol | Increase | ±0 | Decrease | Confirmation | Reference for schizophrenia | ||
| 0.35 | 5 | ||||||
| 0.14 | 5 | ||||||
| CAV3 | 0.35 | 5 | 0.034375 | ||||
| CNTF | 0.30 | 6 | 0.028100 | ||||
| 0.30 | 5 | ||||||
| 0.28 | 5 | ||||||
| (4) | ( | MA 7.02 | |||||
| CXCR4 | 2.99 | 4 | 0.039900 | MA 5.15 | |||
| 0.21 | 6 | MA 0.40 | |||||
| 2.84 | 3 | ||||||
| IFNG | 2.47 | 3 | 0.034400 | ||||
| IKBKB | 0.51 | 5 | 0.012782 | MA 1.98 | |||
| IL7 | 3.10 | 3 | 0.090100 | MA 3.78 | |||
| IL10RA | 7.17 | 4 | 0.089900 | MA 3.19 | |||
| (4) | MA 3.68 | ||||||
| MMP9 | 1.03 | 6 | 0.515200 | MA 0.68 | |||
| NPFFR2 | 125.80 | 4 | 0.017700 | MA 8.89 | |||
| 4.61 | 4 | ||||||
| NRCAM | 0.42 | 3 | 0.072400 | ||||
| 0.24 | 6 | ||||||
| 3.99 | 6 | MA 3.34 | |||||
| PAX7 | 0.21 | 6 | 0.021400 | ||||
| 0.27 | 5 | ||||||
| 0.27 | 5 | ||||||
| (4) | MA 0.26 | ||||||
| 0.19 | 5 | ||||||
| SLIT2 | 2.21 | 3 | 0.046500 | MA 3.15 | |||
| TGFB1 | 1.25 | 13 | 0.397200 | MA 2.15 | |||
| (4) | ( | MA 2.87 | |||||
| (4) | ( | MA 3.61 | |||||
| TNF | 2.22 | 8 | 0.013100 | ||||
Notes.
Genes (symbols presented alphabetically) are listed when they were up- or down-regulated 2-fold or more in the medial rectus muscle samples from patients with exotropia. We list the fold-difference for the samples obtained from patients with exotropia compared with the normal controls, the number of independent samples (n), the p-value, and major references providing evidence when the gene is schizophrenia-related. We included values for two genes with unchanged expression, MMP9 and TGFB1, because they both are known to be relevant for muscle plasticity as well as schizophrenia. All genes that were significantly up- or down-regulated (below the adjusted p-value of ≤ 0.012500 according to Benjamini & Hochberg, 1995) are indicated in bold font (gene symbol and p-value); those that were near the adjusted p-value are shown in regular font. Genes that are schizophrenia-related (biomarkers or susceptibility genes) are indicated by gray shading. When available, confirmation by microarray (MA, Altick et al., 2012) is indicated. p-values and n are given in parentheses when expression data is exclusively from microarrays rather than from PCR arrays. All expression changes in the MA “Confirmation” column are statistically significant (Altick et al., 2012). Only genes encoding signaling molecules, but not structural muscle proteins (such as DES, DMD, DYSF, MUSK, NEB, TNNI2, TNNT3, TRIM63, TTN) are included, since muscle proteins involved in contractility were the focus of our previous publication (Agarwal et al., 2016). Abbreviations used: MA, microarray; n, number of independent experiments (pair-wise comparison of age-matched muscle samples).
Altered expression of signaling molecules in lateral rectus muscles from patients with esotropia, with gray shading indicating schizophrenia-related genes.
The fold-difference compared with normal (donor) lateral rectus muscles is shown. For gene names, see Table 1.
| Fold difference | |||||
|---|---|---|---|---|---|
| Gene symbol | Increase | Decrease | Reference for schizophrenia | ||
| 3.20 | 4 | ||||
| 7.46 | 4 | ||||
| 6.47 | 4 | ||||
| 12.63 | 4 | ||||
| 5.11 | 4 | ||||
| 8.24 | 4 | ||||
| 3.79 | 4 | ||||
| GDNF | 0.05 | 4 | 0.029201 | ||
| GSK3B | 1.69 | 4 | 0.022137 | ||
| 2.35 | 4 | ||||
| 28.49 | 4 | ||||
| 13.81 | 4 | ||||
| 3.43 | 4 | ||||
| MIF | 1.75 | 4 | 0.024364 | ||
| 5.44 | 4 | ||||
| MMP9 | 4.61 | 4 | 0.022581 | ||
| 3.48 | 4 | ||||
| 4.90 | 4 | ||||
| 19.72 | 4 | ||||
| 5.53 | 4 | ||||
| 0.24 | 4 | ||||
| 6.73 | 4 | ||||
| 5.98 | 4 | ||||
| 0.03 | 4 | ||||
| 26.35 | 4 | ||||
| 0.25 | 4 | ||||
| 4.49 | 4 | ||||
| 0.25 | 4 | ||||
| STAT3 | 2.12 | 4 | 0.019094 | ||
| 3.98 | 4 | ||||
| 6.69 | 4 | ||||
| 7.05 | 4 | ||||
| 8.03 | 4 | ||||
Notes.
Genes (symbols presented alphabetically) are listed when they were up- or down-regulated approximately 2-fold or more in the lateral rectus muscle samples from patients with esotropia. We list the fold-difference for the samples obtained from patients with esotropia compared with the normal controls, the number of independent samples (n), the p-value, and major references providing evidence when the gene is schizophrenia-related. All genes that were significantly up- or down-regulated (with an adjusted p-value of ≤ 0.018182 according to Benjamini & Hochberg, 1995) are indicated in bold font (gene symbol and p-value); those that were near the adjusted p-value are shown in regular font. Genes that are schizophrenia-related (biomarkers or susceptibility genes) are indicated by gray shading. Abbreviations used: n, number of independent experiments (pair-wise comparison of age-matched muscle samples).
Signaling molecules with altered expression between normal medial (MR) and normal lateral rectus (LR) muscles, with gray shading indicating schizophrenia-related genes.
For gene names, see Table 1.
| MR Fold Difference over LR | ||||
|---|---|---|---|---|
| Gene symbol | Decrease | Reference for schizophrenia | ||
| IL10RA | 0.33 | 4 | 0.0327 | |
| MMP2 | 0.45 | 4 | 0.0986 | |
| NOTCH2 | 0.48 | 4 | 0.0317 | |
| 0.38 | 4 | |||
| 0.37 | 4 | |||
| 0.43 | 4 | |||
| 0.57 | 4 |
Notes.
Genes (symbols listed alphabetically) are included when they had an approximately 2-fold or more altered level of expression in the normal medial rectus muscle as compared with the normal lateral rectus samples. All genes that were significantly up- or down-regulated (with an adjusted p value ≤ 0.021429 according to Benjamini & Hochberg, 1995) are indicated in bold font (gene symbol and p-value); those that were near the adjusted p-value are shown in regular font. We list the fold-difference for the medial rectus (MR) sample compared with the lateral rectus (LR), the number of independent samples (n), the p-value, and major references providing evidence when the gene is schizophrenia-related. Genes that are schizophrenia-related (biomarkers or susceptibility genes) are indicated by gray shading. Abbreviations used: n, number of independent experiments (pair-wise comparison of age-matched muscle samples).
Altered expression of signaling molecules between lateral rectus (LR) muscles from patients with esotropia and medial rectus (MR) muscles from patients with exotropia, with gray shading indicating schizophrenia-related genes.
The fold-difference of the MR muscles over the LR muscles is shown. For gene names, see Table 1.
| MR fold difference over LR | ||||||
|---|---|---|---|---|---|---|
| Gene symbol | Increase | Decrease | Confirmation | Reference for schizophrenia | ||
| BDNF | 0.38 | 5 | 0.024653 | |||
| BMP4 | 0.52 | 5 | 0.010259 | |||
| CTGF | 0.60 | 5 | 0.039498 | |||
| 0.38 | 5 | |||||
| GSK3B | 0.67 | 5 | 0.032599 | |||
| 0.16 | 5 | |||||
| IL1B | 0.29 | 5 | 0.034609 | |||
| IL6R | 0.48 | 5 | 0.009644 | |||
| MMP1 | 0.42 | 5 | 0.028093 | |||
| MMP2 | 0.44 | 5 | 0.010358 | |||
| 0.44 | 5 | |||||
| NLGN1 | 0.47 | 3 | 0.062631 | |||
| 0.43 | 5 | |||||
| 0.40 | 5 | |||||
| PAX3 | 1.62 | 5 | 0.041448 | |||
| 0.23 | 5 | |||||
| RELN | 1.75 | 3 | 0.057063 | |||
| 0.52 | 3 | |||||
| TIMP2 | 0.50 | 5 | 0.038821 | |||
Notes.
Genes (symbols listed alphabetically) are included when they had an approximately 2-fold or more altered level of expression in the medial rectus muscle samples from patients with esotropia as compared with the lateral rectus samples obtained from patients with exotropia. All genes that were significantly up- or down-regulated (with an adjusted p value ≤ 0.007895 according to Benjamini & Hochberg, 1995) are indicated in bold font (gene symbol and p-value); those that were near the adjusted p-value are shown in regular font. We list the fold-difference for the medial rectus (MR) sample compared with the lateral rectus (LR), the number of independent samples (n), the p-value, and major references providing evidence when the gene is schizophrenia-related. Genes that are schizophrenia-related (biomarkers or susceptibility genes) are indicated by gray shading. When available, confirming evidence (reference) for the gene expression difference is given. Abbreviations used: n, number of independent experiments (pair-wise comparison of age-matched muscle samples).
Figure 3Directionality of altered expression of schizophrenia-related genes in extraocular muscles.
(A) Directionality of altered expression of schizophrenia-related genes when medial rectus muscles have become dysfunctional, compared with tissues from schizophrenia patients (from the literature cited in Tables 2–6, and Domenici et al., 2010; Harrison & Law, 2006; Lepeta & Kaczmarek, 2015). Blue bars indicate data from PCR arrays, red bars indicate data from microarrays (Altick et al., 2012). References on the right contain the information about directionalities of changes of gene or protein expression in tissues from patients with schizophrenia. (B) Extent of apparent absolute deficits in expression of schizophrenia-related genes in medial rectus muscles from patients with exotropia (blue bars) as compared with the directionality of gene expression in tissues from schizophrenia patients (narrative, from the literature). Gene expression changes for medial rectus muscles compared with lateral rectus muscles.
Figure 4Involvement of schizophrenia-related genes and gene products (red font) within signaling pathways that regulate key functions of extraocular muscle development and plasticity.
The indicated genes and gene products are important for generating superfast contractions (saccades), adjusting muscle force, relaxation time, and the elastic properties essential for eye movements. For details, see Kjaer (2004), Li, Feng & Von Bartheld (2011), Stager Jr, McLoon & Felius (2013), Mienaltowski & Birk (2014), Agarwal et al. (2016) and Nelson, Stevens & McLoon (2016).