Neuroscience Letters 639 (2017) 88–93
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Neuroscience Letters
jo urnal homepage: www.elsevier.com/locate/neulet
Research article
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Analysis of gene expression in Ca -dependent activator protein for
secretion 2 (Cadps2) knockout cerebellum using GeneChip and KEGG pathways
a,∗ d c b
Tetsushi Sadakata , Yo Shinoda , Yasuki Ishizaki , Teiichi Furuichi
a
Advanced Scientific Research Leaders Development Unit, Gunma University Graduate School of Medicine, Maebashi, Gunma 371-8511, Japan
b
Department of Applied Biological Science, Tokyo University of Science, Noda, Chiba 278-8510, Japan
c
Department of Molecular and Cellular Neurobiology, Gunma University Graduate School of Medicine, Maebashi, Gunma 371-8511, Japan
d
Department of Environmental Health, School of Pharmacy, Tokyo University of Pharmacy and Life Sciences, Hachioji, Tokyo 192-0392, Japan
h i g h l i g h t s
•
We analyzed gene expression in the Cadps2 KO cerebellum with a GeneChip microarray.
•
Significant differential expression was observed in 5.34% of genes on the GeneChip.
•
Expression of many secretory proteins was changed in the Cadps2 KO cerebellum.
•
The neurotrophin signaling pathway was impaired in the Cadps2 KO cerebellum.
a r t i c l e i n f o a b s t r a c t
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Article history: In the mouse cerebellum, Ca -dependent activator protein for secretion 2 (CADPS2, CAPS2) is involved
Received 14 October 2016
in regulated secretion from dense-core vesicles (DCVs), which contain neuropeptides including brain-
Received in revised form 9 December 2016
derived neurotrophic factor (BDNF) and neurotrophin-3 (NT-3). Capds2 knockout (KO) mice show
Accepted 28 December 2016
impaired cerebellar development in addition to autistic-like behavioral phenotypes. To understand the
molecular impact caused by loss of Capds2, we analyzed gene expression profiles in the Capds2 KO cerebel-
Keywords:
lum using a GeneChip microarray and the KEGG Pathway database. Significant differential expression was
Cadps2
observed in 1211 of 22,690 (5.34%) genes represented on the chip. The expression levels of exocytosis-
GeneChip
KEGG related genes (Stx5a, Syt6), genes encoding secretory (Fgf2, Fgf4, Edn2) and synaptic proteins (Grin2b,
Neurotrophin Gabbr1), neurotrophin signaling-associated genes (Sos1, Shc1, Traf6, Psen2), and a gene for Rett syndrome
Secretion (Mecp2) were significantly changed. Taken together, these results suggest that deregulated gene expres-
Autism sion caused by loss of Capds2 may cause developmental deficits and/or pathological symptoms, resulting
in autistic-like phenotypes.
© 2016 Elsevier Ireland Ltd. All rights reserved.
1. Introduction [2,20,33], and two CAPS family members, CAPS1 [2] and CAPS2
[24,30], have been identified in mammals. Many previous stud-
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The Ca -dependent activator protein for secretion (CADPS, ies have suggested that CAPS1 is involved in the secretion of
CAPS) family is involved in dense-core vesicle (DCV) exocytosis catecholamines (e.g., norepinephrine) [2,33], neuropeptides (e.g.,
neuropeptide Y) [5], and peptide hormones (e.g., insulin) [29].
CAPS1 has also been shown to play a role in the priming of DCV exo-
cytosis by binding to phosphatidylinositol 4,5-bisphosphate (PIP2)
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Abbreviations: CADPS2 CAPS2, Ca -dependent activator protein for secretion [6,13]. However, recent studies using knockout (KO) or knock-
2; SV, synaptic vesicle; DCV, dense-core vesicle; BDNF, brain-derived neurotrophic down (KD) approaches have led to fresh debates concerning the
factor; NT-3, neurotrophin-3; WT, wild-type; KO, knockout; KD, knockdown; GO,
involvement of CAPS1 in the priming of synaptic vesicle (SV) exocy-
gene ontology; SOS, son of sevenless.
∗ tosis [9], the vesicular loading of catecholamine or serotonin [3,28]
Corresponding author at: Advanced Scientific Research Leaders Development
and DCV biosynthesis [26]. We previously reported that CAPS2
Unit, Gunma University Graduate School of Medicine, 3-39-22 Showa-machi, Mae-
bashi, Gunma 371-8511, Japan. is involved in the secretion of brain-derived neurotrophic factor
E-mail address: [email protected] (T. Sadakata).
http://dx.doi.org/10.1016/j.neulet.2016.12.068
0304-3940/© 2016 Elsevier Ireland Ltd. All rights reserved.
T. Sadakata et al. / Neuroscience Letters 639 (2017) 88–93 89
(BDNF) and neurotrophin-3 (NT-3) in the mouse cerebellum [24] Packard, Palo Alto, CA, USA). Gene expression profiles were eval-
and that Capds2 KO mice not only have histological abnormali- uated by analyzing the hybridization densities obtained from the
ties similar to those reported in the cerebellum of autistic patients experiments, which were conducted using eight independent tar-
[1,4] but also exhibit autistic-like behaviors, including impaired get cRNAs for each stage.
social interaction, hyperactivity, an abnormal sleep–wake rhythm,
and increased anxiety in unfamiliar environments [23,27]. We also 2.4. Data analysis
identified increased expression of a rare Capds2 splice variant in
autism patients that specifically lacks exon 3 and that is not trans- Gene expression data were analyzed using the absolute analysis
ported to axons when exogenously expressed in mouse cortical algorithms of the GeneChip Expression Analysis Software pack-
neurons, suggesting a possible association between Capds2 and sus- age (Affymetrix Microarray Suite 5.0). For data normalization, the
ceptibility to autism [21,27]. We developed a mouse line expressing average difference for each probe was normalized using the global
exon 3-deleted CAPS2, which displayed autistic-like behaviors, normalization and scaling provided with the GeneChip software.
such as increased anxiety in an unfamiliar environment, impaired
social behavior, and a disrupted circadian rhythm [25]. 2.5. Clustering of functional gene groups and gene expression
Autistic patients exhibit several abnormalities in cerebellar patterns
morphology and function, including hypoplasia of the cerebellar
lobules [4,18], and impaired eye movement [32] and motor coordi- We took into account the functional classification terms used
nation [14]. In this study, to elucidate whether the loss of CAPS2 in public databases such as Gene Ontology of NCBI (http://www.
function in mice leads to abnormal cerebellar gene expression, geneontology.org/), Mouse Genome Informatics (http://www.
we examined the Capds2 KO mouse cerebellum using a GeneChip informatics.jax.org/searches/GO form.shtml), and the NetAffyx
microarray. The results revealed a gross impairment in the neu- database. Hierarchical clustering analysis of the gene expression
rotrophin signaling pathway in Capds2 KO mice. patterns for each functional gene cluster was performed using the
microarray informatics software package, Acuity 3.1 (Axon Instru-
ments, Union City, CA, USA).
2. Materials and methods
2.6. Molecular pathway analysis and visualization of gene
2.1. Animals
expression data
All experimental protocols were approved by the Institutional
We used the KEGG Pathway database to investigate the molecu-
Animal Care and Use Committee by Gunma University and by the
lar reactions and pathways that showed significant gene expression
Tokyo University of Science. All efforts were made to minimize the
changes [10]. The KEGG Pathway is a database of biological
number of animals used and their suffering.
systems, consisting of over 4252 genes and 204 molecular pathway-
wiring diagrams of interaction and reaction networks (http://www.
2.2. RNA and cDNA preparation
genome.jp/kegg/pathway.html). Prior to the pathway analysis, we
selected probe sets that were differentially expressed (fold change
Cerebella were dissected from post-natal day 21 (P21) wild-
greater than 2) between WT and Cadps2 KO mice.
type (WT) and Cadps2 KO mice after anesthesia with diethyl ether.
Total RNA samples from each genotype were prepared from pooled
3. Results and discussion
cerebella using an RNeasy RNA extraction kit (Qiagen, Chatsworth,
CA, USA). Four total RNA samples were prepared from four differ-
To examine gene expression in wild-type (WT) and Cadps2 KO
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ent brain pools. PolyA RNAs were purified from total RNAs with
mouse cerebella, we performed a genome-wide parallel monitor-
an Oligotex-dT30 kit (Takara Bio, Shiga, Japan) and were used for
ing of gene expression in P21 mice using an oligonucleotide-based
cDNA synthesis. Double-stranded cDNA samples for the GeneChip
microarray system, the Affymetrix U74 subA GeneChip, on which
analysis were prepared as follows. Single-stranded cDNAs were
12,422 genes were represented. Significant differential expression
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synthesized using the polyA RNAs, a T7-(dT)24 primer (Amer-
(p < 0.05) was observed in 1211 of 22,690 (5.34%) genes repre-
sham Biosciences, Piscataway, NJ, USA), and Superscript II reverse
sented on the chip. Neurons constitute approximately 82% of
transcriptase (Invitrogen, Carlsbad, CA, USA). Double-stranded (ds)
cerebellar cells, and approximately 99% of cerebellar neurons in
cDNA samples were synthesized according to the instructions pro-
rodents are granule cells [8,31]. It is probable that the high pro-
vided by Invitrogen. Then, four independent ds-cDNA templates
portion of granule cells in the cerebellum resulted in our gene
were prepared from each of the different RNA sources that were
chip analysis detecting a high percentage of genes with changed
purified from each of the four different brain pools.
expression in Cadps2 KO mice. To reliably determine character-
istic differences in gene expression between WT and Cadps2 KO
2.3. GeneChip expression data collection mice, the first cutoff point of the selection was set using the fol-
lowing criteria: the P value was lower than 0.05 and the fold
Target cRNAs were prepared using T7 RNA polymerase change was higher than 2.0. A total of 191 genes were selected
amplification with biotin-labeled UTP and biotin-labeled CTP for further analysis as genes thought to be differentially expressed
(Enzo Diagnostics, Farmingdale, NY, USA) and four independent between WT and Cadps2 KO cerebella (see Supplemental Table S1 in
ds-cDNA templates. The hybridization of biotinylated targets the online version at DOI: http://dx.doi.org/10.1016/j.neulet.2016.
to oligonucleotide-based mouse cDNA probes immobilized on 12.068). Trafficking-associated genes were affected. For example,
GeneChip U74 subA glass slides (Affymetrix, Santa Clara, CA) was kinesin family member 12 (Kif12), synaptotagmin VI (Syt6), myosin
performed according to the protocol provided by the manufac- VIIb (Myo7b), pleckstrin homology, Sec7 and coiled-coil domains,
turer. After washing the chips, hybridization signals were detected binding protein (Cytip) were down-regulated, whereas kinesin
using a streptavidin–phycoerythrin conjugate in a GeneChip flu- light chain 3 (Klc3), myosin IG (Myo1g), syntaxin 5A (Stx5a) were
idics station (Affymetrix). Expression of genes represented on the up-regulated. In addition, many secretory proteins were also dif-
GeneChips was read using a GeneArray scanner (excitation and ferentially regulated: fibroblast growth factor 2 (Fgf2), interleukin
emission wavelengths at 488 and 570 nm, respectively) (Hewlett 17A (Il17a), phospholipase A2, group IIF (Pla2g2f), phospholipase
90 T. Sadakata et al. / Neuroscience Letters 639 (2017) 88–93
Fig. 1. Network model of genes differentially expressed between WT and Cadps2 KO cerebella. A direct interaction network model was constructed by Pathway Architect
analysis of the differentially expressed transcripts between WT and Cadps2 KO cerebella. Up-regulated transcripts are indicated in red whilst down-regulated genes are
shown in green. Arrows link interacting genes and positive (+) and negative (–) associations are marked respectively. Green boxes denote regulation, blue lines with blue
boxes show binding and orange circles indicate phosphorylation.
A2, group IB, pancreas (Pla2g1b), lymphocyte antigen 6 complex, lar signaling pathways. Many MAPK pathway components, such as
locus I (Ly6i), endothelin 2 (Edn2) were down-regulated, whereas Fgf2, Fgf4, Shc1 and Sos1, were evident.
fibroblast growth factor 4 (Fgf4), chemokine-like factor (Cklf), To identify specific signaling pathways involving MAPK
chemokine (C-C motif) ligand 22 (Ccl22), ectodysplasin-A (Eda) that are affected by Cadps2 KO, we performed graphical map-
were up-regulated. ping of related genes to the KEGG Pathway database. As a
We classified the 191 genes into functional clusters defined by result, Sos1 (down-regulated, fold change = 2.85, p = 0.0081),
the Gene Ontology (GO) terms in the Mouse Genome Informatics Shc1 (down-regulated, fold change = 4.17, p = 0.0434), Traf6
(MGI) database (Jackson Laboratory) (see Supplemental Table S2 in (down-regulated, fold change = 4.17, p = 0.0492) and Psen2
the online version at DOI: http://dx.doi.org/10.1016/j.neulet.2016. (up-regulated, fold change = 3.73, p = 0.0006) were mapped on
12.068). Genes encoding extracellular proteins were most signifi- the neurotrophin signaling pathway (Fig. 2). Activation of Ras is
cantly affected and genes encoding synaptic proteins, such as Syt6, required for normal neuronal differentiation and also promotes
Sntb1, Sh3kbp1, Grin2b and Gabbr1 were also changed. Interestingly, survival of many neuronal subpopulations [19]. Transient acti-
calcium ion binding proteins were listed. These genes included Syt6, vation of Ras is mediated by the adaptor protein, Shc, which is
F10, Pla2g1b, Grin2b, Calml4, Aoc3, Cdh6, Pla2g2f, Sntb1, Mrc2, Rptn, recruited to phospho-Y490 on Trk receptors via interactions with
Masp1, Tmem37, Plek, Pcdhac1 and Mmp11. Cytokine activity was the Shc PTB domain (Fig. 3) [17]. Trk-mediated phosphorylation of
also listed because Cklf, Spred2, Fgf4, Eda, Fgf2, Il17a and Ccl22 were Shc creates a phosphotyrosine site on Shc that recruits the adaptor,
affected. Grb2, which is bound to the Ras exchange factor, son of seven-
The extent to which these genes bind to or are regulated by other less (SOS). Activated Ras stimulates signaling through c-Raf-Erk,
genes within the data set was determined using the Pathway Archi- p38MAP kinase and class I PI3 kinase pathways [34,35]. However,
tect software, which creates biological interaction networks using the p75NTR receptor binds the unprocessed proneurotrophins
a natural language processing algorithm to extract knowledge from [12]. Several signaling pathways are activated following neu-
known molecular interactions [16]. Of the 191 genes that were ana- rotrophin binding to p75NTR. These are mediated through p75NTR
lyzed, 36 were retained within the network layout, which is shown binding to several adaptor proteins, including Traf6 (Fig. 3). The
in Fig. 1. The application of this approach provided a framework Traf6-associated pathway results in the activation of NF-kappaB,
to examine gene interaction networks from lists of differentially thereby promoting NF-kappaB-dependent neuronal survival [7].
expressed genes that differ between WT and Cadps2 KO cerebella. Trk activation does not inhibit induction of NF-kappaB-mediated
Decreased expression of genes encoding secretory substances in signaling by p75NTR [36]. Consequently, in the presence of Trk
Cadps2 KO mice may result in the differences seen in intracellu- signaling, activation of the NF-kappaB pathway makes a synergistic
T. Sadakata et al. / Neuroscience Letters 639 (2017) 88–93 91
Fig. 2. Neurotrophin signaling pathway as represented by KEGG. Gene expression changes were mapped on the pathways. White text within black boxes indicates significantly
up-regulated or down-regulated genes between WT and Cadps2 KO cerebella (see text).
contribution to neuronal survival. Our results suggest decreased Autism is characterized by cerebellar morphological abnor-
expression of proteins that are associated with Trk and p75NTR malities [1,4]. We previously reported that Cadps2 KO mice not
signaling. Decreased neurotrophin (BDNF and NT-3) release has only have deficits in neuronal development and survival but also
been reported in Cadps2 KO cerebellum [23]. The decreased phos- exhibit abnormal behaviors, including impaired social interaction,
phorylation of the Trk receptor and increased apoptosis of granule hyperactivity, an abnormal sleep–wake rhythm, and increased anx-
cells in the Cadps2 KO cerebellum has also been reported [23]. iety in unfamiliar environments [23,27]. Moreover, we identified
It is possible that decreased phosphorylation leads to decreased increased expression of a rare CADPS2 splice variant in autism
expression of proteins that are related to the neurotropin sig- patients that specifically lacks exon 3 and that is not transported
naling pathway, which results in increased apoptosis, as shown to axons when exogenously expressed in mouse cortical neurons,
previously [23]. On the other hand, our GeneChip analysis did suggesting a possible association between CAPS2 and susceptibility
not show any significant change in the mRNA levels of BDNF or to autism [21,27]. In the mouse cerebellum, CAPS2 protein is exclu-
NT-3 between WT and Cadps2 KO cerebella. However, disparity sively localized in granule cells [22,24]. We previously reported
between BDNF protein and mRNA levels has been reported [15]. that the primary defect in the Cadps2 KO mouse cerebellum was
The highly sensitive two-site enzyme immunoassay [11] showed a deficient release of neurotrophin from granule cells, which con-
significant difference in BDNF protein levels in the P21 cerebellum sequently leads to decreased lobulation between lobules VI and
between WT and Cadps2 KO mice (1.32 ± 0.05 ng/g in WT versus VII and impaired parallel fiber–Purkinje cell synapse function [23].
1.09 ± 0.19 ng/g in Cadps2 KO, mean ± SD; P < 0.05; Student’s t Abnormal reduction in the size of lobules VI and VII of the cere-
test). In contrast, there was no significant change in NT-3 protein bellar vermis is a characteristic morphological deficit reported in
levels in the P21 cerebellum (10.59 ± 0.76 ng/g in WT versus the brains of autistic patients [4], and hypoplasia of these lobules
11.00 ± 1.19 ng/g in Cadps2 KO, mean ± SD). Detailed changes in was suggested to be related to the abnormal exploratory behav-
the neurotrophin signaling pathway of Cadps2 KO mice remain to ior of autism [18]. Deficits in pursuit eye movement [32] and
be determined. motor coordination [14], which are both likely to be dependent
on impaired parallel fiber-Purkinje cell synapse function, have also
92 T. Sadakata et al. / Neuroscience Letters 639 (2017) 88–93
Fig. 3. Neurotrophin signaling. This figure depicts the interactions of neurotrophin with Trk and p75NTR receptors and major intracellular signaling pathways (modified
from [19]). Activation of Ras results in activation of the MAP kinase-signaling cascade, which promotes neuronal differentiation and neurite outgrowth. Activation of PI3
kinase through Ras or Gab1 promotes survival and growth of neurons and other cells. However, NF-kappaB activation results in transcription of multiple genes, including
several that promote neuronal survival.
Table 1
Autism-related genes.
Gene name Gene Symbol Expression in p-value Absolute fold Regulation
cerebellum change (WTvsKO)
oxytocin receptor Oxtr GC,Golgi 0.781 1.078 down
cadherin 10 Cdh10 GC,PC 0.558 1.039 up
cadherin 9 Cdh9 GC 0.346 1.655 up
semaphorin 5A Sema5a weak 0.229 2.495 up
glutamate receptor, ionotropic, kainate 2 (beta 2) Grik2 GC 0.853 1.044 up
Abelson helper integration site Ahi1 GC,PC,st,bs 0.209 2.493 down
reelin Reln GC 0.418 1.071 up
met proto-oncogene Met weak 0.817 1.166 down
engrailed 2 En2 GC 0.364 1.079 down
contactin associated protein-like 2 Cntnap2 GC,PC 0.084 1.297 down
tuberous sclerosis 1 Tsc1 GC 0.181 1.244 up
phosphatase and tensin homolog (pten) Pten GC 0.058 1.167 down
7-dehydrocholesterol reductase Dhcr7 GC,PC 0.125 1.370 up
calcium channel, voltage-dependent, L type, alpha 1C subunit Cacna1c 0.995 1.001 up
arginine vasopressin receptor 1A Avpr1a weak 0.497 1.604 up
cytoplasmic FMR1 interacting protein 1 Cyfip1 weak 0.623 1.051 down
Ubiquitin protein ligase E3A Ube3a PC 0.136 1.399 up
gamma-aminobutyric acid (GABA-A) receptor, subunit beta 3 Gabrb3 0.165 1.278 up
protein kinase C, beta 1 Prkcb1 GC 0.220 1.089 down
tuberous sclerosis 2 Tsc2 GC 0.097 1.127 up
ataxin 2 binding protein 1 A2bp1 PC,Golgi 0.138 1.114 down
solute carrier family 6 (serotonin transporter), member 4 Slc6a4 none 0.832 1.195 down
integrin beta 3 Itgb3 weak 0.331 1.714 down
plasminogen activator, urokinase receptor Plaur weak 0.466 1.084 up
SH3/ankyrin domain gene 3 Shank3 GC 0.061 1.187 down
fragile X mental retardation syndrome 1 homolog Fmr1 GC? 0.299 1.090 up
methyl CpG binding protein 2 Mecp2 GC,PC 0.031 1.115 down
2+
Ca -dependent activator protein for secretion 2 Cadps2 GC 3.31E-08 77.362 down
GC, granule cell; PC, Purkinje cell; st, stellate cell; bs, basket cell.
T. Sadakata et al. / Neuroscience Letters 639 (2017) 88–93 93
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the SENSHIN Medical Research Foundation, the Takeda Science
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Foundation, the Sumitomo Foundation, the Japanese Ministry of
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(CAPS1) with the class II ADP-ribosylation factor small GTPases is required for
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