Kristiina Tammimies1, Andrea Bieder2, Gilbert Lauter2, Debora Sugiaman-Trapman2, Rachel Torchet2, Marie-Estelle Hokkanen3, Jan Burghoorn2, Eero Castrén3, Juha Kere4, Isabel Tapia-Páez5, Peter Swoboda6. 1. Department of Biosciences and Nutrition, Karolinska Institutet, Huddinge, Sweden; Center of Neurodevelopmental Disorders (KIND), Pediatric Neuropsychiatry Unit, Department of Women's and Children's Health, Karolinska Institutet, Stockholm, Sweden. 2. Department of Biosciences and Nutrition, Karolinska Institutet, Huddinge, Sweden. 3. Neuroscience Center, University of Helsinki, Helsinki, Finland. 4. Department of Biosciences and Nutrition, Karolinska Institutet, Huddinge, Sweden; Molecular Neurology Research Program, University of Helsinki, Helsinki, Finland; and Folkhälsan Institute of Genetics, Helsinki, Finland. 5. Department of Biosciences and Nutrition, Karolinska Institutet, Huddinge, Sweden; isabel.tapia@ki.se. 6. Department of Biosciences and Nutrition, Karolinska Institutet, Huddinge, Sweden; peter.swoboda@ki.se.
Abstract
DYX1C1, DCDC2, and KIAA0319 are three of the most replicated dyslexia candidate genes (DCGs). Recently, these DCGs were implicated in functions at the cilium. Here, we investigate the regulation of these DCGs by Regulatory Factor X transcription factors (RFX TFs), a gene family known for transcriptionally regulating ciliary genes. We identify conserved X-box motifs in the promoter regions of DYX1C1, DCDC2, and KIAA0319 and demonstrate their functionality, as well as the ability to recruit RFX TFs using reporter gene and electrophoretic mobility shift assays. Furthermore, we uncover a complex regulation pattern between RFX1, RFX2, and RFX3 and their significant effect on modifying the endogenous expression of DYX1C1 and DCDC2 in a human retinal pigmented epithelial cell line immortalized with hTERT (hTERT-RPE1). In addition, induction of ciliogenesis increases the expression of RFX TFs and DCGs. At the protein level, we show that endogenous DYX1C1 localizes to the base of the cilium, whereas DCDC2 localizes along the entire axoneme of the cilium, thereby validating earlier localization studies using overexpression models. Our results corroborate the emerging role of DCGs in ciliary function and characterize functional noncoding elements, X-box promoter motifs, in DCG promoter regions, which thus can be targeted for mutation screening in dyslexia and ciliopathies associated with these genes.-Tammimies, K., Bieder, A., Lauter, G., Sugiaman-Trapman, D., Torchet, R., Hokkanen, M.-E., Burghoorn, J., Castrén, E., Kere, J., Tapia-Páez, I., Swoboda, P. Ciliary dyslexia candidate genes DYX1C1 and DCDC2 are regulated by Regulatory Factor (RF) X transcription factors through X-box promoter motifs.
DYX1C1, DCDC2, and KIAA0319 are three of the most replicated dyslexia candidate genes (DCGs). Recently, these DCGs were implicated in functions at the cilium. Here, we investigate the regulation of these DCGs by Regulatory Factor X transcription factors (RFX TFs), a gene family known for transcriptionally regulating ciliary genes. We identify conserved X-box motifs in the promoter regions of DYX1C1, DCDC2, and KIAA0319 and demonstrate their functionality, as well as the ability to recruit RFX TFs using reporter gene and electrophoretic mobility shift assays. Furthermore, we uncover a complex regulation pattern between RFX1, RFX2, and RFX3 and their significant effect on modifying the endogenous expression of DYX1C1 and DCDC2 in a humanretinal pigmented epithelial cell line immortalized with hTERT (hTERT-RPE1). In addition, induction of ciliogenesis increases the expression of RFX TFs and DCGs. At the protein level, we show that endogenous DYX1C1 localizes to the base of the cilium, whereas DCDC2 localizes along the entire axoneme of the cilium, thereby validating earlier localization studies using overexpression models. Our results corroborate the emerging role of DCGs in ciliary function and characterize functional noncoding elements, X-box promoter motifs, in DCG promoter regions, which thus can be targeted for mutation screening in dyslexia and ciliopathies associated with these genes.-Tammimies, K., Bieder, A., Lauter, G., Sugiaman-Trapman, D., Torchet, R., Hokkanen, M.-E., Burghoorn, J., Castrén, E., Kere, J., Tapia-Páez, I., Swoboda, P. Ciliary dyslexia candidate genes DYX1C1 and DCDC2 are regulated by Regulatory Factor (RF) X transcription factors through X-box promoter motifs.
Developmental dyslexia (DD) is a common neurodevelopmental learning disorder that affects
5–10% of school-age children worldwide (1,
2); a highly heritable trait with a demonstrated
biological basis (3). Human genetic studies have
implicated multiple loci to be involved in the etiology of DD. Thus far, only a handful of
dyslexia candidate genes (DCGs) have been identified from these loci and subsequently
characterized. To date, DYX1C1 (dyslexia 1 candidate 1 gene),
DCDC2 (doublecortin domain-containing 2 gene), and
KIAA0319 are the most replicated and best-studied DCGs (3–7). Functionality of the DD-associated single nucleotide polymorphisms (SNPs)
has only been shown in a few instances. For example, we demonstrated that SNPs in the
promoter region of DYX1C1 affect the binding of transcription factor
complexes that depend both on the specific allele and on exposure to estrogen (8, 9). Likewise,
associated variants in the promoter of KIAA0319 can affect its expression
(10).By use of cell and rodent models, the 3 DCGs, DYX1C1,
DCDC2, and KIAA0319, have been linked strongly to
cytoskeletal organization and to neuronal migration in the brain (4, 5, 11–13). Recently, studies have shown an entirely novel connection between
DCGs and cilia. Cilia are nearly ubiquitous, hair-like eukaryotic subcellular organelles
that project off polarized cell surfaces. In mammals, cilia are present on many different
cell types, including most types of neurons (14,
15). Primary cilia house signal reception and
transduction components that are critical for development, for example, the Hedgehog and
Wnt pathways. Defects in the function of cilia and cilia-associated genes can lead to a
class of humangenetic disorders broadly called ciliopathies (16, 17). Furthermore, cilia have
a demonstrated role in brain development, and dysfunctions in neuronal cilia can lead to
brain abnormalities (18, 19).After our initial discovery that increased expression of DCDC2 controls
the length and signaling of primary cilia (41), more
evidence has emerged that links DCGs to cilia. Recent genetic findings support a critical
role for these genes in ciliary biology. Knockout mouse and zebrafish morpholino models
have further shown that lack of Dyx1c1 leads to outer dynein arm and inner
dynein arm defects, which likely cause impaired ciliary motility (20, 21). Mutations in
DYX1C1 have been found in patients with primary ciliary dyskinesia
(PCD) (21, 22) and mutations in DCDC2 in patients with
nephronophthisis-related ciliopathy (23) and
heritable deafness (24).Cilia are composed of hundreds of different protein components. Studies primarily in
Caenorhabditis elegans, Drosophila, and Danio
rerio have shown that Regulatory Factor X transcription factors (RFX TFs)
directly regulate many ciliary genes, including components of the intraflagellar transport
complex, axonemal dyneins, and Bardet-Biedl syndrome proteins (25–30), a mechanism that is likely common across many
different species (31). In humans, the RFX TF gene
family consists of 8 members (RFX1–8), which can be divided into
groups on the basis of protein domain homologies (26). The RFX TF family of proteins is defined by a highly conserved DNA binding
domain that recognizes a sequence motif known as the X-box, typically located in gene
promoters (26). RFX TFs are important in brain
development and many of the members, namely RFX1–5 and
RFX7, are highly expressed in the brain (32, 33), with
RFX1-3 being the most studied.On the basis of the recently uncovered links between DCGs and cilia, we hypothesized that
ciliogenic RFX TFs are involved in the transcriptional regulation of DCGs. This would
further strengthen the emerging concept that DCGs play important roles at the cilium and
impact the view on the still unknown cell biology that underlies a human brain condition
such as DD.
MATERIALS AND METHODS
Identification of X-box promoter motifs
To identify putative X-box motifs in the promoter regions of DCGs, a bioinformatics
approach was taken as described by Henriksson et al. (34). In short, genomic sequences 3 kb upstream
from the start of exon 1 for DYX1C1, DCDC2, and
KIAA0319 on the basis of Ensembl protein-coding transcripts
(release 75, February 2014) were retrieved by using the UCSC Genome Browser
(GRCh37/hg19; University of California, Santa Cruz, Santa Cruz, CA, USA). Thereafter,
the nucleic acid pattern search tool EMBOSS fuzznuc (
was used to identify putative X-box motif sequences within these promoter regions.
The search was based on 7 different X-box motif consensus sequences (Supplemental Table S1) and conducted on both the coding and noncoding
strands. Further ranking and prioritization of the identified X-box motifs was done
by using the mean PhyloP score on the basis of 100 vertebrates (retrieved from the
UCSC Genome Browser) (35). To visualize the
conservation of motifs, we aligned the most highly ranked of the identified X-box
sequences against 4 other mammalian species—mouse, dog, cow, and
cat—and made a consensus sequence logo by using WebLogo (University of
California, Berkeley, Berkeley, CA, USA).
Cell culture
The humanretinal pigmented epithelial cell line immortalized with hTERT (hTERT-RPE1;
CRL-4000; American Type Culture Collection, Manassas, VA, USA) was cultured in
DMEM/F12, 10% FBS, 100 U/ml penicillin, 100 µg/ml streptomycin, and 0.01 mg/ml
hygromycin B at 5% CO2. To induce ciliogenesis, cells were starved by
using Opti-MEM reduced serum medium for 24 h unless indicated otherwise. Humanneuroblastoma cell line, subline of the neuroblastoma cell line SK-N-SH (SH-SY5Y) was
cultured as described previously (13). In
brief, cells were cultured in MEM with Earle’s salts and GlutaMax-I that was
supplemented with 10% FBS, 100 U/ml penicillin, and 100 µg/ml
streptomycin.
Luciferase reporter assays
Up to 2 kb of promoter sequence was amplified from human genomic DNA for each of the
3 DCGs, DYX1C1, DCDC2, and
KIAA0319. Fragments were then cloned upstream of the luciferase
reporter gene in promoterless pGL3basic vector (Promega, Madison, WI, USA; Supplemental Table S2). Genomic regions that were cloned were upstream
of DCG exon 1 and contained the identified X-box promoter motifs. To disrupt the
X-box motif, we changed up to 8 nucleotides following previously published
information and principles (36, 37) using site-directed mutagenesis (Supplemental Table S2). The resulting clones were sequence verified
before use. Luciferase assays were performed as described previously (5). In brief, hTERT-RPE1 or SH-SY5Y cells were
cotransfected at 80–90% confluence with either the wild-type (WT) or the
corresponding X-box mutated pGL3basic construct, together with 10 ng of the pRLTK
vector, which constitutively expresses Renilla luciferase and
functions as an internal normalization control. For hTERT-RPE1 cells that underwent
ciliogenesis, standard cultivation medium was replaced by serum-reduced Opti-MEM
medium. After 24 h, we lysed and measured luciferase activity by using the
Dual-Luciferase Reporter Assay System (Promega) according to manufacturer protocol
and a Tecan Luminometer Infinite 200 (Tecan AG, Männedorf, Switzerland).
Relative luciferase expression was normalized and results were presented as relative
response ratios compared with the indicated WT promoter construct. Experiments were
performed in triplicate and were repeated independently 3 times. Statistical
significance was analyzed by using 2-sided Student’s t
test.
Electrophoretic mobility shift assay
Electrophoretic mobility shift assays (EMSAs) were performed by using biotin
end-labeled probes that contained sequences surrounding the conserved X-boxes of the
DCGsDYX1C1, DCDC2, and KIAA0319 (). Probes
consisted of double-stranded WT sequences, 29 or 30 bp in length. Sequences are as
follows: wt-DYX: forward, 5′-CCCAGCTTCCCTAGCAACCAAGCAGGC-3′; wt-DYX:
reverse, 5′-GCCTGCTTGGTTGCTAGGGAAGCTGGGGTT-3′; mut-DYX: forward,
5′-AACCCCACATTGACTCTCAAACAAGCAGGC-3′; mut-DYX: reverse,
5′-GCCTGCTTGTTTGAGAGTCAATGTGGGGTT-3′; wt1-DCDC2: forward,
5′-GAGGCTGCGGTTGCTATGGAAACAGCGGGA-3′; wt1-DCDC2: reverse,
5′-TCCCGCTGTTTCCATAGCAACCGC AGCCTC-3′; mut1-DCDC2: forward,
5′-AGGCTGCGACTGGTATGCAAATAGCGGGA-3′; mut1-DCDC2: reverse,
5′-TCCCGCTATTTGCATACCAGTCGCAGCCT-3′; wt-KIAA0319: forward,
5′-CGCGCGCGTCGCCGTGGTAACCGCGGCGGC-3′; wt-KIAA0319: reverse,
5′-GCCGCCGCGGTTACCACGGCGACGCGCGCG-3′; mut-KIAA0319: forward,
5′-CGCGCGCGTCGTCTAGATAACCGCGGCGGC-3′; mut-KIAA0319: reverse,
5′-GCCGCCGCGGTTATCTAGACGACGCGCGCG-3′. Nuclear extracts from
serum-starved hTERT-RPE1 cells were obtained by using the NE-PER nuclear and
cytoplasmic extraction reagents, according to manufacturer instructions (Thermo
Fisher Scientific, Waltham, MA, USA). Each probe was incubated with 10 μg of
nuclear protein extracts for 15 min at room temperature. The remaining steps followed
the LightShift Chemiluminescent EMSA Kit protocol (Thermo Fisher Scientific). Samples
were electrophoresed on 6% Novex TBE gels (Thermo Fisher Scientific) in 0.5 ×
TBE (0.09 M Tris borate, 2 mM EDTA) at 100 V. Gel was blotted on to a nylon membrane
(Thermo Fisher Scientific) and the detection was performed according to the
manufacturer protocol. For super shift assays, antibodies against RFX1 (H-11,
sc-166468), RFX2 (A-18, sc-10659), and RFX3 (T-17, sc-10662; Santa Cruz
Biotechnology, Santa Cruz, CA, USA) were used. RFX2 and RFX3 antibodies were used
before in similar experiments (38–40) and
their specificity was tested by Western blot (data not shown).
Figure 1.
The promoters of DYX1C1, DCDC2, and
KIAA0319 contain functional X-box promoter motifs.
A) Location of putative X-box promoter motifs upstream of
DYX1C1, DCDC2, and
KIAA0319 identified in the bioinformatics screen. X-box
sequence logos on the basis of human, mouse, dog, cow, and cat sequence
alignments are shown above 3 well-conserved motifs. B)
Luciferase expression assays: pGL3 basic vector containing promoter sequences
of DYX1C1, DCDC2, and
KIAA0319 (containing WT or mutated X-box motifs) were
transfected into starved hTERT-RPE1 and SH-SY5Y cells under normal growth
conditions. Luciferase expression was measured and data are shown as relative
ratio to the WT construct. Data are displayed as means ± sem.
*P < 0.05 of 2-sided Student’s
t test.
The promoters of DYX1C1, DCDC2, and
KIAA0319 contain functional X-box promoter motifs.
A) Location of putative X-box promoter motifs upstream of
DYX1C1, DCDC2, and
KIAA0319 identified in the bioinformatics screen. X-box
sequence logos on the basis of human, mouse, dog, cow, and cat sequence
alignments are shown above 3 well-conserved motifs. B)
Luciferase expression assays: pGL3 basic vector containing promoter sequences
of DYX1C1, DCDC2, and
KIAA0319 (containing WT or mutated X-box motifs) were
transfected into starved hTERT-RPE1 and SH-SY5Y cells under normal growth
conditions. Luciferase expression was measured and data are shown as relative
ratio to the WT construct. Data are displayed as means ± sem.
*P < 0.05 of 2-sided Student’s
t test.
Small interfering RNA knockdowns
hTERT-RPE1 and SH-SY5Y cells were seeded in 6-well plates and grown to 80%
confluence. Cells were transfected with 25 µM of each siGENOME SMARTpool
targeting RFX TF genes (RFX1: M-010147-01; RFX2: M-011129-00; RFX3: M-011764-00) at a
final concentration of 75 µM for any combination of the 3 genes or adjustment
of the concentration with a control pool (nontargeting #2: D-001206-14-20; all Thermo
Fisher Scientific) using DharmaFECT transfection reagent 1 (T-2001-03; Thermo Fisher
Scientific). After 48 h, hTERT-RPE1 cells were serum starved for 24 h and harvested.
For SH-SY5Y cells, culture media was changed after 48 h and cells were then harvested
after 24 h. RNA from both cell lines was prepared by using the RNeasy Mini Kit
(Qiagen, Valencia, CA, USA) and RNase-free DNase Set (Qiagen) according to
manufacturer instructions. All experiments were performed in triplicate and were
repeated independently 3 times.
Quantitative real-time PCR
cDNA was synthesized with SuperScript III First-Strand Synthesis SuperMix kit
(11752-250; Thermo Fisher Scientific) by using 500 ng RNA. Quantitative real-time PCR
(qRT-PCR) was analyzed with cDNA diluted 1:5 using TaqMan expression assays and
TaqMan fast Universal PCR Master Mix [4352042; Thermo Fisher Scientific;
DYX1C1: Hs00370049_m1; DCDC2: Hs00393203_m1;
KIAA0319: Hs00207788_m1; HPRT1
(hypoxanthine phosphoribosyltransferase 1): Hs02800695_m1; CDK1
(cyclin-dependent kinase 1): Hs00938777_m1; TUBA1A (tubulin
α1a): Hs00362387_m1; RFX2: 01100925_m1] or using SYBR green
primers for RFX1, RFX3, and HPRT1
(10 µM) and the Fast SYBR Green Master Mix (4385612; Applied Biosystems,
Foster City, CA, USA). The following SYBR Green primers were used: RFX1: forward,
5′-CAGACGAGCGTGCAGGCCAA-3′; RFX1: reverse,
5′-TGGCCACCTTTGCTGCCTGG-3′; RFX3: forward,
5′-TGGCGATTGAGACGCTGCAAA-3′; RFX3: reverse,
5′-TGGGAAGGCTCACTCCTTCTGCT-3′; HPRT: forward,
5′-TCAGGCAGTATAATCCAAAGATGGT -3′; HPRT: reverse,
5′-AGTCTGGCTTATATCCAACACTTCG-3′. HPRT1 was used as an
internal control to normalize expression levels. Reactions were amplified by using
the 7500 Fast Real-Time PCR system (Applied Biosystems). The
ΔΔC method was used to calculate
relative expression levels and shown as fold change
(2−ΔΔ). For samples in which
the gene was down-regulated, −2ΔΔ
was calculated. The statistical significance between different conditions of each
analyzed gene was analyzed by using ANOVA followed by Tukey’s post
hoc test.
Immunofluorescence
hTERT-RPE1 cells were seeded on coverslips, grown to 80% confluence, and serum
starved for 24 h. Cells were incubated on ice for 45 min, then fixed in a 50:50
solution of 4% formaldehyde (Sigma-Aldrich, St. Louis, MO, USA) and MeOH or in pure
MeOH for 15 min at −20°C. Fixed cells were blocked and permeabilized in
5% horse serum (Thermo Fisher Scientific) and 0.05% PBS-Tween for 1 h at room
temperature and incubated overnight at 4°C with a primary antibody (rabbit
anti-DYX1C1, 1:500; Sigma-Aldrich; rabbit anti-DCDC2, 1:200; Abcam, Cambridge, MA,
USA; mouse anti-acetylated tubulin, 1:5000; Sigma-Aldrich; mouse
anti–γ-tubulin, 1:500; Abcam). The specificities of anti-DYX1C1 and
anti-DCDC2 antibodies have been assessed previously (21, 23). Cells were incubated for 1
h at room temperature with secondary antibodies (donkey anti-rabbit 568; Thermo
Fisher Scientific; donkey anti-mouse 568; Thermo Fisher Scientific). Nuclei were
stained with DRAQ5
[1,5-bis{[2-(di-methylamino)ethyl]amino}s-4,8-dihydroxyanthracene-9,10-dione] (Cell
Signaling Technology, Cambridge, United Kingdom) at 1:1000 for 10 min at room
temperature and coverslips were mounted in Prolong Gold antifade reagent (Thermo
Fisher Scientific). Images were captured on an LSM 510 confocal microscope (Zeiss,
Jena, Germany) using Plan-Neofluar ×40/NA 1.3 oil and Plan-Apochromatic
×63/NA 1.4 oil objectives and the Zeiss Laser Scanning Microscope LSM 510
software (version 4.2 SP1; Zeiss). Images were captured in multitrack scanning mode
in 8-bit format using Z-stack and subsequent maximum intensity
projection. Brightness and contrast were adjusted by using LSM 510 software and the
far-red channel was pseudo colored in blue. Cilia and nuclei were quantified manually
by using ImageJ (National Institutes of Health, Bethesda, MD, USA).
RESULTS
Conserved X-box motifs in the promoters of DCGs
We performed a bioinformatics search to identify candidate X-box motifs within
promoter regions (3 kb upstream from exon 1) of the DCGsDYX1C1,
DCDC2, and KIAA0319. By using the EMBOSS fuzznuc tool
with 7 known X-box motif (consensus) sequences as query patterns (Supplemental Table S1), we identified a total of 7 candidate X-box
motifs in the promoter sequences (Fig.
1, Supplemental Table S3). Conservation estimation using the PhyloP 100
vertebrates mean score revealed that 5 of the candidate X-box motifs (at 3
independent genomic sites) were well conserved across species (PhyloP score
>1.0), 1 in each DCG promoter (Fig.
1, Supplemental Table S3). We considered the 3 well-conserved DCG
promoter sites with their X-box motifs as good candidates for being involved in the
regulation of DCG gene expression.
X-box motifs in the promoters of DYX1C1, DCDC2,
and KIAA0319 are functional
We next addressed whether the identified, conserved X-box motifs are functional and
required for gene expression. We cloned the X-box–containing promoter regions
of DYX1C1, DCDC2, and KIAA0319
into a vector with the luciferase reporter gene and produced mutated versions of the
X-box motifs by changing multiple nucleotides at essential positions of the motif
sequences to abolish any possible RFX TF binding (Supplemental Table S2). We then transfected WT or mutant constructs
into 2 different human cell lines, hTERT-RPE1 (ciliated upon starvation) and SH-SY5Y
(nonciliated), that both express high levels of endogenous RFX1-3,
RFX5, and RFX7 (data not shown). All 3 cloned
regions comprised functional promoters that were sufficient to initiate luciferase
gene expression well above background. We observed a significant decrease in
luciferase activity for X-box mutant constructs for DYX1C1 and
DCDC2 promoters compared with promoter activity of the
corresponding WT motif (Fig.
1). A similar trend was observed for the
KIAA0319 X-box mutant construct, but a significant change was
only observed in SH-SY5Y cells. These results suggest that the identified X-box
motifs are functional and required for proper expression of the corresponding
downstream gene.
RFX1 and RFX2 bind to conserved X-box motif sequences in the promoters of
DYX1C1 and DCDC2
We then performed EMSA experiments with nuclear extracts from ciliated hTERT-RPE1
cells to directly demonstrate in vitro the binding of RFX TFs to
X-box motif sequences. We observed 2 binding complexes when incubating hTERT-RPE1
nuclear extracts with duplex oligonucleotide probes spanning the X-box promoter
motifs from DYX1C1 or DCDC2 (); however, no binding was
observed for the KIAA0319 X-box promoter motif (data not shown). In
addition, RFX-to-X-box binding was abolished upon incubation with an excess of
unlabeled, biotin-free probes (data not shown). We further demonstrated direct
binding of RFX TFs by using EMSA supershift assays by adding anti-RFX1, anti-RFX2, or
anti-RFX3 antibodies to the binding reactions (38). We observed only 1 supershifted complex after addition of anti-RFX1
or anti-RFX2 antibodies, which indicated that both RFX1 and RFX2 bind to the X-box
motifs in the promoter regions of DYX1C1 and DCDC2
(Fig. 2). Experiments that
employed the anti-RFX3 antibody were in parts inconclusive (Fig. 2 and data not shown). All experiments were
repeated at least 3 times with similar results. In conclusion, these in
vitro experiments showing direct binding of RFX TFs to DCG X-boxes
underscore that at least the DCGsDYX1C1 and DCDC2
are direct RFX target genes.
Figure 2.
Knockdown of RFX1, RFX2, and
RFX3 affect the expression of DYX1C1 and
DCDC2 but not KIAA0319 in hTERT-RPE1
cells. A) Binding of RFX1 and RFX2 to the X-box motifs present
in DYX1C1 and DCDC2 promoters. Biotinylated
probes spanning the X-box motifs were incubated with nuclear extracts from
serum-starved hTERT-RPE1 cells with or without antibodies (ab) against RFX1,
RFX2, and RFX3. Supershifts for both probes were detected for RFX1 and RFX2
antibodies (white arrowheads). One representative experiment of 3 is shown.
B) Fold-change differences in the expression of DCGs upon
knockdown of RFX TFs. By using siRNA against RFX1,
RFX2, and RFX3, alone or in different
combinations, genes were silenced in hTERT-RPE1 cells. Cells were thereafter
starved for 24 h to induce ciliogenesis, and expression levels of
DYX1C1, DCDC2, and
KIAA0319 were measured by using qRT-PCR.
C) Fold-change difference in expression levels of
RFX1, RFX2, and RFX3 upon
siRNA silencing. qRT-PCR data are summarized by using the
ΔΔCt method as displayed as mean fold-change
(2−ΔΔ or
−2ΔΔ) ±
sem. Significance of the post hoc tests after
ANOVA is presented as ***P ≤
0.001, **P ≤ 0.01,
*P ≤ 0.05 after multiple correction of
simultaneous comparisons.
Knockdown of RFX1, RFX2, and
RFX3 affect the expression of DYX1C1 and
DCDC2 but not KIAA0319 in hTERT-RPE1
cells. A) Binding of RFX1 and RFX2 to the X-box motifs present
in DYX1C1 and DCDC2 promoters. Biotinylated
probes spanning the X-box motifs were incubated with nuclear extracts from
serum-starved hTERT-RPE1 cells with or without antibodies (ab) against RFX1,
RFX2, and RFX3. Supershifts for both probes were detected for RFX1 and RFX2
antibodies (white arrowheads). One representative experiment of 3 is shown.
B) Fold-change differences in the expression of DCGs upon
knockdown of RFX TFs. By using siRNA against RFX1,
RFX2, and RFX3, alone or in different
combinations, genes were silenced in hTERT-RPE1 cells. Cells were thereafter
starved for 24 h to induce ciliogenesis, and expression levels of
DYX1C1, DCDC2, and
KIAA0319 were measured by using qRT-PCR.
C) Fold-change difference in expression levels of
RFX1, RFX2, and RFX3 upon
siRNA silencing. qRT-PCR data are summarized by using the
ΔΔCt method as displayed as mean fold-change
(2−ΔΔ or
−2ΔΔ) ±
sem. Significance of the post hoc tests after
ANOVA is presented as ***P ≤
0.001, **P ≤ 0.01,
*P ≤ 0.05 after multiple correction of
simultaneous comparisons.
Knockdown of RFX TFs affects expression of DYX1C1 and
DCDC2
Next, we asked whether endogenous RFX TFs drive expression of DYX1C1,
DCDC2, and KIAA0319. To address this issue, we performed
knockdown of RFX1, RFX2, and RFX3 in ciliated
hTERT-RPE1 cells and measured expression levels of the DCGs. In addition, we tested
for potential combined effects among the RFX TFs by performing double and triple
knockdowns of these factors. The level of DYX1C1 expression was
changed significantly only upon knockdown of RFX1 (Fig. 2). Expression of
DCDC2 was up-regulated significantly upon silencing of
RFX1 (Fig.
2). The opposite effect was observed upon reducing the
levels of RFX2 alone or together with RFX3. The
combination of small interfering RNAs (siRNAs) against RFX2 and
RFX3 had the most significant effect on DCDC2
levels, which resulted in a 3-fold down-regulation (Fig. 2). Expression of KIAA0319 was not
changed in any of the conditions. Of interest, when we performed similar experiments
in the nonciliated neuroblastoma cell line SH-SY5Y, no significant changes were
observed for the expression levels of any of the 3 DCGs (Supplemental Fig. S1). These results suggest that in ciliated cells
RFX1 acts as a repressor for DYX1C1 and DCDC2 and
that RFX2 and RFX3 act as an activator complex for DCDC2.It is noteworthy that we observed that in our double or triple siRNA experiments, the
effect on the target gene varied on the basis of the combination of silenced genes.
To test for the possibility of regulation between these factors, we measured the
expression levels of RFX1–3 in all siRNA conditions. Indeed,
we observed that knockdown of RFX1 led to significant increase in
the levels of RFX2 and RFX3, which further
supported its role as a transcriptional repressor (Fig.
2). Knockdown of RFX2 alone and
RFX3 alone increased the expression of RFX1
(Fig. 2); however, combined
knockdowns of both RFX2 and RFX3 did not affect
RFX1 expression. Finally, expression levels of
RFX3 were significantly changed in all conditions. Taken
together, these data suggest a complex mutual regulatory mechanism among different
RFX TFs, whereby—depending on their relative expression levels in a given cell
type—they can up- or down-regulate expression levels of targets, such as
DYX1C1 and DCDC2.
Expression of DCGs increases upon induction of ciliogenesis
Given the well-documented role of RFX TFs in ciliary gene regulation (25, 26)
and the fact that DCGsDYX1C1 and DCDC2 are direct
RFX TF targets, we studied the expression of DCGs during ciliogenesis. We performed
qRT-PCR at different time points during cilia induction. For this purpose, hTERT-RPE1
cell extracts were isolated at 0, 6, 12, and 24 h after serum starvation. We observed
that expression of DYX1C1, DCDC2, and KIAA0319 was
up-regulated during ciliogenesis, with the highest expression at 24 h (). In parallel, we measured the
expression of RFX1, RFX2, and RFX3. Like the 3
DCGs, RFX TF genes also showed a similar increase of expression, but to a lesser
extent (Fig. 3). As a control for the growth of
cilia, we measured the expression of known cilia-specific genes,
IFT57 (intraflagellar transport 57) and TUBA1A
(tubulin α1a). As expected, their expression was up-regulated during
ciliogenesis (Fig. 3). At
the same time, expression of CDK1 (cyclin-dependent kinase 1), a
cell-cycle gene, was down-regulated as cells enter G0 and undergo
ciliogenesis (Fig. 3). In
parallel and independently, using immunocytochemistry against the ciliary marker
acetylated tubulin, we analyzed the process of ciliogenesis at different time points
after serum starvation (Supplemental Fig. S2). We observed that after 12 h, >85% of
cells had grown cilia. Finally, the same set of experiments was carried out in
hTERT-RPE1 cells without serum starvation, and no differential expression of DCGs or
of control genes was observed (Supplemental Fig. S3). Taken together, these time course experiments
indicate that induction of RFX TF and DCG expression correlate well with the process
of ciliogenesis.
Figure 3.
Induction of ciliogenesis in hTERT-RPE1 cells affects the expression levels of
DCGs, RFX TF genes, and ciliogenesis/cell-cycle marker genes. hTERT-RPE1 cells
were starved for 6, 12, and 24 h to induce ciliogenesis. Fold-change of
difference for each time point compared with 0 h is shown for
DYX1C1 (A), DCDC2
(B), KIAA0319 (C),
RFX1 (D), RFX2
(E), RFX3 (F),
TUBA1A (tubulin α1a) (G),
IFT57 (intraflagellar transport 57) (H),
and CDK1 (cyclin-dependent kinase 1) (I).
qRT-PCR data are summarized by using the
ΔΔC method as displayed as mean
fold-change (2−ΔΔ or
−2ΔΔ) ±
sem.
Induction of ciliogenesis in hTERT-RPE1 cells affects the expression levels of
DCGs, RFX TF genes, and ciliogenesis/cell-cycle marker genes. hTERT-RPE1 cells
were starved for 6, 12, and 24 h to induce ciliogenesis. Fold-change of
difference for each time point compared with 0 h is shown for
DYX1C1 (A), DCDC2
(B), KIAA0319 (C),
RFX1 (D), RFX2
(E), RFX3 (F),
TUBA1A (tubulin α1a) (G),
IFT57 (intraflagellar transport 57) (H),
and CDK1 (cyclin-dependent kinase 1) (I).
qRT-PCR data are summarized by using the
ΔΔC method as displayed as mean
fold-change (2−ΔΔ or
−2ΔΔ) ±
sem.
Endogenous DYX1C1 and DCDC2 proteins localize to ciliary structures in hTERT-RPE1
cells
On the basis of our and others’ previous results that show exogenous,
overexpressed DCDC2 localizes to primary cilia in rat hippocampal neurons and in
NIH/3T3 cells (41), and on the basis of
results obtained in human ciliated tissues and hTERT-RPE1 cells (23), we tested whether the endogenous proteins
DYX1C1 and DCDC2 localize to the primary cilium using immunocytochemistry in
serum-starved hTERT-RPE1 cells. When costaining for DYX1C1 together with the
cilia-specific marker acetylated α-tubulin or the centrosome-specific marker
γ-tubulin, we observed DYX1C1 accumulation around the basal body of the cilium
(). When
we costained for DCDC2 together with the cilia-specific marker acetylated
α-tubulin, specific accumulation of DCDC2 along the entire ciliary axoneme was
observed (Fig. 4). These
results—colocalization experiments of endogenous proteins—strongly
support a role for DYX1C1 and DCDC2 at the basal body and the cilium,
respectively.
Figure 4.
Subcellular localization of endogenous DYX1C1 (A) and DCDC2
(B) in hTERT-RPE1 cells. hTERT-RPE1 cells were grown to 80%
confluence, serum starved for 24 h to induce ciliogenesis, then fixed and
stained for DYX1C1, DCDC2, acetylated α-tubulin (cilia marker), or
γ-tubulin (centrosome marker). Nuclei are stained with DRAQ5. Scale
bars, 20 µm, 2 µm (insets).
Subcellular localization of endogenous DYX1C1 (A) and DCDC2
(B) in hTERT-RPE1 cells. hTERT-RPE1 cells were grown to 80%
confluence, serum starved for 24 h to induce ciliogenesis, then fixed and
stained for DYX1C1, DCDC2, acetylated α-tubulin (cilia marker), or
γ-tubulin (centrosome marker). Nuclei are stained with DRAQ5. Scale
bars, 20 µm, 2 µm (insets).
DISCUSSION
Here, we describe for the first time, to our knowledge, that RFX TFs directly regulate 2
of the most replicated and best-characterized DCGs: DYX1C1 and
DCDC2. This regulation of DCG expression by RFX TFs occurs
via evolutionarily well-conserved X-box promoter motifs, which we
demonstrate by using a combination of bioinformatics and in vitro
approaches. In addition, we demonstrate a novel complex regulatory pattern between the
RFX TFs, which was previously only suggested by protein-binding assays (28, 43–45). RFX
TFs are well known as key regulators of genes involved in cilia structure and function
(26). We provide strong evidence that DYX1C1
and DCDC2 play a role in human primary cilia and are regulated by RFX TFs in a human
cell model.Our results are in agreement with an emerging body of work that points toward a role for
DCGs in ciliary biology. DYX1C1, DCDC2, and
KIAA0319—the 3 most replicated DCGs—have been shown to be
up-regulated in ciliated tissues (42, 46). Dyx1c1 and
Dcdc2, as well as Rfx2 and Rfx3,
have been identified in ciliated ependymal cells of the adult mouse brain by using a
single-cell RNA-sequencing approach (47). The
strongest functional evidence for DYX1C1 being needed for the proper
assembly of cilia was obtained by Chandrasekar et al. (20) by morpholino knockdowns of the zebrafish
ortholog dyx1c1, which resulted in full ciliopathy phenotypes,
including situs inversus, hydrocephalus, defects in body curvature,
shortening of cilia in the Kupffer vesicle, and lack of inner dynein arm and outer
dynein arm in motile cilia. Shortly thereafter, rare homozygous or compound heterozygous
deleterious mutations were identified in DYX1C1 from patients with PCD
(21, 22). Similarly, Dyx1c1-knockout mice also displayed a PCD
phenotype (21). Despite its reported role in
cilia, localization of DYX1C1 to cilia and centrosomes has so far only been achieved in
overexpression cell lines (11, 13, 42).
Here, we advance by clearly demonstrating that endogenous DYX1C1 localizes specifically
to the base of cilia in humanhTERT-RPE1 cells (Fig.
4). For DCDC2, further evidence for being a ciliary gene
emerged when it was identified as a causative gene for nephronophthisis-related
ciliopathy in 2 individuals (23) and for
heritable hearing loss (24). These results are
consistent with a reported localization to the cilium of overexpressed DCDC2 (41) and in human ciliated tissues (23). Again, here we advance by clearly demonstrating
that endogenous DCDC2 localizes along the entire axoneme of cilia in humanhTERT-RPE1
cells (Fig. 4). In future, experiments should also
be conducted to delineate the ciliary role of DYX1C1 and DCDC2 in neuronal cells. For
KIAA0319, there is some evidence from the literature that it could be involved in
ciliary processes (42, 46); however, our work offers only indirect clues for such a
possible ciliary role for KIAA0319 as we show that an evolutionarily well-conserved
X-box promoter motif is located in its proximal promoter and its expression is
up-regulated during the process of ciliogenesis.Whereas DCGsDYX1C1, DCDC2, and KIAA0319 share
demonstrated functions in neuronal migration, the role of cilia in neuronal migration
and brain development is currently a matter of debate; however, intriguing evidence has
emerged. For instance, a number of ciliary genes are needed for proper brain development
(18, 19) and many ciliopathies lead to deficits in cognitive functions, which
indicates disrupted brain development under these conditions (16). Another possibility for links between cilia and neuronal
development, brain patterning, and morphogenesis is offered by the Shh and Wnt signaling
pathways, where crucial pathway components with ciliary localization are involved in key
signaling steps of primary cilia (48).
Furthermore, both motile and nonmotile cilia are needed to setup the left/right (LR)
asymmetry during embryonic development, which could have implications for brain
structure and connectivity. Of interest, early studies by Galaburda et
al. (49, 50) reported reduced planum temporale asymmetry in
8 postmortem brain specimens from individuals with DD. Recently, PCSK6
(proprotein convertase subtilisin/kexin type 6), a gene that is involved in LR
patterning, was associated with LR relative hand skills in individuals with DD, which
further indicated that the cilia-regulated process of determining LR asymmetry and DD
might share the same biologic pathways (51). Rfx2
and Rfx3 have also been implicated in the regulation of LR asymmetry in the mouse (52, 53).It is conceivable that RFX TFs exert their impact on neuronal and brain development and
possibly on brain-related conditions, such as DD, directly via their
target genes. Proven targets from the ciliogenic gene battery include genes
TMEM138 (transmembrane protein 138) and TMEM216
(transmembrane protein 216), which are expressed in humanembryonic brain and cause
Joubert Syndrome when mutated (54), and the gene
ALMS1 (Alström Syndrome 1), which is important for
neurosensory development and causes Alström Syndrome upon mutation (55). Our study tentatively adds DD to this body of
work by assigning the ciliary DCGsDYX1C1 and DCDC2 as
direct targets of RFX TFs. Our work is further supported by independent findings from
genome-wide approaches. By using chromatin immunoprecipitation sequencing (ChIP-seq),
RFX3 was found to bind the DCGsDYX1C1, DCDC2, KIAA0319, and
KIAA0319L, ciliary genes, such as Arl13b
(ADP-ribosylation factor-like protein 13B), as well as other RFX genes
(44). In addition, a combination of
rfx2 ChIP-seq and RNA sequencing of rfx2 morpholino
knockdown in Xenopus laevis identified dcdc2 in the
group of differentially regulated genes (28). In
future, it will be important to study how other RFX TFs not analyzed here affect the
expression of DCGs and whether they occupy X-box motifs in different cell systems.
Furthermore, alternative possibilities include nonciliogenic RFX TF target gene
batteries that impact neuronal and brain development and thus brain-related conditions,
such as DD. RFX TF–mediated regulation of target genes and cellular processes
other than ciliogenesis and the adaptive immune response (56, 57) are still not well
understood and, as such, are a highly speculative topic. Nonciliogenic examples of RFX
TF regulation would be transforming growth factor β2, which is important for
neuronal cell proliferation (58), or RFX TF
targets, which are important for neuronal synapse structure and function as originally
discovered for the C. elegansRFX TF DAF-19 (dauer formation gene 19)
(59).We have successfully focused on a noncoding element of the genome, the X-box promoter
motif, and have used it as a tool to uncover the transcriptional regulation of DCGs and
how these genes are linked to cilia. The identified X-box in the promoter of
DYX1C1 is located at a transcriptional hub, which contains the
DD-associated SNP-3G/A (rs3743205), and where many different TFs bind depending on cell
type, state, and environmental stimuli (8, 9). In recent years, increased interest has focused
on understanding the functional elements in the noncoding parts of the genome, as
exemplified by the Encyclopedia of DNA Elements (60) and Functional Annotation of the Human Genome (61, 62) projects. With
advances in whole-genome sequencing, this characterization will become even more
important as rare mutations and variants are often detected outside protein coding
regions. For example, Bae et al. (63) identified a functional X-box in the promoter region of the gene
GPR56 (GPCR 56) by analyzing homozygous small deletions in
individuals with brain gyrification defects, including the Broca’s area. The
authors further demonstrated the binding of RFX1 and RFX3 to the X-box, thereby linking
these TFs to the regulation of genes that are expressed in language-related areas of the
brain. Thus, mutation screening of the noncoding genomic regions characterized here
could lead to the identification of causal mutations for DD or for ciliopathies
associated with these DCGs. Another approach, looking for X-boxes in already described
loci for DD, could facilitate the identification of the respective candidate genes.In summary, our work with human cells clearly demonstrates that DCGs are regulated by
RFX TFs via X-box promoter motifs and are linked to the development,
structure, or function of cilia. Our work is in agreement with work in other systems
that describes the role of DCGs in ciliary biology. Combined, these results lend strong
support to an emerging theme that assigns cilia a potentially crucial role in the
etiology of DD. Whereas the link between DCGs and cilia is strongly supported by data,
the next step—the link between DD and cilia—is much more tenuous and
hypothetical. As brain imaging studies suggest overlapping regions of functional
importance and involvement of white matter for the 3 DCGs studied here, these regions
could serve as starting points for further research to connect the pathways (64). To acquire this more comprehensive
understanding, future studies need to clarify which cells of the brain are crucial for
the etiology of DD, what the function of cilia is for these cells, and how such results
could explain the observed genetic effect on white matter.
Authors: Y Wang; M Paramasivam; A Thomas; J Bai; N Kaminen-Ahola; J Kere; J Voskuil; G D Rosen; A M Galaburda; J J Loturco Journal: Neuroscience Date: 2006-09-20 Impact factor: 3.590
Authors: Amir M Ashique; Youngshik Choe; Mattias Karlen; Scott R May; Khanhky Phamluong; Mark J Solloway; Johan Ericson; Andrew S Peterson Journal: Sci Signal Date: 2009-11-03 Impact factor: 8.192
Authors: Arttu Jolma; Teemu Kivioja; Jarkko Toivonen; Lu Cheng; Gonghong Wei; Martin Enge; Mikko Taipale; Juan M Vaquerizas; Jian Yan; Mikko J Sillanpää; Martin Bonke; Kimmo Palin; Shaheynoor Talukder; Timothy R Hughes; Nicholas M Luscombe; Esko Ukkonen; Jussi Taipale Journal: Genome Res Date: 2010-04-08 Impact factor: 9.043
Authors: Alistair R R Forrest; Hideya Kawaji; Michael Rehli; J Kenneth Baillie; Michiel J L de Hoon; Vanja Haberle; Timo Lassmann; Ivan V Kulakovskiy; Marina Lizio; Masayoshi Itoh; Robin Andersson; Christopher J Mungall; Terrence F Meehan; Sebastian Schmeier; Nicolas Bertin; Mette Jørgensen; Emmanuel Dimont; Erik Arner; Christian Schmidl; Ulf Schaefer; Yulia A Medvedeva; Charles Plessy; Morana Vitezic; Jessica Severin; Colin A Semple; Yuri Ishizu; Robert S Young; Margherita Francescatto; Intikhab Alam; Davide Albanese; Gabriel M Altschuler; Takahiro Arakawa; John A C Archer; Peter Arner; Magda Babina; Sarah Rennie; Piotr J Balwierz; Anthony G Beckhouse; Swati Pradhan-Bhatt; Judith A Blake; Antje Blumenthal; Beatrice Bodega; Alessandro Bonetti; James Briggs; Frank Brombacher; A Maxwell Burroughs; Andrea Califano; Carlo V Cannistraci; Daniel Carbajo; Yun Chen; Marco Chierici; Yari Ciani; Hans C Clevers; Emiliano Dalla; Carrie A Davis; Michael Detmar; Alexander D Diehl; Taeko Dohi; Finn Drabløs; Albert S B Edge; Matthias Edinger; Karl Ekwall; Mitsuhiro Endoh; Hideki Enomoto; Michela Fagiolini; Lynsey Fairbairn; Hai Fang; Mary C Farach-Carson; Geoffrey J Faulkner; Alexander V Favorov; Malcolm E Fisher; Martin C Frith; Rie Fujita; Shiro Fukuda; Cesare Furlanello; Masaaki Furino; Jun-ichi Furusawa; Teunis B Geijtenbeek; Andrew P Gibson; Thomas Gingeras; Daniel Goldowitz; Julian Gough; Sven Guhl; Reto Guler; Stefano Gustincich; Thomas J Ha; Masahide Hamaguchi; Mitsuko Hara; Matthias Harbers; Jayson Harshbarger; Akira Hasegawa; Yuki Hasegawa; Takehiro Hashimoto; Meenhard Herlyn; Kelly J Hitchens; Shannan J Ho Sui; Oliver M Hofmann; Ilka Hoof; Furni Hori; Lukasz Huminiecki; Kei Iida; Tomokatsu Ikawa; Boris R Jankovic; Hui Jia; Anagha Joshi; Giuseppe Jurman; Bogumil Kaczkowski; Chieko Kai; Kaoru Kaida; Ai Kaiho; Kazuhiro Kajiyama; Mutsumi Kanamori-Katayama; Artem S Kasianov; Takeya Kasukawa; Shintaro Katayama; Sachi Kato; Shuji Kawaguchi; Hiroshi Kawamoto; Yuki I Kawamura; Tsugumi Kawashima; Judith S Kempfle; Tony J Kenna; Juha Kere; Levon M Khachigian; Toshio Kitamura; S Peter Klinken; Alan J Knox; Miki Kojima; Soichi Kojima; Naoto Kondo; Haruhiko Koseki; Shigeo Koyasu; Sarah Krampitz; Atsutaka Kubosaki; Andrew T Kwon; Jeroen F J Laros; Weonju Lee; Andreas Lennartsson; Kang Li; Berit Lilje; Leonard Lipovich; Alan Mackay-Sim; Ri-ichiroh Manabe; Jessica C Mar; Benoit Marchand; Anthony Mathelier; Niklas Mejhert; Alison Meynert; Yosuke Mizuno; David A de Lima Morais; Hiromasa Morikawa; Mitsuru Morimoto; Kazuyo Moro; Efthymios Motakis; Hozumi Motohashi; Christine L Mummery; Mitsuyoshi Murata; Sayaka Nagao-Sato; Yutaka Nakachi; Fumio Nakahara; Toshiyuki Nakamura; Yukio Nakamura; Kenichi Nakazato; Erik van Nimwegen; Noriko Ninomiya; Hiromi Nishiyori; Shohei Noma; Shohei Noma; Tadasuke Noazaki; Soichi Ogishima; Naganari Ohkura; Hiroko Ohimiya; Hiroshi Ohno; Mitsuhiro Ohshima; Mariko Okada-Hatakeyama; Yasushi Okazaki; Valerio Orlando; Dmitry A Ovchinnikov; Arnab Pain; Robert Passier; Margaret Patrikakis; Helena Persson; Silvano Piazza; James G D Prendergast; Owen J L Rackham; Jordan A Ramilowski; Mamoon Rashid; Timothy Ravasi; Patrizia Rizzu; Marco Roncador; Sugata Roy; Morten B Rye; Eri Saijyo; Antti Sajantila; Akiko Saka; Shimon Sakaguchi; Mizuho Sakai; Hiroki Sato; Suzana Savvi; Alka Saxena; Claudio Schneider; Erik A Schultes; Gundula G Schulze-Tanzil; Anita Schwegmann; Thierry Sengstag; Guojun Sheng; Hisashi Shimoji; Yishai Shimoni; Jay W Shin; Christophe Simon; Daisuke Sugiyama; Takaai Sugiyama; Masanori Suzuki; Naoko Suzuki; Rolf K Swoboda; Peter A C 't Hoen; Michihira Tagami; Naoko Takahashi; Jun Takai; Hiroshi Tanaka; Hideki Tatsukawa; Zuotian Tatum; Mark Thompson; Hiroo Toyodo; Tetsuro Toyoda; Elvind Valen; Marc van de Wetering; Linda M van den Berg; Roberto Verado; Dipti Vijayan; Ilya E Vorontsov; Wyeth W Wasserman; Shoko Watanabe; Christine A Wells; Louise N Winteringham; Ernst Wolvetang; Emily J Wood; Yoko Yamaguchi; Masayuki Yamamoto; Misako Yoneda; Yohei Yonekura; Shigehiro Yoshida; Susan E Zabierowski; Peter G Zhang; Xiaobei Zhao; Silvia Zucchelli; Kim M Summers; Harukazu Suzuki; Carsten O Daub; Jun Kawai; Peter Heutink; Winston Hide; Tom C Freeman; Boris Lenhard; Vladimir B Bajic; Martin S Taylor; Vsevolod J Makeev; Albin Sandelin; David A Hume; Piero Carninci; Yoshihide Hayashizaki Journal: Nature Date: 2014-03-27 Impact factor: 49.962
Authors: Silvia Paracchini; Ankur Thomas; Sandra Castro; Cecilia Lai; Murugan Paramasivam; Yu Wang; Brendan J Keating; Jennifer M Taylor; Douglas F Hacking; Thomas Scerri; Clyde Francks; Alex J Richardson; Richard Wade-Martins; John F Stein; Julian C Knight; Andrew J Copp; Joseph Loturco; Anthony P Monaco Journal: Hum Mol Genet Date: 2006-04-06 Impact factor: 6.150
Authors: Byoung-Il Bae; Ian Tietjen; Kutay D Atabay; Gilad D Evrony; Matthew B Johnson; Ebenezer Asare; Peter P Wang; Ayako Y Murayama; Kiho Im; Steven N Lisgo; Lynne Overman; Nenad Šestan; Bernard S Chang; A James Barkovich; P Ellen Grant; Meral Topçu; Jeffrey Politsky; Hideyuki Okano; Xianhua Piao; Christopher A Walsh Journal: Science Date: 2014-02-14 Impact factor: 47.728
Authors: Elizabeth A De Stasio; Katherine P Mueller; Rosemary J Bauer; Alexander J Hurlburt; Sophie A Bice; Sophie L Scholtz; Prasad Phirke; Debora Sugiaman-Trapman; Loraina A Stinson; Haili B Olson; Savannah L Vogel; Zabdiel Ek-Vazquez; Yagmur Esemen; Jessica Korzynski; Kelsey Wolfe; Bonnie N Arbuckle; He Zhang; Gaelen Lombard-Knapp; Brian P Piasecki; Peter Swoboda Journal: Genetics Date: 2018-01-03 Impact factor: 4.562
Authors: S Mascheretti; A De Luca; V Trezzi; D Peruzzo; A Nordio; C Marino; F Arrigoni Journal: Transl Psychiatry Date: 2017-01-03 Impact factor: 6.222
Authors: Meagan Montesion; Zachary H Williams; Ravi P Subramanian; Charlotte Kuperwasser; John M Coffin Journal: Retrovirology Date: 2018-08-20 Impact factor: 4.602