Abstract
Cilia, either motile or non-motile (a.k.a primary or sensory), are complex evolutionarily conserved eukaryotic structures composed of hundreds of proteins required for their assembly, structure and function that are collectively known as the ciliome. Ciliome gene mutations underlie a group of pleiotropic genetic diseases known as ciliopathies. Proper cilium function requires the tight coregulation of ciliome gene transcription, which is only fragmentarily understood. RFX transcription factors (TF) have an evolutionarily conserved role in the direct activation of ciliome genes both in motile and non-motile cilia cell-types. In vertebrates, FoxJ1 and FoxN4 Forkhead (FKH) TFs work with RFX in the direct activation of ciliome genes, exclusively in motile cilia cell-types. No additional TFs have been described to act together with RFX in primary cilia cell-types in any organism. Here we describe FKH-8, a FKH TF, as a direct regulator of the sensory ciliome genes in Caenorhabditis elegans. FKH-8 is expressed in all ciliated neurons in C. elegans, binds the regulatory regions of ciliome genes, regulates ciliome gene expression, cilium morphology and a wide range of behaviors mediated by sensory ciliated neurons. FKH-8 and DAF-19 (C. elegans RFX) physically interact and synergistically regulate ciliome gene expression. C. elegans FKH-8 function can be replaced by mouse FOXJ1 and FOXN4 but not by other members of other mouse FKH subfamilies. In conclusion, RFX and FKH TF families act jointly as direct regulators of ciliome genes also in sensory ciliated cell types suggesting that this regulatory logic could be an ancient trait predating functional cilia sub-specialization.
Research organism: C. elegans
Introduction
Eukaryotic cilia are complex and highly organized organelles defined as specialized membrane protrusions formed from a stereotyped assembly of microtubules. Cilia are composed of hundreds of proteins, required for their assembly, structure and function, which are collectively known as the ciliome (Figure 1A). Cilia can be classified into motile or non-motile based on their function and structure: motile cilia are responsible for propelling cells or generating fluid flow while non-motile (a.k.a primary or sensory) cilia function as cellular antennae to sense extracellular stimuli (Choksi et al., 2014). Cilia appeared early in eukaryotic evolution and it is thought that in ancient unicellular eukaryotes cilia displayed mixed motile and sensory functions (Mitchell, 2017). In multicellular invertebrates, primary and motor cilia are restricted to specific cell types. In contrast, in vertebrates, primary cilia are present almost in every cell, including neurons, while motile cilia are present only in specialized cell types.
Most ciliome components are shared between motile and primary cilia and are referred as ‘core’ ciliome (Figure 1A). In addition, motile cilia usually contain specialized axonemal dyneins, other motile-specific components and specific signaling proteins while the membrane of sensory cilia is decorated with receptors that trigger downstream signaling cascades when they are activated by small molecules, mechanical perturbations, or radiation.
The importance and wide range of cilia functions are underscored by the large number of congenital disorders caused by mutations in genes coding for ciliome components, which are collectively called ciliopathies (Andreu-Cervera et al., 2021; Horani and Ferkol, 2021; Lucas et al., 2020; Tobin and Beales, 2009). These disorders cause a broad spectrum of symptoms including retinal degeneration, polycystic kidney, deafness, polydactyly, brain and skeletal malformations, infertility, morbid obesity and mental retardation. Importantly, there are still many ‘orphan ciliopathies’, which correspond to congenital disorders classified as ciliopathies by phenotype but with yet unidentified causal mutations. Genetic variants lying in coding genes (including mutations in the ciliome genes) are easier to identify as causal mutations, however, most variants associated to human diseases lie in the non-coding genome (Chatterjee and Ahituv, 2017; Battle et al., 2017; Timpson et al., 2018). It is currently thought that some of these non-coding variants act as regulatory mutations affecting gene expression. Thus, regulatory mutations affecting ciliome gene expression might underlie many orphan ciliopathies. Understanding the molecular mechanisms that ensure correct co-regulation of ciliome genes is then of utmost importance.
Little is known about the direct transcriptional co-regulation of ciliome gene expression (Choksi et al., 2014; Lewis and Stracker, 2021; Thomas et al., 2010). In 2000, pioneering work in Caenorhabditis elegans identified DAF-19, an RFX family transcription factor (TF), as a direct regulator of ciliome gene expression in the ciliated sensory neurons (Swoboda et al., 2000). This work was followed by numerous reports on the role of different members of the RFX TF family as direct ciliome gene regulators both in primary and motile cilia cell-types in several animal models including Drosophila melanogaster, Danio rerio, Xenopus laevis, and Mus musculus (Ashique et al., 2009; Bonnafe et al., 2004; Chung et al., 2012; Dubruille et al., 2002; Liu et al., 2007) and in humans (Sugiaman-Trapman et al., 2018). FOXJ1, an ancient member of the Forkhead family, also acts as a direct activator of ciliome gene transcription in several vertebrates, but its role is limited to cell types containing motile cilia (Brody et al., 2000; Chen et al., 1998; Stubbs et al., 2008; Vij et al., 2012; Yu et al., 2008). Thus, currently additional TFs acting together with RFX TFs in the direct regulation of the ciliome gene expression in sensory cilia cell-types are unknown in any organism.
Here, we take advantage of the amenability of C. elegans for genetic studies to understand the transcriptional regulatory logic of the non-motile primary cilliome genes. C. elegans contains sensory but not motile cilia. In hermaphrodites, sensory cilia are found in 25 out of the 118 neuronal types known as the ciliated sensory system (Inglis et al., 2007; Figure 1B). We find that FKH-8, a FKH TF, is expressed in all ciliated sensory neurons in C. elegans, with an onset of expression concomitant to the start of ciliome gene expression. Chromatin immuno-precipitation and sequencing (ChIP-seq) data analysis shows that FKH-8 binds to a broad range of ciliome genes, at locations often near X-box motifs, the binding sites for DAF-19/RFX. fkh-8 mutants show decreased ciliome reporter gene expression, cilia morphology abnormalities and deficits in a wide range of behaviors mediated by sensory cilia. In addition, we find FKH-8/FKH and DAF-19/RFX can physically interact and act synergistically in the regulation of ciliome genes. Finally, we show that mouse FoxJ1 and FoxN4, two ancient FKH TFs known to directly regulate ciliome gene expression in vertebrate motile-cilia cell types, rescue fkh-8 mutant expression defects in C. elegans. This functional conservation is not observed with members of other FKH sub-families. Our results identify FKH-8 as the first TF acting together with RFX TFs in the direct regulation of the ciliome genes in sensory-ciliated cells and suggest that this function could be evolutionary conserved in vertebrates. Taken together, a global ciliome regulatory logic starts to emerge in which RFX and FKH TFs could act together in the direct regulation of ciliome gene expression both in cell types containing motile or primary cilia. Considering that ancestral eukaryotic cilium is proposed to combine motile and sensory functions, we speculate that RFX / FKH regulatory module might represent the ancestral state of eukaryotic ciliome gene regulation.
Results
Persistent activity of regulatory regions for ciliome genes in daf-19/RFX mutants
The activity of regulatory regions controlling ciliome gene expression is dramatically reduced in daf-19(m86) null mutants. However, for several ciliome reporters, some residual activity has been anecdotally reported (Burghoorn et al., 2012; Chu et al., 2012; De Stasio et al., 2018; Efimenko et al., 2005; Haycraft et al., 2001; Swoboda et al., 2000). As daf-19 is the only RFX TF encoded in the C. elegans genome, we reasoned that persistent ciliome enhancer activity in daf-19(m86) null mutants would underscore the presence of additional TF families acting in concert with DAF-19. Based on previous data, we selected enhancers and built fluorescent reporters for ten phylogenetically conserved and broadly expressed core cilia components: five intraflagelar transport (IFT) genes (che-11, osm-1, ift-20, che-13, osm-5); the transition zone transmembrane genes tmem-107 and mks-1; a Tubby family of bipartite transcription factors involved in receptor trafficking (tub-1); the dynein-component xbx-1 and the ubiquitin protein ligase peli-1 (Figure 1A). Human orthologs for several of these genes are linked to ciliopathies (Horani and Ferkol, 2021; Mukhopadhyay et al., 2005; Thevenon et al., 2016). All fluorescent reporters contain at least one experimentally validated X-box, the binding site for DAF-19/RFX (Figure 1—figure supplement 1). To avoid the dauer constitutive phenotype of daf-19(m86) null animals, we analyzed reporter expression in daf-19(m86); daf-12(sa204) double mutants and daf-12(sa204) was used as control, as previously reported (De Stasio et al., 2018; Phirke et al., 2011).
In daf-12(sa204) worms, all reporters show broad activity in the ciliated system, with mean reporter expression in at least 30 ciliated neurons, except for mks-1 and osm-5 reporters that showed expression in less than 20 cells, suggesting other enhancers outside the analyzed sequences might drive expression in additional ciliated neurons (Figure 1C, Figure 1—figure supplement 2 and Figure 1—source data 1). As expected, daf-19(m86); daf-12(sa204) double mutants show a dramatic decrease in the number of neurons positive for each reporter (Figure 1C and Figure 1—figure supplement 2). Importantly, all reporters except tmem-107, mks-1, and osm-5, which correspond to the shortest constructs, show persistent expression in some neurons (Figure 1C, Figure 1—figure supplement 2 and Figure 1—source data 1). We hypothesized that these short constructs might lack binding sites for additional TFs acting with DAF-19. Indeed, we find that shorter versions of xbx-1 and peli-1 reporter constructs are more affected by daf-19 mutation than corresponding longer constructs, consistent with shorter sequences lacking additional regulatory information (Figure 1C). Altogether our data strongly suggests that additional TF or TFs act together with DAF-19 to directly activate core ciliome gene expression.
Identification of FKH-8 as candidate regulator of ciliome gene expression
We reasoned that similar to daf-19, additional regulators of cilia gene expression could act broadly on many genes coding for ciliome components and in many different ciliated neuron types. Thus, to identify these putative candidates, we combined three strategies: cis-regulatory analysis of the ciliome genes, TF expression enrichment in the sensory ciliated system and TF binding to putative regulatory regions of the ciliome genes.
We built a manually curated list of 163 cilium effector genes (Materials and methods and Figure 1—figure supplement 2). This list can be divided in four categories: (1) 73 ‘core components’ present in all types of cilia and thus expressed by all ciliated neurons in C. elegans. Core components include IFT particles, kinesins, dyneins, BBSome complex, etc; (2) 68 ‘Subtype specific’ genes, that code for channels or receptors located in cilia that are expressed in a neuron-type-specific manner, providing neuron-type-specific functions; (3) 13 ‘Broad expression’ genes, specifically expressed within the ciliated system but not associated with well-defined core cilia functions and (4) 9 ‘Male’ genes that code for genes with male-specific cilia functions (Figure 1—source data 2).
De novo motif enrichment analysis using the promoters of ciliome genes identified previously known RFX consensus binding sites (X-box motif). In agreement with published results, X-box motifs are preferentially associated to ‘Core’ and ‘Broadly expressed’ ciliome genes (Figure 1—figure supplement 3; Burghoorn et al., 2012; Efimenko et al., 2005; Swoboda et al., 2000). An additional motif matching the pro-neural bHLH TF lin-32/Atoh1 is present in 28% of the genes, with no particular bias to any ciliome category (Figure 1—figure supplement 3). The pro-neural binding motif might reflect the neuronal nature of this gene set, as in C. elegans cilia are only present in neurons. Motif enrichment analysis limited only to the 102 genes containing predicted X-box sites identified two additional motifs one showing similarity to DAF-19/RFX binding site and the other to the previously reported C-BOX motif for whom TF binding has not been determined (Burghoorn et al., 2012; Figure 1—figure supplement 3). Analysis limited to the 61 genes lacking predicted X-box sites failed to identify enriched motifs for known transcription factors. Thus, motif enrichment of ciliome genes regulatory regions failed to pinpoint additional TF candidates to regulate ciliome gene expression. The X-box motif consists of a long imperfect palindromic consensus binding site with high information content (Figure 1—figure supplement 3), in contrast, most TF binding motifs (TFBM) are often short and degenerate, thus predicted matches can be found at high frequency in the genome. This feature might underlie the failure to find enriched motifs for additional TFs in ciliome gene regulatory regions.
As an alternative to motif enrichment analysis, we turned to TF expression enrichment. We hypothesized that TFs acting broadly on sensory cilia gene expression could show enriched expression in the sensory ciliated neurons. Using available single cell RNA expression data (sc-RNAseq) from the second larval stage (Cao et al., 2017), we retrieved the expression pattern of 861 C. elegans transcription factors (Narasimhan et al., 2015). Ten transcription factors are specifically enriched within the ciliated sensory neurons compared to other neuron types or non-neuronal tissues (Figure 1D). Not surprisingly, daf-19 expression is not enriched in ciliated neurons, as daf-19 is expressed panneuronally and only a specific splicing isoform is restricted to ciliated neurons (Senti et al., 2008). The expression of TFs controlling terminal identity is often maintained throughout the life of the animal. Using an independent set of sc-RNAseq data from young adult (Taylor et al., 2021), we found that among the 10 TF candidates only FKH-8 expression is detected in all 25 different types of sensory ciliated neurons (Figure 1—figure supplement 3), suggesting it could be a good candidate to act together with DAF-19 in the regulation of ciliome gene expression.
Finally, we interrogated 446 published ChIP-seq datasets (Luo et al., 2020), corresponding to 259 different TFs (including FKH-8 but not DAF-19), for nearby binding to the ciliome gene list (Figure 1—source data 2). We find FKH-8 behaves very differently from the rest of TFs with at least one FKH-8 binding peak associated to 49% of the genes on the ciliome gene list (Figure 1E). FKH-8 binds both core components and subtype-specific ciliome genes (Figure 1—figure supplement 3), although similar to X-box motifs, FKH-8 binding is significantly more prevalent for core ciliome genes (75% compared to 22% binding to subtype genes). Thus, both sc-RNAseq and ChIPseq data analysis pinpoint FKH-8 as a good candidate TF to directly control ciliome gene expression.
FKH-8 is expressed in all ciliated sensory neurons
FKH-8::GFP fosmid expression at young adult stage is detected in all ciliated sensory neurons, as assessed by co-localization with the ift-20 core ciliome reporter (Figure 2A and B and Figure 2—source data 1). Three non-ciliated neurons, PVD, VC4 and VC5 show FKH-8 expression, while no expression is detected in non-neuronal tissues. C. elegans male nervous system contains additional ciliated sensory neurons, mostly in the tail, which also express FKH-8 (Figure 2B). During embryonic development, there is a similar overlap between FKH-8 and ift-20 reporters (Figure 2—figure supplement 1). Correlation between fkh-8, ift-20 and daf-19 expression during development is also observed using Uniform Manifold Approximation and Projection (UMAP) representation of embryonic sc-RNA-seq data (Packer et al., 2019; Figure 2—figure supplement 1). In addition, there is a high gene expression correlation for the 73 core ciliome genes and daf-19 or fkh-8 expression but not with other TFs (Figure 2—figure supplement 1). Thus, our analysis shows that FKH-8 is expressed almost exclusively in the whole ciliated sensory system and its developmental expression correlates with core ciliome gene expression.
Figure 2. FKH-8 is expressed in sensory ciliated neurons, binds ciliome genes near DAF-19 X-boxes and physically interacts with DAF-19.
(A) fkh-8 locus (top) and fosmid based fkh-8 reporter (bottom). Grey boxes represent exons and orange boxes correspond to exons coding for the FKH DNA binding domain (DBD). Putative daf-19/RFX binding sites (X-boxes) are depicted with blue lines. Red bars indicate extension for the corresponding deletion alleles. (B) Dorso-ventral views of young adult animals expressing both the fosmid-based FKH-8::GFP reporter (in green) and an integrated reporter for the panciliary marker ift-20 (in red). A: anterior, P: posterior, R: right, L: left. Scale bar = 10 µm. See Figure 2—source data 1 for quantification and Figure 2—figure supplement 1 for embryonic expression patterns and expression correlation with DAF-19 and ciliome genes. (C) Genes associated to nearby FKH-8 binding events enrich Gene Ontology terms related to cilia regulated processes and/or functions. Data correspond to adjusted p-value. See Figure 2—source data 2 for gene lists associated to GO terms (D) De novo motif analysis of FKH-8 ChIP-seq data identifies a motif present in 27% of peaks, enriched at central positions, that matches a Forkhead like (FHL) motif. (E) DAF-19/RFX binding motifs (PWM M1534_1.02) are present in 21% of the FKH-8 bound regions and are enriched at central positions. See Figure 2—figure supplement 2 for similar analysis on additional FKH ChIP-seq data sets. (F) Distribution of ciliome genes in four different categories: (1) genes with both X-box motifs and FKH-8 binding events; (2) genes with only FKH-8 binding; (3) Genes with X-box motifs only and (4) Genes with neither FKH-8 binding or X-boxes. Most ciliome genes contain both X-boxes and FKH-8 peaks, this dual signature is highly prevalent in core ciliome genes while is minoritary in subtype ciliome genes. See Figure 2—source data 2 for gene lists associated to each signature. (G) Distance between X-boxes found in ciliome genes and the center of the nearest FKH-8 ChIP-seq peak. 42% of X-boxes are located less than 600 bp from a FKH-8 ChIP-seq peak. See Figure 2—figure supplement 2 for differential analysis of core and subtype ciliome genes. (H) Co-immuno precipitation of HA tag FKH-8 and FLAG tag DAF-19 expressed in HEK293 cells shows physical interaction between both transcription factors in the soluble fraction of nuclear extracts. MEK2 is used to assess for the presence of cytoplasmic components and Histone H3 to assess the presence of chromatin. See Figure 2—source data 3 for original blots and Figure 2—figure supplement 2 for additional analysis of interaction in chromatin associated fractions.
Figure 2—figure supplement 1. fkh-8 expression along ciliated system development.
Figure 2—figure supplement 2. FKH-8 binds near X-BOX motifs.
FKH-8 binds near X-boxes associated to ciliome genes
Next, we extended FKH-8 ChIPseq data analysis to the whole genome. FKH-8 binds a total of 5035 genomic regions assigned to 3987 genes. Most peaks are associated to promoter regions (58.65%). Gene ontology analysis of FKH-8 bound genes shows enrichment for cilia functions or dauer regulation (which is also dependent on cilia integrity; Figure 2C, Figure 2—source data 2).
DNA consensus motifs bound by FKH-8 have not been experimentally determined. FKH TF family binds the canonical consensus RYMAAYA (Pierrou et al., 1994) and an alternative motif, termed FKH-like (FHL), characterized by a GACGC core sequence (Nakagawa et al., 2013). De novo motif enrichment analysis of FKH-8 ChIP-seq peaks does not show any match for FKH canonical binding site but identifies a motif that highly resembles the FHL motif (Figure 2D). This motif, present in 27% of the peaks, is enriched at central positions suggesting it could act as FKH-8 primary binding motif (Figure 2D).
We noticed that eight out of the 12 functional X-boxes present in the core ciliome gene reporters analyzed in Figure 1C overlap with FKH-8 ChIP-seq peaks (Figure 1—figure supplement 1). Thus, we next looked for X-box enrichment in FKH-8 bound regions. 21% of FKH-8 peaks contain at least one match for the DAF-19 position weight matrix (Figure 2E). Importantly, X-boxes are preferentially found also at central locations, suggesting they could be in close proximity to FKH-8-bound sites (Figure 2E). X-boxes are less significantly or not significantly enriched in ChIP-seq datasets for other FKH TFs (Figure 2—figure supplement 2 and Figure 2—source data 2), which is consistent with specific co-binding of DAF-19 and FKH-8.
Next, we analyzed the presence of X-boxes and FKH-8 binding events specifically associated to ciliome genes. Regulatory sequences for 34% of ciliome genes contain both X-box motifs and FKH-8 genomic binding (Figure 2F and Figure 2—source data 2). This dual regulatory signature is more prevalent in core ciliome genes (present in 62% of this gene category) than in subtype-specific ciliome (present in 6% of these genes) (Figure 2F and Figure 2—source data 2). In addition, most X-boxes are located less than 600 bp from the center of its closest FKH-8 ChIP-seq peak (Figure 2G), this close proximity is a feature of core-ciliome components (found in 66% of core ciliome genes) but not for sub-type ciliome genes (only 9% of X-boxes found in this category contain a nearby FKH-8 peak) (Figure 2—figure supplement 2 and Figure 2—source data 2).
Finally, we assessed FKH-8 and DAF-19 physical interaction by co-expression in HEK293 cells and co-immunoprecipitation. Our results show that FKH-8 and DAF-19 interact bound to DNA (Figure 2—figure supplement 2 and ) and more importantly also in the nuclear soluble fraction free of chromatin (Figure 2H and Figure 2—source data 3). In summary, our data is consistent with FKH-8 and DAF-19 acting together to regulate ciliome gene expression, particularly in core cilia components.
fkh-8 mutants show defects in ciliome reporter gene expression
The only available fkh-8 mutation, tm292, is a deletion downstream the FKH DNA binding domain, suggesting it might not be a null allele (Figure 2A, Figure 2—source data 1). Thus, we built fkh-8(vlc43), a deletion allele that removes the whole fkh-8 coding region (Figure 2A). We selected eight reporters for six genes that code for core cilia components and that overlap with FKH-8 ChIP-seq peaks (Figure 1—figure supplement 1) and analyzed their expression in fkh-8(tm292) and fkh-8(vlc43) mutants.
Both fkh-8 mutant alleles show significant expression defects in all reporters except for tub-1/Tub and the long peli-1/Peli1,2,3 and xbx-1 reporters (Figure 3A and B Figure 3—figure supplement 1 and Figure 3—source data 1). Lack of fluorescence reporter expression in fkh-8 mutants reflects enhancer activity defects and not the absence of the ciliated neurons per se, as tub-1/Tub and the long peli-1/Peli1,2,3 reporters are expressed in 53 and 46 ciliated neurons respectively in fkh-8 mutants, similar to wild type expression levels (Figure 3—figure supplement 1 and Figure 3—source data 1). Phenotypes are often more penetrant in fkh-8(vlc43) null allele than in the fkh-8(tm292) and both fkh-8(vlc43) and fkh-8(tm292) heterozygote animals show similar reporter expression levels as wild type indicating both alleles are recessive and tm292 is a hypomorph (Figure 3—figure supplement 1).
Figure 3. FKH-8 TF and FKH-binding sites are required for correct core ciliome gene reporter expression.
(A) Dorso-ventral images from young adult heads expressing different core ciliome multicopy array gene reporters in wild type and fkh-8(vlc43) null mutant animals. All reporters are extrachromosomal arrays except for ift-20 reporter which is integrated. Arrow heads point deirid expression lost in the mutant. A: anterior, P: posterior, R: right, L: left. (B) Quantification of the number of gfp-positive cells in five distinct anatomical regions for each reporter in wild type, fkh-8(tm292) hypomorphic allele and fkh-8(vlc43) null mutant. To facilitate comparisons, values in each region are normalized to controls. The same extrachromosomal line was analyzed in the different genetic backgrounds. Each dot represents the number of reporter-expressing neurons scored in a single animal. Mean and standard error are represented. Black asterisk denotes significantly different from wild type and orange asterisk indicates vlc43 is significantly different from tm292 allele. Sample sizes for each genetic background: ift-20: n≥10; osm-9: n=9; osm-5: n≥8; peli-1: n≥7; xbx-1: n≥5. See Figure 3—source data 1 for raw scoring data, Figure 3—figure supplement 1 for analysis of the hypomorphic recessive nature of the tm292 allele and quantification of additional reporters not affected in fkh-8 mutants, see Figure 3—figure supplement 2 and Figure 3—source data 2 for functional characterization of predicted FKH binding sites in ift-20 and xbx-1 regulatory regions. (C) Dorso-ventral images from young adult heads expressing GFP from the endogenously tagged osm-5 locus [osm-5(syb6528), osm-5::SL2::GFP::H2B] in wild type and fkh-8(vlc43) null mutant. A global decrease in fluorescence intensity is detected in fkh-8(vlc43) animals compared to wild type. Scale bar = 25 µm. (D) Fluorescence intensity level quantification in specific ciliated neuron populations shows significant reduction of expression in fkh-8(vlc43) animals. A. U.: arbitrary units. See Figure 3—source data 1 for raw scoring data. n≥20 for each cell type and genetic background.
Figure 3—figure supplement 1. f. fkh-8(tm292) is a hypomorphic recessive allele.
Figure 3—figure supplement 2. f. Functional characterization of putative FKH sites in cis-regulatory modules of two core ciliome components.
Endogenously tagged osm-5 core cilome gene [osm-5(syb6528), osm-5::SL2::GFP::H2B] shows panciliary expression in wild type animals (Figure 3C), fluorescence intensity is greatly reduced in fkh-8(vlc43) animals (Figure 3C and D) further supporting the role of FKH-8 in direct control of ciliome gene expression.
fkh-8(vlc43) animals show missing ift-20 expression in ten neurons including the four pairs of dopaminergic ciliated mechanosensory neurons (CEPV, CEPD, ADE and PDE). Expression in fkh-8(vlc43) animals of fkh-8 cDNA under the control of a dat-1 dopaminergic specific promoter, which is unaffected in fkh-8 mutants (see below Figure 7 and Figure 7—source data 1), is able to rescue ift-20 reporter expression, consistent with a cell autonomously role of fkh-8 in the regulation of ciliome gene expression.
Next, we complemented the TF mutant analysis with cis-regulatory mutant analysis. We focused on ift-20 and short xbx-1 reporters which both overlap with FKH-8 ChIP-seq peaks (Figure 3—figure supplement 2). Three independent transgenic lines with point mutations for FKH binding sites show broad expression defects both for ift-20 and xbx-1 reporters (Figure 3—figure supplement 2 and Figure 3—source data 1 and 2). cis-mutation expression defects are stronger than the ones observed for fkh-8 mutant alleles suggesting either other FKH factors can compensate the lack of fkh-8 or that cis-mutations could affect the binding of other TFs in addition to FKH-8. Future work will be required to assess if other FKH TFs are expressed in specific subpopulations of ciliated neurons and if they can compensate for the lack of FKH-8.
In summary, our cis regulatory and fkh-8 mutant analyses together with ChIP-seq data unravel a cell autonomous role for FKH-8 in the direct regulation of ciliome gene expression.
FKH-8 and DAF-19/RFX act synergistically
FKH-8 binds five different locations in the daf-19 locus (Figure 4A) while fkh-8 locus contains 3 putative X-box sites (Figure 2A), suggesting they could cross-regulate each other’s expression. Transcription of daf-19 generates different isoforms that share the carboxyl terminal (Ct) domain and the RFX DNA binding domain but differ in the amino-terminal region (Figure 4A). Some of these isoforms are expressed in a mutually exclusive manner: daf-19d is specifically expressed in ciliated neurons while daf-19a/b isoforms are expressed in the rest of the nervous system but not in ciliated neurons (Senti et al., 2008). Accordingly, a fosmid-based Ct-tagged DAF-19 reporter that labels all isoforms is broadly expressed in neurons (Figure 4—figure supplement 1). We did not find any obvious DAF-19::GFP expression defects in fkh-8(vlc43) mutants (Figure 4—figure supplement 1). Co-localization of DAF-19::GFP with dat-1::mcherry dopaminergic reporter expression or DiD lipophilic staining also reveals similar expression in wild type and fkh-8(vlc43) mutants in the dopaminergic or amphid ciliated neurons (Figure 4—figure supplement 1). Thus, our data suggest that, despite its extensive binding to daf-19 locus, FKH-8 does not seem to be required for daf-19 expression in ciliated neurons.
Figure 4. FKH-8 and DAF-19 exhibit crosstalk and synergistic effects in the transcriptional regulation of ciliome genes.
(A) daf-19 locus codes for five different daf-19 isoforms. Grey boxes represent exons whereas blue boxes correspond to exons coding for the RFX DNA binding domain (DBD). FKH-8 binding events are depicted as orange lines. Red arrows locate mutations of the corresponding alleles. (B) Lateral views from young adult hermaphrodite heads expressing fkh-8 fosmid-based reporter (wgIs652). Lack of all daf-19 isoforms (m86 allele) derepresses fkh-8 in non-ciliated neurons. This phenotype is mimicked by the specific absence of long daf-19a/b isoforms (of5 allele). Scale bar = 25 µm. See Figure 4—figure supplement 1 for unaffected DAF-19 expression in ciliated neurons in fkh-8(vlc43) mutants. (C) Dorso-ventral images from young adult hermaphrodites showing core ciliome ift-20 reporter expression in different genetic backgrounds. Scale bar = 25 µm. (D) Mean number of ift-20 reporter-expressing neurons in daf-12(sa204); daf-19(m86), fkh-8(tm292) triple mutants is significantly different from each of the double mutants and significantly lower than the expected from the multiplicative effect of both daf-12(sa204); fkh-8(tm292) and daf-12(sa204); daf-19(m86) animals. The same extrachromosomal line was analyzed in the different genetic backgrounds. Each dot represents the number of reporter-expressing neurons scored in a single animal. Mean and standard error are represented. See Figure 4—figure supplement 2 for quantification of FKH-8 and DAF-19 synergistic effects in xbx-1 and peli-1 reporter expression and Figure 4—source data 1 for raw data and statistics for all analyzed genetic backgrounds. n≥10 for each genetic background. (E) Analysis of osm-1 and xbx-1 ciliome reporters in specific subpopulations of ciliated neurons. CEPV and CEPD are labeled with dat-1::mcherry (otIs181) and srh-211:: tagRFP (vlcEx1365) is expressed in PHA neuron, both reporters are unaffected in all genetic backgrounds. Quantification of ciliome reporters is depicted in the corresponding graphs. Figure 4—source data 1 for raw data and statistics for all analyzed genetic backgrounds, n=30 worms per genotype and reporter construct.
Figure 4—figure supplement 1. Lack of FKH-8 has no major effect on DAF-19 expression.
Figure 4—figure supplement 2. FKH-8 and DAF-19 show synergistic effects in the transcriptional regulation of the ciliome.
Next, we assessed FKH-8::GFP fosmid expression in daf-19(m86); daf-12(sa204) double mutant. In contrast to ciliated-neuron-specific expression pattern seen in wild type, FKH-8::GFP is expressed seemingly pan-neuronally in daf-19(m86); daf-12(sa204) double mutants (Figure 4B), suggesting a repressive role for DAF-19. FKH-8::GFP expression in the PDE dopaminergic ciliated sensory neuron is unaffected in daf-19(m86); daf-12(sa204) double mutants as assessed by co-localization with dat-1:cherry [91% PDE neurons are FKH-8::GFP positive in wild type animals and 92% in daf-19(m86); daf-12(sa204) mutants], suggesting that FKH-8::GFP expression is unaffected by the lack of daf-19 in ciliated neurons (Figure 4—source data 1). daf-19(m86) allele affects all isoforms; as DAF-19 isoform D is expressed in ciliated neurons, our results suggest DAF-19D is not necessary for FKH-8 expression in ciliated neurons. In contrast, DAF-19 isoforms A and B seem to repress FKH-8 expression in non-ciliated neurons, in agreement with this hypothesis, daf-19(of5), a mutant allele that specifically affects daf-19 a/b isoform expression (Figure 4A) shows similar pan-neuronal de-repression of FKH-8::GFP (Figure 4B). Consistent with the role for DAF-19A/B as repressor (De Stasio et al., 2018; Senti et al., 2008), we also found kap-1 ciliome gene reporter is de-repressed in daf-19(m86); daf-12(sa204) mutants (Figure 4—figure supplement 2). Interestingly, both kap-1 expression in ciliated neurons as well as kap-1 de-repression in daf-19 mutants is independent of FKH-8 (Figure 4—figure supplement 2). In AWB neurons, kap-1 reporter expression is regulated by FKH-2 transcription factor which is a downstream target of DAF-19 (Mukhopadhyay et al., 2007). We find fkh-2 fosmid reporter (wgIs185) expression in AWB is also independent of FKH-8 (Figure 4—source data 1) further supporting that kap-1 expression in wild type and de-repression in daf-19 mutants is independent of FKH-8.
Altogether our data supports previous results on the repressive role of DAF-19 A/B long isoforms (De Stasio et al., 2018; Senti et al., 2008), which at least in part seems to be independent of FKH-8 activity.
Next, we assessed sufficiency of DAF-19 and FKH-8 for the expression of ift-20 core ciliome gene reporter. Using a heat shock inducible promoter, we ectopically expressed DAF-19D during embryonic development. DAF-19D induction was sufficient to produce ectopic ift-20 expression while similar FKH-8 expression did not produce any significant effect (Figure 4—figure supplement 2). These results, together with the stronger phenotypes of daf-19(m86) mutants, indicate that although both TFs are required for ciliome gene expression, RFX TFs display more instructive functions in ciliome gene expression.
Considering that DAF-19 and FKH-8 share several ciliome gene targets, bind the regulatory regions of ciliome genes in close proximity and both can physically interact, we aimed to assess if DAF-19 and FKH-8 cooperate in the regulation of ciliome gene expression. daf-19 and fkh-8 genes are both located in chromosome II, despite several attempts, we failed to generate daf-19(m86), fkh-8(vlc43) II; daf-12(sa204) triple mutants but we were able to obtain daf-19(m86), fkh-8(tm292); daf-12(sa204) recombinant animals. To study synergistic effects, we counted the number of reporter expressing cells in the different genetic backgrounds. Loss of ift-20, peli-1, and xbx-1 reporter expression in triple mutants is greater than what will be expected for the multiplicative effect of the individual daf-19(m86); daf-12(sa204) and fkh-8(tm292); daf-12(sa204) phenotypes (Figure 4C and D and Figure 4—figure supplement 2) suggesting FKH-8 and DAF-19 could act synergistically. Of note, these reporters still show some vestigial expression in the triple mutant (Figure 4C and Figure 4—figure supplement 2). We CRISPR-engineered a full deletion of the fkh-8 locus in the daf-19(m86); daf-12(sa204); ift-20::rfp strain which generated a viable triple null mutant [fkh-8 (vlc39) allele]. These animals show similar residual ift-20 expression in a couple neurons (Figure 4C), based on location we tentatively identified them as CEPV or BAG neurons, however lack of co-expression using specific reporters (otIs259 [dat-1::gfp] and rpIs3 [gcy-33p::GFP]) discard these neuron identities. Taking into consideration that daf-19(m86) mutants show ectopic expression for some ciliome genes and the absence of other ciliated neuron candidates in the region, we conclude ift-20-positive cells in triple mutants are not likely to be ciliated neurons.
Importantly, although our analysis of total number of cells suggest synergy between FKH-8 and DAF-19, ectopic reporter expression in daf-19(m86) mutants could be masking additional synergistic effects. Thus, to unequivocally determine synergy, we labeled specific ciliated neuron populations in the different genetic backgrounds. We find osm-1 reporter expression in CEPV and CEPD neurons is unaffected or only slightly affected in fkh-8(tm292); daf-12(sa204) and daf-19(m86); daf-12(sa204) double mutants compared to daf-12(sa204) controls but is completely abolished in triple mutants (Figure 4E and Figure 4—source data 1). Similarly, xbx-1 expression in PHA neurons is only significantly affected in triple mutants (Figure 4E and Figure 4—source data 1). These data strongly suggest FKH-8 and DAF-19 act synergistically in the expression of specific ciliome genes and cellular contexts.
FKH-8 is required for correct cilia morphology
Mutations in several ciliome core components, including osm-5 and xbx-1, whose reporters are affected in fkh-8 mutants, show cilium morphology defects (Blacque et al., 2004; Mukhopadhyay et al., 2007; Perkins et al., 1986; Starich et al., 1995). In addition, cilia length is controlled by a balance between cilia assembly and disassembly regulated by IFT and mutants for ciliome components can produce both shortened or elongated cilia (Blacque et al., 2004; Burghoorn et al., 2007; Fujiwara et al., 1999). One of the most commonly used methods to assess gross cilium integrity is lipophilic dye staining (like DiD), which in wild type animals labels a subpopulation of amphid and phasmid neurons (Starich et al., 1995). Despite ciliome gene expression defects, fkh-8(vlc43) animals show similar DiD staining compared to wild type (Figure 4—source data 1).
Next, we directly analyzed cilium morphology labeling specific subpopulations of ciliated neurons (Figure 5, Figure 5—source data 1). Cilium length in CEP and AWB neurons is significantly reduced in fkh-8(vlc43) mutants compared to controls, while ADF neuron cilium length is significantly increased (Figure 5, Figure 5—source data 1). In addition, fkh-8 mutants display arborization defects in AWA cilia (Figure 5, Figure 5—source data 1). Of note, osm-5 kinesin, which our data show is a direct target for FKH-8, is required for correct AWB cilia morphology (Mukhopadhyay et al., 2007), which is also affected in fkh-8 mutants, suggesting both phenotypes could be correlated.
Figure 5. fkh-8(vlc43) null mutants display morphological defects in cilia.
Integrated reporters unaffected in fkh-8 mutant are used to label the cilia of several distinct subpopulations of ciliated neurons. CEP: otIs259(dat-1::gfp); ADF: zdIs13(tph-1::gfp); AWB: kyIs104(str-1::gfp); AWA: pkIs583(gpa-6::gfp). Panels show representative images from three animals in wild type and fkh-8(vlc43) mutant backgrounds. Cilium length of CEP and AWB neurons is significantly reduced in the absence of FKH-8 whereas ADF cilia length is increased. Depth of AWA cilium arborization is significantly reduced in fkh-8(vlc43) null mutants. Each dot in the graphs represents measures for a single cilium. Mean and standard error are represented. See Figure 5—figure supplement 1 for cilia morphology analysis in worms immobilized in polystyrene beads and Figure 5—source data 1 for raw data and statistics. CEP and AWB n=40; ADF n=32; AWA n=7.
Figure 5—figure supplement 1. fkh-8(vlc43) null mutants display morphological defects in cilia using physical immobilization with polystyrene beads.
To discard cilia morphology defects were caused by selective effects in the mutants of sodium azide (used to paralize worms) we treated worms with levamisole. Unexpectedly, we found fkh-8(vlc43) mutants are resistant to this drug. Of note, daf-19 mutants are also levamisole resistant (Senti et al., 2008), which suggest this phenotype for both mutants could be related to their ciliogenic functions. Alternatively, we used polystyrene beads to physically immobilized worms. We found that cilia morphology defects were also present in fkh-8(vlc43) mutants using this method (Figure 5—figure supplement 1). Thus, FKH-8 is necessary to regulate correct cilium length and morphology in diverse types of ciliated neurons.
fkh-8 mutants display defects in a wide range of cilia mediated behaviors
In C. elegans cilia are necessary to mediate sensory functions (Bargmann, 1993); thus, we interrogated fkh-8 mutants with a battery of sensory paradigms.
fkh-8 mutants respond similarly to wild type animals to body gentle touch stimuli, which are mediated by not ciliated neurons (Chalfie and Sulston, 1981; Figure 6—figure supplement 1), discarding general response or locomotory defects in fkh-8 mutants. Response to posterior harsh touch, which is redundantly mediated by ciliated PDE and non-ciliated PVD neurons (Li et al., 2011) is also unaffected in fkh-8(tm292) and fkh-8(vlc43) animals, suggesting FKH-8 is not required to mediate this mechanosensory behavior (Figure 6—figure supplement 1).
We tested two additional mechanosensory behaviors mediated only by ciliated sensory neurons: basal slowing response, mediated by dopaminergic ciliated neurons (Sawin et al., 2000) and nose touch, mediated by ASH, FLP and OLQ ciliated neurons (Kaplan and Horvitz, 1993). No defects on basal slowing response are found in fkh-8(vlc43) null mutants, while both fkh-8 alleles are defective for nose touch responses (Figure 6A and B, Figure 6—source data 1). vlc43 null allele shows stronger defects than tm292 allele, supporting the hypomorphic nature of tm292 allele (Figure 6A, Figure 6—source data 1). fkh-8(vlc43) animals are slightly but significantly dauer constitutive at 27 °C compared to N2 controls (Figure 6C, Figure 6—source data 1), which might indicate fkh-8 mutants show defects in preventing dauer entry, a process mediated by ADF, ASI, and ASG ciliated neurons (Bargmann and Horvitz, 1991). Moreover, exposure to pheromones induces dauer entry in fkh-8(vlc43) animals less efficiently than in wild type animals [sixfold induction in wild type versus threefold induction in fkh-8(vlc43) animals; Figure 6C, Figure 6—source data 1], suggesting FKH-8 could also be required for correct dauer entry, which is mediated by ASJ ciliated neuron (Bargmann and Horvitz, 1991).
Figure 6. FKH-8 is required for the correct display of several sensory mediated behaviors.
(A) Mutations in fkh-8 significantly impair appropriate backward response to nose touch, revealing functionality defects for the ASH, FLP and/or OLQ ciliated neurons. This phenotype is stronger in fkh-8(vlc43) null mutants than in the hypomorphic tm292 allele. n=20 animals per replicate, three biological replicates per genotype. (B) Decrease in locomotory rate upon re-entering a bacterial lawn is unaffected in fkh-8 mutants. n=15 worms per genotype and condition. (C) fkh-8 null mutants significantly fail to prevent dauer entry. Pheromones induce dauer in fkh-8 mutants, albeit less efficiently than in controls. Four biological replicates n>295 per replicate and genotype. (D to F) Lack of fkh-8 significantly impairs olfaction-mediated behaviors. Defects are observed for 2-nonanone repulsion mediated by AWB [Wild type n=59, 128, 114, 165; fkh-8(tm292) n=76, 123, 129, 209 and fkh-8(vlc43) n=82, 92, 130, 139] and 2-heptanone attraction mediated by AWC neurons [Wild type n=124, 129, 133; fkh-8(tm292) n=68, 94, 102 and fkh-8(vlc43) n=87, 83, 85]. Diacetyl response, mediated by AWA, is affected but not to a significant level due to high variability in the response [Wild type n=168, 69, 103; fkh-8(tm292) n=57, 85, 110 and fkh-8(vlc43) n=115, 107, 74]. (G to I) Attractive chemotaxis towards NaCl is unaffected in fkh-8 mutant animals. [Wild type n=62, 78, 72; fkh-8(tm292) n=105, 116, 106 and fkh-8(vlc43) n=111, 52, 78]. Avoidance behavior towards toxic SDS and copper anions is significantly impaired. [Six biological replicates, 5 worms per replicate and genotype, 4 tests per worm]. Mean and standard error are represented in all graphs. See Figure 6—figure supplement 1 for quantification of non-cilia mediated behaviors and Figure 6—source data 1 for raw data and statistics.
Figure 6—figure supplement 1. FKH-8 is not required for correct display of mechanosensory behaviors mediated by non-ciliated neurons.
fkh-8(vlc43) null mutants, but not tm292 allele, show significant odor avoidance defects to 2-nonanone (AWB mediated) and defective odor attraction to 2-heptanone (mediated by AWC; Figure 6D and E, Figure 6—source data 1; Bargmann et al., 1993; Troemel et al., 1997). Diacetyl attraction, which is mediated by AWA (Sengupta et al., 1996), is also decreased in fkh-8(vlc43) animals, although not significantly, due to high standard deviation values (Figure 6F, Figure 6—source data 1).
Finally, we tested gustatory responses to NaCl, Sodium Dodecyl Sulfate (SDS) and copper. fkh-8 mutants are attracted to NaCl similar to N2 controls, a response that is mediated mainly by ASE ciliated neurons (Bargmann and Horvitz, 1991; Figure 6G, Figure 6—source data 1). In contrast, avoidance response to SDS, mediated by ASH and ASK ciliated neurons (Hilliard et al., 2002) and avoidance to copper, mediated by ASH, ASE, ADF and ADL ciliated neurons (Guo et al., 2015; Sambongi et al., 1999), were significantly reduced both in fkh-8(vlc43) and fkh-8(tm292) animals (Figure 6H,I, Figure 6—source data 1).
In summary, our battery of behavioral assays reveals FKH-8 is necessary for the correct response to a wide range of sensory stimuli (mechanical, gustatory or olfactory) that are mediated by different types of ciliated neurons (ADF, ADL, ASE, ASG, ASH, ASI, ASJ, ASK, AWB, AWC, FLP, and OLQ). Some neurons controlling affected behaviors show corresponding morphological cilia defects in fkh-8 mutants, such as ADF, AWA, and AWB neurons. Nevertheless, we found that specific behaviors, such as attraction to NaCl or basal slowing response are sustained in fkh-8 mutants, suggesting retained sensory functions for particular neuron types, even with gene expression or morphological cilia defects (such as CEPs).
Mouse FOXJ1 and FOXN4, master regulators of motile ciliome, can functionally replace FKH-8
Vertebrate FKH family is composed of 49 different members divided into 16 subfamilies (Shimeld et al., 2010). The establishment of specific orthology relationships between FKH members is challenging among distant species (Shimeld et al., 2010), precluding the direct assignment of the closest vertebrate ortholog for C. elegans FKH-8.
To date, no vertebrate FKH TF has been shown to be involved in ciliogenesis in primary cilia cell types. Nevertheless, in several vertebrate cell types that contain motile cilia, FoxJ1 FKH TF directly activates ciliome gene expression (Brody et al., 2000; Chen et al., 1998; Stubbs et al., 2008; Vij et al., 2012; Yu et al., 2008). Thus, considering its role in ciliogenesis, we next wondered if mouse FOXJ1 could functionally substitute FKH-8 in C. elegans. We find this to be the case as FoxJ1 cDNA expression under the dopaminergic promoter dat-1 rescues ift-20 expression similarly to fkh-8 cDNA (Figure 7A-C and Figure 7—source data 1). In Xenopus, another FKH TF, FoxN4, binds similar genomic regions to FoxJ1 and it is also required for direct ciliome gene expression in motile multiciliated cells (Campbell et al., 2016). We find FoxN4 expression also rescues ift-20 expression defects in fkh-8(vlc43) animals. Importantly, we find that conserved functionality is not observed for any vertebrate FKH TFs as expression of mouse FoxI1, a FKH TF involved in the development of several tissues but not reported to control cilia gene expression (Edlund et al., 2015), does not rescue fkh-8 mutant phenotype.
Figure 7. Mammalian FKH TFs with known motile cilia regulatory functions can rescue fkh-8 mutant phenotype.
(A) Rescue strategy: dat-1 promoter, unaffected in fkh-8 mutants, is used to drive FKH TF cDNA and eGFP expression specifically in the dopaminergic ciliated system. (B) Representative images of dopaminergic neurons expressing an integrated reporter for the core ciliome marker ift-20 (in red) in wild type, fkh-8(vlc43) mutants and with the co-expression of different rescuing constructs. Scale bar = 5 µm. (C) Quantification of rescue experiments. ift-20 reporter expression is lost from the dopaminergic neurons in fkh-8(vlc43) null mutants compared to wild type animals. Expression of FKH-8, FOXJ1, and FOXN4 but not FOXI1 is sufficient to recover ift-20 expression in dopaminergic neurons. N=30 animals per transgenic line. See Figure 7—source data 1 for raw data and similar results obtained with two additional transgenic lines per construct. (D) Speculative model on the evolution of ciliome gene regulatory logic. FKH and RFX TFs could have an ancestral role in the direct coregulation of ciliome genes before its functional diversification into motile and primary cilia cell types. Different RFX and FKH TF members could have evolved to regulate ciliome genes in specific cell types in different organisms. Orange squares represent FKH TFs and blue circles RFX TFs, light blue bars represent ciliome enhancers.
In summary, our results unravel the functional conservation between FKH-8 and specific mouse members of the FKH family, which have already been described to act together with RFX TFs in the regulation of ciliome gene expression in motile cilia cell types.
Discussion
FKH-8 acts together with DAF-19 in the direct regulation of ciliome gene expression in sensory neurons
RFX are the only TFs known to be involved in the direct coregulation of ciliome gene expression both in cell types with motile and sensory cilia. This role is conserved in nematodes, flies and vertebrates (Choksi et al., 2014). In this work we characterized the persistent activity of ciliome gene reporters in daf-19/RFX null mutants, demonstrating that, in some specific cellular contexts, DAF-19/RFX is not necessary to drive ciliome gene expression. DAF-19 is the only RFX TF in C. elegans; thus, persistent enhancer activity must be attributed to other TF families.
A multi-angled approach allowed us to identify FKH-8 as a key regulator of ciliome gene expression in most, if not all, sensory neurons in C. elegans. FHK-8 is expressed almost exclusively in all ciliated neurons and binds to upstream regions of many ciliome genes. fkh-8 mutants show decreased levels of ciliome reporter gene expression, abnormal cilia morphology and defects in a plethora of behaviors mediated by sensory ciliated neurons. Finally, mutations in putative FKH binding sites for two ciliome reporters lead to expression defects, further supporting the direct action of FKH-8 in ciliome gene expression. Altogether, our results show that FKH-8 has a key role in regulating ciliogenesis in sensory neurons and thus represents the first identified TF in any organism that acts together with RFX in cell types with non-motile primary cilia.
In the past, the identification of direct targets of RFX TFs has been instrumental in the identification of new ciliome components, which lead to a better understanding of cilia function and the etiology of ciliopathies (Blacque et al., 2005; Chen et al., 2006; Efimenko et al., 2005; Li et al., 2004; Schiebinger et al., 2019). FKH-8 binds to many genes in the C. elegans genome, some of them with uncharacterized functions; thus, similar to RFX, a more exhaustive characterization of FKH-8 targets could be used to uncover novel components of the sensory ciliome.
Specific DAF-19 isoforms repress fkh-8 expression in non-ciliated neurons
Interestingly, our results show that DAF-19A and B isoforms repress (directly or indirectly) fkh-8 expression in non-sensory neurons. Repression of alternative fates is a prevalent feature in neuronal development (Sousa and Flames, 2022). Repressive actions for DAF-19A/B have also been recently reported (De Stasio et al., 2018). Our results show that some ciliome components, such as kap-1 can be upregulated in daf-19 mutants even in the absence of FKH-8, thus DAF-19A/B repression of fkh-8 might be necessary to avoid ectopic expression of some ciliome components but not others.
Role of FKH TFs in the transcriptional regulation of ciliome genes both in motile and sensory cilia cell types
Although TFs acting together with RFX in the regulation of ciliogenesis in sensory cell types were previously unknown, RFX TFs act in concert with the FKH TF FOXJ1 in the direct regulation of ciliome genes in different vertebrate cell types with motile cilia (Choksi et al., 2014).
Vertebrate sensory ciliogenesis has been reported to be unaffected in FoxJ1 loss of function mutants (Choksi et al., 2014); thus, FoxJ1 role as a master regulator of ciliogenesis seems restricted to motile ciliary cell types. Interestingly, a recent report indicates that both zebrafish and mouse FoxJ1 mutants display ciliary defects in Olfactory Sensory Neurons, which display an atypical 9+2 sensory cillium (Rayamajhi et al., 2023). In Xenopus, FoxN4 binds similar genomic regions to FoxJ1 and it is also required for motile ciliome gene expression (Campbell et al., 2016). We find both FOXJ1 and FOXN4, but not FOXI1, which has not been described to be involved in ciliogenesis, are able to functionally substitute FKH-8. In C. elegans, another FKH TF, FKH-2, is a downstream target of DAF-19 that controls expression of some ciliome components and cilium morphogenesis specifically in AWB neurons (Mukhopadhyay et al., 2007). Finally, in Drosophila melanogaster, fd3F FKH transcription factor directly regulates expression of several ciliome genes in the chordotonal neurons that contain atypical cilia with both sensory and motile functions (Newton et al., 2012). Altogether, this data suggests that specific FKH TFs might have the capacity to act as direct ciliome regulators, independently of being expressed in motile or sensory cilia cell types.
Importantly, vertebrate sensory ciliogenesis is unaffected in FoxJ1 loss of function mutants (Choksi et al., 2014); thus, FoxJ1 role as a master regulator of ciliogenesis is restricted to motile ciliary cell types. In Xenopus, FoxN4 binds similar genomic regions to FoxJ1 and it is also required for motile ciliome gene expression (Campbell et al., 2016). We find both FOXJ1 and FOXN4, but not FOXI1, which has not been described to be involved in ciliogenesis, are able to functionally substitute FKH-8. In C. elegans, another FKH TF, FKH-2, is a downstream target of DAF-19 that controls expression of some ciliome components and cilium morphogenesis specifically in AWB neurons (Mukhopadhyay et al., 2007). Altogether, this data suggests that specific FKH TFs might have the capacity to act as direct ciliome regulators, independently of being expressed in motile or sensory cilia cell types.
FKH-8 and DAF-19 show synergistic actions
FKH-8 bound regions are enriched for X-box/RFX sites, FKH-8 and DAF-19 physically interact and double mutant analysis shows synergistic effects between daf-19/RFX and fkh-8, altogether these data suggest DAF-19 and FKH-8 cooperate in the regulation of a common set of regulatory regions. Cooperativity between FKH and RFX has been reported in vertebrates, in motile multiciliated cells of Xenopus larval skin FOXJ1 binding to ciliome gene promoters depends on the presence of RFX2 (Quigley and Kintner, 2017). In addition, in human airway multiciliated epithelial cell, RFX3 and FOXJ1 act synergistically in the activation of ciliome genes (Didon et al., 2013).
Importantly, cooperative actions of DAF-19 and FKH-8 seem prevalent for core ciliome components while several sub-type specific ciliome genes are known targets for neuron-type-specific terminal selectors (Etchberger et al., 2007; Flames and Hobert, 2009; Zhang et al., 2014).
Evolution of cilia subtype specialization and ciliome regulatory logic
Ancestral cilium present in the last common eukaryotic ancestor has been proposed to combine motile and sensory functions (Mitchell, 2017). RFX role regulating ciliome expression predates the emergence of metazoans, where major cell type diversification has occurred (Chu et al., 2010; Piasecki et al., 2010). FoxJ and FoxN constitute the most ancient FKH sub-families, present in choanoflagelate Monosiga brevicolis, while FoxI subfamily is only present in bilaterians (Shimeld et al., 2010). Moreover, the ability of RFX and FKH TFs to bind similar genomic regions is not limited to metazoans and it is also present in fungi. For example, in Schizosaccharomyces pombe, which lacks cilia and ciliome genes, Fkh2 FKH TF and Sak1 RFX TF bind the same regulatory regions to control cell cycle gene expression (Garg et al., 2015), suggesting that the joint actions for these TFs could be present before the split of fungi and metazoans. Alternatively, RFX and FKH TFs might have an inherent ability to cooperate that could explain convergent evolution of these TFs in ciliome regulation both in sensory and motile cilia cell types (Sorrells et al., 2018).
In light of these data, we hypothesize that RFX and FKH role as co-regulators of ciliome gene expression could precede the emergence of cilia division of labor and the specialization of motile and sensory cilium in different cell types (Figure 7D).
Role of FKH TFs in ciliome regulation of primary cilia cell types
Regardless of the evolutionary history of events underlying RFX and FKH functions as direct regulators of ciliome gene expression, our results raise the possibility that, in vertebrates, yet unidentified FKH TFs could act together with RFX in the regulation of ciliome gene expression in sensory ciliated cell types (Figure 7D). The establishment of specific orthology relationships between FKH members among distant species is challenging (Larroux et al., 2008; Shimeld et al., 2010) precluding the direct assignment of the closest vertebrate ortholog for C. elegans FKH-8. In addition, functional paralog substitutions among TFs of the same family have been described to occur in evolution (Tarashansky et al., 2021). Importantly, although FoxJ1 and FoxN4 mutants do not show major ciliome gene expression defects in non-motile ciliated cell types (Brody et al., 2000; Campbell et al., 2016; Chen et al., 1998; Stubbs et al., 2008; Yu et al., 2008) a recent report describes ciliary defects in vertebrate Olfactory Sensory Neurons in Foxj1 mutants (Rayamajhi et al., 2023). Other members of FoxJ and FoxN subfamilies are broadly expressed in mouse neurons, which all display primary cilia (Zeisel et al., 2018). It will be important, in future studies, to determine if additional FoxJ and FoxN TFs can rescue fkh-8 expression defects in C. elegans and if they display similar roles in mammals. These studies could also help better characterize the functional meaning of non-coding mutations associated to orphan ciliopathies.
Methods
Materials availability
Newly generated strains are listed in Supplementary file 1 and accessible through Caenorhabditis Genetics Center (CGC). Plasmids are available upon request.
C. elegans strains and genetics
C. elegans culture and genetics were performed as previously described (Brenner, 1974). Strains used in this study are listed in Supplementary file 1.
Mutant strain genotyping
Mutant strains used in this study are listed in Supplementary file 1. Deletion alleles were genotyped by PCR. Presence of daf-19(m86) allele was determined by visual inspection of the dye-filling defective phenotype of homozygous mutants. Presence of daf-12(sa204) allele was ensured through a double-cross strategy, crossing of F1 males with original daf-12(sa204)X mutants. Strains carrying point mutations were genotyped by sequencing. Genotyping primers are included in Supplementary file 1.
DiD staining
Lipophilic dye filling assays were performed with the 1,1′-dioctadecyl-3,3,3′,3′-tetramethylindodicarbocyanine, 4-chlorobenzenesulfonate salt (DiD) (Thermofisher, #D7757). DiD staining solution was freshly prepared prior to every assay as a 1:200 dilution of the DiD stock solution [2 mg/mL dilution in N,N-dimethyl formamide (Sigma, #D4551)] in M9 1 X buffer. Animals were transferred into 1.5 mL tubes containing 200 μL of the DiD staining solution and incubated (wrapped in aluminium foil) for 2 hr at room temperature in an orbital shaker in a horizontal position. Animals were collected with a glass Pasteur and transferred to fresh NGM plates. Robust identification of the ASK, ADL, ASI, AWB, ASH, ASJ, PHA and PHB ciliated neurons was achieved through this method.
Generation of C. elegans transgenic lines
Fluorescent reporters for ciliome genes were generated through fusion PCR (Hobert, 2002). To facilitate identification and scoring of reporter-expressing cells, GFP was tagged to the cell’s nucleus employing a modified sequence of the classical SV40 large T antigen nuclear localizing signal (NLS) (Kalderon et al., 1984). Regulatory sequences were amplified with custom oligonucleotides from N2 genomic DNA preparations. An independent PCR was used to amplify the 2xNLS::GFP::unc-54 3’UTR fragment from an NLS version of the pPD95·75 plasmid (pNF400). Successfully fused PCR products were purified using the QIAquick PCR Purification Kit (QIAGEN, #28106) and resuspended in nuclease-free water (Sigma, #W4502).
Mutated versions for the xbx-1 and ift-20 promoters were generated as PCR products by introducing the desired mutation of putative FKH sites within the corresponding custom primers. Putative FKH sites were identified through the single sequence scan tool from the CIS-BP website (Weirauch et al., 2014). Mutation criteria accounted for the nature of the nitrogenous bases and the number of hydrogen bonds they could form; thus, A was mutated to C and G was mutated to T (and vice versa). Mutated sequences were checked to discard the generation of new TF binding site motifs using both the motif scan tool of the CIS-BP database and the Tomtom tool (Gupta et al., 2007) from the MEME Suite website. When designed mutations created potential new TF binding sites manual punctual mutations were applied to disrupt those potential sites.
To generate FKH-8 rescuing plasmids, constructs containing the cDNA of the corresponding FKH TF fused to the self-cleaving peptide T2A (Ahier and Jarriault, 2014) and the eGFP cDNA from the pPD95.75 plasmid were created. Such constructs were then cloned under the control of the dopaminergic dat-1 promoter between the KpnI/XhoI sites of the pPD95.75 backbone vector. fkh-8 cDNA sequence was synthetically generated (Biomatik). Murine FKH members were obtained as Dharmacon clones (FoxJ1: MMM1013-202732974, FoxN4: MMM1013-211694291, FoxI1: MMM1013-202763055).
Simple-array transgenic lines were generated by intragonadal microinjection into strains of the appropriated genotype. The injection mix was composed by 50 ng/µL of a given purified fusion PCR or a rescuing plasmid plus 100 ng/µL of the pFR4 plasmid, rol-6(su1006), as a co-marker (Mello et al., 1991).
Generation of C. elegans mutations
Whole deletion of the fkh-8 locus was performed through a co-CRISPR strategy (Kim et al., 2014) using dpy-10(cn64) as conversion marker (Arribere et al., 2014). Custom CRISPR RNAs (crRNAs) were ordered (IDT, Alt-R CRISPR-Cas9 crRNA XT) targeting both sides of the desired deletion of fkh-8 and at the 5’ of the dpy-10 site of mutation. Single-stranded oligodeoxynucleotide (ssODNs) of approximately 100 base pairs overlapping each side of the genetic modifications were also ordered (IDT) and used as donor templates to achieve homology-directed repair. Cas9 nuclease (IDT, #1081058) and the universal trans-activating crRNA (tracrRNA) needed to initiate enzymatic activity (IDT, #1072532) were used. co-CRISPR injections were performed on young adult hermaphrodites expressing the reporter otIs395(ift-20::NLS::tagRFP)III. Microinjection mix was freshly prepared with all 3 crRNAs plus the tracrRNA, ssODNs and Cas9 nuclease. Ribonucleoprotein complex formation was achieved by incubating this mix for 10 min at 37°C. Before use, the final mix was incubated on ice for 30 min. daf-19(of5) was generated by CRISPR deletion of 9 bp that include the ATG for the daf-19 a and daf-19 b isoforms and inserting a guanine nucleotide N2 sequence: GGCAGAGAAGAAAGTCATGACCAATGAGGAGCC; of5 sequence GGCAGAGAAGAAAGgATGAGGAGCC. Knock-in strain PHX6528 [osm-5(syb6528), osm-5::SL2::GFP::H2B] was generated by SunyBiotech’s CRISPR services. All custom primer sequences and concentrations used for the generation of the aforementioned strains are included in the Supplementary file 1.
Behavioral assays
Unless otherwise stated, all mechano- and chemosensory assays were performed over small-scale synchronized populations of young adult hermaphrodites.
Nose touch tests were performed as previously described (Kaplan and Horvitz, 1993). Ten minutes before the assay, young adult hermaphrodites were transferred to non-seeded NGM agar plates and nose touch responses were elicited by causing a nose-on collision placing an eyelash attached to a pipette tip in the path of an animal moving forward. With brief modifications from Brockie et al., 2001, five consecutive nose touch trials were scored for each worm.
Both gentle and harsh touch mechanosensory tests were performed as previously described (Chalfie et al., 1985). Briefly, gentle touch assays were performed by alternatively stroking the animal just behind the pharynx and just before the anus with an eyebrow hair attached to a pipette tip for a total amount of 10 strokes (Hobert et al., 1999). Harsh touch assays were also performed by stroking the worms across the posterior half of their bodies in a top-down manner with a platinum wire. Each worm was tested five times with a 2 min interval between each trial (Li et al., 2011).
For all aforementioned mechanosensory assays, escape responses of trailed animals were recorded and a population response index (RI) was calculated for every replica as: RI = total number of escape responses / total amount of strokes Chemotaxis towards diacetyl, 2-heptanone, NaCl and 2-nonanone were performed over three times freshly washed worms with 1 mL of filtered, autoclaved CTX solution, aspirating the supernatant to a final volume of approximately 100 μL. Two μL of this worm-containing solution were placed at the proper place of the assay plates. During the assays, worms were allowed to freely crawl across the plates for 60 min at room temperature and then stored at 4 °C until the next day when worms’ positions were scored and behavioral indexes were calculated.
With few modifications, volatile diacetyl attraction assay was performed as described by Margie et al., 2013. A four-quadrant paradigm drawn at the base of non-seeded NGM agar plates was used, adding a 1 cm circular central area that worms had to trespass to be scored. Stock diacetyl (Sigma-Aldrich, #803528) test solution was prepared as a 0.5% V/V mix in absolute ethanol (Scharlau, #ET00101000). Absolute ethanol was used as control solution. Immediately after the worms were plated, 2 μL of a mix combining equal volumes of diacetyl stock solution and sodium azide 1 M were pipetted onto the 2 test sites (T) of the agar plate. Same procedure was then performed for the 2 control sites (C). Chemotaxis index (CI) was then calculated as: CI = (worms in (T1 +T2) - worms in (C1 +C2)) / total scored worms.
Chemotaxis assay towards 2-heptanone was performed as previously reported (Zhang et al., 2016). A two-halves paradigm was used, adding the threshold distance by Margie et al., 2013 to prevent immobile worms from skewing the data. 2-Heptanone (Sigma-Aldrich, #W254401) test solution was prepared as a 1:10 V/V mix in ethanol absolute. Ethanol was used as control solution. Immediately after the worms were plated, 3 μL of a mix combining equal volumes of 2-heptanone stock solution and sodium azide 1 M were pipetted onto the test site (T) of the agar plate. Same procedure was follow to the control site (C). CI was calculated: CI = (worms in T - worms in C) / total scored worms.
Chemotaxis toward NaCl was also performed of a two-halves paradigm. Radial gradients of either test or control solutions were created prior to worm loading as originally stated (Ward 1973). Following (Frøkjaer-Jensen et al., 2008), 10 μL of NaCl (Sigma, #S3014-1KG) 2.5 M (dissolved in double distilled water (ddH2O)) or ddH2O itself were respectively pipetted onto the agar surface at T and C spots and allowed to diffuse for 12–14 hr at room temperature. To increase steepness of the gradients, 4 μL of NaCl 2.5 M or ddH2O solutions were additionally added to the T and C spots respectively 4 hr prior to the chemotaxis assay. Chemotaxis indexes for two-halves paradigm assays were calculated as: CI = (worms in T - worms in C) / total scored worms.
Avoidance assay towards 2-nonanone was performed as previously reported (Troemel et al., 1997). Briefly, six equal sectors labeled as A, B, C, D, E, and F were drawn on the base of squared plates (90x15 mm, Simport, # 11690950) containing 15 mL of standard NGM agar. Stock 2-nonanone (Sigma-Aldrich, #W278550) test solution was prepared as a 1:10 V/V mix in absolute ethanol. Ethanol was used as control solution. Immediately after the worms were plated on the centre of the plate, 2 μL of a mix combining equal volumes of 2-nonanone stock solution and sodium azide 1 M were pipetted onto two spots within peripheral test sector A. Same procedure was then performed for the ethanol control sites within sector opposite peripheral control sector F. Population avoidance index (AI) was calculated as: AI = (worms in (A+B) - worms in (E+F)) / total amount of worms.
Avoidance responses to water-soluble compounds were evaluated using the drop test as previously described Hilliard et al., 2004 following a few modifications. Well-fed synchronized young adult hermaphrodites were washed three times with M13 buffer, 5 animals were then placed on unseeded NGM agar plates and allowed to rest for 10 min. Two test solutions were assayed: 0.1% W/V sodium dodecyl sulfate (SDS) (Sigma, #L3771-100G) and 0.1 mM CuSO4 pentahydrate (Merck, #1027901000), both dissolved in the M13 buffer that acted as control solution. Each animal was tested first with 4 single drops of the control solution and then with 4 single drops of the testing solution, allowing for 2 min of recovery between each stimulus. Avoidance response was scored within 4 s after substance delivery. Population avoidance index (AI) per genotype and replica was calculated as: AI = number of responses / total amount of drops.
Dauer induction was performed using filtered liquid culture obtained from wild type worms grown at 7 worms/μl for 4 days. Briefly, 300 μl of pheromone containing extracts or control extracts (culture media alone) were added to 60 mm OP50-seeded NGM plates. After drying, 10 gravid worms were added and allowed to lay eggs for 18 hr and then removed from the plates. Seventy-two h later, resulting P0 worms were scored and percentage of dauer animals determined for each condition. Dauer induction was carried at 27 °C in four independent experiments performed in parallel with wild type and fkh-8(vlc43) mutant worms.
Basal slowing response was performed with few modifications as previously reported (Sawin et al., 2000). In this case, 60 mm NGM plates in which HB101 was seeded in only one half of the plate were used. Briefly, well-feed worms were 3 times washed with 1 mL of filtered, autoclaved CTX solution, supernatant aspirated to a final volume of approximately 200 μL and 2 μL of this worm-containing solution (with no less than 10 animals) was placed at the non-seed part of pre-warmed assay plates. Free movement of the worms across the plates was recorded capturing 30 frames per second. Body beds per 20 s intervals were counted from same worms moving on agar and crawling across the bacterial lawn.
Sample size, tested genotypes, number of animals and number of replicates performed per assay are detailed in the corresponding figure legends and in-source data Files. All strains used for these behavioral studies are listed in Supplementary file 1.
Co-immunoprecipitation experiments
Human optimized sequences for FLAG:DAF-19 and HA:FKH-8 were cloned into PCDNA3.1 plasmid. A 10 cm plate of HEK293 cells (Human 293T, ATCC CRL-3216, authenticated by microsatellite amplification, Secugen, tested micoplasm negative) was transfected with 5 µg of each plasmid. At 48 hr post-transfection cells were washed three times with ice-cold PBS and lysed for 10 min on ice with 200 µl of cytoplasmic fractionation buffer containing 10 mM Hepes pH 7.9; 10 mM KCl; 1.5 mM MgCl2; 0.34 M sucrose, 10%glycerol; 1 mM DTT; 5 ug/ml protease inhibitor; 0.1 mM PSMF and 0.1% Triton X-100 from a 10% stock. Cells were centrifuged at 3500 rpm for 4 min at 4 °C. The supernatant (cytoplasmic fraction), was collected and clarified by centrifugation (15 min 14,000 rpm at 4 °C).
The pellet (nuclei fraction) was lysed for 30 min on ice with 100 µl of nuclear fractionation buffer comprising 10 mM Hepes pH 7.9, 3 mM EDTA, 0.5 mM NaF, 0.2 mM EGTA, 1 mM DTT; 5 ug/ml protease inhibitor and 0.1 mM PSMF. The fraction was homogenized, incubated for 10 min on ice and centrifuged at 4000 rpm for 4 min at 4 °C. The supernatant (soluble nuclear fraction), was collected. The pellet (chromatin fraction) was resuspended with 300 µl of nuclear fractionation buffer and was sonicated for 15–20 s (25% amplitude).
Total protein concentration of soluble cytoplasmic fraction, soluble nuclear fraction and chromatin fraction were used for coimmunoprecipitation assays. The association between DAF-19 and FKH-8 was analyzed by coimmunoprecipitation using anti-HA magnetic beads (bimake.com). Cytoplasmic and nuclear fractions were incubated with 10 µl of magnetic beads overnight at 4 °C with rotation. The beads were separated by a magnetic separator and washed three times in 500 µl TNE buffer 0.1% Triton X-100. Finally, for reducing SDS-PAGE analysis, 30 µl 2xLaemmli buffer (with 2% ß-MeOH) was added and the samples were boiled for 5 min at 96 ° C. Anti-mouse Light chain-specific secondary antibodies (Jackson Immunoresearch ref: 115-655-174) were used for detection since the heavy chain from the immunoprecipitation would mask the FKH-8 signal [anti-HA antibody (Biolegend 901501), anti-FLAG antibody (Sigma, F1804)]. Cytoplasmic and nuclear fractions were controlled using antibodies against MEK2 (Becton Dickinson, 610235), marker for cytoplasmic fraction and histone H3, marker for chromatin associated fraction (Abcam ab1791).
Microscopy
For scoring and image acquisition, worms were anesthetized with a drop of 0.5 M sodium azide (Sigma, #26628-22-8) on 4% agarose pads (diluted in distilled water) placed over a regular microscope glass slide (Rogo Sampaic, #11854782). These preparations were sealed with a 24x60 mm coverslip (RS France, #BPD025) and animals were then conveniently examined.
Scoring of ciliome features was performed observing the animals on a Zeiss Axioplan 2 microscope using a 63 X objective. Assessment of fluorescence signal on PDE and Phasmid regions was performed de visu. To appropriately assess number of cells in the head, optical sections containing the volume of reporter-positive neurons in the head of the animals were acquired at 1 μm intervals and images were manually scored using FIJI (Schindelin et al., 2012). Reporters used in the FKH cis-mutational analyses (both wild type and mutated forms) were scored de visu as the low intensity and fast bleaching in their signals precluded us from taking pictures.
Fluorescence intensity levels from the endogenous osm-5::SL2::GFP::H2B reporter strain were measured on young adult animals grown at 25 °C. All images were acquired with a TCS-SP8 Leica Microsystems confocal microscope using a 63 X objective on animals immobilized as previously described. Image acquisition was optimized considering the appropriate no saturating conditions for the wild type background. To avoid a possible bias induced by the volume of the worm’s body, dat-1::cherry reporter was used to select a single section for the PDE, CEPV, CEPD and ADE nuclei and was used for osm-5::GFP fluorescence quantification. The contour of each nucleus was delineated and fluorescence intensity quantified using FIJI. For each cell, corrected total cell fluorescence was calculated as follows: Integrated Density – (Area of selected cell X Mean fluorescence of background reading).
For cilia morphology assessment, 0.5 M sodium azide was used as an immobilization agent image acquisition was performed with a TCS-SP8 Leica Microsystems confocal microscope using a 63 X objective. The following conditions of optical sections (μm) were used: CEP: 0.4 μm; ADF: 0.2; AWB: 0.24; AWC: 0.3. Retrieved images were z-projected at maximum intensity (Leica LAS X LS) and linear adjustment for brightness and contrast was performed prior to cilia length quantification (N≥32 cilia per neuron type; FIJI). AWA analysis was performed from images acquired from dorsoventrally positioned animals (N=7) in which both cilia were levelled and depth of arborisation was estimated from the volume containing all the optical sections (0.3 μm) in which fluorescence signal was observed. Ciliary morphology was also measured on animals immobilized as previously reported (Niwa, 2017) using 10% (w/v) agarose pads and 2.5% solids (w/v) aqueous suspension of polystyrene microspheres with 100 nm of diameter (Polysciences, #00876–15). Optical sections containing the volume of reporter-positive cilia were acquired at 0.3 μm intervals. Images were z-projected at maximum intensity (Leica LAS X LS) and linear adjustment for brightness and contrast was performed prior to ciliary length quantification (N≥30 cilia per neuron type) (FIJI).
All micrographs presented in this paper were acquired with a TCS-SP8 Leica Microsystems confocal microscope using a 63 X objective and appropriate zooming conditions.
Statistical analyses
Statistical significance for the mean number of reporter-positive neurons in whole animals among different genetic backgrounds was assessed by two-tailed t-test. Inbuilt Excel functions F.TEST and T.TEST were used and obtained p-values were adjusted through Bonferroni correction accounting for all possible pairwise comparisons in each experiment.
To increase for statistical power, statistical significance for the mean number of reporter-positive neurons in the five distinct anatomical regions containing ciliated neurons among different genetic backgrounds was assessed by one-tailed t-test. Obtained p-values were then adjusted through the Benjamini-Hochberg procedure setting α level at 0.05. This same procedure was used to assess for statistical significance within the dauer induction experiments.
Unless otherwise stated, same two-tailed t-test procedure was followed in the assessment of statistical significance in behavioral experiment. Behavioral responses were ultimately analysed through the corresponding indexes ranging from 0 to 1 (or to –1–0 when avoidance responses were assayed). For each type of assay, a population-based mean index was calculated per replica and a final response index was then obtained as the mean of all replicas’ means. Prior to hypothesis testing, the Shapiro-Wilk test (Shapiro and Wilk, 1965) was used to address for the normality of these final indexes.
Assessment of synergistic effects between fkh-8 and daf-19 was performed under the multiplicative model (Wagner, 2015). Briefly, average number of reporter-expressing neurons found in the whole animals for each genetic background was transformed into the corresponding fold change related to the observed mean value in the daf-12 single mutant. Next, expected values for the fold change corresponding to triple daf-12; daf-19, fkh-8 mutants were calculated as the product of the mean observed values for the double daf-12; daf-19 and daf-12; fkh-8 mutant strains. To calculate the associated error for this indirect measure, propagation error was used (sum of each standard deviation between the corresponding mean from each observed value in each double mutant multiplied by the value of the expected value). Statistical significance between observed and expected values was then assessed through a one-sample t test.
For the assessment of statistical significance in rescue experiments, data was categorically classified as ‘on’ or ‘off’ and the significance of the association was examined using the two-tailed Fisher’s exact test. No further multiple testing correction was performed, as fkh-8 null mutants were exclusively compared to wild type worms whereas each rescued line was exclusively compared against the fkh-8 null mutants.
Bioinformatics analysis
Ciliome gene list was assembled including genes associated with cilium-related terms from the Gene Ontology using AmiGO (Carbon et al., 2009), known ciliome genes with functional X-boxes (Burghoorn et al., 2012) and genes whose expression in ciliated neurons was reported in the WormBase. Transcription factors were deliberately excluded from this list. A further curation process was performed through a bibliographic research (see Figure 1—source data 1 for complete ciliome gene list).
For each isoform of the final 163 genes composing the ciliome gene list, putative regulatory sequences were retrieved from the Ensembl BioMart site (Kinsella et al., 2011) spanning 700 base pairs in length upstream of their translational start sites. These sequences were used to feed the RSAT oligo-analysis tool as previously described (Defrance et al., 2008; Turatsinze et al., 2008), using as a background model the in-tool genome of C. elegans and overall default options. Retrieved matrices were then compared both against the CIS-BP 1.02 (Weirauch et al., 2014) and the JASPAR core non-redundant 2018 (Khan et al., 2018) databases using the TomTom (Gupta et al., 2007) tool from the MEME suite (Bailey et al., 2009). Four different matrices of different lengths all matching RFX binding sites (X-boxes) were retrieved through this method. Overlapping of these matrices over the putative regulatory sequences from the ciliome genes was used to defined X-box regions whose coordinates were assessed for the ce10 version of the C. elegans genome.
Identification of candidate transcription factors with enriched expression in ciliated neurons was performed through the on-line tool GExplore1.4 (Hutter and Suh, 2016), employing the sci-RNA-seq dataset by Cao et al., 2017. A fivefold enrichment ratio and a false detection rate of 0.001 were used.
Expression pattern data in each ciliated neuron type for candidate transcription factors at the fourth larval stage were retrieved from the C. elegans Neuronal Gene Expression Network (CeNGEN; Taylor et al., 2021), whose results are freely accessible through the on-line tool SCeNGEA. Unfiltered data was used.
ChIP-seq data from C. elegans TFs were retrieved from the ENCODE portal website (Davis et al., 2018) (time of consulting: January the 10th, 2019). Peak annotation was carried out employing the ChIPseeker package (Yu et al., 2015), setting parameters as following: annotatePeak(gr1, tssRegion = c(–2000, 1000), level = lev, TxDb = annoData, overlap="TSS"). ENCODE accession numbers for all datasets used in this analysis are listed in Figure 1—source data 2. fkh-8 ChIP-seq bed narrowPeak file (ENCODE accession: ENCFF653QKE) was used as input file for the web-based analysis tool ChIPseek (Chen et al., 2014). For de novo motif discovery, resulting fasta file with annotated peaks was then used to feed the RSAT peak-motifs tool as previously described (Thomas-Chollier et al., 2012a; Thomas-Chollier et al., 2012b), setting the number of motifs per algorithm at 10 and using all 4 available discovery algorithms with overall default options.
For gene onthology, genes associated to FKH-8 ChIP-seq peaks where analysed through the on-line tool WormEnricher (Kuleshov et al., 2016).
Gene expression correlation between TFs and genes of interest were calculated using embryonic sc-RNA-seq data (Packer et al., 2019). Genes of interest were categorized into four categories: (1) core ciliome genes, (2) subtype-specific ciliome genes (both extracted from our ciliome list), (3) panneuronal genes (Stefanakis et al., 2015) and (4) ubiquitously expressed genes (Packer et al., 2019). In addition to fkh-8 and daf-19, the proneural TF factor hlh-14 was added as control TF not related to ciliogenesis. For all 10,775 ciliated cells present in the dataset, correlation index (R) between the expression levels for each gene and the TF was calculated. R data for each gene category are represented in the graph (See Figure 2—source data 2 for R values).
Presence of RFX/daf-19 binding motifs within the FKH TFs ChIP-seq peak sequences was performed with the on-line tool Centrimo (Bailey and Machanick, 2012) from the MEME suite. Sequences 420 base pairs in length spanning 210 base pairs from the centre of each peak were extracted to prevent Centrimo from discarding sequences due to uneven sequence length within and among the different ChIP-seq datasets. This consensus length was used considering the average sequence length of FKH-8 ChIP-seq peaks. ENCODE accession numbers for all datasets used in this analysis are listed in Figure 2—source data 2.
Visualization and analysis of ChIP-seq and RNA-seq files were performed with the Integrative Genomics Viewer (IGV) software (Robinson et al., 2011).
Acknowledgements
We thank CGC (P40 OD010440) for providing strains. Dr Laura Chirivella, Noemi Daroqui, Anna Roig and Elia García for technical help. Erick Sousa for providing bioinformatics assistance. Ioannis Segos and Barbara Conradt for sharing the immobilization protocol, Ethel Queralt for advice on the Co-IP experiments and Ines Carrera and Elisa Martí for comments on the manuscript. Funding: This work was supported by European Research Council (StG2011- 281920 and COG-101002203), Ministerio de Ciencia e Innovación (SAF2017-84790-R and PID2020-115635RB-I00) and Generalitat Valenciana (PROMETEO/2018/055).
Funding Statement
The funders had no role in study design, data collection and interpretation, or the decision to submit the work for publication.
Contributor Information
Nuria Flames, Email: nflames@ibv.csic.es.
Douglas Portman, University of Rochester, United States.
Piali Sengupta, Brandeis University, United States.
Funding Information
This paper was supported by the following grants:
HORIZON EUROPE European Research Council ERC-2020-COG-101002203(NEUROCODE) to Rebeca Brocal-Ruiz, Ainara Esteve-Serrano, Carlos Mora-Martínez, Nuria Flames.
Ministerio de Ciencia e Innovación BES-2015-072799 to Rebeca Brocal-Ruiz.
Ministerio de Ciencia e Innovación PID2020-115635RB-I00 to Rebeca Brocal-Ruiz, Ainara Esteve-Serrano, Carlos Mora-Martínez, Nuria Flames.
European Research Council ERC-2011-StG_20101109 to Rebeca Brocal-Ruiz, Ainara Esteve-Serrano, Carlos Mora-Martínez, Nuria Flames.
Ministerio de Ciencia e Innovación SAF2017-84790-R to Nuria Flames.
European Research Council COG-101002203 to Nuria Flames.
Generalitat Valenciana PROMETEO/2018/055 to Nuria Flames, Marçal Vilar.
Additional information
Competing interests
No competing interests declared.
Author contributions
Formal analysis, Investigation, Visualization, Writing - review and editing.
Formal analysis, Investigation.
Data curation, Methodology.
Investigation.
Resources, Writing - review and editing.
Formal analysis.
Investigation, Methodology.
Conceptualization, Supervision, Funding acquisition, Visualization, Writing - original draft, Project administration, Writing - review and editing.
Additional files
Data availability
All data generated or analysed during this study are included in the manuscript and supporting file; Supplementary File 1 includes strains, plasmids and primers.
The following previously published datasets were used:
Davis CA, Hitz BC, Sloan CA, Chan ET. 2018. The 1168 Encyclopedia of DNA elements (ENCODE): Data portal update. ENCODE. ENCFF549ZSK
Packer JS, Zhu Q, Huynh C, Sivaramakrishnan P, Preston E, Dueck H, Stefanik D, Tan K, Trapnell C, Kim J, Waterston RH, Murray JI. 2019. A lineage-resolved molecular atlas of C. elegans embryogenesis at single cell resolution. NCBI Gene Expression Omnibus. GSE126954
Taylor SR, Miller DM. 2019. Molecular topography of an entire nervous system. NCBI Gene Expression Omnibus. GSE136049
References
- Ahier A, Jarriault S. Simultaneous expression of multiple proteins under a single promoter in Caenorhabditis elegans via a versatile 2A-based toolkit. Genetics. 2014;196:605–613. doi: 10.1534/genetics.113.160846. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Andreu-Cervera A, Catala M, Schneider-Maunoury S. Cilia, ciliopathies and hedgehog-related forebrain developmental disorders. Neurobiology of Disease. 2021;150:105236. doi: 10.1016/j.nbd.2020.105236. [DOI] [PubMed] [Google Scholar]
- Arribere JA, Bell RT, Fu BXH, Artiles KL, Hartman PS, Fire AZ. Efficient marker-free recovery of custom genetic modifications with CRISPR/Cas9 in Caenorhabditis elegans. Genetics. 2014;198:837–846. doi: 10.1534/genetics.114.169730. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Ashique AM, Choe Y, Karlen M, May SR, Phamluong K, Solloway MJ, Ericson J, Peterson AS. The Rfx4 Transcription Factor Modulates Shh Signaling by Regional Control of Ciliogenesis. Science Signaling. 2009;2:95. doi: 10.1126/scisignal.2000602. [DOI] [PubMed] [Google Scholar]
- Bailey TL, Boden M, Buske FA, Frith M, Grant CE, Clementi L, Ren J, Li WW, Noble WS. MEME SUITE: tools for motif discovery and searching. Nucleic Acids Research. 2009;37:W202–W208. doi: 10.1093/nar/gkp335. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Bailey TL, Machanick P. Inferring direct DNA binding from ChIP-seq. Nucleic Acids Research. 2012;40:e128. doi: 10.1093/nar/gks433. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Bargmann CI, Horvitz HR. Control of larval development by chemosensory neurons in Caenorhabditis elegans. Science. 1991;251:1243–1246. doi: 10.1126/science.2006412. [DOI] [PubMed] [Google Scholar]
- Bargmann CI. Genetic and cellular analysis of behavior in C. elegans. Annual Review of Neuroscience. 1993;16:47–71. doi: 10.1146/annurev.ne.16.030193.000403. [DOI] [PubMed] [Google Scholar]
- Bargmann CI, Hartwieg E, Horvitz HR. Odorant-selective genes and neurons mediate olfaction in C. elegans. Cell. 1993;74:515–527. doi: 10.1016/0092-8674(93)80053-h. [DOI] [PubMed] [Google Scholar]
- Battle A, Brown CD, Engelhardt BE, Montgomery SB, GTEx Consortium. Laboratory, Data Analysis &Coordinating Center (LDACC)—Analysis Working Group. Statistical Methods groups—Analysis Working Group. Enhancing GTEx (eGTEx) groups. NIH Common Fund. NIH/NCI. NIH/NHGRI. NIH/NIMH. NIH/NIDA. Biospecimen Collection Source Site—NDRI. Biospecimen Collection Source Site—RPCI. Biospecimen Core Resource—VARI. Brain Bank Repository—University of Miami Brain Endowment Bank. Leidos Biomedical—Project Management. ELSI Study. Genome Browser Data Integration &Visualization—EBI. Genome Browser Data Integration &Visualization—UCSC Genomics Institute, University of California Santa Cruz. Lead analysts. Laboratory, Data Analysis &Coordinating Center (LDACC) NIH program management. Biospecimen collection. Pathology. eQTL manuscript working group Genetic effects on gene expression across human tissues. Nature. 2017;550:204–213. doi: 10.1038/nature24277. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Blacque OE, Reardon MJ, Li C, McCarthy J, Mahjoub MR, Ansley SJ, Badano JL, Mah AK, Beales PL, Davidson WS, Johnsen RC, Audeh M, Plasterk RHA, Baillie DL, Katsanis N, Quarmby LM, Wicks SR, Leroux MR. Loss of C. elegans BBS-7 and BBS-8 protein function results in cilia defects and compromised intraflagellar transport. Genes & Development. 2004;18:1630–1642. doi: 10.1101/gad.1194004. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Blacque OE, Perens EA, Boroevich KA, Inglis PN, Li C, Warner A, Khattra J, Holt RA, Ou G, Mah AK, McKay SJ, Huang P, Swoboda P, Jones SJM, Marra MA, Baillie DL, Moerman DG, Shaham S, Leroux MR. Functional genomics of the cilium, a sensory organelle. Current Biology. 2005;15:935–941. doi: 10.1016/j.cub.2005.04.059. [DOI] [PubMed] [Google Scholar]
- Bonnafe E, Touka M, AitLounis A, Baas D, Barras E, Ucla C, Moreau A, Flamant F, Dubruille R, Couble P, Collignon J, Durand B, Reith W. The transcription factor RFX3 directs nodal cilium development and left-right asymmetry specification. Molecular and Cellular Biology. 2004;24:4417–4427. doi: 10.1128/MCB.24.10.4417-4427.2004. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Brenner S. The genetics of Caenorhabditis elegans. Genetics. 1974;77:71–94. doi: 10.1093/genetics/77.1.71. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Brockie PJ, Mellem JE, Hills T, Madsen DM, Maricq AV. The C. elegans glutamate receptor subunit NMR-1 is required for slow NMDA-activated currents that regulate reversal frequency during locomotion. Neuron. 2001;31:617–630. doi: 10.1016/s0896-6273(01)00394-4. [DOI] [PubMed] [Google Scholar]
- Brody SL, Yan XH, Wuerffel MK, Song SK, Shapiro SD. Ciliogenesis and left-right axis defects in forkhead factor HFH-4-null mice. American Journal of Respiratory Cell and Molecular Biology. 2000;23:45–51. doi: 10.1165/ajrcmb.23.1.4070. [DOI] [PubMed] [Google Scholar]
- Burghoorn J, Dekkers MPJ, Rademakers S, de Jong T, Willemsen R, Jansen G. Mutation of the MAP kinase DYF-5 affects docking and undocking of kinesin-2 motors and reduces their speed in the cilia of Caenorhabditis elegans. PNAS. 2007;104:7157–7162. doi: 10.1073/pnas.0606974104. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Burghoorn J, Piasecki BP, Crona F, Phirke P, Jeppsson KE, Swoboda P. The in vivo dissection of direct RFX-target gene promoters in C. elegans reveals a novel cis-regulatory element, the C-box. Developmental Biology. 2012;368:415–426. doi: 10.1016/j.ydbio.2012.05.033. [DOI] [PubMed] [Google Scholar]
- Campbell EP, Quigley IK, Kintner C. Foxn4 promotes gene expression required for the formation of multiple motile cilia. Development. 2016;143:4654–4664. doi: 10.1242/dev.143859. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Cao J, Packer JS, Ramani V, Cusanovich DA, Huynh C, Daza R, Qiu X, Lee C, Furlan SN, Steemers FJ, Adey A, Waterston RH, Trapnell C, Shendure J. Comprehensive single-cell transcriptional profiling of a multicellular organism. Science. 2017;357:661–667. doi: 10.1126/science.aam8940. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Carbon S, Ireland A, Mungall CJ, Shu S, Marshall B, Lewis S, AmiGO Hub. Web Presence Working Group AmiGO: online access to ontology and annotation data. Bioinformatics. 2009;25:288–289. doi: 10.1093/bioinformatics/btn615. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Chalfie M, Sulston J. Developmental genetics of the mechanosensory neurons of Caenorhabditis elegans. Developmental Biology. 1981;82:358–370. doi: 10.1016/0012-1606(81)90459-0. [DOI] [PubMed] [Google Scholar]
- Chalfie M, Sulston JE, White JG, Southgate E, Thomson JN, Brenner S. The neural circuit for touch sensitivity in Caenorhabditis elegans. The Journal of Neuroscience. 1985;5:956–964. doi: 10.1523/JNEUROSCI.05-04-00956.1985. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Chatterjee S, Ahituv N. Gene regulatory elements, major drivers of human disease. Annual Review of Genomics and Human Genetics. 2017;18:45–63. doi: 10.1146/annurev-genom-091416-035537. [DOI] [PubMed] [Google Scholar]
- Chen J, Knowles HJ, Hebert JL, Hackett BP. Mutation of the mouse hepatocyte nuclear factor/forkhead homologue 4 gene results in an absence of cilia and random left-right asymmetry. Journal of Clinical Investigation. 1998;102:1077–1082. doi: 10.1172/JCI4786. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Chen N, Mah A, Blacque OE, Chu J, Phgora K, Bakhoum MW, Hunt Newbury CR, Khattra J, Chan S, Go A, Efimenko E, Johnsen R, Phirke P, Swoboda P, Marra M, Moerman DG, Leroux MR, Baillie DL, Stein LD. Identification of ciliary and ciliopathy genes in Caenorhabditis elegans through comparative genomics. Genome Biology. 2006;7:R126. doi: 10.1186/gb-2006-7-12-r126. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Chen TW, Li HP, Lee CC, Gan RC, Huang PJ, Wu TH, Lee CY, Chang YF, Tang P. ChIPseek, a web-based analysis tool for ChIP data. BMC Genomics. 2014;15:539. doi: 10.1186/1471-2164-15-539. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Choksi SP, Lauter G, Swoboda P, Roy S. Switching on cilia: transcriptional networks regulating ciliogenesis. Development. 2014;141:1427–1441. doi: 10.1242/dev.074666. [DOI] [PubMed] [Google Scholar]
- Chu JSC, Baillie DL, Chen N. Convergent evolution of RFX transcription factors and ciliary genes predated the origin of metazoans. BMC Evolutionary Biology. 2010;10:130. doi: 10.1186/1471-2148-10-130. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Chu JSC, Tarailo-Graovac M, Zhang D, Wang J, Uyar B, Tu D, Trinh J, Baillie DL, Chen N. Fine tuning of RFX/DAF-19-regulated target gene expression through binding to multiple sites in Caenorhabditis elegans. Nucleic Acids Research. 2012;40:53–64. doi: 10.1093/nar/gkr690. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Chung MI, Peyrot SM, LeBoeuf S, Park TJ, McGary KL, Marcotte EM, Wallingford JB. RFX2 is broadly required for ciliogenesis during vertebrate development. Developmental Biology. 2012;363:155–165. doi: 10.1016/j.ydbio.2011.12.029. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Davis CA, Hitz BC, Sloan CA, Chan ET, Davidson JM, Gabdank I, Hilton JA, Jain K, Baymuradov UK, Narayanan AK, Onate KC, Graham K, Miyasato SR, Dreszer TR, Strattan JS, Jolanki O, Tanaka FY, Cherry JM. The Encyclopedia of DNA elements (ENCODE): data portal update. Nucleic Acids Research. 2018;46:D794–D801. doi: 10.1093/nar/gkx1081. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Defrance M, Janky R, Sand O, van Helden J. Using RSAT oligo-analysis and dyad-analysis tools to discover regulatory signals in nucleic sequences. Nature Protocols. 2008;3:1589–1603. doi: 10.1038/nprot.2008.98. [DOI] [PubMed] [Google Scholar]
- De Stasio EA, Mueller KP, Bauer RJ, Hurlburt AJ, Bice SA, Scholtz SL, Phirke P, Sugiaman-trapman D, Stinson LA, Swoboda P. An expanded role for the rfx transcription factor. Genetics. 2018;208:1083–1097. doi: 10.1534/genetics.117.300571/-/DC1.1. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Didon L, Zwick RK, Chao IW, Walters MS, Wang R, Hackett NR, Crystal RG. RFX3 modulation of FOXJ1 regulation of cilia genes in the human airway epithelium. Respiratory Research. 2013;14:1–13. doi: 10.1186/1465-9921-14-70. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Dubruille R, Laurençon A, Vandaele C, Shishido E, Coulon-Bublex M, Swoboda P, Couble P, Kernan M, Durand B. Drosophila regulatory factor X is necessary for ciliated sensory neuron differentiation. Development. 2002;129:5487–5498. doi: 10.1242/dev.00148. [DOI] [PubMed] [Google Scholar]
- Edlund RK, Birol O, Groves AK. The role of foxi family transcription factors in the development of the ear and jaw. Current Topics in Developmental Biology. 2015;111:461–495. doi: 10.1016/bs.ctdb.2014.11.014. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Efimenko E, Bubb K, Mak HY, Holzman T, Leroux MR, Ruvkun G, Thomas JH, Swoboda P. Analysis of xbx genes in C. elegans. Development. 2005;132:1923–1934. doi: 10.1242/dev.01775. [DOI] [PubMed] [Google Scholar]
- Etchberger JF, Lorch A, Sleumer MC, Zapf R, Jones SJ, Marra MA, Holt RA, Moerman DG, Hobert O. The molecular signature and cis-regulatory architecture of a C. elegans gustatory neuron. Genes & Development. 2007;21:1653–1674. doi: 10.1101/gad.1560107. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Flames N, Hobert O. Gene regulatory logic of dopamine neuron differentiation. Nature. 2009;458:885–889. doi: 10.1038/nature07929. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Frøkjaer-Jensen C, Ailion M, Lockery SR. Ammonium-acetate is sensed by gustatory and olfactory neurons in Caenorhabditis elegans. PLOS ONE. 2008;3:e2467. doi: 10.1371/journal.pone.0002467. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Fujiwara M, Ishihara T, Katsura I. A novel WD40 protein, CHE-2, acts cell-autonomously in the formation of C. elegans sensory cilia. Development. 1999;126:4839–4848. doi: 10.1242/dev.126.21.4839. [DOI] [PubMed] [Google Scholar]
- Garg A, Futcher B, Leatherwood J. A new transcription factor for mitosis: in Schizosaccharomyces pombe, the RFX transcription factor Sak1 works with forkhead factors to regulate mitotic expression. Nucleic Acids Research. 2015;43:6874–6888. doi: 10.1093/nar/gkv274. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Guo M, Wu TH, Song YX, Ge MH, Su CM, Niu WP, Li LL, Xu ZJ, Ge CL, Al-Mhanawi MTH, Wu SP, Wu ZX. Reciprocal inhibition between sensory ASH and ASI neurons modulates nociception and avoidance in Caenorhabditis elegans. Nature Communications. 2015;6:5655. doi: 10.1038/ncomms6655. [DOI] [PubMed] [Google Scholar]
- Gupta S, Stamatoyannopoulos JA, Bailey TL, Noble WS. Quantifying similarity between motifs. Genome Biology. 2007;8:R24. doi: 10.1186/gb-2007-8-2-r24. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Haycraft CJ, Swoboda P, Taulman PD, Thomas JH, Yoder BK. The C. elegans homolog of the murine cystic kidney disease gene Tg737 functions in a ciliogenic pathway and is disrupted in osm-5 mutant worms. Development. 2001;128:1493–1505. doi: 10.1242/dev.128.9.1493. [DOI] [PubMed] [Google Scholar]
- Hilliard MA, Bargmann CI, Bazzicalupo P. C. elegans responds to chemical repellents by integrating sensory inputs from the head and the tail. Current Biology. 2002;12:730–734. doi: 10.1016/s0960-9822(02)00813-8. [DOI] [PubMed] [Google Scholar]
- Hilliard MA, Bergamasco C, Arbucci S, Plasterk RHA, Bazzicalupo P. Worms taste bitter: ASH neurons, QUI-1, GPA-3 and ODR-3 mediate quinine avoidance in Caenorhabditis elegans. The EMBO Journal. 2004;23:1101–1111. doi: 10.1038/sj.emboj.7600107. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hobert O, Moerman DG, Clark KA, Beckerle MC, Ruvkun G. A conserved LIM protein that affects muscular adherens junction integrity and mechanosensory function in Caenorhabditis elegans. The Journal of Cell Biology. 1999;144:45–57. doi: 10.1083/jcb.144.1.45. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hobert O. PCR fusion-based approach to create reporter gene constructs for expression analysis in transgenic C. elegans. BioTechniques. 2002;32:728–730. doi: 10.2144/02324bm01. [DOI] [PubMed] [Google Scholar]
- Horani A, Ferkol TW. Understanding primary ciliary dyskinesia and other ciliopathies. The Journal of Pediatrics. 2021;230:15–22. doi: 10.1016/j.jpeds.2020.11.040. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hutter H, Suh J. GExplore 1.4: An expanded web interface for queries on Caenorhabditis elegans protein and gene function. Worm. 2016;5:e1234659. doi: 10.1080/21624054.2016.1234659. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Inglis PN, Ou G, Leroux MR, Scholey JM. The sensory cilia of Caenorhabditis elegans. WormBook. 2007;8:1–22. doi: 10.1895/wormbook.1.126.2. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kalderon D, Roberts BL, Richardson WD, Smith AE. A short amino acid sequence able to specify nuclear location. Cell. 1984;39:499–509. doi: 10.1016/0092-8674(84)90457-4. [DOI] [PubMed] [Google Scholar]
- Kaplan JM, Horvitz HR. A dual mechanosensory and chemosensory neuron in Caenorhabditis elegans. PNAS. 1993;90:2227–2231. doi: 10.1073/pnas.90.6.2227. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Khan A, Fornes O, Stigliani A, Gheorghe M, Castro-Mondragon JA, van der Lee R, Bessy A, Chèneby J, Kulkarni SR, Tan G, Baranasic D, Arenillas DJ, Sandelin A, Vandepoele K, Lenhard B, Ballester B, Wasserman WW, Parcy F, Mathelier A. JASPAR 2018: update of the open-access database of transcription factor binding profiles and its web framework. Nucleic Acids Research. 2018;46:D260–D266. doi: 10.1093/nar/gkx1126. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kim H, Ishidate T, Ghanta KS, Seth M, Conte D, Shirayama M, Mello CC. A co-CRISPR strategy for efficient genome editing in Caenorhabditis elegans. Genetics. 2014;197:1069–1080. doi: 10.1534/genetics.114.166389. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kinsella RJ, Kähäri A, Haider S, Zamora J, Proctor G, Spudich G, Almeida-King J, Staines D, Derwent P, Kerhornou A, Kersey P, Flicek P. Ensembl BioMarts: A hub for data retrieval across taxonomic space. Database. 2011;2011:bar030. doi: 10.1093/database/bar030. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kuleshov MV, Jones MR, Rouillard AD, Fernandez NF, Duan Q, Wang Z, Koplev S, Jenkins SL, Jagodnik KM, Lachmann A, McDermott MG, Monteiro CD, Gundersen GW, Ma’ayan A. Enrichr: a comprehensive gene set enrichment analysis web server 2016 update. Nucleic Acids Research. 2016;44:W90–W97. doi: 10.1093/nar/gkw377. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Lambacher NJ, Bruel A-L, van Dam TJP, Szymańska K, Slaats GG, Kuhns S, McManus GJ, Kennedy JE, Gaff K, Wu KM, van der Lee R, Burglen L, Doummar D, Rivière J-B, Faivre L, Attié-Bitach T, Saunier S, Curd A, Peckham M, Giles RH, Johnson CA, Huynen MA, Thauvin-Robinet C, Blacque OE. TMEM107 recruits ciliopathy proteins to subdomains of the ciliary transition zone and causes Joubert syndrome. Nature Cell Biology. 2016;18:122–131. doi: 10.1038/ncb3273. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Larroux C, Luke GN, Koopman P, Rokhsar DS, Shimeld SM, Degnan BM. Genesis and expansion of metazoan transcription factor gene classes. Molecular Biology and Evolution. 2008;25:980–996. doi: 10.1093/molbev/msn047. [DOI] [PubMed] [Google Scholar]
- Lewis M, Stracker TH. Transcriptional regulation of multiciliated cell differentiation. Seminars in Cell & Developmental Biology. 2021;110:51–60. doi: 10.1016/j.semcdb.2020.04.007. [DOI] [PubMed] [Google Scholar]
- Li JB, Gerdes JM, Haycraft CJ, Fan Y, Teslovich TM, May-Simera H, Li H, Blacque OE, Li L, Leitch CC, Lewis RA, Green JS, Parfrey PS, Leroux MR, Davidson WS, Beales PL, Guay-Woodford LM, Yoder BK, Stormo GD, Katsanis N, Dutcher SK. Comparative genomics identifies a flagellar and basal body proteome that includes the BBS5 human disease gene. Cell. 2004;117:541–552. doi: 10.1016/s0092-8674(04)00450-7. [DOI] [PubMed] [Google Scholar]
- Li W, Kang L, Piggott BJ, Feng Z, Xu XZS. The neural circuits and sensory channels mediating harsh touch sensation in Caenorhabditis elegans. Nature Communications. 2011;2:315. doi: 10.1038/ncomms1308. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Liu Y, Pathak N, Kramer-Zucker A, Drummond IA. Notch signaling controls the differentiation of transporting epithelia and multiciliated cells in the zebrafish pronephros. Development. 2007;134:1111–1122. doi: 10.1242/dev.02806. [DOI] [PubMed] [Google Scholar]
- Lucas JS, Davis SD, Omran H, Shoemark A. Primary ciliary dyskinesia in the genomics age. The Lancet. Respiratory Medicine. 2020;8:202–216. doi: 10.1016/S2213-2600(19)30374-1. [DOI] [PubMed] [Google Scholar]
- Luo Y, Hitz BC, Gabdank I, Hilton JA, Kagda MS, Lam B, Myers Z, Sud P, Jou J, Lin K, Baymuradov UK, Graham K, Litton C, Miyasato SR, Strattan JS, Jolanki O, Lee J-W, Tanaka FY, Adenekan P, O’Neill E, Cherry JM. New developments on the Encyclopedia of DNA Elements (ENCODE) data portal. Nucleic Acids Research. 2020;48:D882–D889. doi: 10.1093/nar/gkz1062. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Margie O, Palmer C, Chin-Sang I. C. elegans chemotaxis assay. Journal of Visualized Experiments. 2013;27:e50069. doi: 10.3791/50069. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Mello CC, Kramer JM, Stinchcomb D, Ambros V. Efficient gene transfer in C. elegans: extrachromosomal maintenance and integration of transforming sequences. The EMBO Journal. 1991;10:3959–3970. doi: 10.1002/j.1460-2075.1991.tb04966.x. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Mitchell DR. Evolution of Cilia. Cold Spring Harbor Perspectives in Biology. 2017;9:a028290. doi: 10.1101/cshperspect.a028290. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Mukhopadhyay A, Deplancke B, Walhout AJM, Tissenbaum HA. C. elegans tubby regulates life span and fat storage by two independent mechanisms. Cell Metabolism. 2005;2:35–42. doi: 10.1016/j.cmet.2005.06.004. [DOI] [PubMed] [Google Scholar]
- Mukhopadhyay S, Lu Y, Qin H, Lanjuin A, Shaham S, Sengupta P. Distinct IFT mechanisms contribute to the generation of ciliary structural diversity in C. elegans. The EMBO Journal. 2007;26:2966–2980. doi: 10.1038/sj.emboj.7601717. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Nakagawa S, Gisselbrecht SS, Rogers JM, Hartl DL, Bulyk ML. DNA-binding specificity changes in the evolution of forkhead transcription factors. PNAS. 2013;110:12349–12354. doi: 10.1073/pnas.1310430110. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Narasimhan K, Lambert SA, Yang AWH, Riddell J, Mnaimneh S, Zheng H, Albu M, Najafabadi HS, Reece-Hoyes JS, Fuxman Bass JI, Walhout AJM, Weirauch MT, Hughes TR. Mapping and analysis of Caenorhabditis elegans transcription factor sequence specificities. eLife. 2015;4:e06967. doi: 10.7554/eLife.06967. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Newton FG, zur Lage PI, Karak S, Moore DJ, Göpfert MC, Jarman AP. Forkhead transcription factor Fd3F cooperates with Rfx to regulate a gene expression program for mechanosensory cilia specialization. Developmental Cell. 2012;22:1221–1233. doi: 10.1016/j.devcel.2012.05.010. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Niwa S. Immobilization of Caenorhabditis elegans to analyze intracellular transport in neurons. Journal of Visualized Experiments. 2017;1:56690. doi: 10.3791/56690. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Packer JS, Zhu Q, Huynh C, Sivaramakrishnan P, Preston E, Dueck H, Stefanik D, Tan K, Trapnell C, Kim J, Waterston RH, Murray JI. A lineage-resolved molecular atlas of C. elegans embryogenesis at single-cell resolution. Science. 2019;365:aax1971. doi: 10.1126/science.aax1971. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Perkins LA, Hedgecock EM, Thomson JN, Culotti JG. Mutant sensory cilia in the nematode Caenorhabditis elegans. Developmental Biology. 1986;117:456–487. doi: 10.1016/0012-1606(86)90314-3. [DOI] [PubMed] [Google Scholar]
- Phirke P, Efimenko E, Mohan S, Burghoorn J, Crona F, Bakhoum MW, Trieb M, Schuske K, Jorgensen EM, Piasecki BP, Leroux MR, Swoboda P. Transcriptional profiling of C. elegans DAF-19 uncovers a ciliary base-associated protein and a CDK/CCRK/LF2p-related kinase required for intraflagellar transport. Developmental Biology. 2011;357:235–247. doi: 10.1016/j.ydbio.2011.06.028. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Piasecki BP, Burghoorn J, Swoboda P. Regulatory Factor X (RFX)-mediated transcriptional rewiring of ciliary genes in animals. PNAS. 2010;107:12969–12974. doi: 10.1073/pnas.0914241107. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Pierrou S, Hellqvist M, Samuelsson L, Enerbäck S, Carlsson P. Cloning and characterization of seven human forkhead proteins: binding site specificity and DNA bending. The EMBO Journal. 1994;13:5002–5012. doi: 10.1002/j.1460-2075.1994.tb06827.x. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Quigley IK, Kintner C. Rfx2 Stabilizes Foxj1 Binding at Chromatin Loops to Enable Multiciliated Cell Gene Expression. PLOS Genetics. 2017;13:e1006538. doi: 10.1371/journal.pgen.1006538. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Rayamajhi D, Ege M, Ukhanov K, Ringers C, Zhang Y, Jeong I, D’Gama PP, Li SS, Cosacak MI, Kizil C, Park HC, Yaksi E, Martens JR, Brody SL, Jurisch-Yaksi N, Roy S. Foxj1 controls olfactory ciliogenesis and differentiation program of the olfactory sensory neurons. Neuroscience. 2023 doi: 10.1101/2023.05.10.540158. [DOI] [Google Scholar]
- Robinson JT, Thorvaldsdóttir H, Winckler W, Guttman M, Lander ES, Getz G, Mesirov JP. Integrative genomics viewer. Nature Biotechnology. 2011;29:24–26. doi: 10.1038/nbt.1754. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Sambongi Y, Nagae T, Liu Y, Yoshimizu T, Takeda K, Wada Y, Futai M. Sensing of cadmium and copper ions by externally exposed ADL, ASE, and ASH neurons elicits avoidance response in Caenorhabditis elegans. Neuroreport. 1999;10:753–757. doi: 10.1097/00001756-199903170-00017. [DOI] [PubMed] [Google Scholar]
- Sawin ER, Ranganathan R, Horvitz HR. C. elegans locomotory rate is modulated by the environment through a dopaminergic pathway and by experience through a serotonergic pathway. Neuron. 2000;26:619–631. doi: 10.1016/s0896-6273(00)81199-x. [DOI] [PubMed] [Google Scholar]
- Schafer JC, Haycraft CJ, Thomas JH, Yoder BK, Swoboda P. XBX-1 encodes a dynein light intermediate chain required for retrograde intraflagellar transport and cilia assembly in Caenorhabditis elegans. Molecular Biology of the Cell. 2003;14:2057–2070. doi: 10.1091/mbc.e02-10-0677. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Schiebinger G, Shu J, Tabaka M, Cleary B, Subramanian V, Solomon A, Gould J, Liu S, Lin S, Berube P, Lee L, Chen J, Brumbaugh J, Rigollet P, Hochedlinger K, Jaenisch R, Regev A, Lander ES. Optimal-transport analysis of single-cell gene expression identifies developmental trajectories in reprogramming. Cell. 2019;176:1517. doi: 10.1016/j.cell.2019.02.026. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Schindelin J, Arganda-Carreras I, Frise E, Kaynig V, Longair M, Pietzsch T, Preibisch S, Rueden C, Saalfeld S, Schmid B, Tinevez J-Y, White DJ, Hartenstein V, Eliceiri K, Tomancak P, Cardona A. Fiji: an open-source platform for biological-image analysis. Nature Methods. 2012;9:676–682. doi: 10.1038/nmeth.2019. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Sengupta P, Chou JH, Bargmann CI. odr-10 encodes a seven transmembrane domain olfactory receptor required for responses to the odorant diacetyl. Cell. 1996;84:899–909. doi: 10.1016/s0092-8674(00)81068-5. [DOI] [PubMed] [Google Scholar]
- Senti G, Swoboda P, Gonzalez-Gaitan M. Distinct Isoforms of the RFX Transcription Factor DAF-19 Regulate Ciliogenesis and Maintenance of Synaptic Activity. Molecular Biology of the Cell. 2008;19:5517–5528. doi: 10.1091/mbc.e08-04-0416. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Shapiro SS, Wilk MB. An analysis of variance test for normality (complete samples) Biometrika. 1965;52:591. doi: 10.2307/2333709. [DOI] [Google Scholar]
- Shimeld SM, Degnan B, Luke GN. Evolutionary genomics of the Fox genes: origin of gene families and the ancestry of gene clusters. Genomics. 2010;95:256–260. doi: 10.1016/j.ygeno.2009.08.002. [DOI] [PubMed] [Google Scholar]
- Sorrells TR, Johnson AN, Howard CJ, Britton CS, Fowler KR, Feigerle JT, Weil PA, Johnson AD. Intrinsic cooperativity potentiates parallel cis-regulatory evolution. eLife. 2018;7:e37563. doi: 10.7554/eLife.37563. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Sousa E, Flames N. Transcriptional regulation of neuronal identity. The European Journal of Neuroscience. 2022;55:645–660. doi: 10.1111/ejn.15551. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Starich TA, Herman RK, Kari CK, Yeh WH, Schackwitz WS, Schuyler MW, Collet J, Thomas JH, Riddle DL. Mutations affecting the chemosensory neurons of Caenorhabditis elegans. Genetics. 1995;139:171–188. doi: 10.1093/genetics/139.1.171. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Stefanakis N, Carrera I, Hobert O. Regulatory Logic of Pan-Neuronal Gene Expression in C. elegans. Neuron. 2015;87:733–750. doi: 10.1016/j.neuron.2015.07.031. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Stubbs JL, Oishi I, Izpisúa Belmonte JC, Kintner C. The forkhead protein Foxj1 specifies node-like cilia in Xenopus and zebrafish embryos. Nature Genetics. 2008;40:1454–1460. doi: 10.1038/ng.267. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Sugiaman-Trapman D, Vitezic M, Jouhilahti EM, Mathelier A, Lauter G, Misra S, Daub CO, Kere J, Swoboda P. Characterization of the human RFX transcription factor family by regulatory and target gene analysis. BMC Genomics. 2018;19:181. doi: 10.1186/s12864-018-4564-6. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Swoboda P, Adler HT, Thomas JH. The RFX-type transcription factor DAF-19 regulates sensory neuron cilium formation in C. elegans. Molecular Cell. 2000;5:411–421. doi: 10.1016/s1097-2765(00)80436-0. [DOI] [PubMed] [Google Scholar]
- Tarashansky AJ, Musser JM, Khariton M, Li P, Arendt D, Quake SR, Wang B. Mapping single-cell atlases throughout Metazoa unravels cell type evolution. eLife. 2021;10:e66747. doi: 10.7554/eLife.66747. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Taylor SR, Santpere G, Weinreb A, Barrett A, Reilly MB, Xu C, Varol E, Oikonomou P, Glenwinkel L, McWhirter R, Poff A, Basavaraju M, Rafi I, Yemini E, Cook SJ, Abrams A, Vidal B, Cros C, Tavazoie S, Sestan N, Hammarlund M, Hobert O, Miller DM., III Molecular topography of an entire nervous system. Cell. 2021;184:4329–4347. doi: 10.1016/j.cell.2021.06.023. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Thevenon J, Duplomb L, Phadke S, Eguether T, Saunier A, Avila M, Carmignac V, Bruel AL, St-Onge J, Duffourd Y, Pazour GJ, Franco B, Attie-Bitach T, Masurel-Paulet A, Rivière JB, Cormier-Daire V, Philippe C, Faivre L, Thauvin-Robinet C. Autosomal recessive IFT57 hypomorphic mutation cause ciliary transport defect in unclassified oral-facial-digital syndrome with short stature and brachymesophalangia. Clinical Genetics. 2016;90:509–517. doi: 10.1111/cge.12785. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Thomas J, Morlé L, Soulavie F, Laurençon A, Sagnol S, Durand B. Transcriptional control of genes involved in ciliogenesis: a first step in making cilia. Biology of the Cell. 2010;102:499–513. doi: 10.1042/BC20100035. [DOI] [PubMed] [Google Scholar]
- Thomas-Chollier M, Darbo E, Herrmann C, Defrance M, Thieffry D, van Helden J. A complete workflow for the analysis of full-size ChIP-seq (and similar) data sets using peak-motifs. Nature Protocols. 2012a;7:1551–1568. doi: 10.1038/nprot.2012.088. [DOI] [PubMed] [Google Scholar]
- Thomas-Chollier M, Herrmann C, Defrance M, Sand O, Thieffry D, van Helden J. RSAT peak-motifs: motif analysis in full-size ChIP-seq datasets. Nucleic Acids Research. 2012b;40:e31. doi: 10.1093/nar/gkr1104. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Timpson NJ, Greenwood CMT, Soranzo N, Lawson DJ, Richards JB. Genetic architecture: the shape of the genetic contribution to human traits and disease. Nature Reviews. Genetics. 2018;19:110–124. doi: 10.1038/nrg.2017.101. [DOI] [PubMed] [Google Scholar]
- Tobin JL, Beales PL. The nonmotile ciliopathies. Genetics in Medicine. 2009;11:386–402. doi: 10.1097/GIM.0b013e3181a02882. [DOI] [PubMed] [Google Scholar]
- Troemel ER, Kimmel BE, Bargmann CI. Reprogramming chemotaxis responses: sensory neurons define olfactory preferences in C. elegans. Cell. 1997;91:161–169. doi: 10.1016/s0092-8674(00)80399-2. [DOI] [PubMed] [Google Scholar]
- Turatsinze J-V, Thomas-Chollier M, Defrance M, van Helden J. Using RSAT to scan genome sequences for transcription factor binding sites and cis-regulatory modules. Nature Protocols. 2008;3:1578–1588. doi: 10.1038/nprot.2008.97. [DOI] [PubMed] [Google Scholar]
- Vij S, Rink JC, Ho HK, Babu D, Eitel M, Narasimhan V, Tiku V, Westbrook J, Schierwater B, Roy S. Evolutionarily ancient association of the FoxJ1 transcription factor with the motile ciliogenic program. PLOS Genetics. 2012;8:e1003019. doi: 10.1371/journal.pgen.1003019. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wagner GP. Two rules for the detection and quantification of epistasis and other interaction effects. Methods in Molecular Biology. 2015;1253:145–157. doi: 10.1007/978-1-4939-2155-3_8. [DOI] [PubMed] [Google Scholar]
- Weirauch MT, Yang A, Albu M, Cote AG, Montenegro-Montero A, Drewe P, Najafabadi HS, Lambert SA, Mann I, Cook K, Zheng H, Goity A, van Bakel H, Lozano J-C, Galli M, Lewsey MG, Huang E, Mukherjee T, Chen X, Reece-Hoyes JS, Govindarajan S, Shaulsky G, Walhout AJM, Bouget F-Y, Ratsch G, Larrondo LF, Ecker JR, Hughes TR. Determination and inference of eukaryotic transcription factor sequence specificity. Cell. 2014;158:1431–1443. doi: 10.1016/j.cell.2014.08.009. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Yu X, Ng CP, Habacher H, Roy S. Foxj1 transcription factors are master regulators of the motile ciliogenic program. Nature Genetics. 2008;40:1445–1453. doi: 10.1038/ng.263. [DOI] [PubMed] [Google Scholar]
- Yu G, Wang LG, He QY. ChIPseeker: an R/Bioconductor package for ChIP peak annotation, comparison and visualization. Bioinformatics. 2015;31:2382–2383. doi: 10.1093/bioinformatics/btv145. [DOI] [PubMed] [Google Scholar]
- Zeisel A, Hochgerner H, Lönnerberg P, Johnsson A, Memic F, van der Zwan J, Häring M, Braun E, Borm LE, La Manno G, Codeluppi S, Furlan A, Lee K, Skene N, Harris KD, Hjerling-Leffler J, Arenas E, Ernfors P, Marklund U, Linnarsson S. Molecular architecture of the mouse nervous system. Cell. 2018;174:999–1014. doi: 10.1016/j.cell.2018.06.021. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Zhang F, Bhattacharya A, Nelson JC, Abe N, Gordon P, Lloret-Fernandez C, Maicas M, Flames N, Mann RS, Colón-Ramos DA, Hobert O. The LIM and POU homeobox genes ttx-3 and unc-86 act as terminal selectors in distinct cholinergic and serotonergic neuron types. Development. 2014;141:422–435. doi: 10.1242/dev.099721. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Zhang C, Zhao N, Chen Y, Zhang D, Yan J, Zou W, Zhang K, Huang X. The signaling pathway of Caenorhabditis elegans mediates chemotaxis response to the attractant 2-heptanone in a trojan horse-like pathogenesis. The Journal of Biological Chemistry. 2016;291:23618–23627. doi: 10.1074/jbc.M116.741132. [DOI] [PMC free article] [PubMed] [Google Scholar]