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Proceedings of the National Academy of Sciences of the United States of America logoLink to Proceedings of the National Academy of Sciences of the United States of America
. 2023 Apr 12;120(16):e2214997120. doi: 10.1073/pnas.2214997120

Pleiotropic role of TRAF7 in skull-base meningiomas and congenital heart disease

Ketu Mishra-Gorur a,1, Tanyeri Barak a, Leon D Kaulen a, Octavian Henegariu a, Sheng Chih Jin b, Stephanie Marie Aguilera a, Ezgi Yalbir a, Gizem Goles a, Sayoko Nishimura a, Danielle Miyagishima a, Lydia Djenoune c, Selin Altinok a, Devendra K Rai a, Stephen Viviano d, Andrew Prendergast e, Cynthia Zerillo a, Kent Ozcan a, Burcin Baran a, Leman Sencar a, Nukte Goc a, Yanki Yarman a, A Gulhan Ercan-Sencicek a, Kaya Bilguvar b, Richard P Lifton b,f, Jennifer Moliterno a,g, Angeliki Louvi a,h, Shiaulou Yuan c, Engin Deniz d, Martina Brueckner d, Murat Gunel a,b,g,h,1
PMCID: PMC10120005  PMID: 37043537

Significance

The genetic basis for the increased risk of cancer with congenital heart disease (CHD) is largely unclear. Our study is significant because it identifies TRAF7 (Tumor necrosis factor receptor-associated factor 7) mutations in both, brain tumors (meningiomas) and CHD. While somatic mutations in TRAF7 underlie anterior skull-base meningiomas, here we report the inherited mutations of TRAF7 that cause CHD and show that the shared genetics of the two disparate pathologies can be traced to the common developmental origin of the two tissues from the neural crest. We demonstrate that these mutations act as dominant negative by dimerizing with wild-type TRAF7 and disrupting its function and ascribe a unique role for TRAF7 in ciliogenesis and intraflagellar transport.

Keywords: TRAF7, meningioma, cilia, congenital heart defect

Abstract

While somatic variants of TRAF7 (Tumor necrosis factor receptor-associated factor 7) underlie anterior skull-base meningiomas, here we report the inherited mutations of TRAF7 that cause congenital heart defects. We show that TRAF7 mutants operate in a dominant manner, inhibiting protein function via heterodimerization with wild-type protein. Further, the shared genetics of the two disparate pathologies can be traced to the common origin of forebrain meninges and cardiac outflow tract from the TRAF7-expressing neural crest. Somatic and inherited mutations disrupt TRAF7–IFT57 interactions leading to cilia degradation. TRAF7-mutant meningioma primary cultures lack cilia, and TRAF7 knockdown causes cardiac, craniofacial, and ciliary defects in Xenopus and zebrafish, suggesting a mechanistic convergence for TRAF7-driven meningiomas and developmental heart defects.


TRAF7 is the most recently identified member of the TRAF family, which is comprised of modular adapter-type proteins that mediate the assembly of cytoplasmic signal transducers and regulators downstream of receptor complexes (1). TRAF7 contains N-terminal RING and zinc finger domains characteristic of TRAF proteins, but lacks the conserved C-terminal TRAF domain, and harbors instead seven WD40 repeats (2, 3). It is an E3 ubiquitin ligase that physically interacts with and potentiates MEKK3 signaling (3, 4), ubiquitinates NEMO and p65, integral parts of the NF-kB pathway for degradation (2, 4, 5), and serves as a scaffold for the NF-kB and Jun/AP1 pathways critical for cell proliferation and survival (1).

TRAF7 dysfunction has been implicated in human disease. Using next-generation sequencing technologies, we and others discovered somatic TRAF7 driver mutations in meningiomas, the most common primary intracranial tumor (6), underlying nearly one-fourth of all and the entirety of the secretory subtype (7, 8). TRAF7 somatic mutations are necessary but not sufficient to drive meningioma formation as they co-occur either with a recurrent K409Q somatic mutation in KLF4 or an activating mutation in one of the molecules of the PI3K pathway (7). KLF4 is one of the four transcription factors sufficient to induce pluripotent cells from terminally differentiated ones (9). Similarly, somatic TRAF7 aberrations have also been implicated as possible pathogenic drivers in mesothelioma (10), adenomatoid tumors (11), and intraneural perineuriomas (12).

On the contrary, de novo germline missense TRAF7 variants have been reported in individuals with developmental delay, congenital heart disease (CHD), limb anomalies, and dysmorphic features (13). The phenotypic and pathological diversity associated with TRAF7 dysfunction is potentially explained by underlying commonalities in the embryologic origin of the affected organs: Meningiomas harboring TRAF7 mutations localize anterior to the foramen magnum in the skull base, a region of the brain enclosed by meninges derived from the neural crest (14), an embryonic migratory cell population that also generates the craniofacial skeleton and further contributes to the septation of the cardiac outflow tract and ventricles (15). This common embryologic origin emphasizes a potential overlap in the pathobiology of meningioma harboring somatic mutations in TRAF7 and neural crest cell pathologies including congenital cardiac and craniofacial defects.

Here, we examine the functional consequences of meningioma-associated somatic (i.e., heterozygous) mutations and report inherited mutations in TRAF7 in 3 unrelated individuals with CHD. We establish that mutant forms of TRAF7 can heterodimerize with and disrupt the function of the wild-type (WT) protein, leading to loss of MEKK3 binding and reduction of JNK activation. We further demonstrate that both the somatic and the inherited mutations disrupt TRAF7–IFT57 interactions and thereby, intraflagellar transport and cilia maintenance, and that TRAF7 knockdown causes cardiac, craniofacial, and ciliary defects in Xenopus tropicalis and zebrafish.

Results

TRAF7 Mutations Are Predicted to Alter Protein Structure.

We have previously demonstrated that meningiomas harboring somatic mutations in TRAF7 localize laterally along the skull base and mostly anterior to the coronal suture along the convexities (7); the vast majority (93%) of these variants map to the C-terminal WD40 domains (Fig. 1A and SI Appendix, Fig. S1A). Homology protein modeling (7) indicated that TRAF7 contains a putative ligand-binding or protein interaction β-propeller domain with hydrophobic loops (Fig. 1 B and C), which resembles the ligand-binding site of the Groucho-TLE WD40 domain (PDB: 2CE9) (SI Appendix, Fig S1 B and C). The meningioma-associated mutations (Fig. 1A) affect amino acids within the hydrophobic loops between the β-blades in the β-propeller and would be expected to disrupt the hydrophobic interaction network formed by residues P398, W400, I441, and V661. Mutations affecting residues N520 and G536, which are most frequently altered to a serine in meningiomas, are predicted to impact WD40 domain structure, with N520S forming hydrogen bonds only with one, instead of two, β-strand of the preceding blade of the β-propeller, thereby introducing conformational flexibility (Fig. 1D). Mutations in tyrosine residues Y563, Y603, and Y621, which would be predicted to engage in extensive interactions with W522, T601, A604, and A648 to form a hydrophobic patch with W400, are predicted to disrupt this region in the ligand-binding surface and, as a result, introduce significant local structural changes (Fig. 1E). Analogous changes are expected when residue W400 is mutated (Fig. 1F). Overall, meningioma-associated missense mutations are predicted either to disrupt the interactions of TRAF7 with other proteins, or to alter the structure of the WD40 domains.

Fig. 1.

Fig. 1.

TRAF7 mutations disrupt protein structure and interactions. (A) Protein structure of TRAF7; developmental variants V142M, V442M, and c.1998+2T>G and the locations of previously reported (16) meningioma-associated mutations (asterisks; 93% map to the WD40 domains), including those analyzed in this study. (B) Predicted structure of TRAF7. The RING finger (green), coiled-coil (blue), and putative 7-WD40-repeat-containing putative ligand-binding (red) domains are indicated. The mutations (gray circles) are primarily localized to one face of the latter. (C) Representation of the WD40-domain molecular surface, exhibiting a hydrophobic patch (pink, reflecting concentration of white [small hydrophobic] and magenta [aromatic] residues) surrounding the pore of the β-propeller surface. Yellow: cysteine; pale green: proline; green: glycine; cyan: polar; blue: positively charged residues; red: negatively charged residues. (D) The N (red) to S (blue) mutation at position 520 changes hydrogen bonding (yellow dashes) between the β-strands of the preceding blade of the WD40 β-propeller domain. (E) Substitution of Y residues 563, 603, and 621 (red) with charged and polar (blue) residues results in loss of hydrophobic interaction (purple – light pink dashes). (F) The W (red) to R (blue) substitution at position 400 abrogates hydrophobic interactions with several residues involving multiple β-propeller units. (G) WT and meningioma-associated mutant forms of TRAF7 can form homo- and hetero-dimers. (H) Mutant TRAF7 disrupts the interaction with endogenous MEKK3. Coimmunoprecipitation analysis in HEK293 cells. (I) Low concentrations of mutant TRAF7 (C388Y) are sufficient to disrupt the interaction of WT TRAF7 with MEKK3. Plasmids expressing C388Y (1, 2, 3, or 4 μg) and WT (4 μg) TRAF7 were cotransfected in HEK293 cells followed by immunoprecipitation for WT-TRAF7. (J and K) TRAF7 mutants display reduced ubiquitination in the absence (J) or presence (K) of exogenous MEKK3. (L) Surgically resected TRAF7-mutant meningiomas highly express TRAF7 (genotypes of tumors shown: MUN290: NF2; Yale 132: SMO W535L; MUN105: TRAF7 R641C/AKT1 E49K; MUN201: TRAF7 L580del/AKT1 E49K; Yale 25: TRAF7 G536S/KLF4 K409Q; MUN191: TRAF7 K615E/KLF4 K409Q). (Scale bar, 50 μm.) Confocal images captured under identical settings.

WT and Mutant TRAF7 Heterodimerize and Disrupt Protein–Protein Interactions.

To validate the predictions of homology protein modeling experimentally, we examined the functionality of four randomly selected meningioma-associated missense mutations (C388Y, G536S, K615E, and R653Q) (Fig. 1A). We found that WT and mutant TRAF7 can, indeed, form heterodimers (Fig. 1G), potentially explaining the impact of somatic heterozygous variants. TRAF7 interacts with MEKK3 and thus serves as a bona fide effector of the JNK and NF-kB pathways (2, 3, 17). All the four mutations diminished interactions of TRAF7 with MEKK3, albeit to different levels, depending on location (Fig. 1H). In addition, WT-mutant heterodimers displayed weaker interaction with MEKK3, suggesting that the mutants have dominant effects (Fig. 1I) and can disrupt WT protein function even at low levels of expression. As a result of the loss of interaction with MEKK3, TRAF7 mutants displayed reduced MEKK3-dependent ubiquitination (Fig. 1 J and K), abrogated JNK phosphorylation, and signaling (SI Appendix, Fig. S1 DG). Consistent with these observations, surgically resected TRAF7-mutated meningiomas highly express TRAF7 protein, suggesting increased stability due to reduced auto-ubiquitination (Fig. 1L).

TRAF7 Mutations Are Associated with CHD.

Based on this dominant effect of somatic TRAF7 mutations and motivated by a recent report of de novo missense variants in TRAF7 in individuals with developmental delay and congenital anomalies, including heart defects (13), we interrogated our CHD cohort (18) comprising 2,645 parent–offspring trios and 226 singletons recruited to the Pediatric Cardiac Genomics Consortium (PCGC) and the Pediatric Heart Network (PHN) programs. We identified rare inherited (“developmental”) mutations in TRAF7 in three individuals (1-00080, 1-02030, and 1-03358) with CHD (Fig. 2A and SI Appendix, Fig. S2 A and B and Tables S1 and S2 and Dataset S1), who do not have any known trisomies or CHD-associated CNVs. The unaffected parents also harbored the alterations, indicating incomplete penetrance (Fig. 2 B and C and SI Appendix, Fig S2 B and C). All three patients presented with conotruncal heart defects of varying severity (Data Table 3): patient 1-00080 presented with tricuspid atresia and HTX (heterotaxy/L-transposition); patient 1-02030 displayed hypoplastic right ventricle and pulmonary atresia, whereas patient 1-03358 displayed truncus arteriosus. All three also arose from complex family structures and although they had normal facial features, one had right-hand oligodactyly, and another had polycystic kidney disease (Data Table 3). Segregation of variants was confirmed by Sanger sequencing or by assessing the BAM files (Fig. 2 B and C and SI Appendix, Fig. S2A). Missense mutations p.V142M (patient 1-00080) and p.V442M (1-02030) map to highly conserved residues (SI Appendix, Fig. S2B) and are predicted to be deleterious in MetaSVM, whereas the canonical splice-site variant 1998+2T>G (1-03358) is predicted to disrupt splicing between exons 20 and 21. None were identified in the Exome Aggregation Consortium (ExAC) database (19).

Fig. 2.

Fig. 2.

TRAF7 mutations cause congenital heart defects: reduction of TRAF7 in zebrafish (DH) and Xenopus tropicalis (IP) as well as overexpression of mutant TRAF7 in X. tropicalis causes developmental defects (QU). (A) Clinical manifestations of patients harboring inherited TRAF7 heterozygous developmental mutations. (B and C). Sanger sequencing traces of patients 1-02030 and 1-03358 and their clinically unaffected parents. The mutations are indicated in bold, and asterisk marks the mutated residue. (DF) Injection of control (DD’’) or splice-site (EE’’’) TRAF7 MO in tg(kdrl:GFP;gata-1:dsRed) embryos results in pronounced heart looping defects at 36 hpf. (F). Quantification of embryos displaying cardiac looping defect ****: P < 0.0001 (Fisher’s exact test; n= # of embryos). (G and H). Traf7 morphants exhibit reduced sox10 expression, disorganized pharyngeal arches. (H) Uninjected zebrafish (Tg:kdr:GFP, sox10:mRFP) embryo at 30 hpf showing pharyngeal arches 1 to 6 (p1 to p6). The otic placode (op) and common cardinal vein (CCV) are also labeled. (I) TRAF7 morphant at the same stage. Note the reduced size of the pharyngeal arches, disorganization of p3 to p6, and reduced Sox10 expression. Green channel: endothelial cells; magenta: Sox10-expressing cells. (I) Distribution of heart position in control and TRAF7 1-d postfertilization morphants. Control: Left = 97.29% ± 3.29; middle= 0.83% ± 1.67; right= 1.88 ± 2.19, from 112 embryos total. TRAF7: Left = 76.31% ± 9.32; Middle = 3.07% ± 5.10; Right = 20.62 ± 9.99, from 112 embryos total. Two-way ANOVA with Bonferroni’s multiple-comparison test, P = 0.0004 for left heart position. JK. Injection of control (J) or splice-site (J’) TRAF7 MO in one-cell stage Xenopus embryos results in extensive pericardial edema (asterisk). Optical coherence tomography (OCT) highlights the edema (asterisk) and malformed heart (K), reflected in a significant reduction of the shortening fraction (L) at 3 dpf (stage 46) (Movie S3). Mann–Whitney test (scatter plot mean ± SD; n = 17, TRAF7 splice-site MO injected; n = 41, control MO injected.) MN’ TRAF7 CRISPR (CR#1) injection in one-cell stage Xenopus embryos results in pronounced heart looping defects at 48 hpf (N, N’) as compared to controls (M, M’) (Movie S4). OFT: outflow tract, V: ventricle. O. In situ hybridization analysis of Xenopus embryos (stage 16 to 18, 15 hpf): Unilateral injection (Inj.) with splice-site TRAF7, MO at two-cell stage shows disrupted expression of neural crest markers Sox10 and Twist on the injected side when compared to the internal uninjected control. (P) Quantification of embryos displaying cardiac looping ****: P < 0.0001 (Fisher’s exact test; n= # of embryos). (Q) Quantification of control or TRAF7 splice-site MO-injected embryos analyzed for Sox10 and Twist expression. n = number of embryos. ****: P < 0.0001 (Fisher’s exact test; n = # of embryos). (RT’) Severe pericardial edema in Xenopus embryos following injection of TRAF7 mRNA encoding mutant form V442M (T) but not WT (S) as compared to uninjected embryos (R). Quantification of embryos displaying pericardial edema (T’), ***: P < 0.001 (Fisher's exact test, n = # of embryos). (U) In situ hybridization analysis of Xenopus embryos (stage 17, 18 hpf): Decreased expression of the neural crest markers Twist and Sox10 following unilateral injection of TRAF7 V442M mRNA at the 2-cell-stage. (V). Quantification of control or TRAF7 splice-site MO-injected embryos analyzed for Sox10 and Twist expression. A = Control, B = WT TRAF7, C = V442M TRAF7. ***:P < 0.001: Pairwise Fisher’s exact test with FDR correction, n = # of embryos.

Structural protein modeling suggested that of the three inherited developmental mutations, p.V142M, which localizes to the RING domain, potentially impacts auto-ubiquitination, while p.V442M and 1998+2T>G are predicted to disrupt β-propeller structure; the former would affect the WD40 domains, and hence dimerization, whereas the latter would alter splicing, thus disrupting the last β-sheet. Therefore, based on modeling, both the developmental and the meningioma-associated heterozygous mutations would be expected to phenocopy loss of TRAF7 function. At the very least, 1998+2T>G is, indeed, a loss-of-function variant, and TRAF7 has a missense Z score of 3.34 in ExAC, suggesting haploinsufficiency and extreme intolerance to missense mutations.

To gain insight into the association of TRAF7 alterations with both meningioma and CHD, we investigated its expression profile. In the developing mouse embryo, Traf7 mRNA is highly enriched in the neural tube as early as embryonic day (E) 8.5 and overlaps with the neural crest marker Sox10 (SI Appendix, Fig. S3 AD’’). At E10.5, Traf7 is expressed in the heart (SI Appendix, Fig. S3E) as well as in the trigeminal and geniculate ganglia, and in the first and second branchial arches, along the path of neural crest cell migration (SI Appendix, Fig. S3 CD’’). Traf7 is highly expressed (90th percentile) in mouse meninges (SI Appendix, Fig. S3 FG ’), similar to Akt1, Klf4, Polr2a, and Nf2 (above 90th percentile), all encoding established meningioma drivers (SI Appendix, Fig. S3H and Dataset S2).

Loss of TRAF7 Causes Cardiac Defects in Model Organisms.

The association of inherited (this study) and de novo (13) TRAF7 variants with CHD and craniofacial defects prompted us to test the effect of TRAF7 loss in vivo using Xenopus and zebrafish models. Splice-site morpholino-mediated knockdown of TRAF7 in zebrafish resulted in significant heart looping defects in 36 h post fertilization (hpf) morphant zebrafish embryos (Fig. 2 DF and SI Appendix, Fig. S4A) as compared to controls with disorganized pharyngeal arches and reduced sox10 expression (Fig. 2 H and I). We also assessed for defects in heart jogging, a precursor for cardiac looping in zebrafish (20), and found a significantly higher incidence of abnormalities in the 26 hpf TRAF7 morphants as compared to the controls (Fig. 2I). We find an ensuing marked pericardial edema and (Fig. S4 CF and Movies S1 and S2) significantly impaired heartbeat (SI Appendix, Fig. S4G) at 4 d post fertilization (dpf). We note that although the zebrafish heart consists of a single atrium and ventricle that do not septate, the genetic pathways and morphogenetic mechanisms underlying cardiac development in fish and mammals are strikingly similar (21, 22).

In Xenopus, TRAF7 morphants showed ventricular pump dysfunction, indicated by pericardial edema (Fig. 2 J and J’), and a significant reduction in the shortening fraction (23), measured by optical coherence tomography (OCT) (23, 24) (Fig. 2 K and L and Movie S3). TRAF7 reduction also resulted in abnormal cardiac looping (Fig. 2 MN  ’ and P and Movie S4), suggesting left–right patterning defects. Furthermore, TRAF7 knockdown by unilateral injection of morpholinos at the 2-cell stage disrupted the expression of neural crest markers Sox10 and Twist on the injected side (Fig. 2 O and Q).

TRAF7 knockdown in Xenopus also resulted in craniofacial defects, including encephalocele/acrania (Fig. S5 AL’ and M). OCT analysis highlighted abnormalities in the formation of Meckel’s, ceratohyal, and gill cartilages, disrupting the oral cavity (SI Appendix, Fig. S5 NP). Similarly, morpholino-injected zebrafish also displayed craniofacial defects of varying severity, including an incorrectly angled hyoid arch, and an overall reduction in the size of Meckel’s cartilage and the developing craniofacial skeleton at 7 dpf (SI Appendix, Fig. S5 QR').

Finally, consistent with the dominant effects seen with meningioma-associated TRAF7 mutations (Fig. 1I), microinjection of mRNAs encoding the developmental mutant forms of TRAF7 (V442M and T601A) in one-cell stage Xenopus embryos resulted in significant pericardial edema (Fig. 2 RT’ and SI Appendix, Fig. S6A), craniofacial defects (SI Appendix, Fig. S6 BE), and marked perturbation of neural crest cell markers (Fig. 2 U and V and SI Appendix, Fig S6 FH). Taken together, these observations support the notion that the developmental mutations also have dominant effects, similar to the meningioma-associated variants.

TRAF7 Depletion Leads to Defective Ciliogenesis.

In addition to heart looping defects, the TRAF7 knockdown Xenopus and zebrafish mutants also displayed the classic features of ciliopathy: curved body axis, hydrocephaly, and kidney cysts. Zebrafish morphants displayed substantial ventrally directed curling (Fig. 3 A, and BE), kidney cysts appearing as small spherical clearings in the pronephros (Fig. 3 A and BF), and intracranial fluid accumulation (Fig. 3 C, DG). Similarly, in Xenopus, translational morpholino as well as CRISPR/CAS9 knockdown of TRAF7 resulted in curved body axis (Fig. 3 HL) and cranial defects and hydrocephaly (Fig. 3 HK and M). Notably, the abnormal cranial phenotype can be rescued by injecting WT TRAF7mRNA (Fig. 3N and SI Appendix, Fig. S5 A and B). OCT imaging of 5 dpf TRAF7 morphant embryos showed a distinct increase in the size of the pronephros (Fig. 3 OQ and Movie S5), which harbored an accumulation of vesicular bodies as seen by TEM analysis, reminiscent of precystic kidneys (Fig. 3R).

Fig. 3.

Fig. 3.

Reduction of TRAF7 causes ciliopathy phenotypes in zebrafish (AG) and Xenopus tropicalis (HR), and single-cell transcriptomic analysis reveals TRAF7 association with cilia-related genes (SV). (A and B) Pronephric cysts and axial curvature in 2.5 dpf Traf7 morphant zebrafish larva (A) but not control (B). Embryos exhibit substantial ventrally directed curling and cysts that appear as small spherical clearings in the pronephros (arrowhead). (C and D) Hydrocephalus in 2 dpf embryos following injection of TRAF7 splice-site (R), but not control (Q), MO at the 1-cell stage. Quantification of embryos presenting with hydrocephalus (S) ****: P < 0.0001 (two-sided Fisher’s exact test, n= # of embryos). (E) Quantification of curled-down phenotype. This occurs in ~75% of MO-injected embryos, but never in controls. ****: P < 0.0001 (two-sided Fisher’s exact test, n= # of embryos). (F) Quantification of cystic phenotype. This appears in ~33% of MO-injected embryos, but never in controls. ****: P < 0.0001 (two-sided Fisher’s exact test, n= # of embryos). (G) Quantification of hydrocephalus phenotype. This appears ~75% of the time in injected fish, but never in uninjected controls. ****: P < 0.0001 (two-sided Fisher’s exact test, n= # of embryos). (HN) Hydrocephalus and cranial (arrowheads) and tail (arrows) defects in 2 dpf (stage 38-39) in X. tropicalis embryos injected with translational (I) but not control (H) MO, or with CRISPR/Cas9 targeting TRAF7 (K), but not Cas9 alone (J). Scale bar: 200 μm. (L) Quantification of curled tail phenotype. This appears in ~47% of MO-injected embryos, but never in controls. ****: P < 0.0001 (two-sided Fisher’s exact test, n = # of embryos); (M) Quantification of hydrocephalus/cranial defect phenotype. This appears in embryos injected with translational morpholino (~30%) and splice-site morpholino (~25%), but never in embryos injected with control morpholino. CRISPR2 injections are more effective (~25%) than CRISPR 1 (~12%) as compared to CAS9 in eliciting cranial defect phenotype. ****: P < 0.0001 (two-sided Fisher’s exact test, n= # of embryos); (N) Rescue of cranial defects upon coinjection of 100 pg of WT-TRAF7 mRNA and splice-site TRAF7-MO. n = number of embryos. ***: P < 0.001 (two-sided Fisher’s exact test, n = # of embryos). (OR) Traf7 morphant (P) but not control (O) X. tropicalis embryos exhibit enlarged kidneys at 5 dpf as visualized by OCT; (Q) Quantification of kidney size: TRAF7 morphant embryos show a variable but overall significant increase in kidney size as compared to control embryos (Movie S5). ****: P < 0.0001 (two-sided Fisher’s exact test, n= # of embryos); (R) Transmission electron microscopic analysis of the developing pronephros at 5 dpf shows large vesicular bodies suggestive of precystic kidneys. (SX) scRNAseq analysis of E14.5 mouse meninges obtained from publicly available data (25). Dot plot showing mean expression for marker genes for the arachnoid, dura, pia, and proliferating cell clusters. The size and color density of the dots represent fraction of cells expressing the gene in the groups and mean expression, respectively. Shaded rectangles indicate genes enriched in cell clusters. * Indicating the relative expression of Traf7 within cell clusters (S). PHATE plot showing different cell clusters in scRNAseq data in (S). Colors representing cell clusters [see panel V] (T). PHATE plot demonstrating Traf7 expression profile in mouse meningeal cell clusters (U). Jitter plot showing enrichment of Traf7 in proliferating meningeal cluster, more prominently in Proliferating-2 subcluster (V). Gene set enrichment analysis (GSEA) indicating the enrichment of cilia-related genes (obtained from CiliaCarta Database) within the genes that show positive (Left) or negative (Right) association with Traf7 expression in knn-DREMI analysis. Positively associated genes demonstrating significant enrichment for cilia-related genes, while negatively associated genes do not. NES: Normalized enrichment score (W). Representative DREVI plots for the cilia-related genes showing strong positive relationship with Traf7 expression in knn-DREMI analysis (X).

To investigate whether the overlap in the pathobiology of meningioma harboring somatic mutations in TRAF7 and neural crest cell pathologies including congenital cardiac and craniofacial defects might be due to defects in cilia-related/regulated processes, we focused on TRAF7 interactors. Using the single-cell transcriptomic data of the developing telencephalic and diencephalic meninges (25), we recapitulated the published results but added Markov Affinity-based Graph Imputation of Cells (MAGIC) (26), Potential of Heat-diffusion for Affinity-based Trajectory Embedding (PHATE) (27), and Density-Resampled Estimate of Mutual Information (DREMI) (28) analyses to infer gene–gene relationships (Fig. 3 S and T). The genes most commonly involved in meningioma (Traf7, Nf2, Klf4, Smo, Polr2a, and Akt) were visualized using PHATE, and expression in each cluster was pictured with Jitter plots using scprep (26). Among them, only TRAF7 is highly expressed in the proliferative clusters (Proliferating Clusters 1 & 2) (Fig. 3 TV) and TRAF7 was specifically enriched in the “Proliferating Cluster 2” whose marker genes include centrosomal genes Cenpf and Cenpa.

Ranked DREMI scores were generated for Traf7, and Density-Rescaled Visualization (DREVI) (29) plots were used to cluster gene–gene relationships. This list was then used to perform gene set enrichment analysis (GSEA) on positively and negatively associated genes, separately (Fig. 3 W and X). This analysis revealed a significant enrichment of cilia-related genes only in the gene set positively correlated with TRAF7 (normalized enrichment score (NES) = 1.38, P = 0.009, versus NES = 0.99 and P = 0.51 for negatively correlated gene sets) (Fig. 3 W and X). These observations suggest that TRAF7 positively regulates cilia-related processes (NES = 0.99, P = 0.50).

Despite their anatomical overlap in neural crest derived-meninges anterior to the foramen magnum (7, 30), TRAF7- and SMO-driven meningioma subtypes display different gene expression signatures, with a noted activation of HH signaling only in the latter (31). Given the association of TRAF7 with cilia-related genes (Fig. 3V), ciliopathy-related phenotypes in our model systems following TRAF7 depletion, and the dual involvement of the primary cilium in HH signaling as well as neural crest cell development (32, 33), we investigated whether TRAF7 mutations impacted ciliogenesis. Immunostaining of tumors (Fig. 4A) and primary cultures (Fig. 4A) derived from surgically resected meningiomas for Arl13b (primary cilia) demonstrated that, unlike HH-dependent meningiomas, TRAF7-driven tumors displayed reduced, abrogated, or complete absence of primary cilia (Fig. 4 A, A’, and B). Similarly, in Xenopus embryos, quantification of primary cilia in the area next to the cephalic fold (where Twist and Sox10 are expressed) showed a significant reduction in the number of cilia at the TRAF7 MO-injected side (SI Appendix, Fig. S8C). Consistent with a dominant effect of the mutations, overexpression of mutant forms of TRAF7 in HEK293 and primary neural crest cells also resulted in shortened cilia (Fig. 4 C and D and SI Appendix, Fig. S6).

Fig. 4.

Fig. 4.

Loss of primary cilia in TRAF7-driven meningiomas. (A) Meningiomas that are either HH-dependent or -independent [based on microarray analysis, (31)] stained for Arl13b (primary cilia) and DNA (DAPI). Confocal immunofluorescence microscopy reveals that HH-dependent tumors express primary cilia, while HH-independent (TRAF7 mutated) tumors display reduced, abrogated, or absence of primary cilia. Genotypes of tumors used YNS 825: SMO L412F; YNS 422 and YNS 775: HH-driven based on gene expression analysis, mutation unknown; YNS 714: TRAF7 unknown mutation/KLF4 K409Q; YNS 670: TRAF7 K498E/KLF4 K409Q; YNS 212: TRAF7 splice-site mutation: c.1135+5G>A/ AKT E17K; YNS 560: AKT1-E17K (± TRAF7); YNS 1616: TRAF7 I368N/KLF4 K409Q; YNS 1965: TRAF7: R653Q/AKT1-E17K. 3D projections of equivalent z-stacks are shown. (Scale bar, 10 μm.) (B) Primary cultures of meningiomas that are either HH-dependent or -independent [based on microarray analysis, (31)] stained for Arl13b (primary cilia) and γ-tubulin (centrosomes, marking base of cilia). Arrowheads indicate region shown at higher magnification in inset. All images captured under identical confocal settings. [Genotypes of cultures used T633 (derived from YNS 825): SMO L412F; T343 (derived from YNS 422) and T596 (derived from YNS 775): HH driven based on gene expression analysis, mutation unknown; T554 (derived from YNS 714): TRAF7 unknown mutation/KLF4 K409Q; T524 (derived from YNS 670): TRAF7 K498E/KLF4 K409Q; T143 (derived from YNS 212): TRAF7 splice-site mutation: c.1135+5G>A/ AKT E17K); T458 (derived from YNS 560): AKT1-E17K (±TRAF7). (Scale bar: 20 μm.) (C) Schematic representation of anatomic localization of HH-dependent (turquoise) and -independent (orange) meningiomas, driver mutations, and primary cilium status. (DE) Overexpression of V5-tagged WT and mutant (G536S or K615E) TRAF7 in HEK293 cells followed by staining for Arl13b (green), γ-tubulin (red), and V5 (white, marking TRAF7). Only mutant forms of TRAF7 affect the primary cilium. (Scale bar: 20 μm.)

Next, we examined the effect of TRAF7 knockdown on cilia in vivo. Reduction of TRAF7 in Xenopus embryos resulted in significant abrogation of both primary and motile cilia (Fig. S8 AD and Fig. 5A), which appeared short and sparse. Furthermore, the motility of epidermal cilia was severely abrogated (Movie S6). In mammalian, fish, and Xenopus embryos, a cilia-driven leftward flow of extracellular fluid is required to initiate the nodal cascade that determines the left–right axis leading to asymmetric development (34). In Xenopus, activation of nodal signaling leads to the activation of pitx2c in the left lateral plate mesoderm (LPM) (35, 36), which is crucial for the asymmetric formation of heart (37, 38). Given the CHDs associated with TRAf7 mutations, we analyzed motile monocilia in the left–right organizer (LRO) in Xenopus and Kupffer’s vesicle (KV) in zebrafish. In Xenopus morphant stage 28 embryos, there was a marked reduction in the number of cilia in the LRO (Fig. 5 BB” and D). Furthermore, this reduction in cilia impacted the left-sided expression of pitx2c, which was either abnormally lost or bilateral in these TRAF7 knockdown embryos (Fig. 5 CE). Similarly, in zebrafish TRAF7 morphant embryos, LRO cilia motility was significantly reduced or paralyzed (8 out of 58 analyzed cilia, Movies S8, S10, and S11), while cilia motility was normal in control embryos at the observed stages (Fig. 5 FH and Movies S7 and S9). Some cilia with an erratic motility pattern were also observed in the TRAF7 morphants (Movie S12), while control embryos never displayed this behavior.

Fig. 5.

Fig. 5.

TRAF7 knockdown in Xenopus tropicalis (AG) and zebrafish (HJ’’’) affects mono- and multi-cilia in the left–right organizer (LRO). (A) Scanning electron microscopic images of Xenopus epidermis reveal defective cilia formation on TRAF7 depletion with either CRISPR #1, #2, or MO. Circled areas are magnified in the bottom panels. (Scale bars: Top row: 100 µm, middle row: 10 µm, bottom row: 3 µm.) (B) Xenopus embryos were injected at 1-cell stage and dorsal explants were prepared at stage 17 to visualize the left–right organizer (LRO). Specimens were processed for immunohistochemistry (IHC) to assess ciliation rate and cell surface area. Compared to uninjected controls, TRAF7 morphants have fewer cilia, as shown by acetylated tubulin (red) and phalloidin (actin, to outline cell boundaries; green). a = anterior, l = left, p = posterior, r = right. C. Analysis of pitx2c expression in stage 28 to 30 Xenopus embryos. Embryos are viewed laterally from the right (first column), the left (second column), and ventrally (third column). Expression of pitx2c is normally in the left lateral plate mesoderm (LPM, black arrow). CRISPR-mediated TRAF7 knockdown results in abnormal absent pitx2c expression with no pitx2c mRNA found in the left or right LPM (Middle panel, red arrows); or abnormal bilateral pitx2c expression with pitx2c mRNA found in both left and right LPM (Bottom panel, red arrows). (D) Bar plot demonstrating quantification of ciliation in relation to cell surface area in the LRO of TRAF7 morphant and control X. tropicalis embryos in (C). **: P < 0.00: t test with Welch correction, n= # of embryos. E. Quantification of pitx2c expression in uninjected controls (UICs) and traf7-G0 mutants by sgRNA#1 and #2. Abnormal includes absent and bilateral pitx2c expression. Statistical calculations were performed using a Chi-square test comparing the number of affected embryos against the number of wild-type embryos. **P < 0.01, ***P < 0.001; n, number of analyzed tadpoles. (FH). TRAF7 is required for proper motility of cilia in zebrafish LRO. (F) Quantification of the ciliary beating frequency (CBF) in control (60 cilia from eight embryos) and TRAF7 morphants (58 cilia from eight embryos). Mean control CBF= 50.5 Hz ± 7.14. Mean TRAF7 CBF = 33.47 ± 19.15. Two-sample t tests, P = 6.5 × 10−9; mean ± SD. Representative images of the LRO cilia of a control MO-injected embryo (eight somite stage) (G and G’) and of a TRAF7 MO-injected embryo (six somite stage) (H and H’) (Movies S7 and S8). (Scale bars: G, H = 10 µm; G’, H’ = 2 µm.) White arrows indicate cilia. G’ and H’ are close-ups of the imaged regions in the anterior side of the LRO in G and H (Movies S9S12). Representative kymographs of two individual “control” cilia (G” and G’’’) and of TRAF7 knockdown cilia (H’’ and H’’’). Kymograph total duration 500 ms. (Scale bar, 100 ms.)

We found a similar impact on the ependymal monocilia and multicilia that are responsible for cerebrospinal fluid (CSF) movement in the central nervous system (CNS). In TRAF7 morphant embryos (SI Appendix, Fig. S9 AC), the CSF velocity was severely impacted with a concomitant reduction in cilia in the telencephalon, diencephalon, and rhombencephalon (SI Appendix, Fig. S9 D and E and Movie S13).

TRAF7 Reduction Affects Cilia Motility and Intraflagellar Transport.

To gain insight into the mechanism of how TRAF7 affects cilia, we assessed the known TRAF7 interactor, CYLD, a multifunctional protein and an established mediator of ciliogenesis (39). Although mutant forms of TRAF7 lose interaction with CYLD (SI Appendix, Fig. S10 A and B), transmission electron microscopy (TEM) to examine the ultrastructure of cilia in the pronephros of Xenopus TRAF7 morphants showed frequent blebs containing electron-dense material (Fig. 6 A and B), a phenotype very different than the apical docking defects seen with CYLD loss (39). We then identified IFT57 (intraflagellar transport 57) protein, a component of the IFT B complex, as a potential binding partner of TRAF7. Intraflagellar transport is essential for cilia assembly and maintenance, and IFT57 displays a very significant probability of interaction (0.9999) with TRAF7 in BioPlex, a database of protein–protein interactions generated by affinity purification mass spectroscopy of human proteins (40, 41). We observed substantially diminished interactions of IFT57 with tumor- as well as CHD-associated TRAF7 mutants (Fig. 6C) upon overexpression in HEK293 cells.

Fig. 6.

Fig. 6.

TRAF7 interacts with IFT57, and its knockdown in X. tropicalis impairs intraflagellar transport. (A and B). TEM micrographs of cilia from the pronephros of WT- and TRAF7-morphant Xenopus embryos at 5 dpf. Low- and high (yellow boxes)-magnification views of flat-embedded sections of longitudinally sectioned cilia show frequent blebbing only in TRAF7 morphant samples. Cross-sections of cilia from WT and morphant embryos show the “9 + 2” microtubule doublet configuration with the presence of dynein arms. Sections of cilia in TRAF7 morphant embryos show frequent blebs containing electron-dense material. (C and D). In vivo imaging of IFT dynamics in Xenopus multiciliated cells. Still frames from a video of IFT43-GFP (C) and IFT80-GFP (D) to track intraflagellar transport in a multiciliated cell (Movies S1416). Cilia are colabeled with mRFP. The yellow box indicates the cilia shown in the right kymograph, depicting still frames from a time-lapse video showing movement of a single control cilium. Time is indicated in seconds. (Scale bars, 10 µm.) (E) Meningioma and CHD- and craniofacial defect-associated TRAF7 mutants (G536S, V442M, and T601A, respectively) show reduced interaction with IFT57. Coimmunoprecipitation analysis in HEK293 cells. (F) In vivo imaging of IFT dynamics in Xenopus multiciliated cells. Still frames from a video of IFT57-GFP to track intraflagellar transport in a multiciliated cell (Movies S17 and S18). Cilia are colabeled with mRFP. The yellow box indicates the cilia shown in the right kymograph, depicting still frames from a time-lapse video showing movement of a single control cilium. Time is indicated in seconds. (Scale bars, 10 µm.) (G) TRAF7 mutations disrupt ciliogenesis resulting in developmental (congenital heart and craniofacial) defects and disease (anterior skull-base meningioma).

IFT proteins form complexes incorporating anterograde kinesin motors or retrograde dynein motors to drive transport to the axonemal tip or the cell body, respectively. Hence, we examined the effect of TRAF7 knockdown on the movement of IFT proteins in Xenopus epidermal multicilia in vivo using swept field confocal microscopy followed by kymograph analysis. Fluorescently tagged anterograde (IFT80-GFP) or retrograde (IFT43-GFP) transport proteins were coinjected with membrane-tethered RFP (mRFP, to label the cilia) in the presence or absence of TRAF7 morpholino into one-cell stage Xenopus embryos. Both anterograde and retrograde transport were severely abrogated in the TRAF7 morphant embryos as compared to controls (Fig. 6 D and E and Movies S14S16). Ciliary transport of IFT57-GFP was also severely retarded in TRAF7 morphant embryos (Fig. 6F and Movie S17 and S18).

Taken together, these observations support the hypothesis that TRAF7 plays a role in ciliary function and suggest that defective ciliogenesis may underlie both anterior skull-base meningiomas that are TRAF7 driven and HH independent, as well as CHD associated with germline heterozygous TRAF7 mutations (Fig. 6G).

Discussion

TRAF7 is considered to be a tumor suppressor (1, 42); more recently, it has also been attributed developmental functions (13). Although TRAF7 has been shown to regulate the MEKK3 and NF-ĸB pathways and to function as a scaffold for a variety of signaling molecules (1, 2, 17), the molecular underpinnings of its action in tumorigenesis and development are not well understood.

In this study, we provide the mechanistic insight into TRAF7 mutant forms: They can heterodimerize with WT protein and disrupt its normal function, suggesting that they have dominant effects. We also report the cases of inherited, CHD-associated developmental TRAF7 mutations, which are distinct from the numerous somatic variants we previously documented in meningioma (16). The developmental mutations are benign to the patients’ unaffected parents, suggesting low penetrance, notwithstanding possible unreported mild phenotypes. Reduced penetrance is not uncommon; indeed, examples of bona fide disease-causing variants that fail to manifest in at least a proportion of carriers abound (4345). The very limited number of available cases reported here prevents identification of any pattern that might determine incomplete penetrance, unlike, for example, TP53 and RB1, where mutation type and location dictate penetrance (46, 47). Nevertheless, both the inherited developmental and the meningioma-associated somatic variants are heterozygous. Given our finding that mutant TRAF7 can interfere with WT function via heterodimerization and the haploinsufficiency of one of the developmental mutations (1998 + 2T > G), it is tempting to speculate that the variable phenotypes may reflect differential modulation of TRAF7 protein levels and/or function by the various mutant forms.

TRAF7 is highly expressed in neural crest and its derivatives, including the forebrain meninges, craniofacial skeleton, and heart outflow tract (SI Appendix, Fig. S3 AG'), structures that are differentially affected in patients harboring TRAF7 mutations leading to meningioma, craniofacial abnormalities, or CHD. In addition to TRAF7 mutated meningiomas arising from neural crest-derived meninges, we report several findings that support the role of TRAF7 in neural crest-derived structures. Specifically, Traf7 is highly expressed in the developing mouse embryo and overlaps with the neural crest marker Sox10 (SI Appendix, Fig S3 AD); in zebrafish, Traf7 morphants exhibit reduced sox10 expression and disorganized pharyngeal arches (Fig. 2 G and H) – both of which are indicative of defective neural crest; in Xenopus, unilateral injection with TRAF7 MO at 2-cell stage disrupts expression of neural crest markers Sox10 and Twist (Fig. 2 O and Q) with a concomitant reduction in primary cilia in the MO-injected half (SI Appendix, Fig. S8C); in Xenopus half injections, overexpression of TRAF7 V442M mRNA affects expression of the neural crest markers Twist and Sox10 (Fig. 2 U and V), supporting the impact of mutant TRAF7 on neural crest; transfection of CHD-associated mutant TRAF7 (V442M, T601A), but not WT-TRAF7, into O9 primary neural crest cells abrogates primary cilia (SI Appendix, Fig. S7 AD). Both, knockdown of TRAF7 and overexpression of TRAF7 mutant forms, result in craniofacial defects in Xenopus and zebrafish (SI Appendix, Figs. S5 CR’ and S6 AH), supporting the neural crest impact of TRAF7 mutations; finally, in TRAF7 knockdown embryos, we also find clear evidence of hydrocephaly (SI Appendix, Fig. S10 AE), which is associated with neural crest defects.

CHD and craniofacial abnormalities are characteristic of ciliopathies and led us to investigate the effect of TRAF7 loss on cilia. Importantly, meningioma-associated and developmental TRAF7 variants disrupt interaction with IFT57, a component of the intraflagellar transport complex which is essential for the assembly and maintenance of flagella and cilia (48, 49). Cilia are devoid of protein synthetic machinery, and therefore all structural components, and any other protein cargo to be transported to or from the tip of the cilium, are dependent on IFT (50). IFT protein complexes containing anterograde and retrograde motors drive transport required for ciliary maintenance, which reflects the dynamic equilibrium between these ongoing antagonistic processes. IFT57 loss results in motility defects leading to abnormal flagellar beating. This is remarkably similar to our findings with TRAF7 loss which results in defective intraflagellar transport (Fig. 6 DE), cilia motility defects (Movie S6), and ultimately degradation of cilia (Fig. 6 A and B).

In the realm of cancer biology, loss of primary cilium results in release from quiescent state of the cell cycle (51, 52). We have observed loss of primary cilium in TRAF7-driven skull-base meningiomas. We propose that in this context, TRAF7 mutations arise first and allow the cells to exit quiescence and survive by reducing JNK signaling (Fig. 6G and SI Appendix, Fig. S1) (17, 42, 53). A second PI3K or KLF4 mutation then allows the cell to proliferate and become tumorigenic. Markedly, among the skull base meningiomas, only primary cells derived from TRAF7-driven, but not HH-driven tumors, are devoid of primary cilia (Fig. 4), and the former display upregulation of Wnt, rather than HH, signaling (31), a finding underscored by the demonstrated reciprocal regulation between Wnt signaling and primary cilia (54). Together, these findings suggest that loss of cilia in TRAF7-driven meningiomas not only releases cells from quiescence but also relieves Wnt pathway regulation.

The primary cilium is also implicated in neural crest cell fate (33), and migrating neural crest cells bear primary cilia with which they sense morphogen gradients (55). Developmentally, the meninges surrounding the forebrain derive from neural crest, while those covering the rest of the brain and spinal cord originate from the somatic mesoderm (14, 5658). TRAF7-driven meningiomas are located to the anterolateral skull base, which is covered by neural crest-derived meninges, supporting the neural crest origin of these tumors. The cephalic neural crest also contributes to the craniofacial skeleton (58), whereas the cardiac neural crest migrates to the heart and is essential for the septation of the cardiac outflow tract (59). Indeed, TRAF7 knockdown in both Xenopus and zebrafish leads to disruption of neural crest markers and primary cilia, and mainly impacts heart and craniofacial development, supporting the role of TRAF7 in neural crest cells and ciliogenesis. Further, the developmental defects we document in our patients, as well as those recently reported (13), are frequently encountered in ciliopathies (40, 41).

From a biological perspective, the effect of TRAF7 heterozygosity is remarkable and adds a new chapter to the correlation between congenital heart disease and brain disorders (60, 61). The available data on the CHD families are limited, precluding us from assessing any occurrence of meningiomas. Although patients with CHD get cancer earlier and at a higher rate (62), it is unclear whether genetic variants play a role. Our study provides one such common genetic variant and warrants further detailed investigation into the rate of cancer occurrence in CHD families.

In summary, we demonstrate that somatic TRAF7 mutations interfere with WT protein function, not only disrupting its interaction with MEKK3 as well as JNK signaling, but also impacting its interaction with IFT57 and abrogating cilia maintenance. Moreover, we find that primary cilia defects underlie TRAF7-driven meningiomas and CHD. Mechanistically, the specific role of TRAF7 in cilia formation involves IFT57 and, likely, additional interacting proteins, supporting the previously suggested link between ciliogenesis and tumorigenesis (52, 63). Finally, although TRAF7 mutations can impact many different mechanisms, our studies suggest that loss of primary cilia in the neural crest and its derived structures may be a common theme underlying the ability to initiate both, tumorigenesis and developmental defects.

Materials and Methods

Plasmid Construction.

V5- and Myc-tagged TRAF7 constructs were generated using the Gateway system.

Cell Culture and Meningioma Primary Cell Culture.

HEK293 cells were maintained in DMEM supplemented with 10% FBS and penicillin/streptomycin. All tumor samples were deidentified prior to use, and IRB approval from Yale University, along with informed consent from all included study participants, was obtained. The tumor sample was washed in 1X RPMI, chopped into small pieces (<1 mm), and the fragments were digested with a mixture of collagenase type I and IV (0.5 mg/mL in PBS; Sigma-Aldrich, St. Louis, MO, USA) for 60 min at 37 °C. A single-cell suspension was prepared straining the cells through a 100-μm mesh cell strainer and spun at 1,000 g for 5 min. The cell pellet was resuspended in DMEM/F12 supplemented with 20% fetal bovine serum (Life Technologies), in a humidified atmosphere of 5% CO2/air. Cells were split at no more than 1:3 per passage and used up to passage 7.

Protein Work.

Cell extracts were prepared in a Tris-based buffer containing 0.5% NP40 and used for immunoprecipitation with specific antibodies and Protein A+G DynaBeads (Life Technologies). Proteins were eluted with 1% SDS loading buffer and subjected to western blotting. Ubiquitination assays were performed as described previously (2). Briefly, cells were harvested in lysis buffer (2% SDS, 150 mM NaCl, 10 mMTris-HCl, pH 8.0) and boiled. Sonication was performed to shear the DNA. Lysates were diluted in dilution buffer (10 mM Tris-HCl, pH 8.0, 150 mM NaCl, 2 mM EDTA, 1% Triton) and incubated at 4 °C for 30 to 60 min. DynaBeads were incubated with appropriate antibodies and applied to the lysates. Samples were eluted with 1% SDS loading buffer and subjected to western blotting.

Animals.

Mice were maintained in compliance with NIH guidelines and as approved by the Yale University Institutional Animal Care and Use Committee. Xenopus tropicalis and Zebrafish were maintained and cared for in our aquatics facility, in accordance with Yale University Institutional Animal Care and Use Committee protocols.

Morpholino oligonucleotides were ordered from Gene Tools, LLC

For X.tropicalis:

- Translational-MO (6-12ng/embryo; 5’-CGCGGGTTCTTATTTGAGGTCATAA-3’)

- Splice-MO (3-6ng/embryos; 5’-AGGATCATTCCTTACCCCGTTGCTG-3’)

- Standard control-MO (6 to 9ng/embryo 5′- CCTCTTACCTCAGTTACAATTTATA -3′)

sgRNA sequences are used for G0 (generation 0) injections:

-5’-GGTAACGGGCTTGCCATTGG-3’

-5’-GGGACACTTTTCTGCCGGAG-3’

-5’-GGCAGTTTGGCGTTATCCAC-3’

For zebrafish:

5’-CAGAAGATTGCTGACACTCACCGTG-3’ splice morpholino and

5’-ATCCATTTTGGCCTTGTTGGTGATG-3′) morpholino blocking translation

Supplementary Information includes detailed SI AppendixMaterials and Methods.

Supplementary Material

Appendix 01 (PDF)

Dataset S01 (XLSX)

Dataset S02 (XLSX)

Movie S1.

3D reconstruction of z stack images obtained by light sheet microscopy in 4 dpf wild type zebrafish revealing normal cardiac morphology and neighboring extracardiac structures.

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Movie S2.

3D reconstruction of z stack images obtained by light sheet microscopy in 4 dpf morphant zebrafish showing cardiac looping defect.

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Movie S3.

OCT imaging of the Xenopus heart at 3dpf (stage 46) tadpole. Traf7 morphants display defective cardiac contractility and dysplastic hearts with significant pericardial edema.

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Movie S4.

TRAF7 reduction results in abnormal cardiac looping in 48 hpf Xenopus embryos

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Movie S5.

Dorsal-Ventral optical scanning of the stage 46 Xenopus tadpole by OCT imaging shows enlarged, cystic kidney at the TRAF7 depleted side compared to the control-uninjected side.

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Movie S6.

Xenopus epidermal multiciliated cells labelled with mRFP and imaged with high-speed confocal microscopy. TRAF7 morphant tadpoles display shorter and non-motile multiciliated cells. The tadpoles following real-time imaging recovered and processed for SEM. Below, SEM imaging displays shorter MCCs in TRAF7 morphants compared to controls.

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Movie S7.

Movie of the entire LRO of zebrafish embryos injected with control morpholino. Recorded at 43.57 Hz, displayed at 10 frames per second.

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Movie S8.

Movie of the entire LRO of zebrafish embryos injected with TRAF7 translational morpholino. Recorded at 43.57 Hz, displayed at 10 frames per second.

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Movie S9.

Close-up movies of cilia of zebrafish embryos injected with control morpholino. Recorded at 199 Hz, displayed at 10 frames per second.

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Movie S10.

Close-up movies of cilia of zebrafish embryos injected with TRAF7 translational morpholino. Recorded at 199 Hz, displayed at 10 frames per second.

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Movie S11.

Close-up movies of cilia of zebrafish embryos injected with TRAF7 translational morpholino showing paralyzed cilia. Recorded at 199 Hz, displayed at 10 frames per second.

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Movie S12.

Close-up movies of cilia of zebrafish embryos injected with TRAF7 translational morpholino showing abnormal cilia. Recorded at 199 Hz, displayed at 10 frames per second.

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Movie S13.

OCT imaging of the Xenopus (stage 46) brain. Mid-sagittal imaging plane shows the ventricular space where CSF circulates via ependymal motile cilia. Right column shows particle heat map averaged over 100 frames. TRAF7 mutant tadpoles show reduced cilia-driven CSF circulation compared to controls.

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Movie S14.

IFT80 transport in control and morpholino injected Xenopus embryos. Two-channel high-speed confocal imaging shows intraciliary IFT80 trafficking in Xenopus epidermal multiciliated cells (MCCs). IFT80 is tagged with GFP and cilia marked with mRFP. In TRAF7 morphants IFT80 trafficking is ceased.

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Movie S15.

IFT43 transport in control Xenopus embryos. Two-channel high-speed confocal imaging shows intraciliary IFT43 trafficking in Xenopus epidermal MCCs.

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Movie S16.

IFT43 transport in TRAF7 morphant Xenopus embryos. Two-channel high-speed confocal imaging shows the intraciliary IFT43 trafficking in Xenopus epidermal MCCs is altered when TRAF77 is depleted.

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Movie S17.

IFT57 transport in control Xenopus embryos. Two-channel high-speed confocal imaging shows intraciliary IFT43 trafficking in Xenopus epidermal MCCs.

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Movie S18.

IFT57 transport in TRAF7 morphant Xenopus embryos. Two-channel high-speed confocal imaging shows the intraciliary IFT43 trafficking in Xenopus epidermal MCCs is altered when TRAF7 is depleted.

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Acknowledgments

We would like to acknowledge the efforts and invaluable support of the operating room team at Yale New Haven Hospital in helping procure tumor samples for this study. We thank the Center for Cellular and Molecular Imaging, Electron Microscopy Facility at Yale Medical School, for assistance with the work presented here. This work was supported by the James Hudson Brown–Alexander Brown Coxe Postdoctoral Fellowship, an American Heart Association Postdoctoral Fellowship, and the National Heart, Lung, and Blood Institute of the NIH Award Number K99HL143036 (to S.C.J); NIH grant 1R01HL165241-01, Charles Hood Foundation and American Heart Association (to S.Y.); American Heart Association Postdoctoral Fellowship (to L.D.); NIH grant R21NS116484-02 and R01NS127879-01 (to E.D); Yale University funds, Gregory M. Kiez and Mehmet Kutman Foundation, and NIH grant 1R01NS110824-01A1 (for elucidating the molecular mechanism of TRAF7 in meningiomas only) (to M.G.)

Author contributions

K.M.-G. designed research; K.M.-G., T.B., L.D.K., O.H., S.C.J., S.M.A., E.Y., G.G., S.N., D.M., L.D., S.A., D.K.R., S.V., A.P., C.Z., K.O., B.B., L.S., N.G., Y.Y., A.G.E.-S., S.Y., and E.D. performed research; K.M.-G., T.B., S.C.J., D.M., L.D., S.V., K.B., R.P.L., S.Y., E.D., M.B., and M.G. analyzed data; J.M. contributed meningioma samples; M.B. contributed human patient data; M.G. led the research; and K.M.-G., A.L., and E.D. wrote the paper.

Competing interests

The authors declare no competing interest.

Footnotes

This article is a PNAS Direct Submission. R.T.P. is a guest editor invited by the Editorial Board.

Contributor Information

Ketu Mishra-Gorur, Email: ketu.mishra@yale.edu.

Murat Gunel, Email: murat.gunel@yale.edu.

Data, Materials, and Software Availability

All study data are included in the article and/or SI Appendix.

Supporting Information

References

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Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Supplementary Materials

Appendix 01 (PDF)

Dataset S01 (XLSX)

Dataset S02 (XLSX)

Movie S1.

3D reconstruction of z stack images obtained by light sheet microscopy in 4 dpf wild type zebrafish revealing normal cardiac morphology and neighboring extracardiac structures.

Download video file (6.9MB, mp4)
Movie S2.

3D reconstruction of z stack images obtained by light sheet microscopy in 4 dpf morphant zebrafish showing cardiac looping defect.

Download video file (7.1MB, mp4)
Movie S3.

OCT imaging of the Xenopus heart at 3dpf (stage 46) tadpole. Traf7 morphants display defective cardiac contractility and dysplastic hearts with significant pericardial edema.

Download video file (8.2MB, mp4)
Movie S4.

TRAF7 reduction results in abnormal cardiac looping in 48 hpf Xenopus embryos

Download video file (4MB, mp4)
Movie S5.

Dorsal-Ventral optical scanning of the stage 46 Xenopus tadpole by OCT imaging shows enlarged, cystic kidney at the TRAF7 depleted side compared to the control-uninjected side.

Download video file (9.6MB, mov)
Movie S6.

Xenopus epidermal multiciliated cells labelled with mRFP and imaged with high-speed confocal microscopy. TRAF7 morphant tadpoles display shorter and non-motile multiciliated cells. The tadpoles following real-time imaging recovered and processed for SEM. Below, SEM imaging displays shorter MCCs in TRAF7 morphants compared to controls.

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Movie S7.

Movie of the entire LRO of zebrafish embryos injected with control morpholino. Recorded at 43.57 Hz, displayed at 10 frames per second.

Download video file (2.5MB, avi)
Movie S8.

Movie of the entire LRO of zebrafish embryos injected with TRAF7 translational morpholino. Recorded at 43.57 Hz, displayed at 10 frames per second.

Download video file (3MB, avi)
Movie S9.

Close-up movies of cilia of zebrafish embryos injected with control morpholino. Recorded at 199 Hz, displayed at 10 frames per second.

Download video file (8.8MB, avi)
Movie S10.

Close-up movies of cilia of zebrafish embryos injected with TRAF7 translational morpholino. Recorded at 199 Hz, displayed at 10 frames per second.

Download video file (8.4MB, avi)
Movie S11.

Close-up movies of cilia of zebrafish embryos injected with TRAF7 translational morpholino showing paralyzed cilia. Recorded at 199 Hz, displayed at 10 frames per second.

Download video file (2.9MB, avi)
Movie S12.

Close-up movies of cilia of zebrafish embryos injected with TRAF7 translational morpholino showing abnormal cilia. Recorded at 199 Hz, displayed at 10 frames per second.

Download video file (4.4MB, avi)
Movie S13.

OCT imaging of the Xenopus (stage 46) brain. Mid-sagittal imaging plane shows the ventricular space where CSF circulates via ependymal motile cilia. Right column shows particle heat map averaged over 100 frames. TRAF7 mutant tadpoles show reduced cilia-driven CSF circulation compared to controls.

Download video file (9MB, mp4)
Movie S14.

IFT80 transport in control and morpholino injected Xenopus embryos. Two-channel high-speed confocal imaging shows intraciliary IFT80 trafficking in Xenopus epidermal multiciliated cells (MCCs). IFT80 is tagged with GFP and cilia marked with mRFP. In TRAF7 morphants IFT80 trafficking is ceased.

Download video file (7.6MB, mp4)
Movie S15.

IFT43 transport in control Xenopus embryos. Two-channel high-speed confocal imaging shows intraciliary IFT43 trafficking in Xenopus epidermal MCCs.

Download video file (7.4MB, mp4)
Movie S16.

IFT43 transport in TRAF7 morphant Xenopus embryos. Two-channel high-speed confocal imaging shows the intraciliary IFT43 trafficking in Xenopus epidermal MCCs is altered when TRAF77 is depleted.

Download video file (9.6MB, mp4)
Movie S17.

IFT57 transport in control Xenopus embryos. Two-channel high-speed confocal imaging shows intraciliary IFT43 trafficking in Xenopus epidermal MCCs.

Download video file (9.6MB, mp4)
Movie S18.

IFT57 transport in TRAF7 morphant Xenopus embryos. Two-channel high-speed confocal imaging shows the intraciliary IFT43 trafficking in Xenopus epidermal MCCs is altered when TRAF7 is depleted.

Download video file (4.5MB, mp4)

Data Availability Statement

All study data are included in the article and/or SI Appendix.


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