Abstract
Human pathogenic variants of TBC1D24 are associated with clinically heterogeneous phenotypes, including recessive nonsyndromic deafness DFNB86, dominant nonsyndromic deafness DFNA65, seizure accompanied by deafness, a variety of isolated seizure phenotypes and DOORS syndrome, characterized by deafness, onychodystrophy, osteodystrophy, intellectual disability and seizures. Thirty-five pathogenic variants of human TBC1D24 associated with deafness have been reported. However, functions of TBC1D24 in the inner ear and the pathophysiology of TBC1D24-related deafness are unknown. In this study, a novel splice-site variant of TBC1D24 c.965 + 1G > A in compound heterozygosity with c.641G > A p.(Arg214His) was found to be segregating in a Pakistani family. Affected individuals exhibited, either a deafness-seizure syndrome or nonsyndromic deafness. In human temporal bones, TBC1D24 immunolocalized in hair cells and spiral ganglion neurons, whereas in mouse cochlea, Tbc1d24 expression was detected only in spiral ganglion neurons. We engineered mouse models of DFNB86 p.(Asp70Tyr) and DFNA65 p.(Ser178Leu) nonsyndromic deafness and syndromic forms of deafness p.(His336Glnfs*12) that have the same pathogenic variants that were reported for human TBC1D24. Unexpectedly, no auditory dysfunction was detected in Tbc1d24 mutant mice, although homozygosity for some of the variants caused seizures or lethality. We provide some insightful supporting data to explain the phenotypic differences resulting from equivalent pathogenic variants of mouse Tbc1d24 and human TBC1D24.
Keywords: Tbc1d24 mouse models, hearing loss, DFNB86, DFNA65, DOORS, syndromic deafness, human temporal bone
1. Introduction
Sensorineural hearing loss is a heterogenous disorder with a great variety of etiologies, including inherited and de novo pathogenic variants, infections, ototoxic drugs, and aging [1,2]. Variants of hundreds of different human genes are associated with deafness affecting approximately 0.2% of newborns [3]. Non-syndromic hearing loss transmitted as an autosomal recessive trait is often congenital, while transmission as an autosomal dominant trait often results in a progressive loss of hearing [4]. Approximately one-third of individuals with an inherited hearing loss have additional impairments in other organs [5], and of the more than 400 reported syndromic forms of hearing loss, many are not yet well-understood at the molecular level [6]. Moreover, different pathogenic variants of a gene may be associated with dominant or recessive modes of inheritance, and the phenotypic outcome may be syndromic or non-syndromic. For example, some variants of MYO7A are associated with dominant (DFNA11) or recessive (DFNB2) inheritance of non-syndromic deafness, while the majority of MYO7A pathogenic variants cause Usher syndrome (USH1B) [7,8,9].
Another example is pathogenic variants of TBC1D24 that are associated with non-syndromic hearing loss, segregating as a recessive (DFNB86) [10] or a dominant trait (DFNA65) [11,12]. Variants of TBC1D24 are also associated with syndromic hearing loss, which includes hearing loss with seizures, or a multisystem disorder named DOORS (Deafness, Onychodystrophy, Osteodystrophy, mental Retardation and Seizures). Following the first report of two recessive variants of human TBC1D24 associated with DFNB86 [10], six additional pathogenic variants of TBC1D24 have been reported to associate with non-syndromic deafness (Figure 1A). Twenty-eight pathogenic variants of TBC1D24 are associated with syndromic deafness (Figure 1A), including a novel splice-site variant c.965 + 1G > A which is segregating in a Pakistani family reported in this study (Figure 1B). At present, there are 96 variants of TBC1D24, including missense, nonsense, splice site, small indels and gross insertion and deletions that are associated with non-syndromic and syndromic forms of deafness as well as seizures.
There are several alternative transcripts of human TBC1D24 including a transcript that skips micro exon 3 [10,13]. The largest TBC1D24 transcript encodes a TBC domain (Tre-2-Bub2-Cdc16) and a TLDc domain (TBC, LysM, domain catalytic) (Figure 1A). The functions of the TBC and TLDc domains are different and pathogenic variants of TBC1D24 have been reported in both domains (Figure 1A). Some members of the large family of TBC domain-containing proteins have been shown to function as GTPase-activating proteins (GAPs), which are involved in the regulation of membrane-trafficking in partnership with Rab-GTPases [14,15]. However, the TBC domain of TBC1D24 lacks a critical arginine residue in order to function as a Rab-GTPase, an assumption that is yet to be experimentally demonstrated with purified TBC1D24 protein [10,14]. There are five proteins encoded in the human genome that have a TLDc domain and two of them, OXR1 and NCOA7, have been shown to provide an important neuro-protective role against oxidative stress [16]. It is not known whether human TBC1D24 function in the inner ear or in the hippocampus requires the anti-oxidative function of its TLDc domain [17].
Here, we identified a novel pathogenic splice-site variant of TBC1D24 in family PKDF1429 from Pakistan. To investigate the localization and possible function of TBC1D24 in the human inner ear, we performed immunostaining using human temporal bones. In addition, using CRISPR/Cas9 editing of Tbc1d24, we engineered mice with some of the same pathogenic mutations reported for human TBC1D24. We previously reported the first mouse model of human early infantile epileptic encephalopathy 16 (EIEE16) due to TBC1D24 p.Ser324Thrfs*3 variant. In mouse, this variant recapitulated the seizure phenotype reported in the human family [13,18]. Here, we evaluated the phenotypes of a mouse with p.Asp70Tyr variant of Tbc1d24 as a model of human DFNB86 [10] and a mouse with Tbc1d24 p.Ser178Leu variant as a model of human DFNA65 [11,12]. We also undertook molecular modeling together with molecular dynamic (MD) simulations to evaluate the effects of a substitution of leucine for the serine-178 residue on human and mouse TBC1D24. A Tbc1d24 p.His336Glnfs*12 allele was also engineered, which, depending on the second variant in trans-configuration, could lead to a mouse model of human DOORS or early infantile epileptic encephalopathy 16 (EIEE16) with deafness [19,20].
2. Materials and Methods
2.1. Ethic Approval and Clinical Evaluation
Our study was approved by and conducted in accordance with The Office of Human Subjects Research Protection (OH-93-N-016 to TBF) at the National Institutes of Health, Bethesda, Maryland and from the IRB-DF/2020 in Lahore, Pakistan (OH-93-DC-0016 to SR). Written informed consent was obtained from and signed by all individuals in this study. Clinical history, including a pedigree, onset of hearing loss and episodes of seizure were obtained during interviews with family members. Pure tone audiometry for all affected individuals and their parents in family PKDF1429 were obtained in home settings. The existence of morphological features of DOORS were evaluated in all affected individuals and their obligate carrier parents.
2.2. Whole Exome Sequencing (WES) and Bioinformatic Analyses
For family PKDF1429, sequence capture was performed using an Illumina Truseq Rapid Capture Enrichment Kit to create libraries (Illumina, San Diego, CA, USA). Genomic DNA samples of the hearing-impaired siblings III:10 and III:15 (Figure 1) were exome sequenced to an average depth of 56× and 68×, respectively. Sequence reads were mapped against the GRCh38 assembly using BWA (Burrows-Wheeler Alignment) [21] with recalibration performed using the GATK pipeline (Genome Analysis Toolkit, https://gatk.broadinstitute.org/hc/en-us). Variant calls were annotated with ANNOVAR. Variant Call Format (VCF) files were imported into Ingenuity Variant Analysis (IVA, Qiagen, Germantown, MD, USA) for further downstream analyses. Variants were prioritized based on their allele frequency, pathogenicity, conservation and zygosity. Sanger sequencing validated co-segregation of the variant with the phenotype.
2.3. Mouse Models of Human TBC1D24-Associated Deafness
The analyses of mice in this study were conducted according to the National Institutes of Health Guidelines for the Care and Use of Laboratory Animals. All experimental procedures were approved by the NINDS/NIDCD Animal Care and Use Committee (ACUC) at the National Institutes of Health (protocol 1263-15 to TBF and protocol NEI-626 to LD). We engineered mouse Tbc1d24 c.208 G > T p.(Asp70Tyr) and c.[533 C > T; 534 T > G] p.(Ser178Leu) which are the equivalent of human TBC1D24 c.208 G > T p.(Asp70Tyr) (DFNB86), and c.533 C > T p.(Ser178Leu) (DFNA65) variants, respectively [10,11,12]. In mouse, we also engineered a Tbc1d24 c.1008delT p.(His336Glnfs*12) variant, which in human is associated with DOORS or early infantile epileptic encephalopathy 16 (EIEE16) with deafness [19,20]. Since homozygosity for the p.His336Glnfs*12 variant in mouse is an embryonic lethal, mice that are compound heterozygous for two variants p.Ser324Thrfs*3 and p.His336Glnfs*12 were studied as they are viable. Tbc1d24 missense alleles were created using CRISPR/Cas9-mediated homologous recombination directly in C57BL/6J zygotes with a single-strand DNA oligo as the recombination template (IDT, Integrated DNA Technologies, Coralville, IA, USA) in each allele. Briefly, guide RNAs (gRNA, for SpCas9, PAM = NGG) were selected for each intended allele based on their relative positions to target codons, and ranking by the online gRNA selection tool (www.CRISPRscan.org). gRNAs were synthesized with T7 in vitro transcription as described [22] and further tested for their efficiencies of in vitro cleavage and in-cell culture indel mutagenesis activities. For the in vitro cleavage assay, genomic PCR product, containing the target sites of selected gRNAs was incubated with SpCas9 protein (NEB, New England Biolabs, Ipswich, MA, USA) by following manufacturer’s suggested protocol and analyzed on 2% agarose gel stained with ethidium bromide. Guide RNAs were further tested for their efficiencies inducing indels at target sites in an immortalized mouse embryonic fibroblast (MEF) cell line engineered to carry a tet-inducible Cas9 expression cassette. Upon confirmation of efficient target cleavage activity in MEF cells, gRNAs were mixed with SpCas9 protein (PNA Bio, Thousand Oaks, CA, USA) along with a synthetic single-strand donor DNA oligo template as described above. The single-strand donor DNA oligo templates were designed to repair the cleavage gap by the gRNA to restore the open reading frame, while having the desired single amino acid changes introduced based on Richardson et al. [23]. The mixture of gRNAs, Cas9 protein and the donor oligos were microinjected into zygotes of C57BL/6 background as described [24]. gRNAs used to generate Tbc1d24 mutations p.Asp70Tyr, p.Ser178Leu and p.His336Glnfs*12 were 5′-GGCATAAGGTGTGACTGTG-3′, 5′-GTCATACAGGAAGACTCAA-3′ and 5′-CTGAGTGGAAGTTCTCTGCA-3′, respectively. Donor oligo sequences of p.Asp70Tyr, p.Ser178Leu and p.His336Glnfs*12 were 5′- GAGCCACACCCTGCGCGGGAAAGTGTACCAGCGCCTGATCCG GGACATCCCCTGCCGCACAGTCACACCTTATGCCAGCGTGTACAGTGACATTGT-3′ (96 mer oligo), 5′-GATGAAGCTGAGTGTTTCGAAAAAGCCTGCCGCATCTTATCCTGCAATGACCC CACCAAGAAGCTCATTGACCAGAGCTTCCTGGCCTTTGAGTTGTCCTGTATGACATTTGGGGACCTGGTGAACA-3′ (127 mer oligo) and 5′-ACTGTGGGCTCTGATCCCTCCTCGCTTTTCCCAG GCAGTTTGTGCACTTAGCTGTCCAGCAGAGAACTTCCACTCAGAGATTGTCAGCGTGAAGGA-3′ (96 mer oligo), respectively.
F0 founder mice were screened for their CRISPR/Cas9 edited mutations as described below. Mice carrying each mutation were backcrossed to C57BL/6J mice for more than three generations. The p.Asp70Tyr allele was genotyped by Sanger sequencing; a 403 bp amplified fragment was generated by PCR using primers (5′-CAGCCTAGGACCTGCCTTG-3′, 5′-TGGCAATACACAGGAGGATCT-3′). Mice carrying the p.Ser178Leu variant were genotyped using PCR primers 5′-CGCAAGATCCTCCTGTGTATTG-3′ and 5′-AGAACTTGAGGATGGCCAGA-3′. The resulting 409 bp amplicon was analyzed after a HinFI restriction endonuclease digestion (NEB). The wild type amplicon was cut once with restriction endonuclease HinFI producing 187 bp and 222 bp restriction fragments. The p.Ser178Leu amplicon was uncut by HinFI. p.His336Glnfs*12 mice were genotyped by PCR using primers 5′-GGGACTTCTAGGAATAATTTCACC-3′ and 5′-TGCTGCAGTGATGAGAAGAG-3′. The resulting 325 bp amplicon was analyzed after a NlaIIII restriction endonuclease digestion (NEB). The wild type 325 bp amplicon was digested by NlaIIII and produced 115 bp and 210 bp restriction fragments, while the p.His336Glnfs*12 allele generated a 324 bp amplicon and was uncut by NlaIIII. The engineering and genotyping of mice carrying the p.Ser324Thrfs*3 allele were described in Tona et al. 2019 [13].
The human TBC1D24 p.Ser178Leu variant is associated with DFNA65 autosomal dominant nonsyndromic hearing loss with an onset reported in the third decade and initially affecting the high frequencies [11,12]. Since C57BL/6J mice show age-related hearing loss due to the Cdh23 c.753G > A variant [25,26], mice carrying the Tbc1d24 p.Ser178Leu allele were backcrossed with Cdh23 wild type (Cdh23753G) mice with a C57BL/6J background (B6.CAST-Cdh23Ahl+, The Jackson Laboratory, Bar Harbor, ME). In this study, all Tbc1d24 p.Ser178Leu mice were homozygous for Cdh23753G, which was genotyped by PCR using primers 5′-CTAGAGAACCCACGCAGGAC-3′ and 5′-TCAGCCCAAGCCTCTACTGT-3′. The resulting 430 bp amplicon was analyzed after BsrI restriction endonuclease digestion (NEB). The Cdh23753G allele was uncut by BsrI while Cdh23753G>A allele generated 66 bp and 364 bp restriction fragments.
2.4. ABR and DPOAE Measurements of Hearing Ability
Auditory testing was performed in the NIDCD/NIH Mouse Auditory Testing Core facility as described [27]. Briefly, mice were anesthetized by an intraperitoneal (IP) injection of a combination of 56 mg/kg body weight of ketamine (VetOne, MWI, Boise, ID, USA) and 0.375 mg/kg body weight of dexdomitor (Putney, Portland, ME, USA). Both auditory brainstem responses (ABR) and distortion product otoacoustic emissions (DPOAE) were measured in the right ear using Tucker-Davis Technologies hardware (TDT, Alachua, FL, RZ6 Multi I/O processor, MF-1 speakers) and software (BioSigRz, v. 5.7.2). ABR wave 1 latencies and amplitudes were measured at 80 dB SPL at 8 kHz, 16 kHz, 32 kHz and 40 kHz. To evaluate the hearing status of the Tbc1d24 p.Asp70Tyr allele, five wild types (1 male, 4 females), 6 heterozygotes p.Asp70Tyr (1 male, 5 females) and 6 homozygotes p.Asp70Tyr (1 male, 5 females) were tested at P30, P60 and P90. For the Tbc1d24 p.Ser178Leu allele with Cdh23 c.753G > A variant (Cdh23753G>A), three wild types (2 males, 1 female), three heterozygotes p.Ser178Leu (2 males, 1 female) and three homozygotes p.Ser178Leu (2 males, 1 female) were tested at P30, P60 and P90. The Tbc1d24 p.Ser178Leu was homozygous for the wild type Cdh23 (Cdh23753G) and there were three wild types (2 males, 1 female), four heterozygotes p.Ser178Leu (3 males, 1 female) and six homozygotes p.Ser178Leu (4 males, 2 females), which were tested at P30, P60, P90 and P180. Since Tbc1d24 compound heterozygous p.Ser324Thrfs*3/p.His336Glnfs*12 mice die by P20, three heterozygous p.Ser324Thrfs*3 (1 male, 2 females) and three compound heterozygous p.Ser324Thrfs*3/p.His336Glnfs*12 (1 male, 2 females) mice were evaluated only at P17.
2.5. Immunofluorescence Staining in Celloidin Sectionsof Human Cochleae
Human temporal bone specimens were obtained within 12 to 24 h of death from subjects without a hearing loss history [28]. The temporal bones were stored in 10% neutral-buffered formalin at 4 °C for 4 weeks, decalcified with 5% EDTA for 9 to 12 months, dehydrated in a graded ascending ethyl alcohol series and embedded in celloidin over a 3-month period. Temporal bones embedded in celloidin were cut in 20 µm thick serial sections of which every tenth section was mounted and stained with hematoxylin and eosin. The rest of the sections were stored in a glass jar and immersed in 80% ethanol and 20% double distilled water. Celloidin sections containing the cochlea (mid-modiolar area) were removed from the jar and mounted on Superfrost Plus slides (Thermo Fisher Scientific, Waltham, MA, USA) and used for immunofluorescence staining.
To remove the celloidin [28], sections were placed in a glass Petri dish and immersed in ethanol saturated with sodium hydroxide solution (100 g NaOH in 100 mL of ethanol), diluted 1:3 with 100% ethanol for 1 h, followed by 100% ethanol, 50% ethanol, and distilled water for 10 min each. Slides were placed horizontally in a glass Petri dish containing antigen retrieval solution (Vector Antigen Unmasking Solution, Vector Labs, Burlingame, CA, USA diluted 1:250 with distilled water) and heated in the microwave oven using intermittent heating of two 2 min cycles with an interval of 1 min between the heating cycles, Slides were allowed to cool for 15 min, followed by 10 min wash with phosphate buffered saline solution (PBS, 0.1 M, pH 7.4). A drop of trypsin antigen retrieval solution (#ab970, Abcam, Boston, MA, USA 1 drop of concentrated trypsin in 4 drops of PBS for 3 min) was added to each section. Sections were washed with PBS 4 × 15 min.
Sections were blocked in PBS containing 1% bovine serum albumin fraction V (Sigma-Aldrich, St. Louis, MO, USA) and 0.1% Triton X-100 (Sigma-Aldrich, St Louis, MO, USA) for 1 h, and incubated subsequently with the rabbit antibody against TBC1D24 (ab101933, RRID: AB_10712373 or ab234723, Abcam) and mouse monoclonal antibody against acetylated tubulin (T745, Sigma-Aldrich, St Louis, MO, USA) in blocking solution for 72 h at 4 °C in a humid chamber. After 4 washes (15 min) in PBS, a mixture of Alexa-488 conjugated goat anti-rabbit polyclonal IgG and Alexa-564 conjugated horse anti-mouse polyclonal IgG (both from Molecular Probes, Carlsbad, CA, USA) was added at a dilution of 1:500 in blocking solution and incubated at room temperature for 3 h in the dark. Slides were mounted in Vectashield mounting media (Vector Labs) containing DAPI. Background immunofluorescence was removed using the Vector True VIEW kit (Vector Labs).
Negative controls, consisting of secondary antibody only, and unstained human cochlea sections were used to assess for background staining and auto-fluorescence, respectively. Negative controls exhibited minimal staining or auto-fluorescence. As positive controls, mouse cochlea sections were immuno-stained with TBC1D24 antibody as previously reported [10]. The Institutional Review Board (IRB) of UCLA approved this study of human temporal bones (IRB protocol #10-001449, AI) and methods used in this study are in accordance with NIH and IRB guidelines and regulations. Informed consent was obtained from each patient before inclusion in the study of temporal bone sections; temporal bone specimens came from five individuals with normal hearing, of which three were female and two were male, ranging from 55 to 78 years old.
2.6. In Situ Hybridization and Immunohistochemistry Using Mouse Cochleae
In situ hybridizations were performed using RNAscope assays (Advanced Cell Diagnostics (ACD), Newark, CA, USA). Cochleae from C57BL/6J wild type mice at postnatal day three (P3) were fixed overnight at 4 °C in 4% PFA (Electron Microscopy Sciences, Hatfield, PA, USA) in 1 PBS. Fixed cochleae were cryopreserved in 15% sucrose in 1× PBS for overnight at 4 °C and then in 30% sucrose in 1× PBS for overnight at 4 °C. Each cochlea was embedded and frozen in Super Cryoembedding Medium (Section-Lab, Hiroshima, Japan). Frozen cochleae were sectioned (12 µm thick) using a CM3050S cryostat microtome (Leica, Vienna, Austria). RNAscope Multiplex Fluorescent V2 Assays (ACD) were conducted using Probe-Mm-Tbc1d24 (target region: 839 to 1739 nucleotides, NM_001163847.1), Probe-Mm-Tubb3-C4 (target region: 2 to 1636 nucleotides, NM_023279.2) and Probe-Mm-Myo7a-C2 (target region: 1365 to 2453 nucleotides, NM_001256081.1). Images were taken with an LSM880 confocal microscope equipped with 63× and 40× objectives (Carl Zeiss Microscopy, Thornwood, NY, USA).
Immunolocalization of TBC1D24 protein was examined in mouse cochleae at P8. The dissected cochleae were fixed overnight with 4% PFA in 1× PBS at 4 °C. Permeabilization was done with 0.5% Triton X-100 and blocking was performed with 2% BSA and 5% goat serum in 1× PBS. To verify localization of TBC1D24 protein, we used four antibodies (ab101933, RRID: AB_10712373, Abcam; ab234723, Abcam; NBP1-82925, RRID: AB_11061868, Novus Biologicals, Littleton, CO; sc-390237, Santa Cruz Biotechnology, Dallas, TX, USA). Samples were incubated with one of the anti-TBC1D24 antibodies and anti-Tubulin Beta 3 (TUBB3) antibody (801202, RRID: AB_10063408, BioLegend, San Diego, CA, USA) for 2 h, washed with 1× PBS and stained with anti-rabbit and anti-mouse secondary antibodies (Alexa Flour 488 and 568, respectively). Specimen were mounted using ProLong Gold Antifade Mountant with DAPI (Thermo Fisher Scientific, Carlsbad, CA, USA) and observed with the 63× objective using LSM780 (Carl Zeiss Microscopy).
2.7. scRNA-Seq
Single cell RNA-Seq (scRNA-Seq) datasets [29] of the developing cochlear epithelium at E16.5, P1 and P7 were analyzed. Briefly, normalized count tables of E16.5, P1 and P7 cochlear samples were obtained from GSE137299. Genes without canonical names (starting with “Gm-” or ending with “Rik”) were removed before further analyses. Modularity-based clustering with Leiden algorithm was implemented in Scanpy (v1.4.5). Briefly, principal component analysis (PCA) was performed on all remaining genes. A KNN graph was constructed based on the Euclidean distance by the function pp.neighbors using default settings. Cells were clustered by the function tl.leiden with the resolution E16.5 = 10, P1 = 2 and P7 = 0.8. Expression of Myo6 was used as a general hair cell marker and Fgf8 expression was used as an inner hair cell (IHC) marker. Neurod6 was used as an outer hair cell (OHC) marker of E16 and P1 data, and Slc26a5 was used as a P7 OHC marker. Violin plots for Myo6, Myo15, Cldn11 and Tbc1d24 at E16.5, P1 and P7 were generated by Seaborn (v0.10.1) in Python (v3.8.2).
2.8. Computational Modeling
A three-dimensional (3D) structure of the TBC domain of human TBC1D24 (hTBC1D24) was obtained using template-based modelling. A critical step in molecular modelling is the selection of a template. The implementation of Hidden-Markov profiles in template-search algorithms increases sensitivity, especially in the identification of templates that share very low sequence identity with the query sequence, but still share the same fold. This is the case of the fold-recognition algorithm implemented in HHpred server [30], which led to the identification of the TBC domain of Skywalker (PDB id: 5HJQ and resolution 2.3 Å) [31] as a suitable template of the human TBC domain of TBC1D24 after scanning the hTBC1D24 profile against each of the profiles of the structures deposited in the Protein Data Bank [32]. The initial alignment of hTBC1D24 and 5HJQ amino-acid sequences covers residues 11-311 of hTBC1D24 (NP_001186036.1) and shows 24% amino acid sequence identity, with all the secondary structural elements aligned. This alignment was subsequently refined using an iterative process that places the most conserved residues packing towards the core of the protein and avoids gaps within secondary-structural elements. This refinement was guided by the conservation scores calculated by the Consurf server [33] and by the ProQ2 score calculated for each residue position (local ProQ2 score) [34], which evaluates the compatibility between the TBC1D24 sequence and the structural fold at a given segment. The final alignment of hTBC1D24 (residues 11-314) and 5HJQ (residues 55-338) together with that of mouse and human TBC1D24 obtained with Clustal Omega (https://www.ebi.ac.uk/Tools/msa/clustalo/) was then used to create 2000 models of human TBC (hTBC) and mouse TBC (mTBC) domains using Modeller [35]. The final models were those with the best ProQ2 score and Procheck analysis from each set and covered more sequence than that reported by Finelli et al. [36]. α-Helical restraints were applied during the two production runs to residues 300-314 (NP_001186036.1) to complete the C-terminal helix of the TBC domain, which was missing in the template.
2.9. Molecular Dynamic Simulations
The all-atom models of human and mouse TBC were enclosed in a simulation box of dimensions ~97 × 97 × 120 Å comprising a hydrated bilayer and 150 mM KCl as electrolyte. Each system included ~116,000 atoms. The initial setup for a hydrated bilayer was made of 288 POPC (1-palmitoyl-2-oleoyl-sn-glycero-3-phosphocholine) and one PIP2 lipid molecules and was generated by using the CHARMM-GUI web-based interface [37] and then relaxed for 50 nanoseconds (ns). For each system, first, water molecules were placed within the protein structure with Dowser [38]. The protein was then inserted into the simulation box by superimposing the coordinates of the PIP2 heads into the lipid bilayer associated with the protein model and removing the overlapping water molecules. To optimize the protein-solvent and protein-lipid interfaces in the model, and to thermalize the system, a series of short simulations were carried out with gradually weaker positional restraints applied to the protein, the PIP2 head, the Dowser-added water molecules, and the z-coordinates of the lipid atoms (excluding hydrogen atoms). The whole relaxation process was carried out for 23 ns. In order to run two independent simulations, the relaxation was repeated starting from a different set of velocities. Finally, two fully independent unrestrained simulations were carried out for a total of 400 ns for each system.
The final simulation snapshots were extracted and used to initiate the free-energy perturbation (FEP) calculations. Here, a given side-chain, Ser178, is mutated alchemically to leucine using a step-wise protocol controlled by a parameter λ that reflects the weights of the serine and the leucine in the potential energy function of the system. FEP calculations were carried out with 21 intermediate λ steps. For each λ, the system was simulated for 50 ns. The initial 10 ns of each simulation were considered as an equilibration. The final 40 ns were split into two sets to have two independent estimates of the free-energy. Free energy differences were evaluated by using the BAR algorithm [39]. To evaluate the free-energy of the unfolded state, the FEP protocol was repeated for a tripeptide (Ala-Ser-Ala), capped with acetyl and N-methylamine groups at the N and C termini, embedded in a cubic water box of dimensions ~97 × 97 × 97 Å with KCl 150 mM as electrolyte. In this case, the snapshot after 50 ns of simulation was used to initiate the FEP calculations.
All molecular dynamics simulations were carried out with Gromacs version 2018.3 [40], using an integration time-step of 2 femtoseconds (fs), periodic boundary conditions, and a Nose-Hoover temperature coupling set to 303.15 K. The pressure was maintained at 1 bar using Parrinello-Rahman coupling semi-isotropically in the x, y plane and z direction. Electrostatic interactions were calculated using the Particle-Mesh-Ewald algorithm, with a real-space cut-off of 12 Å. A shifted Lennard-Jones potential, also cut-off at 12 Å, was used to compute van-der-Waals interactions. The CHARMM36 force field for proteins [41] and lipids [42] was used in all calculations.
3. Results
3.1. Novel Splice Variant of Human TBC1D24 Associated with Deafness and Seizures
Clinical histories and phenotypes were obtained from four affected and two unaffected siblings and their unaffected parents of family PKDF1429 (Figure 1B). All affected individuals in family PKDF1429 had congenital pre-lingual profound hearing loss (Figure 1C). Individual ΙΙΙ:9 also had simple partial seizures while III:15 had tonic-clonic seizures in childhood from six months to three years of age. Individuals ΙΙΙ:10 and III:14 did not show seizures. Physical examinations in this family did not reveal any dysmorphic features of DOORS. These data indicated that deafness segregating in this family appears to be non-syndromic (only hearing loss) for individuals ΙΙΙ:10 and III:14, although admittedly subtle seizures in these two individuals may not have been noticed.
To determine the molecular genetic causes for the apparent non-syndromic and syndromic hearing loss segregating in family PKDF1429, whole exome sequencing (WES) was performed using gDNA from individuals III:10 and III:15 (Figure 1B). Compound heterozygous variants of TBC1D24 (NM_001199107.1): c.641G > A p.(Arg214His) and c.965 + 1G > A were identified in affected individuals III:10 and III:15, which were confirmed by Sanger sequencing (Figure 1D). The donor splice-site pathogenic variant c.965 + 1G > A of intron 2 of TBC1D24 is novel. The c.965 + 1G > A is absent from gnomAD (v2.1.1) database of 125,748 exome and 45,708 whole genome sequences from unrelated individuals and the G nucleotide is conserved from human to lamprey with a CADD score of 35, indicating deleteriousness of this variant (https://cadd.gs.washington.edu/). The novel variant has been submitted to ClinVar (https://www.ncbi.nlm.nih.gov/clinvar/) under submission ID SUB7952908. The variant of c.641G > A p.(Arg214His) was reported in compound heterozygosity with variants p.Glu153Lys or with p.Val445Glyfs*33 and associated with non-syndromic deafness DFNB86 [43]. Sanger sequencing confirmed the genotypes of eight members of family PKDF1429. Parents of affected children were heterozygous, confirming the trans-configuration of the two variants, and unaffected members of the family were either heterozygous for p.Arg214His variant or homozygous for the wild type allele (Figure 1B). The clinical heterogeneity of affected members of family PKDF1429 suggests that the TBC1D24 genotype alone does not unequivocally dictate the phenotype, i.e., either non-syndromic deafness or the combination of deafness and seizures.
3.2. TBC1D24 Protein Localization in Human and Mouse Temporal Bone and Tbc1d24 mRNA Expression in Wild Type Mouse Cochlea
In P3 wild type mouse cochlea, in situ hybridization using RNAscope probes demonstrated that Tbc1d24 mRNA was expressed in spiral ganglion neurons. However, no Tbc1d24 mRNA was detected in mouse organ of Corti, including inner and outer hair cells (Figure 2A). Moreover, in RNAseq databases, there were only background levels of Tbc1d24 mRNA expression present in mouse hair cells at E16.5, P1 and P7. It was similar to the background levels of Cldn11 mRNA in hair cells, which we used as our negative hair cell expression control (Figure S1). Cldn11 is abundantly expressed in the basal cells of the stria vascularis, but not in hair cells [44,45,46,47]. In addition, we immunolocalized TBC1D24 protein in the cell bodies of mouse spiral ganglion neurons (Figure 2B) corroborating published data [10,13]. However, TBC1D24 has also been reported to be localized in stereocilia at E14.5 and P0 to P3 but not at P7 using an sc-390237 antibody [12], an observation we reproduced with this same commercial antiserum against TBC1D24. Nevertheless, three other antibodies against TBC1D24 that showed immunoreactivity in spiral ganglion neurons, did not detect any immunofluorescence signal in hair cells at various ages of mouse, including adult. Among these three antibodies, the rabbit polyclonal ab101933 antibody was developed against an antigenic sequence of human TBC1D24 (aa 467–515) that is present within the antigenic sequence of human origin of the mouse monoclonal sc-390237 antibody (aa 437–559). The specificity of the second out of these three antibodies, NBP1-82925 antibody, was confirmed previously using Tbc1d24 p.Val67Serfs*4 (TBC1D24 null) mouse inner ear [14]. By comparison, in temporal bone sections from deceased presumably normal hearing individuals, TBC1D24 protein was immunolocalized in spiral ganglion neurons and outer and inner hair cells using two different TBC1D24 antibodies from Abcam, including ab101933 antibody (Figure 3). Taken together, these data indicate that mouse hair cell TBC1D24 immunoreactivity using mouse monoclonal sc-390237 antibody is likely to be non-specific. In both human and mouse, there is abundant expression of TBC1D24 mRNA and TBC1D24 protein in spiral ganglion neurons, but in hair cells, TBC1D24 expression is detected only in human, while it was undetectable in mouse hair cells.
3.3. Auditory Function in the Mouse Models of DFNB86 and DFNA65
The hearing status of mouse models of human DFNB86 and DFNA65 deafness was quantitatively evaluated using auditory brainstem responses (ABR) and distortion product otoacoustic emissions (DPOAE), which are measures of spiral ganglion neurons and outer hair cell functions, respectively. For the p.Asp70Tyr allele, which is a mouse model of the human DFNB86 p.Asp70Tyr variant [10], ABRs were measured at P30, P60 and P90 in heterozygous and homozygous mutant mice and control homozygous wild type littermates (Figure 4A and Figure S2B). ABR thresholds were within the normal range for all three genotypes. TBC1D24 protein was localized to spiral ganglion neurons in both human and P8 mouse. Therefore, we focused on ABR wave 1 because wave 1 originates from the action potential in the auditory nerve [48]. ABR wave 1 latencies and wave 1 amplitudes were measured at 80 dB SPL at four frequencies (8, 16, 32 and 40 kHz). No significant differences were detected among the three genotypes (Figure 4A), suggesting normal auditory nerve function in Tbc1d24 homozygous p.Asp70Tyr mutant mice. Homozygous p.Asp70Tyr mice and their littermate controls also have normal distortion product otoacoustic emissions (DPOAE), indicating that outer hair cell amplification of basilar membrane vibrations is indistinguishable from the wild type (Figure 4B).
The human TBC1D24 c.533C > T p.(Ser178Leu) variant is associated with dominantly inherited loss of hearing DFNA65, segregating in two apparently unrelated families [11,12]. Affected individuals in these two families showed progressive high frequency hearing loss [11,12]. The Ser178 residue is conserved in human and mouse TBC1D24 (Figure S2), although there are other differences in amino acid sequence nearby the Ser178 residue and elsewhere between wild type human and mouse TBC1D24 proteins. We engineered a mouse model of the human TBC1D24 dominant p.Ser178Leu allele associated with deafness DFNA65. Both homozygous and heterozygous p.Ser178Leu mutant mice with a C57BL/6J genetic background have hearing indistinguishable from their wild type littermates (Figure S2D). Given that mice with a C57BL/6J background show age-related high frequency hearing loss due to Cdh23 c.753G > A variant [25,26], both wild type littermates and p.Ser178Leu mutant mice showed the expected age-related hearing loss due to this allele of Cdh23 (Cdh23753A) [25,26]. To exclude association of progressive hearing loss in this Tbc1d24 p.Ser178Leu mouse with p.Ser178Leu variant, we measured ABR and DPOAE in Tbc1d24 p.Ser178Leu mouse with the wild type Cdh23 allele (Cdh23753G). Homozygous and heterozygous p. Ser178Leu mice with the Cdh23753G allele in the background also showed normal ABR thresholds, wave 1 latencies, wave 1 amplitudes and DPOAE (Figure 4C,D and Figure S2C), arguing that the observed age-related hearing loss was exclusively due to Cdh23 (Cdh23753A) allele.
To evaluate the auditory function of a mouse model of human TBC1D24 syndromic deafness, we tested hearing by ABR analyses using compound heterozygous p.Ser324Thrfs*3/p.His336Glnfs*12 mice. The human TBC1D24 p.His336Glnfs*12 variant is associated with syndromic hearing loss. Compound heterozygosity for human p.His336Glnfs*12 and the 1206 + 5G > A exon 5 donor splice site variant of TBC1D24 is associated with DOORS [19], whereas compound heterozygosity for p.His336Glnfs*12 and perhaps the less disabling p.Asp11Gly single amino acid substitution is associated with early-infantile epileptic encephalopathy 16 (EIEE16) with hearing loss [20]. Using CRISPR/Cas9 editing, we engineered the p.His336Glnfs*12 allele in mouse Tbc1d24. However, homozygous p.His336Glnfs*12 mice die during embryonic development. Human p.His336Glnfs*12 homozygotes have not been reported. Consequently, we generated compound heterozygous p.Ser324Thrfs*3/p.His336Glnfs*12 mice. As homozygous p.Ser324Thrfs*3 mice had severe seizures but normal hearing at two weeks of age [13], the p.Ser324Thrfs*3 allele was a logical variant to evaluate the p.His336Glnfs*12 allele in compound heterozygosity. Compound heterozygous p.Ser324Thrfs*3/p.His336Glnfs*12 mice also died around P20 due to seizures; however, their auditory functions at P17 were within the same range as their normal hearing heterozygous p.Ser324Thrfs*3 littermates (Figure S2A). These findings indicate that several different variants of Tbc1d24 in mouse, unlike the homologous human recessive and dominant variants of TBC1D24, are not associated with hearing loss. However, the seizure phenotypes in humans, due to variants of TBC1D24 are recapitulated in our mouse Tbc1d24 models [13].
Human TBC1D24 has an essential function required for normal hearing, since several different human variants of TBC1D24 are associated with non-syndromic deafness or syndromic deafness (Figure 1A). However, in mouse, TBC1D24 appears not to be required for hearing perhaps because the loss of TBC1D24 function may be compensated by a paralogous protein. However, there might be other explanations as to why particular homozygous or compound heterozygous variants of TBC1D24 are deafness-causing in humans, while the very same variants in mouse Tbc1d24 did not affect hearing. Next, we used computational modeling and molecular dynamic simulations to identify additional non-mutually exclusive reasons beyond the cell type-specific differences in the expression of TBC1D24 to explain the different species-specific phenotypic outcome.
3.4. Template-Based Models of Mouse and Human TBC1D24
The final models of human and mouse TBC domain of TBC1D24 show just one residue in disallowed regions from the PROCHECK analyses, indicating that the models have overall good stereochemistry. In order to analyze the compatibility of the TBC1D24 sequence with the fold of the template, 5HJQ, we calculated the ProQ2 score normalized by the number of amino acid residues (global ProQ2 score). Both models have a normalized ProQ2 score of ~0.6, similar to that of the template (0.7). In summary, both analyses highlight the good stereochemical quality of the models and adequate selection of the template. Both models were used to analyze in further details the sites close to residues Asp70 and Ser178 in mouse and human TBC for any structural difference (Figure 5A). In particular, we considered the neighboring residues within 6 Å of Asp70 and Ser178. In both mouse and human, Asp70 is located in a loop and exposed to the solvent with adjacent residues that are strictly conserved (Figure 5A,B and Figure S3), indicating that this residue may be part of a post-translational motif or a partner-protein binding site. This observation suggests that deafness arising from p.Asp70Tyr substitution in human, but normal hearing in p.Asp70Tyr mouse, is not likely due to differences in the identity of the neighboring amino acids. Alternatively, the different phenotypic outcomes are related to an evolutionary divergence in the functional necessity and cell-type specific regulation of expression of human TBC1D24 compared to mouse Tbc1d24.
The Ser178 residue is located in a α-helix (Figure 5A) and is part of a hydrophobic site with neighboring residues that are mostly conserved. However, there is a notable difference between mouse and human at residue 167. In mouse, there is a lysine and in human there is an arginine (Figure 5B and Figure S3). Even though both residues are positively charged, the chemical nature of the arginine provides a more bulky side chain compared to lysine and may indicate why the p.Ser178Leu substitution may result in a different hearing phenotype in mouse compared to human when expressed in the same cell types. Nevertheless, specific details at a structural level of this different phenotype cannot be identified by analyzing mouse and human TBC models (Figure S4). Therefore, we took advantage of Molecular Dynamics (MD).
To gain insight on the effect of p.Ser178Leu substitution, we carried out a series of MD simulations of human hTBC and mouse mTBC, enclosed in a simulation box comprising a hydrated bilayer. One PIP2 molecule anchored the protein to the bilayer (Figure S5). For each system, we first carried out two independent, unrestrained simulations of 200 ns. During these simulations, the protein structures conserved essentially all the structural features of the initial models, with hTBC and mTBC sharing the same tertiary structure except for a remarkable conformational difference (Figure 6A and Table S1). In fact, the C-terminal helix of each domain, which in the initial models laid close to the membrane plane, moved toward Ser178, practically packing the serine side chain in between residues 304 and 308. This conformational change was observed in all simulations and, except in one case, it took place either during the relaxation phase or within the first 2 ns of unrestrained simulations (Figure 7). This finding suggests that the Ser178 residue is critical for packing the C-terminal helix to the protein core, and, as a consequence, stabilizing the folding of the global TBC domain.
To cast light on the role in stabilization of the TBC domain that is played by the Ser178 residue and how the substitution of leucine affects it, we carried out free-energy perturbation (FEP) simulations. Here, Ser178 is mutated, through a number of unphysical (alchemical) intermediates to leucine using a step-wise protocol controlled by a parameter λ that reflects the weights of serine and leucine in the potential energy function of the system. To relate the calculated free-energy values to the folding free-energy differences, we performed similar FEP simulations of a tripeptide in water, which is adopted as representative of the domain unfolded state. The substitution of a leucine-178 for serine-178 showed little effect on the hTBC domain. In fact, the calculated ∆∆G was 0.47 kcal/mol, therefore comparable to the thermal energy fluctuations, in the direction of a slight destabilization of the fold. On the other hand, surprisingly, the same mutation stabilized the folding of mTBC by 3.1 kcal/mol (Table S2). Leucine is significantly more hydrophobic than serine and is found among the most frequent amino acids at α-helical interfaces of soluble proteins, whereas serine is mostly found in non-interfacial regions [49]. Therefore, it is not surprising that the p.Ser178Leu mutation is not disruptive and has a stabilizing effect, at least in mouse. However, that does not explain the observed disparity between human and mouse. As mentioned, the most notable difference among the amino acids adjacent to Ser178 in the two structures is Arg167 in human, which is Lys167 in mouse. These residues belong to the loop region from 162 to 167 and, therefore, are expected to be loosely structured. However, Figure 6B shows that murine Lys167 is strongly tethered in between Asp163 and Asp170 during the simulations, while the bulkier side chain of human Arg167 is more mobile. Consequently, the associated loop 162–167 is less rigid in human than in mouse. Therefore, we speculate that human residue 178 is more exposed to the solvent and to the electrostatic fluctuations arising from the conformational changes the neighboring charged residues (Arg166, Arg167, Asp163 and Asp170), while murine residue 178 faces a more compact pocket. This arrangement would then favor the more hydrophobic leucine over serine, in mouse more than in human. In summary, FEP simulations indicate that p.Ser178Leu has a stabilizing effect in mouse, but not in human.
4. Discussion
Pathogenic variants of human TBC1D24 are associated with a spectrum of skeletal and neurological disorders including deafness, seizures, onychodystrophy, osteodystrophy and intellectual disability [5]. There is decisive data supporting an association of deafness with variants of human TBC1D24 (Figure 1A). In this study, we report recessive variants of TBC1D24 c.641G > A p.(Arg214His) and c.965 + 1G > A segregating in a non-consanguineous Pakistani family. In affected individuals of this family, the donor splice-site mutation of exon 2 (c.965 + 1G > A) is novel and present in trans to c.641G > A p.(Arg214His). Bakhchane and colleagues reported that individuals with TBC1D24 compound heterozygous p.Arg214His/p.Val445Glyfs*33 and p.Arg214His/p.Glu153Lys exhibited non-syndromic deafness DFNB86 [43]. Surprisingly, in two affected members of family PKDF1429 (Figure 1) a compound heterozygous genotype resulted in deafness with seizure, while for the same compound heterozygous genotype the other two siblings in this family have non-syndromic deafness DFNB86. A common phenomenon for variants of TBC1D24 is that phenotype varies depending upon the second pathogenic variant in trans. For example, compound heterozygosity for p.Glu153Lys and p.Arg214His resulted in DFNB86 non-syndromic deafness [43], whereas p.Glu153Lys with p.Ala39Val or p.Glu153Lys with p.Thr182Serfs*6 in trans cause seizure without deafness [50,51].
The distinctly different functions of TBC and TLDc domains have been individually studied in orthologues, but not in TBC1D24, which is the only protein that has both of these domains. The TBC domain is a GTPase activator and TLDc domain is neuro-protective against oxidative stress [16,17]. Surprisingly, there is no genotype-phenotype correlation yet with variant location, either with the location in the TBC1D24 gene or in one or the other of the two domains of the TBC1D24 protein as illustrated in Figure 1A [52]. Perhaps the pleiotropy, associated with different variants of TBC1D24, results from a composite of disabled binding motifs for an array of interacting protein partners of TBC1D24. To date, the reported binding partners of TBC1D24 include ARF6 (ADP-ribosylation factor) [53,54] and ephrinB2 [55].
A second non-mutually exclusive possibility to explain the great variety of phenotypes associated with variants of TBC1D24 is a variable contribution to compensation among individuals resulting from their different genetic backgrounds [56,57]. For example, the TBC1D24-associated phenotype may be influenced by common polymorphic variants of one or more of the 26 other TBC-containing proteins [58] or variants of one of the other four TLDc-containing proteins in the mammalian genome [16,17].
To determine if the inner ear cell-type-specific expression is the same in human and mouse, we performed immunohistochemistry on human temporal bones. TBC1D24 protein localized in human SGN just as we and others have reported in mouse SGN [10,12,13]. However, TBC1D24 protein was not reliably detected in mouse hair cells but was detected in human inner and outer hair cells of five different temporal bones (Figure 3B). These data suggest that one possible cause of deafness in human from variants of TBC1D24 is a necessary function of human TBC1D24 in the sensory epithelium of the inner ear. In mouse, TBC1D24 is not detected in hair cells by RNAscope probes and is at a background level in RNAseq data, comparable with the level of CLDN11, which is known to be expressed in basal cells of the stria vascularis, but not in hair cells of early postnatal mouse inner ear (Figure S1). We also cannot rule out the possibility that human TBC1D24 may also have a necessary function in the spiral ganglion neurons as well.
Using CRISPR/Cas9 gene editing, we engineered in mouse the same deafness-causing variants as in human TBC1D24. Unexpectedly, Tbc1d24 mutant mice have normal auditory functions even though they have biallelic recessive or dominant missense mutations orthologous to either of two variants associated with human non-syndromic deafness, DFNB86 and DFNA65 (Table 1). There is precedent for animal models not recapitulating a human inherited pathology. For example, a variety of engineered mouse models of Huntington disease (HD) do not reproduce the severe constellation of neuropathology cascades, observed in HD patients or features of HD postmortem brains [59,60].
Table 1.
Variant | Genotype | Human Phenotype | Mouse Phenotype |
---|---|---|---|
p.Ser178Leu | p.Ser178Leu/p.Ser178Leu | not reported | normal hearing, no seizures |
p.Ser178Leu/+ | progressive hearing loss [11,12] | normal hearing, no seizures |
|
p.Asp70Tyr | p.Asp70Tyr/p.Asp70Tyr | congenital profound hearing loss [10] | normal hearing, no seizures |
p.Asp70Tyr/+ | no clinical phenotype | normal hearing, no seizures |
|
p.His336Glnfs*12 | p.His336Glnfs*12/ p.His336Glnfs*12 |
not reported | embryonic lethality |
p.His336Glnfs*12/ p.Asp11Gly |
seizures with deafness [20] | not reported | |
p.His336Glnfs*12/ c.1206 + 5G > A |
DOORS syndrome [20] | not reported | |
p.His336Glnfs*12/ p.Ser324Thrfs*3 |
not reported | seizures, postnatal death ~P20, normal hearing |
In mouse, homozygosity for the p.His336Glnfs*12 allele results in embryonic lethality, while compound heterozygosity of p.His336Glnfs*12 with p.Ser324Thrfs*3 produces postnatal death at about P20 due to seizures. Given that heterozygous p.Ser324Thrfs*3 mice do not show seizure and otherwise appear to be phenotypically wild type [13], we conclude that the phenotype of the p.His336Glnfs*12 allele in compound heterozygosity with p.Ser324Thrfs*3 is pathogenic. These results indicate that the p.His336Glnfs*12 variant in mouse is pathogenic but does not result in a hearing loss. In addition to our results, a heterozygous Tbc1d24tm1b(EUCOMM)Hmgu mutant mouse has normal hearing [36] and in our laboratory the homozygote for Tbc1d24tm1b(EUCOMM)Hmgu obtained from the KOMP repository at the Baylor College of Medicine is also an embryonic lethal.
Since TBC1D24 is localized in human and mouse spiral ganglion neurons (Figure 2 and Figure 3B), we evaluated ABR wave 1 latency and amplitude (Figure 4A,C). However, there was no significant difference among three genotypes. In mouse, homozygotes for Tbc1d24 p.Asp70Tyr variant have normal hearing despite deafness associated with homozygosity for p.Asp70Tyr in human. In the mouse cochlea, Tbc1d24 mRNA and TBC1D24 protein were detected only in the spiral ganglion neurons (Figure 2A,B). This result is different from the localization of human TBC1D24, which was detected in both organ of Corti and spiral ganglion neurons (Figure 3B). Perhaps in the mouse, expression of TBC1D24 protein in spiral ganglion neurons is not necessary for normal hearing. While TBC1D24 is not expressed in mouse hair cells, it is an open question as to whether TBC1D24 has a necessary function in human spiral ganglion neurons, hair cells or both. To answer this question, in future studies we will introduce in the presence of a homozygous null allele of the endogenous mouse Tbc1d24 gene, a human wild type BAC transgene or a mutant TBC1D24. Would such mice, expressing only functional human TBC1D24, show detectable TBC1D24 mRNA and protein in hair cells and would the human TBC1D24 be necessary for hearing in mice? In a study of Parkinson disease (PD) in mouse models, a mutant α-synuclein encoded by human SNCA expressed from a human transgene resulted in a human-like PD-associated phenotype in mice homozygous for a null allele of the endogenous mouse Snca gene [61].
The genetic background in humans and mice may have a significant impact on variants of human TBC1D24, mouse Tbc1d24, or both. For example, there may be a modifier variant in the human genome that enhances the deafness phenotype of biallelic pathogenic variants of TBC1D24. We engineered Tbc1d24 mutant mice using only a C57BL/6J background. The phenotype of a variant in a mouse gene can change substantially, depending upon genetic background [62]. We have yet to explore the possibility that the recessive variant p.Asp70Tyr and the dominant variant p.Ser178Leu in mouse may result in deafness when placed in the context of a different genetic background. The genotype-phenotype relationship of human TBC1D24 variants associated with seizures are recapitulated in variants of mouse Tbc1d24 [13], unlike deafness. Does the genetic background of the B6 strain provide functional compensation for a disabled TBC1D24 protein? Might there be a strain-specific modifier in the background of a different mouse inbred strain that would suppress the non-penetrance of deafness in a B6 background? Compensation for the loss of TBC1D24 in mouse may be provided by a paralog in the mouse genome or compensation by a gene involved in the same network or signaling pathway [63]. For example, a dominant variant of METTL13 (DFNM1) completely suppresses recessive non-syndromic deafness DFNB26, associated with a variant of GAB2 with both genes functioning in the HGF/MET signaling pathway [64,65,66].
Another non-mutually exclusive possibility to explain the divergent outcomes of the same variant of human TBC1D24 and mouse Tbc1d24 is that some variants are damaging in human but only in combination with other wild type substitutions in TBC1D24 protein that have become fixed during human evolution. From molecular dynamic simulations, we provide data indicating that p.Ser178Leu, a dominant variant with a pathogenic leucine at residue 178, destabilizes human TBC1D24 protein; but surprisingly the same substitution stabilizes mouse TBC1D24, despite the considerable sequence identity between human and mouse TBC domains.
In summary, we report a novel pathogenic splice-site variant of TBC1D24 segregating in a Pakistani family, and describe several mouse models of human TBC1D24 associated with DFNB86, DFNA65 and syndromic deafness. We propose various possible explanations for the differences in phenotypes despite the same variant in mouse Tbc1d24 and human TBC1D24, and provide experimental data from molecular dynamics to support one of many possible explanations for this species-specific outcome. Nevertheless, a comprehensive understanding as to how human TBC1D24 variants cause DFNB86 deafness, as well as a panoply of other allele-associated abnormalities remains to be explored. Future studies will focus on the networks and protein complexes in which TBC1D24 functions in the auditory system and brain.
Acknowledgments
We thank the participants in this study. We are grateful to the advice from Ronald Petralia, Mhamed Grati, Tracy Fitzgerald, Elizabeth Wilson and Barbara Zwiesler. This work utilized the computational resources of the NIH HPC Biowulf cluster (http://hpc.nih.gov).
Supplementary Materials
The following are available online at https://www.mdpi.com/2073-4425/11/10/1122/s1, Figure S1: Single cell RNA-sequencing of inner and outer hair cells. Figure S2: ABR thresholds of Tbc1d24 mice. Figure S3: Sequence alignment of human and mouse TBC domain of TBC1D24 protein obtained using Clustal Omega. Figure S4: Structural model of the human TBC (hTBC) domain of human TBC1D24 (hTBC1D24). Figure S5: Representation of the Molecular Dynamics setup. Table S1: Observed difference in the structures of hTBC and mTBC. Table S2: Free energy differences (∆G) from the FEP simulations.
Author Contributions
Conceptualization, R.T., T.B.F., I.A.B.; methodology, R.T., T.B.F.; validation, R.T., I.A.L., C.F.-F., C.A., R.F., A.A.K., M.S., S.G., A.I.; formal analysis, R.T., I.A.L., C.F.-F., M.H.; investigation, R.T., T.B.F.; data curation, R.T., T.B.F., I.A.B.; writing—original draft preparation, R.T., T.B.F.; writing—review and editing, R.T., I.A.L., C.F.-F., R.F., C.A., A.A.K., M.S., R.J.M., S.G., M.H., L.D., A.I., I.A.B., S.R., T.B.F.; supervision, T.B.F.; funding acquisition, T.B.F., S.R., A.I., M.H. All authors have read and agreed to this version of the manuscript.
Funding
This work is supported by the Intramural Research Program of the NIDCD/NIH to T.B.F. (DC000039), to M.H. (DC000088), to R.J.M. for the GCBC (DC000086), to TSF (DC000080) and to L.D., NEI (EY000458-13) and the Extramural Research Program of NIDCD to A.I. (U24 DC 015910).
Conflicts of Interest
The authors declare no conflict of interest.
References
- 1.Barbi M., Binda S., Caroppo S., Ambrosetti U., Corbetta C., Sergi P. A wider role for congenital cytomegalovirus infection in sensorineural hearing loss. Pediatr. Infect. Dis. J. 2003;22:39–42. doi: 10.1097/00006454-200301000-00012. [DOI] [PubMed] [Google Scholar]
- 2.Brock P.R., Knight K.R., Freyer D.R., Campbell K.C., Steyger P.S., Blakley B.W., Rassekh S.R., Chang K.W., Fligor B.J., Rajput K., et al. Platinum-induced ototoxicity in children: A consensus review on mechanisms, predisposition, and protection, including a new International Society of Pediatric Oncology Boston ototoxicity scale. J. Clin. Oncol. 2012;30:2408–2417. doi: 10.1200/JCO.2011.39.1110. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Hilgert N., Smith R.J., Van Camp G. Function and expression pattern of nonsyndromic deafness genes. Curr. Mol. Med. 2009;9:546–564. doi: 10.2174/156652409788488775. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Griffith A.J., Friedman T.B. In: Hereditary Hearing Loss. 18th ed. Wackym P.A., Snow J.B., editors. People’s Medical Publishing House-USA; Shelton, CT, USA: 2016. [Google Scholar]
- 5.Rehman A.U., Friedman T.B., Griffith A.J. Unresolved questions regarding human hereditary deafness. Oral. Dis. 2017;23:551–558. doi: 10.1111/odi.12516. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Toriello H.V., Smith S.D. Hereditary Hearing Loss and ITS Syndromes. Oxford University Press; Oxford, UK: 2013. [Google Scholar]
- 7.Liu X.Z., Walsh J., Tamagawa Y., Kitamura K., Nishizawa M., Steel K.P., Brown S.D. Autosomal dominant non-syndromic deafness caused by a mutation in the myosin VIIA gene. Nat. Genet. 1997;17:268–269. doi: 10.1038/ng1197-268. [DOI] [PubMed] [Google Scholar]
- 8.Weil D., Blanchard S., Kaplan J., Guilford P., Gibson F., Walsh J., Mburu P., Varela A., Levilliers J., Weston M.D., et al. Defective myosin VIIA gene responsible for Usher syndrome type 1B. Nature. 1995;374:60–61. doi: 10.1038/374060a0. [DOI] [PubMed] [Google Scholar]
- 9.Weil D., Küssel P., Blanchard S., Lévy G., Levi-Acobas F., Drira M., Ayadi H., Petit C. The autosomal recessive isolated deafness, DFNB2, and the Usher 1B syndrome are allelic defects of the myosin-VIIA gene. Nat. Genet. 1997;16:191–193. doi: 10.1038/ng0697-191. [DOI] [PubMed] [Google Scholar]
- 10.Rehman A.U., Santos-Cortez R.L., Morell R.J., Drummond M.C., Ito T., Lee K., Khan A.A., Basra M.A., Wasif N., Ayub M., et al. Mutations in TBC1D24, a gene associated with epilepsy, also cause nonsyndromic deafness DFNB86. Am. J. Hum. Genet. 2014;94:144–152. doi: 10.1016/j.ajhg.2013.12.004. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Azaiez H., Booth K.T., Bu F., Huygen P., Shibata S.B., Shearer A.E., Kolbe D., Meyer N., Black-Ziegelbein E.A., Smith R.J. TBC1D24 mutation causes autosomal-dominant nonsyndromic hearing loss. Hum. Mutat. 2014;35:819–823. doi: 10.1002/humu.22557. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Zhang L., Hu L., Chai Y., Pang X., Yang T., Wu H. A dominant mutation in the stereocilia-expressing gene TBC1D24 is a probable cause for nonsyndromic hearing impairment. Hum. Mutat. 2014;35:814–818. doi: 10.1002/humu.22558. [DOI] [PubMed] [Google Scholar]
- 13.Tona R., Chen W., Nakano Y., Reyes L.D., Petralia R.S., Wang Y.X., Starost M.F., Wafa T.T., Morell R.J., Cravedi K.D., et al. The phenotypic landscape of a Tbc1d24 mutant mouse includes convulsive seizures resembling human early infantile epileptic encephalopathy. Hum. Mol. Genet. 2019;28:1530–1547. doi: 10.1093/hmg/ddy445. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.Fukuda M. TBC proteins: GAPs for mammalian small GTPase Rab? Biosci. Rep. 2011;31:159–168. doi: 10.1042/BSR20100112. [DOI] [PubMed] [Google Scholar]
- 15.Pan X., Eathiraj S., Munson M., Lambright D.G. TBC-domain GAPs for Rab GTPases accelerate GTP hydrolysis by a dual-finger mechanism. Nature. 2006;442:303–306. doi: 10.1038/nature04847. [DOI] [PubMed] [Google Scholar]
- 16.Finelli M.J., Sanchez-Pulido L., Liu K.X., Davies K.E., Oliver P.L. The Evolutionarily Conserved Tre2/Bub2/Cdc16 (TBC), Lysin Motif (LysM), Domain Catalytic (TLDc) Domain Is Neuroprotective against Oxidative Stress. J. Biol. Chem. 2016;291:2751–2763. doi: 10.1074/jbc.M115.685222. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17.Finelli M.J., Oliver P.L. TLDc proteins: New players in the oxidative stress response and neurological disease. Mamm. Genome. 2017;28:395–406. doi: 10.1007/s00335-017-9706-7. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Guven A., Tolun A. TBC1D24 truncating mutation resulting in severe neurodegeneration. J. Med. Genet. 2013;50:199–202. doi: 10.1136/jmedgenet-2012-101313. [DOI] [PubMed] [Google Scholar]
- 19.Campeau P.M., Kasperaviciute D., Lu J.T., Burrage L.C., Kim C., Hori M., Powell B.R., Stewart F., Félix T.M., van den Ende J., et al. The genetic basis of DOORS syndrome: An exome-sequencing study. Lancet Neurol. 2014;13:44–58. doi: 10.1016/s1474-4422(13)70265-5. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 20.Stražišar B.G., Neubauer D., Paro Panjan D., Writzl K. Early-onset epileptic encephalopathy with hearing loss in two siblings with TBC1D24 recessive mutations. Eur. J. Paediatr. Neurol. 2015;19:251–256. doi: 10.1016/j.ejpn.2014.12.011. [DOI] [PubMed] [Google Scholar]
- 21.Li H., Durbin R. Fast and accurate short read alignment with Burrows-Wheeler transform. Bioinformatics. 2009;25:1754–1760. doi: 10.1093/bioinformatics/btp324. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Varshney G.K., Pei W., LaFave M.C., Idol J., Xu L., Gallardo V., Carrington B., Bishop K., Jones M., Li M., et al. High-throughput gene targeting and phenotyping in zebrafish using CRISPR/Cas9. Genome Res. 2015;25:1030–1042. doi: 10.1101/gr.186379.114. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Richardson C.D., Ray G.J., DeWitt M.A., Curie G.L., Corn J.E. Enhancing homology-directed genome editing by catalytically active and inactive CRISPR-Cas9 using asymmetric donor DNA. Nat. Biotechnol. 2016;34:339–344. doi: 10.1038/nbt.3481. [DOI] [PubMed] [Google Scholar]
- 24.Wang H., Yang H., Shivalila C.S., Dawlaty M.M., Cheng A.W., Zhang F., Jaenisch R. One-step generation of mice carrying mutations in multiple genes by CRISPR/Cas-mediated genome engineering. Cell. 2013;153:910–918. doi: 10.1016/j.cell.2013.04.025. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.Johnson K.R., Erway L.C., Cook S.A., Willott J.F., Zheng Q.Y. A major gene affecting age-related hearing loss in C57BL/6J mice. Hear. Res. 1997;114:83–92. doi: 10.1016/S0378-5955(97)00155-X. [DOI] [PubMed] [Google Scholar]
- 26.Keithley E.M., Canto C., Zheng Q.Y., Fischel-Ghodsian N., Johnson K.R. Age-related hearing loss and the ahl locus in mice. Hear. Res. 2004;188:21–28. doi: 10.1016/S0378-5955(03)00365-4. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 27.Morozko E.L., Nishio A., Ingham N.J., Chandra R., Fitzgerald T., Martelletti E., Borck G., Wilson E., Riordan G.P., Wangemann P., et al. ILDR1 null mice, a model of human deafness DFNB42, show structural aberrations of tricellular tight junctions and degeneration of auditory hair cells. Hum. Mol. Genet. 2015;24:609–624. doi: 10.1093/hmg/ddu474. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 28.Lopez I.A., Ishiyama G., Hosokawa S., Hosokawa K., Acuna D., Linthicum F.H., Ishiyama A. Immunohistochemical techniques for the human inner ear. Histochem. Cell Biol. 2016;146:367–387. doi: 10.1007/s00418-016-1471-2. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29.Kolla L., Kelly M.C., Mann Z.F., Anaya-Rocha A., Ellis K., Lemons A., Palermo A.T., So K.S., Mays J.C., Orvis J., et al. Characterization of the development of the mouse cochlear epithelium at the single cell level. Nat. Commun. 2020;11:2389. doi: 10.1038/s41467-020-16113-y. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 30.Zimmermann L., Stephens A., Nam S.Z., Rau D., Kübler J., Lozajic M., Gabler F., Söding J., Lupas A.N., Alva V. A Completely Reimplemented MPI Bioinformatics Toolkit with a New HHpred Server at its Core. J. Mol. Biol. 2018;430:2237–2243. doi: 10.1016/j.jmb.2017.12.007. [DOI] [PubMed] [Google Scholar]
- 31.Fischer B., Lüthy K., Paesmans J., De Koninck C., Maes I., Swerts J., Kuenen S., Uytterhoeven V., Verstreken P., Versées W. Skywalker-TBC1D24 has a lipid-binding pocket mutated in epilepsy and required for synaptic function. Nat. Struct. Mol. Biol. 2016;23:965–973. doi: 10.1038/nsmb.3297. [DOI] [PubMed] [Google Scholar]
- 32.Berman H.M., Westbrook J., Feng Z., Gilliland G., Bhat T.N., Weissig H., Shindyalov I.N., Bourne P.E. The Protein Data Bank. Nucleic Acids Res. 2000;28:235–242. doi: 10.1093/nar/28.1.235. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.Ashkenazy H., Abadi S., Martz E., Chay O., Mayrose I., Pupko T., Ben-Tal N. ConSurf 2016: An improved methodology to estimate and visualize evolutionary conservation in macromolecules. Nucleic Acids Res. 2016;44:W344–W350. doi: 10.1093/nar/gkw408. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 34.Wallner B., Elofsson A. Can correct protein models be identified? Protein Sci. 2003;12:1073–1086. doi: 10.1110/ps.0236803. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 35.Sali A., Blundell T.L. Comparative protein modelling by satisfaction of spatial restraints. J. Mol. Biol. 1993;234:779–815. doi: 10.1006/jmbi.1993.1626. [DOI] [PubMed] [Google Scholar]
- 36.Finelli M.J., Aprile D., Castroflorio E., Jeans A., Moschetta M., Chessum L., Degiacomi M.T., Grasegger J., Lupien-Meilleur A., Bassett A., et al. The epilepsy-associated protein TBC1D24 is required for normal development, survival and vesicle trafficking in mammalian neurons. Hum. Mol. Genet. 2019;28:584–597. doi: 10.1093/hmg/ddy370. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 37.Jo S., Kim T., Iyer V.G., Im W. CHARMM-GUI: A web-based graphical user interface for CHARMM. J. Comput. Chem. 2008;29:1859–1865. doi: 10.1002/jcc.20945. [DOI] [PubMed] [Google Scholar]
- 38.Morozenko A., Leontyev I.V., Stuchebrukhov A.A. Dipole Moment and Binding Energy of Water in Proteins from Crystallographic Analysis. J. Chem. Theory Comput. 2014;10:4618–4623. doi: 10.1021/ct500358r. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 39.Bennett C.H. Efficient estimation of free energy differences from Monte Carlo data. J. Comp. Phys. 1976;22:245–268. doi: 10.1016/0021-9991(76)90078-4. [DOI] [Google Scholar]
- 40.Van Der Spoel D., Lindahl E., Hess B., Groenhof G., Mark A.E., Berendsen H.J. GROMACS: Fast, flexible, and free. J. Comput. Chem. 2005;26:1701–1718. doi: 10.1002/jcc.20291. [DOI] [PubMed] [Google Scholar]
- 41.Best R.B., Zhu X., Shim J., Lopes P.E., Mittal J., Feig M., Mackerell A.D., Jr. Optimization of the additive CHARMM all-atom protein force field targeting improved sampling of the backbone φ, ψ and side-chain χ(1) and χ(2) dihedral angles. J. Chem. Theory Comput. 2012;8:3257–3273. doi: 10.1021/ct300400x. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 42.Klauda J.B., Venable R.M., Freites J.A., O’Connor J.W., Tobias D.J., Mondragon-Ramirez C., Vorobyov I., MacKerell A.D., Jr., Pastor R.W. Update of the CHARMM all-atom additive force field for lipids: Validation on six lipid types. J. Phys. Chem. B. 2010;114:7830–7843. doi: 10.1021/jp101759q. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 43.Bakhchane A., Charif M., Salime S., Boulouiz R., Nahili H., Roky R., Lenaers G., Barakat A. Recessive TBC1D24 Mutations Are Frequent in Moroccan Non-Syndromic Hearing Loss Pedigrees. PLoS ONE. 2015;10:e0138072. doi: 10.1371/journal.pone.0138072. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 44.Gow A., Davies C., Southwood C.M., Frolenkov G., Chrustowski M., Ng L., Yamauchi D., Marcus D.C., Kachar B. Deafness in Claudin 11-null mice reveals the critical contribution of basal cell tight junctions to stria vascularis function. J. Neurosci. 2004;24:7051–7062. doi: 10.1523/JNEUROSCI.1640-04.2004. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 45.Kitajiri S., Miyamoto T., Mineharu A., Sonoda N., Furuse K., Hata M., Sasaki H., Mori Y., Kubota T., Ito J., et al. Compartmentalization established by claudin-11-based tight junctions in stria vascularis is required for hearing through generation of endocochlear potential. J. Cell Sci. 2004;117:5087–5096. doi: 10.1242/jcs.01393. [DOI] [PubMed] [Google Scholar]
- 46.Kitajiri S.I., Furuse M., Morita K., Saishin-Kiuchi Y., Kido H., Ito J., Tsukita S. Expression patterns of claudins, tight junction adhesion molecules, in the inner ear. Hear. Res. 2004;187:25–34. doi: 10.1016/S0378-5955(03)00338-1. [DOI] [PubMed] [Google Scholar]
- 47.Liu W., Schrott-Fischer A., Glueckert R., Benav H., Rask-Andersen H. The Human “Cochlear Battery”—Claudin-11 Barrier and Ion Transport Proteins in the Lateral Wall of the Cochlea. Front. Mol. Neurosci. 2017;10:239. doi: 10.3389/fnmol.2017.00239. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 48.Melcher J.R., Kiang N.Y. Generators of the brainstem auditory evoked potential in cat. III: Identified cell populations. Hear. Res. 1996;93:52–71. doi: 10.1016/0378-5955(95)00200-6. [DOI] [PubMed] [Google Scholar]
- 49.Eilers M., Patel A.B., Liu W., Smith S.O. Comparison of helix interactions in membrane and soluble α-bundle proteins. Biophys. J. 2002;82:2720–2736. doi: 10.1016/S0006-3495(02)75613-0. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 50.Ngoh A., Bras J., Guerreiro R., McTague A., Ng J., Meyer E., Chong W.K., Boyd S., MacLellan L., Kirkpatrick M., et al. TBC1D24 Mutations in a Sibship with Multifocal Polymyoclonus. Tremor Other Hyperkinet Mov. (N. Y.) 2017;7:452. doi: 10.5334/tohm.357. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 51.Ragona F., Castellotti B., Salis B., Magri S., DiFrancesco J.C., Nardocci N., Franceschetti S., Gellera C., Granata T. Alternating Hemiplegia and Epilepsia Partialis Continua: A new phenotype for a novel compound TBC1D24 mutation. Seizure. 2017;47:71–73. doi: 10.1016/j.seizure.2017.03.003. [DOI] [PubMed] [Google Scholar]
- 52.Balestrini S., Milh M., Castiglioni C., Lüthy K., Finelli M.J., Verstreken P., Cardon A., Stražišar B.G., Holder J.L., Jr., Lesca G., et al. TBC1D24 genotype-phenotype correlation: Epilepsies and other neurologic features. Neurology. 2016;87:77–85. doi: 10.1212/WNL.0000000000002807. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 53.Falace A., Buhler E., Fadda M., Watrin F., Lippiello P., Pallesi-Pocachard E., Baldelli P., Benfenati F., Zara F., Represa A., et al. TBC1D24 regulates neuronal migration and maturation through modulation of the ARF6-dependent pathway. Proc. Natl. Acad. Sci. USA. 2014;111:2337–2342. doi: 10.1073/pnas.1316294111. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 54.Falace A., Filipello F., La Padula V., Vanni N., Madia F., De Pietri Tonelli D., de Falco F.A., Striano P., Dagna Bricarelli F., Minetti C., et al. TBC1D24, an ARF6-interacting protein, is mutated in familial infantile myoclonic epilepsy. Am. J. Hum. Genet. 2010;87:365–370. doi: 10.1016/j.ajhg.2010.07.020. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 55.Yoon J., Hwang Y.S., Lee M., Sun J., Cho H.J., Knapik L., Daar I.O. TBC1d24-ephrinB2 interaction regulates contact inhibition of locomotion in neural crest cell migration. Nat. Commun. 2018;9:3491. doi: 10.1038/s41467-018-05924-9. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 56.Bunton-Stasyshyn R.K.A., Wells S., Teboul L. When all is not lost: Considering genetic compensation in laboratory animals. Lab. Anim. (N. Y.) 2019;48:282–284. doi: 10.1038/s41684-019-0397-4. [DOI] [PubMed] [Google Scholar]
- 57.Sittig L.J., Carbonetto P., Engel K.A., Krauss K.S., Barrios-Camacho C.M., Palmer A.A. Genetic Background Limits Generalizability of Genotype-Phenotype Relationships. Neuron. 2016;91:1253–1259. doi: 10.1016/j.neuron.2016.08.013. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 58.Frasa M.A., Koessmeier K.T., Ahmadian M.R., Braga V.M. Illuminating the functional and structural repertoire of human TBC/RABGAPs. Nat. Rev. Mol. Cell Biol. 2012;13:67–73. doi: 10.1038/nrm3267. [DOI] [PubMed] [Google Scholar]
- 59.DiFiglia M. An early start to Huntington’s disease. Science. 2020;369:771–772. doi: 10.1126/science.abd6215. [DOI] [PubMed] [Google Scholar]
- 60.Vonsattel J.P. Huntington disease models and human neuropathology: Similarities and differences. Acta Neuropathol. 2008;115:55–69. doi: 10.1007/s00401-007-0306-6. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 61.Kuo Y.M., Li Z., Jiao Y., Gaborit N., Pani A.K., Orrison B.M., Bruneau B.G., Giasson B.I., Smeyne R.J., Gershon M.D., et al. Extensive enteric nervous system abnormalities in mice transgenic for artificial chromosomes containing Parkinson disease-associated α-synuclein gene mutations precede central nervous system changes. Hum. Mol. Genet. 2010;19:1633–1650. doi: 10.1093/hmg/ddq038. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 62.Tian C., Gagnon L.H., Longo-Guess C., Korstanje R., Sheehan S.M., Ohlemiller K.K., Schrader A.D., Lett J.M., Johnson K.R. Hearing loss without overt metabolic acidosis in ATP6V1B1 deficient MRL mice, a new genetic model for non-syndromic deafness with enlarged vestibular aqueducts. Hum. Mol. Genet. 2017;26:3722–3735. doi: 10.1093/hmg/ddx257. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 63.Peng J. Gene redundancy and gene compensation: An updated view. J. Genet. Genom. 2019;46:329–333. doi: 10.1016/j.jgg.2019.07.001. [DOI] [PubMed] [Google Scholar]
- 64.Morell R.J., Olszewski R., Tona R., Leitess S., Wafa T.T., Taukulis I., Schultz J.M., Thomason E.J., Richards K., Whitley B.N., et al. Noncoding Microdeletion in Mouse Hgf Disrupts Neural Crest Migration into the Stria Vascularis, Reduces the Endocochlear Potential, and Suggests the Neuropathology for Human Nonsyndromic Deafness DFNB39. J. Neurosci. 2020;40:2976–2992. doi: 10.1523/JNEUROSCI.2278-19.2020. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 65.Riazuddin S., Castelein C.M., Ahmed Z.M., Lalwani A.K., Mastroianni M.A., Naz S., Smith T.N., Liburd N.A., Friedman T.B., Griffith A.J., et al. Dominant modifier DFNM1 suppresses recessive deafness DFNB26. Nat. Genet. 2000;26:431–434. doi: 10.1038/82558. [DOI] [PubMed] [Google Scholar]
- 66.Yousaf R., Ahmed Z.M., Giese A.P., Morell R.J., Lagziel A., Dabdoub A., Wilcox E.R., Riazuddin S., Friedman T.B., Riazuddin S. Modifier variant of METTL13 suppresses human GAB1-associated profound deafness. J. Clin. Investig. 2018;128:1509–1522. doi: 10.1172/JCI97350. [DOI] [PMC free article] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.