Abstract
Purpose
To estimate diagnostic yield and genotype-phenotype correlations in a cohort of 811 patients with lissencephaly or subcortical band heterotopia.
Methods
We collected DNA from 756 children with lissencephaly over 30 years. Many were tested for deletion 17p13.3 and mutations of LIS1, DCX, and ARX, but few other genes. Among those tested, 216 remained unsolved and were tested by a targeted panel of 17 genes (ACTB, ACTG1, ARX, CRADD, DCX, LIS1, TUBA1A, TUBA8, TUBB2B, TUBB, TUBB3, TUBG1, KIF2A, KIF5C, DYNC1H1, RELN, and VLDLR) or by whole-exome sequencing. Fifty-five patients studied at another institution were added as a validation cohort.
Results
The overall mutation frequency in the entire cohort was 81%. LIS1 accounted for 40% of patients, followed by DCX (23%), TUBA1A (5%), and DYNC1H1 (3%). Other genes accounted for 1% or less of patients. Nineteen percent remained unsolved, which suggests that several additional genes remain to be discovered. The majority of unsolved patients had posterior pachygyria, subcortical band heterotopia, or mild frontal pachygyria.
Conclusion
The brain-imaging pattern correlates with mutations in single lissencephaly-associated genes, as well as in biological pathways. We propose the first LIS classification system based on the underlying molecular mechanisms.
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Introduction
Lissencephaly (LIS) comprises a spectrum of malformations of cortical development caused by deficient neuronal migration with one notable exception related to deficient apoptosis. The LIS spectrum includes agyria defined as cortical regions with sulci >3 cm apart, pachygyria defined as abnormally wide gyri with sulci 1.5–3 cm apart, and subcortical band heterotopia (SBH) defined as longitudinal bands of gray matter located deep in the cerebral cortex and separated from it by a thin layer of white matter.1 The cerebral cortex in agyria and pachygyria can be either very thick (10–20 mm in thick or classic LIS) or, less often, only somewhat thick (5–10 mm in “thin” LIS). We recently revised our LIS classification system to allow more reliable prediction of the most likely causative genes using brain-imaging patterns.1
All patients with LIS have intellectual disability, but the severity differs significantly based on the subtype of LIS from profound disability and limited survival with diffuse agyria to mild intellectual or learning disability in patients with partial SBH. Seizures occur in most patients with LIS.1,2
LIS has a strong genetic basis.2 To date 20 genes have been associated with LIS (Figure 1, and Supplementary Table 1 online with references). Several studies have examined mutation frequency and genotype–phenotype correlation for LIS1, DCX, and TUBA1A.3,4,5,6,7 However, 11 of 20 LIS-associated genes have been discovered in the past 6 years, so few data are available regarding the prevalence of mutations and genotype–phenotype correlations. An accurate estimation of the contributions of different genes to LIS has proven difficult,2 with most data coming from studies of specific subtypes of LIS or all malformations of cortical development combined.8,9,10
Here we report results of targeted sequencing of 17 LIS-causative genes in 216 children with unexplained LIS, and integrate these with prior results from our 30-year cohort of 988 LIS patients with any testing data available. These results are compared with the specific imaging patterns observed using an expanded imaging classification system.1
Materials and methods
Subjects
Our Seattle-based research database contains information on ~1400 individuals with LIS. We excluded another ~60 patients with microlissencephaly (MLIS) defined as birth occipitofrontal circumference more than three SD below the mean, as this group is much less well characterized, with only rare causative genes known (e.g. KATNB1, NDE1, RNU4ATAC). Results of previous genetic testing were available for 988 patients, including 540 positive and 448 negative results (Figure 1). Most unsolved patients were tested for mutations in LIS1 and DCX and some for mutations in ARX, TUBA1A, ACTB, or ACTG1. We had in hand DNA samples from 216 unsolved patients, including 193 sporadic subjects and 10 multiplex families. From this group, testing was negative for LIS1 including deletion 17p13.3 in 109, DCX in 101, and TUBA1A in 67 patients, while 72 (33%) had no previous genetic testing. The remaining 232 patients with incomplete testing and no DNA sample were excluded, leaving us with a primary LIS study cohort of 756 patients. We included another 55 patients studied at A. Meyer Children’s Hospital in Florence, Italy, as a validation cohort. Institutional review boards at the University of Chicago, Seattle Children’s Hospital, and Meyer Children’s Hospital approved this study.
Historical results
About 75% of positive tests were performed in the Ledbetter (prior to 2004) or Dobyns (2004 onward) labs and about 25% at outside labs. The tests included chromosome analysis, fluorescence in situ hybridization for deletion 17p13.3, chromosome microarrays, MLPA for LIS1, DCX, and RELN, Sanger sequencing of single genes (LIS1, DCX, ARX, TUBA1A, TUBB2B, RELN, VLDLR, ACTB, and ACTG1), and whole-exome sequencing (WES).
Sequencing
We designed a targeted sequencing panel of 17 genes (Figure 1), using single-molecule molecular inversion probes (smMIPs).11 We excluded CDK5 as this report appeared after our study was under way,12 and excluded microlissencephaly genes (KATNB1, NDE1, RNU4ATAC) as our cohort did not include patients with matching phenotypes.13,14,15 Massively parallel sequencing was performed on Illumina (San Diego, CA, USA) HiSeq and MiSeq platforms. Seven patients were studied using WES alone or with smMIPs (Supplementary Methods online). Our Florence cohort was studied using a custom-designed targeted panel that included all 17 genes.
Assessment of pathogenicity
Variant interpretation was carried out using American College of Medical Genetics and Genomics (ACMG) and Association for Molecular Pathology (AMP) guidelines, except that we analyzed only variants with allele frequencies <1% in public databases.16
Confirmation
Constitutional and mosaic-point mutations were confirmed by Sanger sequencing. Copy-number variants were validated using qPCR. Parental samples were available for 70 patients and used for segregation analysis with Sanger sequencing and qPCR. We also used Sanger sequencing for regions with low coverage in the ACTB and ACTG1 genes in patients with frontal-predominant pachygyria. We did not test other low-coverage genes in this cohort.
Results
Targeted sequencing and WES identified (likely) pathogenic variants in 74 of 216 (34%) patients (Supplementary Table 1 online). The total number of mutations and patterns of LIS associated with each gene are shown in Table 2. Detailed molecular and clinical data for mutation positive patients are shown in Supplementary Tables 2 and 3 online. Mutations of LIS1 or DCX were found in 23 patients in whom prior testing had not been completed. We considered 12 variants to be causative even though ACMG-AMP criteria for pathogenicity classify them as variants of unknown significance, mostly owing to lack of parental samples. However, consistent imaging phenotypes argue strongly for causality of the variants detected, and we believe that all are in fact pathogenic.
Mutation distribution in our entire cohort and validation cohort
We next collated data on mutations detected in 540 subjects prior to this study, and combined them with results of our smMIP sequencing panel to show mutations in 614 of 756 (81%) patients (Figure 2). Given the long accrual time and different testing methods used, these results could reflect ascertainment and testing bias. To address this question, we compared data in the full cohort with more recent data from Seattle (Dobyns laboratory) and from the A. Meyer Children’s Hospital in Florence, Italy (Guerrini laboratory), finding mutations in 59 of 70 (84%) and 41 of 55 (75%) patients, respectively (Figure 2b). Notably, the mutation frequencies closely overlap across all three cohorts, including the fraction of patients with no mutations detected. The most commonly mutated genes across all three cohorts were LIS1, DCX, DYNC1H1, and TUBA1A. We found a higher proportion of more severe phenotypes (i.e., mutations in TUBA1A) and more multiple congenital anomaly syndromes (i.e., mutations in ARX, ACTB, or ACTG1) in the Dobyns cohort.
Diagnostic yield
We detected causative mutations in 655 of 811 (81%) patients in our combined LIS cohort, and found that mutations of four genes—LIS1, DCX, TUBA1A, and DYNC1H1 in that order—accounted for 571 of 811 (70.4%) individuals with LIS. The number of children with severe ARX mutations is also high, probably the result of active recruitment. All other LIS genes had frequencies of ~1% or less. Even with testing of 17 LIS genes, about 20% of patients remain unsolved. While some may have undetected mutations of known LIS genes, we expect that most have mutations of as yet unknown genes.
Unsolved phenotypes
As expected, the rate of detection of mutations differed significantly between phenotype groups. We found pathogenic mutations in 97% of children with diffuse agyria, 95% with diffuse SBH, 92% with posterior-predominant mixed agyria–pachygyria (mostly LIS1), 7–75% with diffuse pachygyria (anterior- or posterior-predominant), and 65% with imaging findings suggestive of tubulinopathies (Table 1). Thus, several and possibly many more classic LIS and SBH genes have yet to be identified. For example, a homozygous truncating mutation of CDK5 was just reported in four children with severe LCH and cerebellar hypoplasia from a large consanguineous family.12
We identified mutations in posterior-predominant SBH in only 2 of 15 (13%) patients, both with mosaic LIS1 mutations. A recent report described both germ-line and mosaic mutations of STX7 in a family with three affected individuals.17 We found CRADD mutations in 6 of 20 (30%) individuals with the newest subtype of LIS—anterior-predominant thin (undulating) LIS with normal cerebellum.11
Biological network-based classification
We next reversed the axes of Table 1 to organize LIS phenotypes based on their associated genes, and separated the 20 genes into 8 groups based on shared intracellular localization, protein function and, whenever possible, shared LIS pattern on brain imaging, a process that was facilitated by our recent analysis of LIS phenotypes (Table 2).1 For some groups, such as microtubule structural proteins (alpha- and beta-tubulins), and the Reelin signaling pathway (RELN, VLDLR), the shared function was obvious.
The most difficult proved to be the nine microtubule-associated proteins (MAPs), as several have multiple functions in the cell, especially LIS1 and DCX, and the imaging patterns differed. We placed TUBG1 and LIS1 (plus the LIS1 modifier YWHAE) in a centrosome-associated MAP group, as both are highly expressed at the centrosome and share the same posterior-predominant thick LIS pattern, especially at the mild end of the LIS1 spectrum. NDE1 is also expressed at the centrosome. The phenotype is more severe than LIS1 because of severe congenital microcephaly, but requires biallelic mutations. In mouse, biallelic Lis1 mutations with 35% residual Lis1 expression also result in microcephaly.18 We placed the two actin structural proteins in an actin-based group, and noted that both are associated with frontal-predominant thick LIS. This same uncommon pattern occurs with mild mutations of DCX. However, we expanded this group to include DCX only after several reports showed that DCX, while also interacting with microtubules, functions to regulate the actin cytoskeleton.19,20 Of course, the placement of these genes will need to be revisited as knowledge increases.
Discussion
Our work represents the first systematic study of a nearly complete set of known causal genes in a large well-studied LIS cohort, finding mutations in 74 of 216 (34%) unexplained and partially pretested LIS patients (Table 1) by targeted or WES sequencing. Our genetic-testing results allow detailed genotype–phenotype analysis for individual genes as well as gene groups. In the following sections we discuss the mutation frequency and imaging patterns seen with individual genes and groups, and we provide further review of previous studies and comments regarding mosaicism in the Supplementary Discussion online.
Centrosome-expressed MAPs
This model group includes the LIS1, YWHAE, TUBG1, and NDE1 genes. Despite the diversity of LIS1 functions, we classified LIS1 here based on phenotypic overlap with TUBG1. With no exceptions, mutations in LIS1 and TUBG1 cause posterior-predominant thick LIS. Deletions of both LIS1 and YWHAE cause near-complete agyria with no clear gradient. Noncortical malformations were uncommon and usually not severe, except for NDE1.
We found heterozygous deletions or mutations of LIS1 in 322 of 811 (40%) patients, making this gene by far the most frequent cause of LIS (Table 2). The most common class of LIS1 mutations all result in loss of function (n = 21 of 23 found in panel sequencing). The phenotype almost always consists of mixed anterior pachygyria and posterior agyria.
Mutations of LIS1 have also been found in posterior-predominant (never diffuse) SBH. These are usually mosaic mutations with intermediate levels of mosaicism (allele frequency ~30%),6 although we have identified two patients with apparent germ-line mutations. Remarkably, one of the mosaic mutations associated with partial posterior SBH (Arg273*) was previously reported as a constitutional mutation in patients with severe LIS.21 This observation supports the expectation that mosaic mutations of LIS1 result in a less severe SBH phenotype.
Heterozygous mutations of TUBG1 were detected in only 6 of 811 (0.7%) patients, and consisted of two novel substitutions: Ile257Phe and Ser259Leu. The latter was recurrent, seen in 5 of 6 (83%) patients, including two siblings. Sequencing in blood-derived DNA was negative in both parents, indicating germ-line mosaicism. Brain imaging in all 6 patients has shown the same posterior-predominant pattern of LIS seen with LIS1 mutations, especially less severe LIS1 missense mutations. None of the patients in our cohort exhibited the severe microcephaly previously reported with TUBG1 mutations.8
Tubulinopathies
To date genes encoding two alpha-protein isoforms (TUBA1A and TUBA8) and three beta-tubulin isoforms (TUBB2B, TUBB, and TUBB3) have been associated with malformations of cortical development, variously classified as LIS, polymicrogyria, polymicrogyria-like, or most recently as tubulinopathy-associated dysgyria.1,4,10,22 We identified mutations in all LIS-associated tubulin genes, which to date have been reported in only two distantly related consanguineous families.23
Mutations of TUBA1A accounted for ~5% of LIS patients, making it the third most frequent gene in the Dobyns cohort. Among 38 patients with LIS and TUBA1A mutations, we found LIS with cerebellar hypoplasia (LCH) associated with congenital microcephaly and usually thin cortex (14%), LCH with borderline microcephaly or normal head size (35%), and striking TUB-dysgyria (29%). All of these groups have the noncortical malformations noted above, which are usually severe. Another important subgroup had mixed agyria–pachygyria without noncortical malformations except mildly small cerebellum similar to the common LIS1 pattern (14%). The latter patients all had mutations of a single codon: Arg402Cys or Arg402His.4
Mutations of TUBB2B were found in 10 of 811 (1.2%) patients, predominantly in those with tubulinopathy-associated dysgyria, although one (LR00-059) had severe LCH with thin cortex similar to the most severe TUBA1A pattern. The Glu421Lys mutation was first reported in a family with polymicrogyria and congenital fibrosis of the extraocular muscles (CFEOM).24 We observed the same mutation in a patient (LR03-060) with posterior-predominant TUB-dysgyria, enlarged tectum, and cerebellar vermis hypoplasia, with no evidence for CFEOM. The mutation arose de novo, raising the possibility that the CFEOM phenotype may not be due solely to the TUBB2B mutation. Mutations in TUBB (previously designated TUBB5) and TUBB3 were rare causes in our cohort (<1%), both associated with TUB-dysgyria with either nearly normal head size (n = 3) or microcephaly (n = 3). While each of the above LIS patterns with noncortical malformations is recognizable as a tubulinopathy, the most likely tubulin gene is usually difficult to predict.
Microtubule motor proteins
To date three genes encoding molecular motors have been associated with LIS: DYNC1H1, KIF2A, and KIF5C. 8,25,26,27 We found no mutations in either kinesin, although all reported patients presented with LIS or dysgyria.8,26,27
Mutations of DYNC1H1 were detected in 23 of 811 (3%) patients, making this the fifth most frequently mutated gene in our entire LIS cohort (but probably the fourth most common if we attribute our large number of ARX mutations to active ascertainment). We found 22 missense and one potential splice site mutations. Both parental samples were available for 13 patients, all confirmed to be de novo. Mutations were distributed throughout the entire gene with most comprising novel private mutations (n = 14). Two previously reported mutations (Arg309His and Arg3344Gln) were recurrent in our cohort,8,9 and another was a different substitution at one of the same amino acids (Arg3344Trp). The mutations we found were located in tail as well as in motor domains, and were found in each of the six AAA domains as well as the microtubule-binding locus.
Following our initial reports of consistent differences in the gyral pattern between patients with DCX and those with LIS1 mutations (anterior- or posterior-predominant, respectively),28 every new LIS gene discovered has also had a consistent gradient. The motor proteins are the first group in which we have seen both posterior- and anterior-predominant gradients (Supplementary Figures 1 and 2 online). Most patients with mutations of DYNC1H1 have a typical posterior-predominant gradient (n = 16), but a few have had perisylvian-predominant (posterior variant, n = 3) or even anterior-predominant (n = 5) LIS. We found no differences in mutations between patients with different LIS gradients.
Two unrelated patients with the same KIF5C mutation (Glu237Lys) had mild frontal LIS or dysgyria,8,26,27 while another with a different mutation (Arg268Ser) had posterior-predominant pachygyria.9 The two patients with KIF2A mutations had posterior-predominant pachygyria.8
Actins and actin-associated MAPs
The critical role of the actin cytoskeleton became obvious when mutations of genes encoding for both nonmuscle actins—ACTB and ACTG1—were linked to LIS,29 and was reinforced by recent data showing that DCX, an atypical MAP that enhances microtubule polymerization, stabilizes the microtubule network, and has several other functions, dynamically regulates formation of filamentous actin in developing neurons.20 Integrations between the microtubule network and actin cytoskeleton are essential for critical cell functions such as cell division, neuronal migration, and axonal growth.30 DCX binds directly to microtubules and, through interactions with actin-binding proteins such as sphinophilin, interacts with F-actin.19,31 Loss of DCX leads to redistribution of actin from neuritis and growth cones to the cell body.20
The role of DCX as a cross-linker of microtubules and the actin cytoskeleton is also reflected in DCX-associated phenotypes. The same anterior-predominant thick LIS seen with mutations of ACTB and ACTG1 occurs with less severe mutations of DCX. Further, ACTB and DCX share the same striking histopathology. We have previously described the neuropathological features in postmortem brain in both males and females with DCX mutations.32 At the cortical–white matter margin, the thick cortex transitions to multiple small nodules of subcortical heterotopia.32 Remarkably, the exact same pattern was observed in a girl in whom we subsequently detected a pathogenic mutation in ACTB (patient 1 in Forman et al. 32 is LP90-050 as described by Riviere et al. 29) Severe and, in particular, early truncating mutations of DCX result in severe LIS with near-complete agyria, morphologically indistinguishable from the severe phenotypes caused by LIS1-YWHAE deletion or certain TUBA1A mutations. We hypothesize that mild mutations of DCX have a primary impact on the actin cytoskeleton, while more severe mutations disrupt multiple functions, resulting in a more severe LIS phenotype.
DCX was the second most frequently mutated gene, accounting for 23% of patients with LIS, including many with SBH. Our targeted sequencing study detected only three additional patients, none of whom had prior genetic testing. All three mutations were previously reported in the literature or listed in the ClinVar database. In males, DCX mutations cause diffuse or frontal-predominant LIS (near-complete agyria or frontal pachygyria), and rarely frontal pachygyria with a transition to posterior SBH, or thin SBH.6,28 In females, mutations of DCX cause diffuse or thin, frontal-predominant SBH.
Mutations in ACTB and ACTG1 each accounted for ~1% of patients in our LIS cohort. Both genes are associated with Baraitser-Winter cerebrofrontofacial syndrome. Most patients with ACTG1 mutations, and about 60% with ACTB mutations, have mild frontal-predominant pachygyria, sometimes with transition to posterior SBH, an appearance identical to that due to less severe DCX mutations in males. We recently reported that ACTG1 mutations can also cause frontal LIS with unspecific facial features not recognizable as Baraitser-Winter.33
Complex MAPs
We classified CKD5 separately because it has so many intracellular functions34 and because we have data on only a single mutation, which was associated with diffuse LIS on selected images from a single patient.12 Based on the thick cortex, agenesis of the corpus callosum, large tectum, and severe CBLH, the imaging pattern resembles a tubulinopathy, suggesting disruption of multiple signaling pathways.
Reelin signaling
Homozygous or compound heterozygous mutations of the Reelin pathway genes RELN and VLDLR cause a unique pattern of malformations that consists of anterior-predominant “thin” LIS (Supplementary Discussion online) with severe hippocampal and cerebellar hypoplasia. RELN mutations were a rare cause of LIS, accounting for only ~1% of patients (Table 1), including two children with compound heterozygous mutations in RELN—one missense mutation plus deletion of a single exon in one girl as well as two truncation mutations in another. At least two deletions of single exons in RELN are listed as rare copy-number variants in the control population (Database of Genomic Variants, accessed January 2017), strongly suggesting that any molecular testing must be accompanied by copy-number analysis. All children had anterior-predominant thin LIS with diffuse severe cerebellar hypoplasia. However, one boy with a homozygous nonsense mutation (LP96-078, RELN:NM_173054.2:c.1249C>T:p.Gln417*) had a more severe phenotype than any previously reported, and died at home in the second decade (Supplementary Table 3 online).
Reelin (RELN) is an extracellular protein, secreted by Cajal-Retzius cells in the developing brain, that controls neuronal migration and aggregation through multiple molecular mechanisms.20,35 One of these involves regulation of the actin cytoskeleton via Cofilin activation.20,35 This group and our actin and actin-associated MAP group share anterior-predominant LIS patterns.
Forebrain transcription factors
The relatively high frequency of X-linked LIS with abnormal genitalia (XLAG) in our cohort probably reflects very active recruitment for several years before and after gene discovery. The true frequency is likely to be closer to 1% or less. We provide additional genotype–phenotype analysis in the Supplementary Discussion online.
Caspase-mediated apoptosis
We recently identified recessive mutations of CRADD in six individuals with thin LIS and normal cerebellum, and either true or relative megalencephaly.11 In contrast, the remaining 14 individuals with thin LIS had normal or small head size. We demonstrated that CRADD-associated LIS is caused by decreased neuronal apoptosis due to failure to activate caspase-2.11 Therefore, reduced apoptosis is a novel developmental mechanism for cortical malformations, although it accounts for fewer than 1% of LIS patients. However, mutations of CRADD explained a third of patients with thin LIS and normal cerebellum, and confirmed clinical reports that thin undulating LIS with and without cerebellar anomalies often has autosomal recessive inheritance.
Diagnostic testing and genetic counseling
We integrated all of these data to develop a diagnostic testing strategy for medical professionals with no special expertise in malformations of cortical development or MRI interpretation (Figure 3, upper panel). This approach requires only the recognition of a cortical malformation and its classification as a type of LIS. For specialists with substantial expertise, the diagnostic pipeline can be modified based on the specific pattern of LIS recognized (Figure 3, lower panel and legend). Our results demonstrate a diagnostic yield above 80% for most morphological LIS groups, with lower yields for frontal predominate thick pachygyria, dysgyria, partial posterior SBH, and frontal thin LIS with normal cerebellum.
As may be expected with such a high yield from genetic testing, our experience has shown that negative testing of the known LIS-associated genes significantly reduces heterogeneity. Even with negative testing, the parents of children with thin (undulating) LIS should be counseled for possible autosomal recessive inheritance.1 In contrast, autosomal recessive inheritance with thick LIS is possible, but very rare. Dysgyria with no molecular cause should be counseled for any inheritance patterns, as the available data are still insufficient to reliably predict the most common pattern of inheritance.
Summary
We conducted a systematic analysis of the genetic basis of LIS-SBH using the largest cohort ever assembled. The total diagnostic yield from mutation analysis of 17 known LIS genes plus deletion 17p13.3 was 81%, with the four most frequent genes—LIS1, DCX, TUBA1A, and DYNC1H1—accounting for 69%. We identified a consistent phenotypic spectrum, defined primarily by brain imaging features, especially by the anterior-to-posterior gradient, for each pathway-defined group. From our experience, recognition of one of these imaging patterns can support analysis of the many variants of unknown significance associated with genetic testing. Further, the genetic testing results (even when negative) and brain-imaging pattern combine to robustly predict both the most likely patterns of inheritance and the most likely clinical outcome, making them important for clinical management of patients. For example, recognition of SBH (especially in females), frontal-predominant classic (thick) LIS, and the temporal-predominant XLAG pattern of LIS all predict X-linked inheritance (either DCX or ARX mutations). Similarly, recognition of thin undulating LIS with or without cerebellar hypoplasia predicts autosomal recessive inheritance. Most other patterns are associated with de novo heterozygous mutations, although parental gonadal mosaicism has now been recognized with several of these genes. Finally, most—but not all—SBH phenotypes are associated with mosaicism, including both true mosaic mutations (LIS1; also DCX in males more often than females) and functional mosaicism related to X inactivation in females (for DCX).
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Acknowledgments
Research reported in this publication was supported by the Deutsche Forschungsgemeinschaft (German Research Foundation, to N.D.D.); the National Institute of Neurological Disorders and Stroke of the National Institutes of Health under awards P01NS039404, R01NS050375, 1R01NS058721, 1R01NS092772 (to W.B.D.), R01NS35515 (to M.E.R. and W.B.D.), and K08NS092898 (to G.M.M.); the National Institute of Child Health and Human Development under award R01HD20619 (to D.H.L.); and the EU Seventh Framework Program under project DESIRE grant agreements N602531 and E-RareJTC2011 (to R.G.). Exome sequencing in this study was partly provided by the University of Washington Center for Mendelian Genomics and was funded by the National Human Genome Research Institute and the National Heart, Lung, and Blood Institute through grant U54HG006493 (to Debbie Nickerson, Jay Shendure, and Michael Bamshad) who are the part of the UW Center for Mendelian Genomics. We thank the many patients and their families, as well as the physicians and genetic counselors who referred them,, for their important contributions to this research over more than 30 years. The content is solely the responsibility of the authors, and does not necessarily represent the official views of the National Institutes of Health. The funding sources had no role in the design and conduct of the study, collection, management, analysis, and interpretation of the data, preparation, review, or approval of the manuscript, or decision to submit the manuscript for publication.
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Di Donato, N., Timms, A.E., Aldinger, K.A. et al. Analysis of 17 genes detects mutations in 81% of 811 patients with lissencephaly. Genet Med 20, 1354–1364 (2018). https://doi.org/10.1038/gim.2018.8
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DOI: https://doi.org/10.1038/gim.2018.8
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