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Table 3 Overview of studies using the SSC collection

From: Bio-collections in autism research

Reference

Bio-collection

Samples

Number

Study

Findings

[296]

SSC

Genomic data

2760 subjects

CNV analysis

No association found between conception-assisted reproduction and risk of ASD

[297]

SSC

Lymphoblasts

900 subjects

Sequencing study

Rare functional variants of TSC1/TSC2 did not show association with ASD

[298]

SSC

Genomic data

965 subjects (SSC)

Integrative analysis

Integrative analysis of data from 4 exome sequencing studies revealed enrichment of genes involved in chromatin remodelling and transcription in ASD patients

[88]

SSC

Blood

3730 subjects

Genotype-phenotype

Subtype of autism was caused by mutations to CHD8, of which 15 were found.

[299]

SSC

Blood

259 subjects

CNV analysis

Paired duplications mark cryptic inversions and other complex structural variations in CNV data.

[300]

SSC

Blood

552 subjects (total)

412 subjects (SSC)

Transcriptome analysis

Neuron development, nitric oxide signalling, neurogenesis and skeletal development were found outliers amongst ASD patients in TGEN cohort, whereas outliers were found in neurogenesis in ASD patients from SSC cohort

[301]

SSC

Blood and lymphoblasts

99 families

CNV analysis

55 potential pathogenic CNVs were identified and validated. 20% were considered rare when compared to the database of genomic variants. CNVs found in lymphoblast DNA but not in blood, suggesting pre-existing mutations may have been present in initial lymphoblast cells

[302]

SSC

AGRE

Blood urine

12600 subjects (total)

1887 subjects (SSC)

752 subjects (AGRE)

Association study

TMLHE found to have high levels of deletion in male-male multiplex families (1 in 190) and deficiency of this gene could be a susceptibility factor for ASD.

[303]

SSC

Genomic and exomic data

Taken from earlier studies [60, 61, 70]

Genotype-phenotype study

Mutations in ASD candidate genes have greatest impact on pyramidal neurons, cortical neurons and medium spiny neurons. Truncating de novo mutations play a small role in high-functioning cases. The greater the functional disruption of genes, the more severe the phenotypes are.

[304]

SSC

Blood

2575 subjects

GWAS

Reducing phenotypic heterogeneity within the cohort did not have a significant effect on increasing genetic homogeneity.

[305]

SSC

AGRE

Blood

14989 subjects (total)

5981 subjects (AGRE)

1815 subjects (SSC)

GWAS

CNVs found in SEMA5 regulated gene network found to be associated with ASD

[86]

SSC

Blood

13,804 subjects

WES

104 genes were implicated in 5% of ASD cases, where they are involved in transcription, chromatin remodelling and synapse formation.

[59]

SSC

Blood

2963 subjects

WES

De novo INDELS primarily originate from father, frameshift INDELS associated with ASD, Frameshift INDELS more frequent in females. RIMS1 and KMT2E found to be associated with ASD

[306]

SSC

Blood

8 subjects

Methods Paper

WGS data more effective than WES for detection of INDELS. x60 sequencing required to recover 95% of detected Indels

[307]

SSC

Genomic data

2066 subjects

Homozygosity study

In ASD simplex families, increased runs of homozygosity is associated with Intellectual disability

[308]

SSC

Blood

1227 subjects (total)

350 subjects (SSC)

CNV analysis

CNV burden correlates to certain disorders; high CNV burden to Intellectual disability and low CNV burden to dyslexia

[178]

SSC

AGRE

Blood

3168 subjects (total)

2478 subjects (SSC)

719 subjects (AGRE)

Rearrangement hotspot study

1q21 duplications found to be associated with Autism. CNVs identified in CHD1L, ACACA, DPP10, PLCB1, TRPM1, NRXN1, FHIT and HYDIN enriched in ASD. Duplications linked to decreased non-verbal IQ and duplications linked to severity of ASD.

[149]

SSC

IPSCs and lymphoblasts

1041 subjects

Disease modelling study

Disruption of TRPC6 causes disruption in human neurons and linked to a non-syndromic form of ASD. First Study to use Patent-derived IPSCs to model non-syndromic form of ASD

[309]

SSC

AGRE

Blood

2975 subjects (total)

1429 subjects (SSC)

14 subjects (AGRE

GWAS sequencing

Rare variants in synaptic genes associated with ASD. Loss of function in candidate genes a major risk factor for ASD.

[310]

SSC

TASC

Blood

932 families (total)

Method paper

Transmission and de novo association(TADA) is a method that incorporates WES data, as well as inherited variants, and variants identified between cases and controls

[311]

SSC

Exome data

597 subjects

Method description

Association was found between ASD and rare variants of the gene ABCA7 in exome data

[312]

SSC

Blood

15479 subjects (total)

9479 subjects (SSC)

Transmission analysis

Demonstration that high and low IQs could be distinguished by LGD load in respective gene targets. Transmission of rare variants with low LGD load occurs more often to affected offspring. Biased transmission towards children with low IQ

[61]

SSC

Blood

1478 subjects

WES

Gene disrupting mutations were twice as frequent in ASD subjects compared to controls. Genes disrupted were associated with Fragile X Protein FMRP.

[121]

SSC

Blood

762 subjects

CNV study

Female subjects showed a higher mutational burden before developing ASD.

[313]

SSC

Blood

720 subjects

Association study

Association was found between gene SLC25A12 and restricted and repetitive behaviour.

[314]

SSC

Blood

2106 families (TOTAL)

965 families(SSC)

Common variation study

Multiple common variants of genes additively contribute to ASD risk. Simplex families found to closely follow additive model compared to multiplex families

[315]

SSC

Blood

285 subjects

Transcriptomic study

Enriched genes found in long term potentiation/depression, Notch signalling and neurogenesis amongst ASD Patients. 55 gene prediction model performed well on male subjects, but not female subjects

[316]

SSC

Blood

58 subjects

Transcriptomic study

Upregulation of spliceosome, mitochondrial and ribosomal pathways and downregulation of neuroreceptor-ligand, immune response and calcium signalling pathways in ASD patients compared to controls

[317]

SSC

Genomic data

78349 subjects (total)

3080 subjects (SSC)

SNP study

17–29% of variance in liability explained by SNPS. Genetic correlation found between disorders;

High: Schizophrenia and bipolar disorder

Moderate: Schizophrenia and major depressive disorder, major depressive disorder and ADHD, major depressive disorder and bipolar disorder

Low: Schizophrenia and ASD

[60]

SSC

Genomic Data

1784 subjects

CNV study

De novo duplications and deletions are major contributors to ASD. Females shown to have a greater genetic resistance to autism.

[318]

SSC

AGRE

TASC

Blood

6970 subjects (total)

806 subjects (AGRE)

996 subjects (TASC)

563 subjects (AGRE)

WES

2-fold enrichment of complete knockout of autosomal genes with low LoF variation, and 1.5-fold enrichment for rare hemizygous knockout in males. Both contribute 3 and 2% to ASD risk, respectively.

[63]

SSC

Lymphoblasts

386 subjects

CNV study

Recurrent and rare de novo CNVs were discovered to alter gene expression in chromosome regions 3q27, 3p13, 3p26, 2p15, 16p11.2 and 7q11.23.

[129]

SSC

IPSCs

12 subjects

Disease modelling

Overexpression of FOXG1 was linked to increased head circumference and ASD severity in idiopathic autism subjects. An overabundance of inhibitory neurons in ASD cell lines was also found.

[319]

SSC

Genomic and clinical data

2478 subjects

Gene-environment study

Individuals with ASD-associated CNVs were more susceptible to effects of febrile episodes and maternal infection during pregnancy and have impact on behavioural outcomes

[320]

SSC

Blood

10118 (TOTAL)

1974 (SSC)

Genetic association

Higher prevalence of SLC12A5 variants containing altered CpG sites amongst ASD patients.

[321]

SSC

DNSB

Blood

2418 subjects (SSC)

1353 subjects (DSNB)

CNV analysis

17q12 deletion identified as a CNV variant that confers high risk of ASD and Schizophrenia

[322]

SSC

AGRE

Genomic data

49167 subjects (total)

1124 subjects (SSC)

1835 subjects (AGRE)

CNV analysis

More significant CNVs that could infer ASD risk were identified using combined large clinical datasets of neurodevelopmental disorders than with ASD cohorts alone

[323]

SSC

Lymphoblasts

5451 subjects

Association study

No association was found for heterozygous mutations in CNTNAP2 and contribution to ASD risk

[324]

SSC

Blood and lymphoblastoid cell lines

593 families

Method description

A novel method was used to detect de novo and transmitted insert-deletions(Intel’s) in exomic data

[325]

SSC

Blood

1315 subjects (total)

145 subjects (SSC)

CNV analysis

Duplication CNVs enriched in negative regulation categories, deletion CNVs enriched in positive regulation categories. Highly connected genes in network enriched in patients with a single gene CNV change

[65]

SSC

Blood

677 subjects (SSC)

WES

De novo mutations paternal in origin (4:1) and positive correlation with age. Recurrent mutations in genes CDH8 and NTNG1.

[64]

SSC

Blood

20 families (total)

19 families(SSC)

WES

21 de novo mutations identified. 11 of which found to be protein altering. Mutations identified in FOXP1, GRIN2B, SCN1A, LAMC3 and CNTNAP2.

[87]

SSC

Blood

2246 subjects (SSC)

WES

27 de novo events found in 16 genes, 59% predicted to truncate proteins. further support for genotype-phenotype relationship in CDH8 and DYRKA1

[326]

SSC

Blood

19 subjects (total)

4 subjects (SSC)

Genotype-phenotype

Overexpression/increased dosage of MECP2 related with core features of ASD

[133]

AGRE

SSC

Data taken from [327]

8816 subjects (total)

737 subjects (SSC)

4449 (AGRE)

Replication study

Findings could not be replicated from Skafidas paper

[328]

SSC

DNBS

Genomic data

38000 subjects (total)

4358 subjects (SSC)

19142 subjects (DNBS)

General population study

Genetic influences on ASD risk found to influence typical variation in social and communication ability in the general population

[67]

SSC

Blood

2256 subjects

De novo and familial influences

Familial influences were more significant in cases of high-functioning ASD conditions.

[327]

SSC

Lymphoblasts

1 subject

Clinical report

De novo microdeletion in chromosome 3q29 associated in person with ASD, childhood psychosis and intellectual disability

[68]

SSC

Genomic data

1024 families

De novo mutation analysis

Significant role for loss of function mutations in ASD cases.

[329]

AGRE

SSC

Blood

8816 subjects (total)

737 subjects (SSC)

4449 subjects (AGRE)

Predictive testing

Diagnostic classifier containing 237 SNPs and 146 genes

[330]

SSC

AGRE

Blood

975 subjects (total)

392 subjects (SSC)

585 subjects (AGRE)

Genotype-phenotype study

NPAS1 found to repress generation of specific subtypes of cortical interneurons

[85]

SSC

Blood

53 families

Whole genome sequencing

Enrichment of disruptive mutations in putative regulatory regions in ASD patients

[71]

SSC

Blood

9231 subjects

Genotype-phenotype study

Disrupting mutations in DYRK1A were linked to a subset of 15 patients with a syndromic form of ASD/ID.

[331]

SSC

Blood

903 families

WES

Enrichment of non-synonymous and potentially pathogenic mutations in mitochondrial DNA in ASD patients compared to controls. Transmission of potential pathogenic mutations differed between mother-ASD pairs and mother-sibling pairs

[332]

SSC

Lymphoblasts

1 family

Mutation analysis

PKA found to be an upstream regulator of UBE3A, where mutation in phosphorylation site results in hyperactivity of UBE3A

[333]

SSC

Blood

686 subjects +

612 families (SSC)

WES

Bi-allelic mutations found in genes enriched in inherited ASD cases (AMT, PEX7, SYNE1, VPS13B, PAH, POMGNT1)

[333]

SSC

Blood

928 subjects

WES

Strong evidence that de novo mutations are associated with ASD

[69]

SSC

Blood, lymphoblasts and saliva

1174 families

CNV analysis

Significant associations found between ASD and de novo duplications of chromosome 7q11.23. de novo CNVs identified in 5 other regions, including 16p13.2

[334]

SSC

Blood and lymphoblasts

2591 families

CNV analysis

De novo CNVs associated with ASD. 6 loci and 65 genes identified, many targeting the chromatin or synapse

[335]

SSC

Genomic data

2337 families

Transmission disequilibrium

Excess of truncating inherited mutations associated with ASD. RIMS1, CUL7, LTZR1 identified as candidate genes

[336]

SSC

Genomic data

411 families

Transmission disequilibrium

Affected ASD patients inherited more CNVs than their unaffected siblings, and these CNVs of ASD patients affected more genes. Enrichment of brain-specific genes in inherited CNVs amongst ASD patients

[312]

SSC

Genomic data

10,942 subjects (total)

4942 subjects (SSC)

Biased transmission study

Frequent biased transmission of disruptive mutations to Low IQ ASD patients. Low and high IQ subjects can be distinguished by mutational load.

  1. Study numbers listed as families or subjects wherever applicable