| Literature DB >> 27867363 |
Steven D Hicks1, Frank A Middleton2.
Abstract
Autism spectrum disorder (ASD) is a neurodevelopmental disorder characterized by a wide spectrum of deficits in social interaction, communication, and behavior. There is a significant genetic component to ASD, yet no single gene variant accounts for >1% of incidence. Posttranscriptional mechanisms such as microRNAs (miRNAs) regulate gene expression without altering the genetic code. They are abundant in the developing brain and are dysregulated in children with ASD. Patterns of miRNA expression are altered in the brain, blood, saliva, and olfactory precursor cells of ASD subjects. The ability of miRNAs to regulate broad molecular pathways in response to environmental stimuli makes them an intriguing player in ASD, a disorder characterized by genetic predisposition with ill-defined environmental triggers. In addition, the availability and extracellular stability of miRNAs make them an ideal candidate for biomarker discovery. Here, we discuss 27 miRNAs with overlap across ASD studies, including 3 miRNAs identified in 3 or more studies (miR-23a, miR-146a, and miR-106b). Together, these 27 miRNAs have 1245 high-confidence mRNA targets, a significant number of which are expressed in the brain. Furthermore, these mRNA targets demonstrate over-representation of autism-related genes with enrichment of neurotrophic signaling molecules. Brain-derived neurotrophic factor, a molecule involved in hippocampal neurogenesis and altered in ASD, is targeted by 6 of the 27 miRNAs of interest. This neurotrophic pathway represents one intriguing mechanism by which perturbations in miRNA signaling might influence central nervous system development in children with ASD.Entities:
Keywords: autism; biomarker; microRNA; neurodevelopment
Year: 2016 PMID: 27867363 PMCID: PMC5095455 DOI: 10.3389/fpsyt.2016.00176
Source DB: PubMed Journal: Front Psychiatry ISSN: 1664-0640 Impact factor: 4.157
miRNA biomarker study characteristics and findings.
| Abu-ElNeel et al. ( | Mor et al. ( | Ander et al. ( | Wu et al. ( | Vasu et al. ( | Huang et al. ( | Popov et al. ( | Hicks et al. ( | Nguyen et al. ( | Sarachana et al. ( | Talebizadeh et al. ( | Seno et al. ( | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Biomaterial | Postmortem cerebellar cortex | Postmortem Brodmann’s area 10 | Postmortem Brodmann’s areas 22, 41, and 42 | Postmortem cerebellar cortex, Brodmann’s area 9 | Serum | Peripheral blood | Whole blood | Saliva | Olfactory mucosal stem cells + skin fibroblasts or PBMCs | Lymphoblast cell lines | Lymphoblast cell lines | Lymphoblast cell lines |
| # participants | 13 ASD, 13 control | 12 ASD, 12 control | 10 ASD, 8 control | 28 ASD, 28 control | 55 ASD, 55 control | 5 ASD/5 control (microarray), 15ASD/15 control (qRT-PCR) | 30 ASD, 25 control | 24 ASD, 21 control | 8 ASD, 6 control | 14 ASD, 14 sibling controls (3 monozygotic twins) | 6 ASD, 6 controls | 20 ASD, 22 sibling controls |
| ASD characteristics | Not described | Age 30 years, 83% male, ADI-R (no scores provided), PMI 26 h | Age 31 years, 50% male, some ADI-R, Autism Tissue Program, PMI 23 h | Age 31 years, 82% male, some ADI-R, 17% with 15q duplication, PMI 24 h | Age 11 years, 87% male, ADI-R (35), Japanese | Age 5 years, 80% male, DSM-4 criteria, Chinese | Age 8 years, 80% male, DSM-4 criteria, Bulgarian | Age 9 years, 79% male, ADOS (10.6), Vineland Adaptive Behavior (71) | Age 30 years, 70% male, French | No ages, 100% male, Autism Genetics Resource Exchange | Age 10 years old, 50% male, ADI-R (no scores), Autism Genetics Resource Exchange | No age or sex, ADOS (“severe,” but no scores), European |
| Measurement technique | qRT-PCR | RNA-Seq with qRT-PCR validation | miRNA microarray, no validation | RNA-seq, qRT-PCR validation | PCR array with qRT-PCR validation | miRNA microarray with qRT-PCR validation | Microarray | RNA-seq | Microarray with qRT-PCR validation | miRNA microarray with qRT-PCR validation | miRNA microarray with qRT-PCR validation | miRNA microarray with qRT-PCR validation |
| # miRNAs tested | 377 | 1104 | 1733 | 699 | 125 | 2578 | Unknown | 246 | 667 | 1237 | 150 | 708 |
| # differentially expressed | 28 | 20 | 6 | 58 | 14 | 44 | 1 | 14 | 4 | 43 | 9 | 16 |
| % differentially expressed | 7 | 2 | 0.3 | 8 | 11 | 2 | Unknown | 6 | 0.6 | 3 | 6 | 2 |
| Criteria for differential expression | Two-tailed | Linear mixed effects model, FDR < 0.05 | Mann–Whitney pooled samples | Mann–Whitney | Welch’s | Mann–Whitney with FDR < 0.15 | Mann–Whitney | Pavlidis Template Matching (PTM) analysis | 1.5 FC in ≥12/24 sibling-pair comparisons | |||
| # overlapping with other studies | 29 | 35 | 0 | 14 | 14 | 16 | 0 | 43 | 1 | 25 | 44 | 13 |
| Largest change | miR-484 (downregulated in 3 ASD participants) | miR-338-5p (4.4 FC, | miR-297 (−1.24 FC, | miR-3687 (−1.5 FC, FDR 1.5E−4) | miR-572 | miR-451a ( | miR-486-3p ( | miR-628-5p ( | miR-146a ( | miR-182-AS (−1.54 FC, 1.44E−03) | miR-132 (changed in all 6 ASD individuals) | miR-199b-5p (1.81 FC, |
ADI-R, Autism Diagnostic Inventory – Revised; ADOS, Autism Diagnostic Observation Schedule; ASD, autism spectrum disorder; Ct, cycles-to-threshold; FC, fold change; FDR, false discovery rate correction; PMI, postmortem interval; qRT-PCR, quantitative reverse-transcription/real time polymerase chain reaction; RNA-Seq, ribonucleic acid sequencing; sib, sibling.
Cross-tissue miRNA biomarkers with seed sequences.
| A. | Brain | Serum | Saliva | Lymphoblast | Olfactory SCs | |||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Abu-ElNeel et al. ( | Mor et al. ( | Ander et al. ( | Wu et al. ( | Vasu et al. ( | Huang et al. ( | Popov et al. ( | Hicks et al. ( | Sarachana et al. ( | Talebizadeh et al. ( | Seno et al. ( | Nguyen et al. ( | |
| Up-regulated | miR-106a | miR-664-3p | miR-34b-3p | miR-16-2 | miR-23a | |||||||
| miR-19a-3p | miR-4709-3p | miR-18b-5p | miR-27a-3p | miR-34c-3p | miR-28-5p | miR-23b | miR-30a | |||||
| miR-4753-5p | miR-20b-5p | miR-101-3p | miR-483-5p | miR-127-3p | miR-181a | |||||||
| miR-133b | miR-181b | |||||||||||
| miR-181d | miR-21-5p | miR-130a-3p | miR-564 | miR-191-5p | miR-136 | miR-181c | ||||||
| miR-193b | miR-142-3p | miR-107 | miR-195b-5p | miR-574-5p | miR-218-5p | miR-139 | miR-663 | |||||
| miR-320a | miR-142-5p | miR-129-2-3p | miR-575 | miR-148b | ||||||||
| miR-381 | miR-144-3p | miR-130b-5p | miR-921 | miR-628-5p | miR-153 | miR-486-3p | ||||||
| miR-432 | miR-148a-3p | miR-1246 | miR-2467-5p | miR-182 | miR-486-5p | |||||||
| miR-539 | miR-1249 | miR-3529-3p | miR-189 | miR-500 | ||||||||
| miR-550 | miR-218-2-3p | miR-1273c | miR-190 | miR-502-3p | ||||||||
| miR-652 | miR-221-3p | miR-4270 | miR-548 | |||||||||
| miR-379-5p | miR-223-3p | miR-4299 | miR-211 | |||||||||
| miR-451a | miR-4436a | |||||||||||
| miR-363-3p | miR-4443 | miR-326 | ||||||||||
| miR-3168 | miR-424-3p | miR-4516 | miR-367 | |||||||||
| miR-424-5p | miR-4669 | miR-455 | ||||||||||
| miR-425-3p | miR-4721 | miR-495 | ||||||||||
| miR-449b-5p | miR-4728-5p | miR-518a | ||||||||||
| miR-450b-5p | miR-4788 | miR-520b | ||||||||||
| miR-484 | miR-5739 | |||||||||||
| miR-629-5p | miR-6086 | |||||||||||
| miR-651-5p | miR-6125 | |||||||||||
| miR-708-5p | miR-642a-3p | |||||||||||
| miR-766-3p | ||||||||||||
| miR-874-3p | ||||||||||||
| miR-887-3p | ||||||||||||
| miR-940 | ||||||||||||
| miR-1277-3p | ||||||||||||
| miR-3938 | ||||||||||||
| miR-2277-5p | ||||||||||||
| let-7g-3p | ||||||||||||
| Down-regulated | miR-7 | miR-34a-5p | miR-1 | miR-204-3p | miR-151a-3p | miR-486-3p | miR-221 | |||||
| miR-297 | miR-491-5p | miR-181b-5p | miR-23b | miR-654-5p | ||||||||
| miR-211-5p | miR-4742-3p | miR-619-5p | miR-16-5p | miR-25 | miR-363 | miR-656 | ||||||
| miR-21 | miR-3960 | miR-3687 | miR-328 | miR-19b-3p | miR-32-5p | miR-29b | ||||||
| miR-5096 | miR-433 | miR-20a-5p | ||||||||||
| miR-489 | ||||||||||||
| miR-572 | ||||||||||||
| miR-95 | miR-663a | miR-107 | ||||||||||
| miR-128 | miR-185 | |||||||||||
| miR-129 | miR-574-3p | miR-186 | ||||||||||
| miR-132 | miR-940 | miR-191 | ||||||||||
| miR-148b | miR-1228-3p | miR-194 | ||||||||||
| miR-212 | miR-3613-3p | |||||||||||
| miR-431 | miR-3935 | miR-205 | ||||||||||
| miR-484 | miR-4436b-5p | miR-342 | ||||||||||
| miR-598 | miR-4665-5p | miR-346 | ||||||||||
| miR-4700-3p | miR-376a-AS | |||||||||||
| let-7a-5p | ||||||||||||
| let-7d-5p | miR-519c | |||||||||||
| let-7f-5p | miR-524 | |||||||||||
| miR-7-5p | GGAAGAC | ↑↓ | ↑ | |||||||||
| miR-10a-5p | ACCCUGU | miR-10a-5p miR-10b-5p | ↑ | ↑ | ||||||||
| miR-15a-5p | AGCAGCA | miR-15a-5p miR-15b-5p | ↓ | ↓ | ||||||||
| miR-15b-5p | AGCAGCA | miR-15a-5p miR-15b-5p | ↓ | ↓ | ||||||||
| miR-19b-3p | GUGCAAA | ↑ | ↑↓ | |||||||||
| miR-21-3p | AACACCA | miR-3591-3p | ↑↑ | |||||||||
| miR-23a-3p | UCACAUU | miR-23-3p | ↑↓ | ↓ | ↓↑ | |||||||
| miR-27a-3p | UCACAGU | miR-27-3p miR-27b-3p | ↓ | ↑ | ↓ | |||||||
| miR-30e-5p | GUAAACA | ↓ | ↓↑ | |||||||||
| miR-92a-3p | AUUGCAC | ↓ | ↓ | |||||||||
| miR-92b-3p | AUUGCAC | ↓ | ↓ | |||||||||
| miR-93 | AAAGUGC | miR-17-5p | ↓ | ↓ | ||||||||
| miR-103a-3p | GCAGCAU | miR-103-3p | ↓ | ↓ | ||||||||
| miR-106b-5p | AAAGUGC | miR-17-5p | ↑ | ↑ | ↑ | |||||||
| miR-132 | AACAGUC | miR-132-3p | ↑↑ | |||||||||
| CCGUGGC | miR-132-5p | |||||||||||
| miR-140-3p | ACCACAG | ↑ | ↑ | |||||||||
| miR-146a-5p | GAGAACU | miR-146a-5p | ↑ | ↑ | ↑ | |||||||
| miR-146b | GAGAACU | ↑ | ↑ | |||||||||
| miR-155-5p | UAAUGCU | ↑↑ | ||||||||||
| miR-195-5p | AGCAGCA | ↓↑ | ↓ | |||||||||
| miR-199b-5p | CCAGUGU | ↑↑ | ||||||||||
| miR-219-5p | GAUUGUC | miR-219a-5p [miR-4782-3p] [miR-6766-3p] | ↑ | ↑ | ||||||||
| miR-320a | AAAGCUG | miR-320b miR-320c miR-320d [miR-4429] | ↑ | ↓ | ↓ | |||||||
| miR-335-3p | UUUUCAU | ↑ | ↑ | |||||||||
| miR-338-5p | ACAAUAU | ↑ | ↑ | |||||||||
| miR-451a | AACCGUU | ↑ | ↓ | ↓ | ||||||||
| miR-494 | GAAACAU | miR-494-3p | ↑ | ↑ | ||||||||
| GGUUGUC | miR-494-5p miR-323b-5p miR-410-5p | |||||||||||
| % overlap | 23.1 | 19.0 | 42.8 | 25.8 | 25.0 | |||||||
Boldface miRNAs change in the same direction in multiple tissues. Italic miRNAs change in different directions in multiple studies. Lower left indicates miRNAs that share the same seed sequence as those that appear changed in multiple studies. Lower right indicates predominant direction of change in ASD subjects relative to controls for each biomaterial. For tissues with opposing changes both arrows are shown.
CNS, central nervous system; SCs, stem cells.
The final row shows the proportion of altered miRNAs for each biomaterial that overlap with other studies.