26
|
Carmona-Mora P, Jickling GC, Zhan X, Hakoupian M, Hull H, Alomar N, Amini H, Knepp B, Sharp FR, Stamova B, Ander BP. Abstract P744: Gene Transcript Clusters Distinguish Time-Dependent Expression Patterns in Monocytes, Neutrophils and Whole Blood After Ischemic Stroke Injury. Stroke 2021. [DOI: 10.1161/str.52.suppl_1.p744] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Introduction:
After ischemic stroke (IS), peripheral leukocytes infiltrate the damaged region and modulate the response to injury. We previously showed that peripheral blood cells display different gene expression profiles after IS and these transcriptional programs reflect the changes in immune processes in response to IS. Dissecting the temporal dynamics of gene expression after IS improves our understanding of the changes of molecular and cellular pathways involved in acute brain injury.
Methods:
We analyzed the transcriptomic profiles of 33 IS patients in isolated monocytes, neutrophils and whole blood. RNA-sequencing was performed on all the stroke samples as well as 12 controls with vascular risk factors (diabetes and/or hypertension and/or hypercholesterolemia). To identify differentially expressed genes, subjects were split into time points (TPs) from stroke onset (TP1= 0-24 h; TP2= 24-48 h; and TP3= > 48 h), and controls were assigned TP0. A linear regression model including time and the interaction of diagnosis x TP with cutoff of p<0.02 and fold-change>|1.2| was used. Time dependent changes were analyzed using artificial neural networks to identify clusters of genes that behave in a similar way across TPs.
Results:
Unique patterns of temporal expression were distinguished for the three sample types. These include genes not expressed in TP0 that peak only within the first 24 h, others that peak or decrease in TP2 and TP3, and more complex patterns. Genes that peak at TP1 in monocytes and neutrophils are related to cell adhesion and leukocyte differentiation/migration, respectively. Early peaks in whole blood occur in genes related to transcriptional regulation. In monocytes, interleukin pathways are enriched across all TPs, whereas there is a trend of suppression after 24 h in neutrophils. The inflammasome pathway is enriched in the earlier TPs in neutrophils, while not enriched in monocytes until over 48 hours.
Conclusion:
Our analyses on gene expression dynamics and cluster patterns allow identification of key genes and pathways at different time points following ischemic injury that are valuable as IS biomarkers and may be possible treatment targets.
Collapse
|
27
|
Dykstra-Aiello C, Sharp FR, Jickling GC, Hull H, Hamade F, Shroff N, Durocher M, Cheng X, Zhan X, Liu D, Ander BP, Stamova BS. Alternative Splicing of Putative Stroke/Vascular Risk Factor Genes Expressed in Blood Following Ischemic Stroke Is Sexually Dimorphic and Cause-Specific. Front Neurol 2020; 11:584695. [PMID: 33193047 PMCID: PMC7642687 DOI: 10.3389/fneur.2020.584695] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2020] [Accepted: 09/22/2020] [Indexed: 12/20/2022] Open
Abstract
Genome-wide association studies have identified putative ischemic stroke risk genes, yet, their expression after stroke is unexplored in spite of growing interest in elucidating their specific role and identifying candidate genes for stroke treatment. Thus, we took an exploratory approach to investigate sexual dimorphism, alternative splicing, and etiology in putative risk gene expression in blood following cardioembolic, atherosclerotic large vessel disease and small vessel disease/lacunar causes of ischemic stroke in each sex compared to controls. Whole transcriptome arrays assessed 71 putative stroke/vascular risk factor genes for blood RNA expression at gene-, exon-, and alternative splicing-levels. Male (n = 122) and female (n = 123) stroke and control volunteers from three university medical centers were matched for race, age, vascular risk factors, and blood draw time since stroke onset. Exclusion criteria included: previous stroke, drug abuse, subarachnoid or intracerebral hemorrhage, hemorrhagic transformation, infection, dialysis, cancer, hematological abnormalities, thrombolytics, anticoagulants or immunosuppressants. Significant differential gene expression (fold change > |1.2|, p < 0.05, partial correlation > |0.4|) and alternative splicing (false discovery rate p < 0.3) were assessed. At gene level, few were differentially expressed: ALDH2, ALOX5AP, F13A1, and IMPA2 (males, all stroke); ITGB3 (females, cardioembolic); ADD1 (males, atherosclerotic); F13A1, IMPA2 (males, lacunar); and WNK1 (females, lacunar). GP1BA and ITGA2B were alternatively spliced in both sexes (all patients vs. controls). Six genes in males, five in females, were alternatively spliced in all stroke compared to controls. Alternative splicing and exon-level analyses associated many genes with specific etiology in either sex. Of 71 genes, 70 had differential exon-level expression in stroke patients compared to control subjects. Among stroke patients, 24 genes represented by differentially expressed exons were male-specific, six were common between sexes, and two were female-specific. In lacunar stroke, expression of 19 differentially expressed exons representing six genes (ADD1, NINJ2, PCSK9, PEMT, SMARCA4, WNK1) decreased in males and increased in females. Results demonstrate alternative splicing and sexually dimorphic expression of most putative risk genes in stroke patients' blood. Since expression was also often cause-specific, sex, and etiology are factors to consider in stroke treatment trials and genetic association studies as society trends toward more personalized medicine.
Collapse
|
28
|
Amini H, Shroff N, Stamova B, Ferino E, Carmona-Mora P, Zhan X, Sitorus PP, Hull H, Jickling GC, Sharp FR, Ander BP. Genetic variation contributes to gene expression response in ischemic stroke: an eQTL study. Ann Clin Transl Neurol 2020; 7:1648-1660. [PMID: 32785988 PMCID: PMC7480928 DOI: 10.1002/acn3.51154] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2020] [Revised: 06/27/2020] [Accepted: 07/13/2020] [Indexed: 01/06/2023] Open
Abstract
Objective Single nucleotide polymorphisms (SNPs) contribute to complex disorders such as ischemic stroke (IS). Since SNPs could affect IS by altering gene expression, we studied the association of common SNPs with changes in mRNA expression (i.e. expression quantitative trait loci; eQTL) in blood after IS. Methods RNA and DNA were isolated from 137 patients with acute IS and 138 vascular risk factor controls (VRFC). Gene expression was measured using Affymetrix HTA 2.0 microarrays and SNP variants were assessed with Axiom Biobank Genotyping microarrays. A linear model with a genotype (SNP) × diagnosis (IS and VRFC) interaction term was fit for each SNP‐gene pair. Results The eQTL interaction analysis revealed significant genotype × diagnosis interaction for four SNP‐gene pairs as cis‐eQTL and 70 SNP‐gene pairs as trans‐eQTL. Cis‐eQTL involved in the inflammatory response to IS included rs56348411 which correlated with neurogranin expression (NRGN), rs78046578 which correlated with CXCL10 expression, rs975903 which correlated with SMAD4 expression, and rs62299879 which correlated with CD38 expression. These four genes are important in regulating inflammatory response and BBB stabilization. SNP rs148791848 was a strong trans‐eQTL for anosmin‐1 (ANOS1) which is involved in neural cell adhesion and axonal migration and may be important after stroke. Interpretation This study highlights the contribution of genetic variation to regulating gene expression following IS. Specific inflammatory response to stroke is at least partially influenced by genetic variation. This has implications for progressing toward personalized treatment strategies. Additional research is required to investigate these genes as therapeutic targets.
Collapse
|
29
|
Cheng X, Ander BP, Jickling GC, Zhan X, Hull H, Sharp FR, Stamova B. MicroRNA and their target mRNAs change expression in whole blood of patients after intracerebral hemorrhage. J Cereb Blood Flow Metab 2020; 40:775-786. [PMID: 30966854 PMCID: PMC7168793 DOI: 10.1177/0271678x19839501] [Citation(s) in RCA: 33] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/30/2018] [Revised: 02/21/2019] [Accepted: 02/26/2019] [Indexed: 01/31/2023]
Abstract
Previous studies showed changes in mRNA levels in whole blood of rats and humans, and in miRNA in whole blood of rats following intracerebral hemorrhage (ICH). Thus, this study assessed miRNA and their putative mRNA targets in whole blood of humans following ICH. Whole transcriptome profiling identified altered miRNA and mRNA levels in ICH patients compared to matched controls. Target mRNAs of the differentially expressed miRNAs were identified, and functional analysis of the miRNA-mRNA targets was performed. Twenty-nine miRNAs (22 down, 7 up) and 250 target mRNAs (136 up, 114 down), and 7 small nucleolar RNA changed expression after ICH compared to controls (FDR < 0.05, and fold change ≥ |1.2|). These included Let7i, miR-146a-5p, miR210-5p, miR-93-5p, miR-221, miR-874, miR-17-3p, miR-378a-5p, miR-532-5p, mir-4707, miR-4450, mir-1183, Let-7d-3p, miR-3937, miR-4288, miR-4741, miR-92a-1-3p, miR-4514, mir-4658, mir-3689d-1, miR-4760-3p, and mir-3183. Pathway analysis showed regulated miRNAs/mRNAs were associated with toll-like receptor, natural killer cell, focal adhesion, TGF-β, phagosome, JAK-STAT, cytokine-cytokine receptor, chemokine, apoptosis, vascular smooth muscle, and RNA degradation signaling. Many of these pathways have been implicated in ICH. The differentially expressed miRNA and their putative mRNA targets and associated pathways may provide diagnostic biomarkers as well as point to therapeutic targets for ICH treatments in humans.
Collapse
|
30
|
Carmona-Mora P, Ander BP, Jickling GC, Zhan X, Hamade F, Hull H, Ferino E, Amini H, Knepp B, Sharp FR, Stamova BS. Abstract WP416: Specific Transcriptome Response in Neutrophils, Monocytes and Whole Blood in Human Intracerebral Hemorrhage and Ischemic Stroke of Different Etiologies. Stroke 2020. [DOI: 10.1161/str.51.suppl_1.wp416] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Understanding transcriptome changes following intracerebral hemorrhage (ICH) and ischemic stroke (IS) of different etiologies, can lead to a better understanding of the molecular and cellular pathways involved in the response to acute brain injury caused by ICH and IS. We characterized the transcriptomic profiles from ICH and different IS etiologies to identify acute molecular changes in isolated monocytes, neutrophils and in whole blood. Peripheral blood was drawn from ICH (6) and IS (33) cases (cardioembolic, large vessel and lacunar) in the first 30 ± 20 hours post-onset of symptoms. We performed whole-genome RNA sequencing of whole blood (WB), and isolated neutrophils and monocytes. Control cases (10) with vascular risk factors (diabetes and/or hypertension and/or hypercholesterolemia) were also included (VRFC). A linear regression model including the interaction diagnosis x sample subtype with p<0.05 and overlap with FDR<0.2, (fold-change>1.2) was used for identifying differentially expressed (DE) genes. Gene ontology and pathway enrichment were performed for investigating the biological context of the DE. We observed specific transcriptional responses for ICH and IS, and within IS etiologies in monocytes, neutrophils and WB. Neutrophils’ response was the strongest with highest number of DE genes in both ICH and IS and its etiologies when compared to VRFC. Most of the changes were cell-type specific and involved immune response and signal transduction pathways. For example, in ICH compared to VRFC, about half of the over-represented pathways were unique to either monocytes or neutrophils. Many pathways over-represented in WB were not over-represented in monocytes or neutrophils, signifying the importance of additional blood cell types in the immune response to ICH and IS. A T-cell receptor gene was DE in WB only, and in opposite directions in ICH and IS when compared to VRFC, thus is a good biomarker candidate. The unique expression changes in neutrophils and monocytes after ICH and IS and its subtypes underscore their involvement in IS and ICH pathophysiology. The large number of unique genes and pathways in whole blood not detected in monocytes or neutrophils signify the contribution of other peripheral blood cell types to the ICH and IS responses.
Collapse
|
31
|
Amini H, Shroff N, Sitorus PP, Carmona-Mora P, Hull H, Ferino E, Zhan X, Stamova B, Jickling GC, Sharp FR, Ander BP. Abstract 69: Trans-eQTL Analysis of Blood After Ischemic Stroke Reveals X-Linked SNP-Gene Relationships. Stroke 2020. [DOI: 10.1161/str.51.suppl_1.69] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Objective:
Single nucleotide polymorphism (SNP) is one of the most common types of genetic variation and likely has a contributing role in ischemic stroke (IS). The influence of SNPs on changes of gene expression in blood after IS remains largely unknown. Thus, we evaluated the association of genetic variants with changes in mRNA expression levels (i.e. expression quantitative trait loci;eQTL) in blood after IS.
Methods:
RNA and DNA were isolated from blood samples collected from 137 IS patients and 138 vascular risk factor controls (VRFC). Gene expression of protein-coding transcripts was quantified by Affymetrix HTA 2.0 microarrays and SNP variants assessed by Axiom Biobank Genotyping microarrays. A linear model with a genotype (SNP)х diagnosis (IS or VRFC) interaction was fit for each SNP-gene pair to identify novel IS diagnosis-dependent eQTL.
Results:
Our
trans-
eQTL interaction analysis found 70 significant SNP-gene pairs (FDR<0.01). Our observations indicated that 24 mRNAs were associated with significant genotype х diagnosis interaction. Among these genes, two X-linked genes
ANOS1
and
POF1B
were found. Expression of
ANOS1
was significantly associated with SNPs rs148791848 and rs149957475. The SNP, rs950391, was significantly associated with expression of
POF1B,
a gene previously shown as sexually dimorphic in stroke. Interestingly, some of the eQTL SNPs affected multiple genes in
trans
that are known to be altered after IS. For example, X-linked SNP rs950391, altered expression of
ABCA6, CLNK, EML6, POF1B,
and
WNT16.
Conclusions:
To our knowledge, this is the first whole-genome study to examine the effect of genotype х diagnosis on gene expression of blood after IS. Some SNP-gene pairs are X-linked and may account for aspects of sexual dimorphism in stroke. Our findings facilitate better understanding of
trans
effects of genetic variation on gene expression in stroke.
Collapse
|
32
|
Navi BB, Mathias R, Sherman CP, Wolfe J, Kamel H, Tagawa ST, Saxena A, Ocean AJ, Iadecola C, DeAngelis LM, Elkind MSV, Hull H, Jickling GC, Sharp FR, Ander BP, Stamova B. Cancer-Related Ischemic Stroke Has a Distinct Blood mRNA Expression Profile. Stroke 2019; 50:3259-3264. [PMID: 31510897 PMCID: PMC6817410 DOI: 10.1161/strokeaha.119.026143] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
Background and Purpose- Comorbid cancer is common in patients with acute ischemic stroke (AIS). As blood mRNA profiles can distinguish AIS mechanisms, we hypothesized that cancer-related AIS would have a distinctive gene expression profile. Methods- We evaluated 4 groups of 10 subjects prospectively enrolled at 3 centers from 2009 to 2018. This included the group of interest with active solid tumor cancer and AIS and 3 control groups with active cancer only, AIS only, or vascular risk factors only. Subjects in the AIS-only and cancer-only groups were matched to subjects in the cancer-stroke group by age, sex, and cancer type (if applicable). Subjects in the vascular risk factor group were matched to subjects in the cancer-stroke and stroke-only groups by age, sex, and vascular risk factors. Blood was drawn 72 to 120 hours after stroke. Total RNA was processed using 3' mRNA sequencing. ANOVA and Fisher least significant difference contrast methods were used to estimate differential gene expression between groups. Results- In the cancer-stroke group, 50% of strokes were cryptogenic. All groups had differentially expressed genes that could distinguish among them. Comparing the cancer-stroke group to the stroke-only group and after accounting for cancer-only genes, 438 genes were differentially expressed, including upregulation of multiple genes/pathways implicated in autophagy signaling, immunity/inflammation, and gene regulation, including IL (interleukin)-1, interferon, relaxin, mammalian target of rapamycin signaling, SQSTMI1 (sequestosome-1), and CREB1 (cAMP response element binding protein-1). Conclusions- This study provides evidence for a distinctive molecular signature in blood mRNA expression profiles of patients with cancer-related AIS. Future studies should evaluate whether blood mRNA can predict detection of occult cancer in patients with AIS. Clinical Trial Registration- URL: https://clinicaltrials.gov. Unique identifier: NCT02604667.
Collapse
|
33
|
Stamova B, Ander BP, Jickling G, Hamade F, Durocher M, Zhan X, Liu DZ, Cheng X, Hull H, Yee A, Ng K, Shroff N, Sharp FR. The intracerebral hemorrhage blood transcriptome in humans differs from the ischemic stroke and vascular risk factor control blood transcriptomes. J Cereb Blood Flow Metab 2019; 39:1818-1835. [PMID: 29651892 PMCID: PMC6727143 DOI: 10.1177/0271678x18769513] [Citation(s) in RCA: 40] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Understanding how the blood transcriptome of human intracerebral hemorrhage (ICH) differs from ischemic stroke (IS) and matched controls (CTRL) will improve understanding of immune and coagulation pathways in both disorders. This study examined RNA from 99 human whole-blood samples using GeneChip® HTA 2.0 arrays to assess differentially expressed transcripts of alternatively spliced genes between ICH, IS and CTRL. We used a mixed regression model with FDR-corrected p(Dx) < 0.2 and p < 0.005 and |FC| > 1.2 for individual comparisons. For time-dependent analyses, subjects were divided into four time-points: 0(CTRL), <24 h, 24-48 h, >48 h; 489 transcripts were differentially expressed between ICH and CTRL, and 63 between IS and CTRL. ICH had differentially expressed T-cell receptor and CD36 genes, and iNOS, TLR, macrophage, and T-helper pathways. IS had more non-coding RNA. ICH and IS both had angiogenesis, CTLA4 in T lymphocytes, CD28 in T helper cells, NFAT regulation of immune response, and glucocorticoid receptor signaling pathways. Self-organizing maps revealed 4357 transcripts changing expression over time in ICH, and 1136 in IS. Understanding ICH and IS transcriptomes will be useful for biomarker development, treatment and prevention strategies, and for evaluating how well animal models recapitulate human ICH and IS.
Collapse
|
34
|
Cheng X, Ferino E, Hull H, Jickling GC, Ander BP, Stamova B, Sharp FR. Smoking affects gene expression in blood of patients with ischemic stroke. Ann Clin Transl Neurol 2019; 6:1748-1756. [PMID: 31436916 PMCID: PMC6764500 DOI: 10.1002/acn3.50876] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2019] [Revised: 06/27/2019] [Accepted: 07/27/2019] [Indexed: 12/12/2022] Open
Abstract
OBJECTIVE Though cigarette smoking (CS) is a well-known risk factor for ischemic stroke (IS), there is no data on how CS affects the blood transcriptome in IS patients. METHODS We recruited IS-current smokers (IS-SM), IS-never smokers (IS-NSM), control-smokers (C-SM), and control-never smokers (C-NSM). mRNA expression was assessed on HTA-2.0 microarrays and unique as well as commonly expressed genes identified for IS-SM versus IS-NSM and C-SM versus C-NSM. RESULTS One hundred and fifty-eight genes were differentially expressed in IS-SM versus IS-NSM; 100 genes were differentially expressed in C-SM versus C-NSM; and 10 genes were common to both IS-SM and C-SM (P < 0.01; |fold change| ≥ 1.2). Functional pathway analysis showed the 158 IS-SM-regulated genes were associated with T-cell receptor, cytokine-cytokine receptor, chemokine, adipocytokine, tight junction, Jak-STAT, ubiquitin-mediated proteolysis, and adherens junction signaling. IS-SM showed more altered genes and functional networks than C-SM. INTERPRETATION We propose some of the 10 genes that are elevated in both IS-SM and C-SM (GRP15, LRRN3, CLDND1, ICOS, GCNT4, VPS13A, DAP3, SNORA54, HIST1H1D, and SCARNA6) might contribute to increased risk of stroke in current smokers, and some genes expressed by blood leukocytes and platelets after stroke in smokers might contribute to worse stroke outcomes that occur in smokers.
Collapse
|
35
|
Ye Z, Ander BP, Sharp FR, Zhan X. Cleaved β-Actin May Contribute to DNA Fragmentation Following Very Brief Focal Cerebral Ischemia. J Neuropathol Exp Neurol 2019; 77:260-265. [PMID: 29408985 DOI: 10.1093/jnen/nly003] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Our previous study demonstrated caspase independent DNA fragmentation after very brief cerebral ischemia, the mechanism of which was unclear. In this study, we explore whether actin is cleaved following focal cerebral ischemia, and whether these structural changes of actin might modulate DNA fragmentation observed following focal ischemia. Results showed that a cleaved β-actin fragment was identified in brains of rats 24 hours following 10-minute and 2-hour focal ischemia. Though granzyme B and caspase-3 cleaved β-actin in vitro, the fragment size of β-actin cleaved by granzyme B was the same as those found after 10-minute and 2-hour focal ischemia. This was consistent with increases of granzyme B activity after 10-minute and 2-hour ischemia compared with controls. Cerebral extracts from 10-minute and 2-hour ischemic brains degraded DNA in vitro. Adding intact β-actin to these samples completely abolished DNA degradation from the 10-minute ischemia group but not from the 2-hour ischemia group. We concluded that β-actin is likely cleaved by granzyme B by 24 hours following 10-minute and 2-hour focal cerebral ischemia. Intact β-actin inhibits DNase, and cleavage of β-actin activates DNase, which leads to DNA fragmentation observed in the brain following very brief focal ischemia.
Collapse
|
36
|
Durocher M, Ander BP, Jickling G, Hamade F, Hull H, Knepp B, Liu DZ, Zhan X, Tran A, Cheng X, Ng K, Yee A, Sharp FR, Stamova B. Inflammatory, regulatory, and autophagy co-expression modules and hub genes underlie the peripheral immune response to human intracerebral hemorrhage. J Neuroinflammation 2019; 16:56. [PMID: 30836997 PMCID: PMC6399982 DOI: 10.1186/s12974-019-1433-4] [Citation(s) in RCA: 37] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2018] [Accepted: 02/12/2019] [Indexed: 12/31/2022] Open
Abstract
BACKGROUND Intracerebral hemorrhage (ICH) has a high morbidity and mortality. The peripheral immune system and cross-talk between peripheral blood and brain have been implicated in the ICH immune response. Thus, we delineated the gene networks associated with human ICH in the peripheral blood transcriptome. We also compared the differentially expressed genes in blood following ICH to a prior human study of perihematomal brain tissue. METHODS We performed peripheral blood whole-transcriptome analysis of ICH and matched vascular risk factor control subjects (n = 66). Gene co-expression network analysis identified groups of co-expressed genes (modules) associated with ICH and their most interconnected genes (hubs). Mixed-effects regression identified differentially expressed genes in ICH compared to controls. RESULTS Of seven ICH-associated modules, six were enriched with cell-specific genes: one neutrophil module, one neutrophil plus monocyte module, one T cell module, one Natural Killer cell module, and two erythroblast modules. The neutrophil/monocyte modules were enriched in inflammatory/immune pathways; the T cell module in T cell receptor signaling genes; and the Natural Killer cell module in genes regulating alternative splicing, epigenetic, and post-translational modifications. One erythroblast module was enriched in autophagy pathways implicated in experimental ICH, and NRF2 signaling implicated in hematoma clearance. Many hub genes or module members, such as IARS, mTOR, S1PR1, LCK, FYN, SKAP1, ITK, AMBRA1, NLRC4, IL6R, IL17RA, GAB2, MXD1, PIK3CD, NUMB, MAPK14, DDX24, EVL, TDP1, ATG3, WDFY3, GSK3B, STAT3, STX3, CSF3R, PIP4K2A, ANXA3, DGAT2, LRP10, FLOT2, ANK1, CR1, SLC4A1, and DYSF, have been implicated in neuroinflammation, cell death, transcriptional regulation, and some as experimental ICH therapeutic targets. Gene-level analysis revealed 1225 genes (FDR p < 0.05, fold-change > |1.2|) have altered expression in ICH in peripheral blood. There was significant overlap of the 1225 genes with dysregulated genes in human perihematomal brain tissue (p = 7 × 10-3). Overlapping genes were enriched for neutrophil-specific genes (p = 6.4 × 10-08) involved in interleukin, neuroinflammation, apoptosis, and PPAR signaling. CONCLUSIONS This study delineates key processes underlying ICH pathophysiology, complements experimental ICH findings, and the hub genes significantly expand the list of novel ICH therapeutic targets. The overlap between blood and brain gene responses underscores the importance of examining blood-brain interactions in human ICH.
Collapse
|
37
|
Shroff N, Ander BP, Zhan X, Stamova B, Liu D, Hull H, Hamade FR, Dykstra-Aiello C, Ng K, Sharp FR, Jickling GC. HDAC9 Polymorphism Alters Blood Gene Expression in Patients with Large Vessel Atherosclerotic Stroke. Transl Stroke Res 2019; 10:19-25. [PMID: 29651704 PMCID: PMC6186202 DOI: 10.1007/s12975-018-0619-x] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2017] [Revised: 01/06/2018] [Accepted: 03/06/2018] [Indexed: 12/20/2022]
Abstract
The histone deacetylase 9 (HDAC9) polymorphism rs2107595 is associated with an increased risk for large vessel atherosclerotic stroke (LVAS). In humans, there remains a need to better understand this HDAC9 polymorphism's contribution to large vessel stroke. In this pilot study, we evaluated whether the HDAC9 polymorphism rs2107595 is associated with differences in leukocyte gene expression in patients with LVAS. HDAC9 SNP rs2107595 was genotyped in 155 patients (43 LVAS and 112 vascular risk factor controls). RNA isolated from blood was processed on whole genome microarrays. Gene expression was compared between HDAC9 risk allele-positive and risk allele-negative LVAS patients and controls. Functional analysis identified canonical pathways and molecular functions associated with rs2107595 in LVAS. In HDAC9 SNP rs2107595 risk allele-positive LVAS patients, there were 155 genes differentially expressed compared to risk allele-negative patients (fold change > |1.2|, p < 0.05). The 155 genes separated the risk allele-positive and risk allele-negative LVAS patients on a principal component analysis. Pathways associated with HDAC9 risk allele-positive status involved IL-6 signaling, cholesterol efflux, and platelet aggregation. These preliminary data suggest an association with the HDAC9 rs2107595 risk allele and peripheral immune, lipid, and clotting systems in LVAS. Further study is required to evaluate whether these differences are related to large vessel atherosclerosis and stroke risk.
Collapse
|
38
|
Sharp FR, Xu H, Ander BP, Stamova B, Waldau B, Jickling GC, Ko N. Abstract 46: RNA Expression Profiles From Whole Blood Associated With Vasospasm in Patients With Subarachnoid Hemorrhage. Stroke 2019. [DOI: 10.1161/str.50.suppl_1.46] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Background and Purpose:
Though there are many biomarker studies of plasma and serum in patients with aneurysmal subarachnoid hemorrhage (SAH), few have examined cells in blood that might contribute to vasospasm and delayed ischemic neurological deficits (DIND). In this study we evaluate inflammatory and prothrombotic pathways by examining RNA expression in whole blood (including leukocytes, platelets) of SAH patients with vasospasm compared to those without vasospasm.
Methods:
Adult patients with aneurysmal SAH admitted to UCSF from 2003 to 2010 were enrolled. Patients with vasospasm (n=29) and without vasospasm (n=21) were matched for sex, race/ethnicity and aneurysm treatment method. Diagnosis of vasospasm was made by angiography. RNA expression was measured by Affymetrix Human Exon 1.0 ST Arrays. SAH patients with vasospasm were compared to those without vasospasm by ANCOVA to identify differential gene expression, exon expression and alternatively spliced transcript expression. Analyses were adjusted for age, batch, and days after SAH.
Results:
At the gene level there were 276 differentially expressed between SAH with vasospasm compared to patients without (P<0.05,
Collapse
|
39
|
Jickling G, Ander BP, Zhan X, Stamova B, Hull H, DeCarli C, Sharp FR. Abstract TMP117: Relationship of Cerebral White Matter Hyperintensity Progression and Leukocyte Activation. Stroke 2019. [DOI: 10.1161/str.50.suppl_1.tmp117] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Background:
Cerebral white matter hyperintensities (WMH) are an important contributor to injury in the aging brain. Progression in WMH volume is associated with cognitive decline and gait impairment. Understanding the factors associated with WMH progression may provide insight to pathogenesis and identify novel treatment targets to improve cognitive health.
Methods:
In 60 patients assessed for a cognitive complaint, an MRI brain was obtained at baseline and then repeated at a median of 5.9 years (IQR 3.5-8.2 years) from start of study. WMH was measured by semi-automated segmentation protocol and rate of progression per year determined. A blood sample was acquired at baseline in a PAXgene tube and used to measure whole genome RNA expression by RNA sequencing. The relationship between rate of WMH progression over time and leukocyte RNA expression was analyzed.
Results:
The mean age was 76.1 (SD 8.3) years and 61% of participants were female. The median rate of WMH progression over 5.8 years was 1.3 mm
3
/year (IQR 0.27-3.3mm
3
/year). The median WMH volume was 5.5 mL (IQR 2.2-14.2). Patients in the quartile with the highest rate of WMH progression had increased leukocyte expression of genes involved in pattern recognition receptors (INFK, NLRP3, OAS1, TGFB1), interferon signaling (IFI6, IFIT1, IFITM3), and leukocyte extravasation (CLDN5, ICAM1, ITGB3, NCF1, TIMP2). A gene model could predict patients likely to experience a high rate of WMH progression over time with >80% accuracy. This remained significant when adjusted for factors associated with WMH progression.
Conclusions:
Progression of WMH over time is associated with increased expression of genes involved in leukocyte extravasation, pattern recognition receptor activation and interferon signaling. Patients at risk for WMH progression may be identified by leukocyte RNA expression. Further studies are needed to evaluate the role of peripheral inflammation in relation to rate of WMH progression and contribution to cognitive decline.
Collapse
|
40
|
Batool Y, Sykes G, Ander BP, Stamova B, Sharp FR, Jickling GC. Abstract WP535: Differential Immune Activation in Patients With Acute Ischemic Stroke and Admission Blood Pressure Greater Than 185/110 mm Hg. Stroke 2019. [DOI: 10.1161/str.50.suppl_1.wp535] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Background:
A blood pressure > 185/110 mm Hg is associated with increased risk of tPA related hemorrhagic transformation (HT). Stroke guidelines recommend blood pressure >185/110 mm Hg be lowered before tPA treatment. How high blood pressure increases blood-brain barrier disruption and risk of hemorrhagic transformation remains poorly understood. We evaluated peripheral leukocyte activation in stroke patients in relation to elevated blood pressure and their potential contribution to blood-brain barrier disruption.
Methods:
Blood samples from acute ischemic stroke patients were collected within 3 hours of stroke onset, prior to treatment with thrombolytic. Patients were grouped by BP >185/110 mm Hg (n=19) and BP <185/110 mm Hg (n=46). Total blood RNA was assessed by whole genome microarray and differential gene expression analyzed by ANCOVA. Functional analysis of identified genes was performed. Correlation analysis was conducted to identify genes correlated with systolic blood pressure.
Results:
Strokes with admission BP >185/110 mm Hg had 231 genes differentially expressed compared to strokes with BP <185/110 mm Hg (p <0.05, fold change ≥|1.2|). Key genes and pathways associated with BP>185/110 mm Hg included downregulation of
caveolin-1
and upregulation of matrix metalloproteinases (MMPs). Several of these genes, including MMP-21, linearly correlated with increasing systolic blood pressure (r=0.25, p = 0.02).
Conclusions:
A blood pressure >185/110 mm Hg is associated with differential immune activation in patients with acute ischemic stroke, including
caveolin-1
and matrix metalloproteinases. These differences may contribute to blood-brain barrier disruption and risk of hemorrhagic transformation in acute stroke patients with blood pressure >185/110 mm Hg. Whether modulating immune activation could reduce blood-brain barrier disruption and risk of HT requires further study.
Collapse
|
41
|
Lv B, Cheng X, Sharp FR, Ander BP, Liu DZ. MicroRNA-122 Mimic Improves Stroke Outcomes and Indirectly Inhibits NOS2 After Middle Cerebral Artery Occlusion in Rats. Front Neurosci 2018; 12:767. [PMID: 30405345 PMCID: PMC6207613 DOI: 10.3389/fnins.2018.00767] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2018] [Accepted: 10/03/2018] [Indexed: 01/19/2023] Open
Abstract
Aim: Our previous study demonstrated miR-122 mimic decreased NOS2 expression in blood leucocytes and improved stroke outcomes when given immediately after middle cerebral artery occlusion (MCAO) in rats. Since NOS2 is associated with neuro-inflammation in stroke and decreasing NOS2 expression alone in leucocytes is insufficient to improve stroke outcomes, we hypothesized that miR-122 mimic may also decrease NOS2 expression in brain microvascular endothelial cells (BMVECs) even at extended time windows. Methods: We administered PEG-liposome wrapped miR-122 mimic (2.4 mg/kg, i.v.) 0 or 6 h after MCAO, and assessed stroke volume and NOS2 expression in BMVECs 24 h following MCAO in rats. Luciferase reporter assays were used to determine if miR-122 binds to 3′ untranslated regions (3′UTR) of NOS2. Results: The data showed that miR-122 mimic decreased infarct volumes and decreased MCAO-induced NOS2 over-expression in BMVECs. However, miR-122 did not bind to 3′UTR of NOS2 in the luciferase assays. Conclusion: The data show the 6-h period of therapeutic efficacy of miR-122 mimic which could relate to indirect knockdown of NOS2 in both BMVECs and leucocytes.
Collapse
|
42
|
Abstract
Central nervous system (CNS) injuries, such as stroke, traumatic brain injury (TBI) and spinal cord injury (SCI), are important causes of death and long-term disability worldwide. MicroRNA (miRNA), small non-coding RNA molecules that negatively regulate gene expression, can serve as diagnostic biomarkers and are emerging as novel therapeutic targets for CNS injuries. MiRNA-based therapeutics include miRNA mimics and inhibitors (antagomiRs) to respectively decrease and increase the expression of target genes. In this review, we summarize current miRNA-based therapeutic applications in stroke, TBI and SCI. Administration methods, time windows and dosage for effective delivery of miRNA-based drugs into CNS are discussed. The underlying mechanisms of miRNA-based therapeutics are reviewed including oxidative stress, inflammation, apoptosis, blood-brain barrier protection, angiogenesis and neurogenesis. Pharmacological agents that protect against CNS injuries by targeting specific miRNAs are presented along with the challenges and therapeutic potential of miRNA-based therapies.
Collapse
|
43
|
Zhan X, Stamova B, Sharp FR. Lipopolysaccharide Associates with Amyloid Plaques, Neurons and Oligodendrocytes in Alzheimer's Disease Brain: A Review. Front Aging Neurosci 2018. [PMID: 29520228 PMCID: PMC5827158 DOI: 10.3389/fnagi.2018.00042] [Citation(s) in RCA: 197] [Impact Index Per Article: 32.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
This review proposes that lipopolysaccharide (LPS, found in the wall of all Gram-negative bacteria) could play a role in causing sporadic Alzheimer’s disease (AD). This is based in part upon recent studies showing that: Gram-negative E. coli bacteria can form extracellular amyloid; bacterial-encoded 16S rRNA is present in all human brains with over 70% being Gram-negative bacteria; ultrastructural analyses have shown microbes in erythrocytes of AD patients; blood LPS levels in AD patients are 3-fold the levels in control; LPS combined with focal cerebral ischemia and hypoxia produced amyloid-like plaques and myelin injury in adult rat cortex. Moreover, Gram-negative bacterial LPS was found in aging control and AD brains, though LPS levels were much higher in AD brains. In addition, LPS co-localized with amyloid plaques, peri-vascular amyloid, neurons, and oligodendrocytes in AD brains. Based upon the postulate LPS caused oligodendrocyte injury, degraded Myelin Basic Protein (dMBP) levels were found to be much higher in AD compared to control brains. Immunofluorescence showed that the dMBP co-localized with β amyloid (Aβ) and LPS in amyloid plaques in AD brain, and dMBP and other myelin molecules were found in the walls of vesicles in periventricular White Matter (WM). These data led to the hypothesis that LPS acts on leukocyte and microglial TLR4-CD14/TLR2 receptors to produce NFkB mediated increases of cytokines which increase Aβ levels, damage oligodendrocytes and produce myelin injury found in AD brain. Since Aβ1–42 is also an agonist for TLR4 receptors, this could produce a vicious cycle that accounts for the relentless progression of AD. Thus, LPS, the TLR4 receptor complex, and Gram-negative bacteria might be treatment or prevention targets for sporadic AD.
Collapse
|
44
|
Jickling G, Ander BP, Shroff N, Hamade F, Stamova B, Dykstra-Aiello C, Liu D, Sharp FR. Abstract TP274: HMGB1 is Regulated by Microrna in Patients With Ischemic Stroke. Stroke 2018. [DOI: 10.1161/str.49.suppl_1.tp274] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Background:
High mobility group box 1 (HMGB1) is a strong inducer of inflammatory pathways in ischemic stroke, and a marker of worse neurological outcome at 1 year. As such HMGB1 may contribute to secondary brain injury and decline in ischemic stroke. We sought to understand the regulation of HMGB1 by microRNA in patients with ischemic stroke and the relationship to stroke severity.
Methods:
In 106 ischemic stroke patients and 106 vascular risk factor controls levels of HMGB1 were compared in relationship to levels of microRNA. HMGB1 in plasma was measured by ELISA. microRNA isolated from circulating leukocytes were measured by microarray and confirmed by RT-PCR. HMGB1 regulation by identified microRNA were assessed both in-silico and in-vitro by luciferase assay.
Results:
HMGB1 is increased in ischemic stroke patients compared to controls (p<0.05) in a manner that is related to severity of stroke. An increase in admission NIHSS is associated with an increase in HMGB1. The increase in HMGB1 corresponded with a decreased in microRNA let7i. Direct regulation of HMGB1 was shown for microRNA let7i. When HMGB1 levels were adjusted for let7i, the association with NIHSS was no longer present.
Conclusions:
HMGB1 is increased in patients with stroke and correlates with stroke severity. microRNA regulate HMGB1 in patients with stroke and may be an important mediator of immune activation associated with secondary ischemic brain injury.
Collapse
|
45
|
Shroff N, Jickling GC, Ander BP, Sharp FR. Abstract TP134: HDAC9 Polymorphisms Alter Blood Gene Expression in Patients With Large Vessel Atherosclerotic Stroke. Stroke 2018. [DOI: 10.1161/str.49.suppl_1.tp134] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Background and Purpose:
HDAC9 polymorphisms rs2107595 and rs11984041 are associated with large vessel atherosclerotic stroke. HDAC9 regulates gene expression and is expressed in circulating leukocytes involved in atherosclerosis. In this study, we sought to determine whether HDAC9 single nucleotide polymorphisms (SNPs) rs2107595 or rs11984041 influence gene expression in blood of patients with large vessel atherosclerotic stroke (LVAS).
Methods:
In 155 patients (43 LVAS and 112 vascular risk factor control) HDAC9 was genotyped for SNPs rs2107595 and rs11984041. RNA was isolated from whole blood and gene expression differences between HDAC9 risk allele positive and risk allele negative LVAS and control patients identified using human transcriptome microarrays. Pathway analysis was performed to identify canonical pathways and molecular functions associated with HDAC9 SNPs in LVAS.
Results:
In rs2107595 risk allele positive LVAS patients there were 155 genes differentially expressed compared to SNP negative patients (fold change > |1.2|, p<0.05). Over represented pathways corresponded to IL6 signaling, cholesterol efflux and platelet aggregation. In rs11984041 risk allele positive LVAS patients there were 419 genes differentially expressed genes compared to risk allele negative patients (fold change > |1.2|, p<0.05). Over represented pathways included NF-?B signaling, T cell response and macrophage activation.
Conclusions:
Polymorphisms in HDAC9 are associated with differences in gene expression in blood cells of patients with LVAS. The risk alleles in HDAC9 may contribute to functional differences in peripheral immune cells involved in stroke related atherosclerosis, plaque stability, and inflammation.
Collapse
|
46
|
Swor DE, Sharp FR, Jickling GC. Clinical Reasoning: A case of altered mental status, not otherwise specified. Neurology 2017; 89:e154-e158. [PMID: 28947587 DOI: 10.1212/wnl.0000000000004416] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
|
47
|
Liu DZ, Waldau B, Ander BP, Zhan X, Stamova B, Jickling GC, Lyeth BG, Sharp FR. Inhibition of Src family kinases improves cognitive function after intraventricular hemorrhage or intraventricular thrombin. J Cereb Blood Flow Metab 2017; 37:2359-2367. [PMID: 27624844 PMCID: PMC5531336 DOI: 10.1177/0271678x16666291] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Intraventricular hemorrhage causes spatial memory loss, but the mechanism remains unknown. Our recent studies demonstrated that traumatic brain injury activates Src family kinases, which cause spatial memory loss. To test whether the spatial memory loss was due to blood in the ventricles, which activated Src family kinases, we infused autologous whole blood or thrombin into the lateral ventricles of adult rats to model non-traumatic intraventricular hemorrhage. Hippocampal neuron loss was examined 1 day to 5 weeks later. Spatial memory function was assessed 29 to 33 days later using the Morris water maze. Five weeks after the ventricular injections of blood or thrombin, there was death of most hippocampal neurons and significant memory deficits compared with sham operated controls. These data show that intraventricular thrombin is sufficient to kill hippocampal neurons and produce spatial memory loss. In addition, systemic administration of the non-specific Src family kinase inhibitor PP2 or intraventricular injection of siRNA-Fyn, a Src family kinase family member, prevented hippocampal neuronal loss and spatial memory deficits following intraventricular hemorrhage. The data support the conclusions that thrombin mediates the hippocampal neuronal cell death and spatial memory deficits produced by intraventricular blood and that these can be blocked by non-specific inhibition of Src family kinases or by inhibiting Fyn.
Collapse
|
48
|
Jauch EC, Barreto AD, Broderick JP, Char DM, Cucchiara BL, Devlin TG, Haddock AJ, Hicks WJ, Hiestand BC, Jickling GC, June J, Liebeskind DS, Lowenkopf TJ, Miller JB, O'Neill J, Schoonover TL, Sharp FR, Peacock WF. Biomarkers of Acute Stroke Etiology (BASE) Study Methodology. Transl Stroke Res 2017; 8:10.1007/s12975-017-0537-3. [PMID: 28477280 PMCID: PMC5590025 DOI: 10.1007/s12975-017-0537-3] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2017] [Revised: 04/02/2017] [Accepted: 04/27/2017] [Indexed: 11/25/2022]
Abstract
Acute ischemic stroke affects over 800,000 US adults annually, with hundreds of thousands more experiencing a transient ischemic attack. Emergent evaluation, prompt acute treatment, and identification of stroke or TIA (transient ischemic attack) etiology for specific secondary prevention are critical for decreasing further morbidity and mortality of cerebrovascular disease. The Biomarkers of Acute Stroke Etiology (BASE) study is a multicenter observational study to identify serum markers defining the etiology of acute ischemic stroke. Observational trial of patients presenting to the hospital within 24 h of stroke onset. Blood samples are collected at arrival, 24, and 48 h later, and RNA gene expression is utilized to identify stroke etiology marker candidates. The BASE study began January 2014. At the time of writing, there are 22 recruiting sites. Enrollment is ongoing, expected to hit 1000 patients by March 2017. The BASE study could potentially aid in focusing the initial diagnostic evaluation to determine stroke etiology, with more rapidly initiated targeted evaluations and secondary prevention strategies.Clinical Trial Registration Clinicaltrials.gov NCT02014896 https://clinicaltrials.gov/ct2/show/NCT02014896?term=biomarkers+of+acute+stroke+etiology&rank=1.
Collapse
|
49
|
Tylee DS, Hess JL, Quinn TP, Barve R, Huang H, Zhang-James Y, Chang J, Stamova BS, Sharp FR, Hertz-Picciotto I, Faraone SV, Kong SW, Glatt SJ. Blood transcriptomic comparison of individuals with and without autism spectrum disorder: A combined-samples mega-analysis. Am J Med Genet B Neuropsychiatr Genet 2017; 174:181-201. [PMID: 27862943 PMCID: PMC5499528 DOI: 10.1002/ajmg.b.32511] [Citation(s) in RCA: 37] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/29/2016] [Accepted: 10/21/2016] [Indexed: 12/25/2022]
Abstract
Blood-based microarray studies comparing individuals affected with autism spectrum disorder (ASD) and typically developing individuals help characterize differences in circulating immune cell functions and offer potential biomarker signal. We sought to combine the subject-level data from previously published studies by mega-analysis to increase the statistical power. We identified studies that compared ex vivo blood or lymphocytes from ASD-affected individuals and unrelated comparison subjects using Affymetrix or Illumina array platforms. Raw microarray data and clinical meta-data were obtained from seven studies, totaling 626 affected and 447 comparison subjects. Microarray data were processed using uniform methods. Covariate-controlled mixed-effect linear models were used to identify gene transcripts and co-expression network modules that were significantly associated with diagnostic status. Permutation-based gene-set analysis was used to identify functionally related sets of genes that were over- and under-expressed among ASD samples. Our results were consistent with diminished interferon-, EGF-, PDGF-, PI3K-AKT-mTOR-, and RAS-MAPK-signaling cascades, and increased ribosomal translation and NK-cell related activity in ASD. We explored evidence for sex-differences in the ASD-related transcriptomic signature. We also demonstrated that machine-learning classifiers using blood transcriptome data perform with moderate accuracy when data are combined across studies. Comparing our results with those from blood-based studies of protein biomarkers (e.g., cytokines and trophic factors), we propose that ASD may feature decoupling between certain circulating signaling proteins (higher in ASD samples) and the transcriptional cascades which they typically elicit within circulating immune cells (lower in ASD samples). These findings provide insight into ASD-related transcriptional differences in circulating immune cells. © 2016 Wiley Periodicals, Inc.
Collapse
|
50
|
Schumann CM, Sharp FR, Ander BP, Stamova B. Possible sexually dimorphic role of miRNA and other sncRNA in ASD brain. Mol Autism 2017; 8:4. [PMID: 28184278 PMCID: PMC5294827 DOI: 10.1186/s13229-017-0117-0] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2016] [Accepted: 01/06/2017] [Indexed: 12/18/2022] Open
Abstract
Background Autism spectrum disorder (ASD) is sexually dimorphic in brain structure, genetics, and behaviors. In studies of brain tissue, the age of the population is clearly a factor in interpreting study outcome, yet sex is rarely considered. To begin to address this issue, we extend our previously published microarray analyses to examine expression of small noncoding RNAs (sncRNAs), including microRNAs (miRNAs), in ASD and in the control temporal cortex in males and females. Predicted miRNA targets were identified as well as the pathways they overpopulate. Findings After considering age, sexual dimorphism in ASD sncRNA expression persists in the temporal cortex and in the patterning that distinguishes regions. Among the sexually dimorphic miRNAs are miR-219 and miR-338, which promote oligodendrocyte differentiation, miR-125, implicated in neuronal differentiation, and miR-488, implicated in anxiety. Putative miRNA targets are significantly over-represented in immune and nervous system pathways in both sexes, consistent with previous mRNA studies. Even for common pathways, the specific target mRNAs are often sexually dimorphic. For example, both male and female target genes significantly populate the Axonal Guidance Signaling pathway, yet less than a third of the targets are common to both sexes. Conclusions Our findings of sexual dimorphism in sncRNA levels underscore the importance of considering sex, in addition to age, when interpreting molecular findings on ASD brain. Electronic supplementary material The online version of this article (doi:10.1186/s13229-017-0117-0) contains supplementary material, which is available to authorized users.
Collapse
|