microRNA profiling of human PSP ... - Regulus...
Transcript of microRNA profiling of human PSP ... - Regulus...
microRNA profiling of human PSP, CBD, and DLBD brain tissues compared to normal controls
Heather Estrella1, Randy Soriano1, Kimberlee Fischer1, Jeff Friedman2, Dennis Dickson3, Adam Pavlicek1
, 1Regulus Therapeutics, San Diego, CA, 2CurePSP, San Diego, CA, 3Mayo Clinic, Jacksonville, FL
Abstract ResultsProgressive Supranuclear Palsy (PSP) and Corticobasal Degeneration (CBD) are
sporadic parkinsonian disorders with Tau pathology that share many molecular and
clinical features. Patients with these disorders experience relentless
neurodegeneration and typically succumb within 5 years of diagnosis. There are
currently no disease modifying therapies for PSP or CBD, representing a significant
unmet medical need.
In this study, we performed comprehensive microRNA profiling in brain samples from
PSP (n=10) and CBD (n=10) independent human patients. As control groups, we used
brain samples from patients with no neurodegenerative disease (n=10). We also
included samples from patients with Diffuse Lewy Body Disease (DLBD) that lack Tau
involvement (n=10). From each subject, the frontal cortex and cerebellum were
isolated (total 80 samples) and profiled for microRNA expression using the Human
NanoString microRNA assays version 2. Data were normalized by positive controls
and total microRNA signal, background adjusted, and batch adjusted using ComBat (R
library sva). microRNAs with log2 expression > 2 in less than 10% of samples were
removed from analysis (low expression). 461 sufficiently expressed microRNAs
passed this cut-off and were used in subsequent differential expression analyses.
Many microRNAs were differentially expressed in PSP, CBD, and DLBD patients
compared to controls. Expression changes in the frontal cortex were much more
pronounced compared to the cerebellum. In the cortex, we found 53 microRNAs
commonly deregulated at a false discovery rate (FDR) < 20% in both PSP and CBD
samples compared to normal controls. Most of the significant microRNAs, including
many brain-specific transcripts, were downregulated indicating potential cell loss. A
similar pattern of downregulation was observed in the cortex of DLBD samples
compared to normal controls. Many of the differentially expressed microRNAs
identified in this study have been implicated in pathogenesis of other
neurodegenerative diseases and may represent common drivers of neurodegenerative
disorders warranting further investigations.
Results
Society for Neuroscience, November 12-16, 2016, San Diego, CA
Poster #: 514.14-Z10
Abbreviations
• PSP Progressive Supranuclear Palsy
• CBD Corticobasal Degeneration
• DLBD Diffuse Lewy Body Disease
• FC Fold-change (log2)
• PV or P.Value Student’s T-test p-value
• FDR False-discovery rate• Many significant microRNAs detected
• Mostly loss of microRNA expression in DLBD compared to normal
Figure 4. DLBD vs. normal: frontal cortex
Methods
Study Design
Each disease had 10 subjects with both frontal lobe and cerebellum with the
exception of the normal group which had 9 (1 sample failed quality control)
Profiling
• Samples were run on 7 NanoString human microRNA cartridges (1 cartridge for 12
samples; NS_H_miR_v2)
• Samples were randomized with respect to tissue types and disease status
• Data normalized by positive controls and total microRNA signal, background
adjustment
• Batch adjustment using ComBat (R library sva)
Analysis
• microRNAs with log2 expression > 2 in less than 10% of samples were removed
from analysis (low expression; 461 microRNA assays passed this cut-off)
• Differential gene expression analysis based on moderated t-test (R limma package)
• P-values corrected by Benjamini-Hochberg false discovery rate (FDR)
• FDR cutoff set to 0.2 (20%) for volcano plots and Venn diagrams
Objectives
To determine the overall microRNA regulation for PSP, CBD and DLBD vs. normal
frontal lobe or cerebellum and common microRNA differentiation amongst these
neurodegenerative diseases • More dramatic microRNA expression changes found in the frontal cortex compared to
cerebellum
• There appears to be a loss of microRNAs in PSP and CBD compared to normal brain
tissues
• Several commonly up-regulated microRNAs identified in PSP and CBD samples may
represent common drivers of neurodegenerative disorders
Conclusions
Figure 2. CBD vs. normal: frontal cortex
• Many significant microRNAs detected
• Mostly loss of microRNA expression in CBD compared to normal
• Many differentially expressed microRNA
• Mostly loss of microRNA expression in PSP compared to normal
Figure 1. PSP vs. normal: frontal cortex
• Fewer differentially expressed microRNAs found compared to frontal cortex
• Similar results for CBD and DLBD (not shown)
Figure 3. PSP vs. normal: cerebellum
Overlap significant miR(FDR < 0.2)
PSP CBD DLBD Normal
FC
FD
R
miR
Down-regulated miRPSPCBDNormal
Up-regulated miR
Figure 5. Overlap between PSP vs. normal & CBD vs. normal frontal lobe
differential expression sets
• Differential analysis including both PSP and CBD vs. normal, adjusted for disease
type
• Many consistently deregulated microRNAs found at FDR < 20%
• 14 consistently up-regulated
PSP CBD DLBD Normal
FC
FD
R
miR
PSP CBD DLBD Normal
FC
FD
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miR
PSP CBD DLBD Normal
FC
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miR