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Abstract Number: 1895

Identification Of Aberrant Pathways In Osteoarthritis Using RNA-Seq

Kathleen M. Fisch1, Masahiko Saito2, Ryuichiro Akagi1, Stuart Duffy1, Andrew I. Su1 and Martin K. Lotz1, 1Molecular and Experimental Medicine, The Scripps Research Institute, La Jolla, CA, 2Orthopaedic Surgery, Toho University Sakura Medical Center, Sakura, Japan

Meeting: 2013 ACR/ARHP Annual Meeting

Keywords: Gene Expression, RNA and osteoarthritis

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Session Information

Title: Genetics and Genomics of Rheumatic Disease II

Session Type: Abstract Submissions (ACR)

Background/Purpose: Osteoarthritis (OA) is a prevalent joint disease that is characterized by the destruction of articular cartilage, although the disease process affects all joint tissues.  Understanding the biology of joint homeostasis and the mechanisms of disease will increase our understanding of OA, particularly as it relates to aging.  This long-term study aims to integrate genomic, epigenetic, transcriptomic and proteomic data on both normal and OA joint tissues to build a multidimensional molecular profile for OA and aging.  The first phase of this project explores the gene expression profiles of articular cartilage from normal and OA human knee joints.  In this study, we identified differentially expressed genes between normal and OA articular cartilage using RNA-sequencing (RNA-seq) to discover key biological pathways that are dysregulated in OA. 

Methods: We extracted total RNA from full-thickness articular cartilage from 10 human donors (5 normal and 5 severe OA) using the Ambion RNAqueous Kit and prepared RNA libraries for sequencing using the NuGen Encore Complete RNA-Seq DR Multiplex System.  Sequencing was performed on an Illumina HiSeq 2000 (single-end, 100bp reads).  Raw data were checked for quality using FASTQC, and the raw FASTQ files were aligned to the human genome (hg19) using TOPHAT2.  Aligned transcripts were assembled with CUFFLINKS2 and differentially expressed (DE) transcripts were determined using CUFFDIFF2 with a false discovery rate q-value of 0.05, fragment bias correction and upper quartile normalization.  We conducted a signaling pathway impact analysis using the Bioconductor packages SPIA and Graphite with the KEGG, Reactome, BioCarta and National Cancer Institute/Nature Pathway Interaction Databases (NCI/NPID) to identify potential functional pathways dysregulated in OA. 

Results: A total of 2,180 DE genes were discovered between OA and normal human cartilage.  Of these DE genes, 1,428 were significantly up-regulated in OA and 752 were significantly down-regulated in OA (Table 1).  The five DE genes with the largest fold-change that were up-regulated in OA include COL1A1, THY1, TGFBI, CLDN7, and SLPI.  The five DE genes with the largest fold-change that were down-regulated in OA include ADM, CHPF2, HILPDA, SERPINA10 and NRF1.  Signaling pathway impact analysis revealed 11 significantly perturbed pathways in OA (Table 2). 

Conclusion: This transcriptome analysis of OA articular cartilage reveals complex gene expression patterns and pathways that are involved in the disease.  These results provide preliminary insights into an integrated, molecular understanding of OA.

 


Table 2. Pathways identified as significantly dysregulated in Osteoarthritis by signaling pathway impact analysis.

Pathway

Database

pSize

NDE

pNDE

tA

pPERT

pG

pGFdr

pGFWER

Status

ECM-receptor Interaction

KEGG

85

11

2.1E-06

2.8E+01

5.0E-06

2.8E-10

3.4E-08

3.4E-08

Activated

Hypoxic and oxygen homeostasis regulation of HIF-1-alpha

NCI/NPID

74

13

5.8E-09

0.0E+00

1.0E+00

1.2E-07

6.8E-06

1.1E-05

Inhibited

HIF-1-alpha transcription factor network

NCI/NPID

62

12

7.1E-09

0.0E+00

1.0E+00

1.4E-07

6.8E-06

1.4E-05

Inhibited

Smooth muscle contraction

Reactome

24

7

5.2E-07

4.7E+00

5.5E-01

4.6E-06

1.2E-03

1.2E-03

Activated

Focal adhesion

KEGG

200

15

3.1E-05

4.8E+01

2.6E-02

1.2E-05

7.4E-04

1.5E-03

Activated

Systemic Lupus Erythematosus

KEGG

131

4

3.2E-01

2.1E+01

5.0E-06

2.2E-05

9.3E-04

2.8E-03

Activated

HIF-2-alpha transcription factor network

NCI/NPID

29

7

2.1E-06

0.0E+00

1.0E+00

3.0E-05

9.7E-04

2.9E-03

Inhibited

Circadian Rhythym

KEGG

22

6

5.4E-06

-2.6E-01

9.7E-01

6.9E-05

2.1E-03

8.5E-03

Inhibited

C-MYB transcription factor network

NCI/NPID

75

9

3.3E-05

-1.7E+00

4.7E-01

1.9E-04

4.4E-03

1.8E-02

Inhibited

E-cadherin signaling events

NCI/NPID

247

17

2.8E-05

-5.2E+00

6.8E-01

2.3E-04

4.4E-03

2.2E-02

Inhibited

Syndecan-4 mediated signaling events

NCI/NPID

184

11

2.2E-03

2.0E+01

1.4E-02

3.5E-04

5.7E-03

3.4E-02

Activated

pSize: number of genes in the pathway; NDE: number of DE genes in pathway; pNDE: Probability to observe at least NDE genes in the pathway; tA: observed total perturbation accumulation in the pathway; pPERT: probability to observe a total accumulation more extreme than tA by chance; pG: p-value obtained by combinging pNDE and pPERT; pGFdr: False discovery rate; pGFWER: Bonferroni adjusted global p-values; Status: Direction in which the pathway is perturbed.

 


Disclosure:

K. M. Fisch,
None;

M. Saito,
None;

R. Akagi,
None;

S. Duffy,
None;

A. I. Su,
None;

M. K. Lotz,
None.

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