Back

Development and validation of a transcriptional signature for the assessment of fibrosis in organs

Wang, B.; Chen, S.; Qian, H.; Chen, R.; He, Y.; Zhang, X.; Xuan, J.; Liu, Y.; Shi, G.

2020-03-17 allergy and immunology
10.1101/2020.03.14.20024141 medRxiv
Show abstract

BackgroundFibrosis in most organs has proven to be an critical factor related to high risk of morbidity and mortality, but an adequate assessment of fibrosis severity is still challenging. This study tried to evaluate fibrosis severity through a fibrosis transcriptional signature. MethodsA fibrosis transcriptional signature was developed through an integrated analysis of multiple expression profiling datasets of human organs with fibrosis-related diseases. A fibrosis severity score for each sample was the calculated through gene set variation analysis (GSVA), and its role in evaluating fibrosis severity was then analyzed. ResultsTen expression profiling datasets of human tissues with organ failure were integrated with robust rank aggregation method, and a fibrosis severity score consisting of 149 genes. Most of those included genes were involved in fibrogenic pathways. GSEA analysis revealed that fibrosis transcriptional signature was significantly enriched in the fibrogenic tissues. Additionally, we found that fibrosis transcriptional signature could effectively differentiate fibrosis tissues and non-fibrosis tissues. ConclusionThis study developed an useful fibrosis transcriptional signature involved in fibrosis-related diseases. This fibrosis transcriptional signature is helpful in precisely evaluating the fibrosis severity in common organs at the transcriptional level.

Matching journals

The top 3 journals account for 50% of the predicted probability mass.

1
Medicine
30 papers in training set
Top 0.1%
27.6%
2
PLOS ONE
4510 papers in training set
Top 11%
15.7%
3
Journal of Translational Medicine
46 papers in training set
Top 0.1%
13.3%
50% of probability mass above
4
Scientific Reports
3102 papers in training set
Top 21%
5.2%
5
Journal of Cellular and Molecular Medicine
18 papers in training set
Top 0.1%
2.9%
6
Frontiers in Medicine
113 papers in training set
Top 2%
2.8%
7
European Respiratory Journal
54 papers in training set
Top 0.8%
1.8%
8
Frontiers in Cardiovascular Medicine
49 papers in training set
Top 2%
1.8%
9
Journal of Clinical Medicine
91 papers in training set
Top 3%
1.8%
10
International Journal of Medical Informatics
25 papers in training set
Top 0.8%
1.8%
11
Clinical Infectious Diseases
231 papers in training set
Top 3%
1.3%
12
Journal of the American Heart Association
119 papers in training set
Top 3%
1.3%
13
BMC Medical Genomics
36 papers in training set
Top 0.9%
1.0%
14
Aging
69 papers in training set
Top 2%
1.0%
15
BMC Cardiovascular Disorders
14 papers in training set
Top 1%
1.0%
16
Epidemiology and Infection
84 papers in training set
Top 2%
1.0%
17
BMC Medicine
163 papers in training set
Top 6%
0.8%
18
International Journal of Infectious Diseases
126 papers in training set
Top 3%
0.8%
19
Medical Image Analysis
33 papers in training set
Top 0.9%
0.8%
20
Virologica Sinica
10 papers in training set
Top 0.4%
0.8%
21
International Journal of Epidemiology
74 papers in training set
Top 2%
0.8%
22
BMC Infectious Diseases
118 papers in training set
Top 5%
0.8%
23
EMBO Molecular Medicine
85 papers in training set
Top 4%
0.8%
24
Transplantation
13 papers in training set
Top 0.3%
0.8%
25
Journal of Medical Virology
137 papers in training set
Top 4%
0.8%
26
Biology
43 papers in training set
Top 4%
0.5%