Deprecated: Implicit conversion from float 219.6 to int loses precision in C:\Inetpub\vhosts\kidney.de\httpdocs\pget.php on line 534
Deprecated: Implicit conversion from float 219.6 to int loses precision in C:\Inetpub\vhosts\kidney.de\httpdocs\pget.php on line 534
Deprecated: Implicit conversion from float 219.6 to int loses precision in C:\Inetpub\vhosts\kidney.de\httpdocs\pget.php on line 534
Deprecated: Implicit conversion from float 219.6 to int loses precision in C:\Inetpub\vhosts\kidney.de\httpdocs\pget.php on line 534
Deprecated: Implicit conversion from float 219.6 to int loses precision in C:\Inetpub\vhosts\kidney.de\httpdocs\pget.php on line 534
Deprecated: Implicit conversion from float 219.6 to int loses precision in C:\Inetpub\vhosts\kidney.de\httpdocs\pget.php on line 534
Deprecated: Implicit conversion from float 253.2 to int loses precision in C:\Inetpub\vhosts\kidney.de\httpdocs\pget.php on line 534
Deprecated: Implicit conversion from float 253.2 to int loses precision in C:\Inetpub\vhosts\kidney.de\httpdocs\pget.php on line 534
Deprecated: Implicit conversion from float 253.2 to int loses precision in C:\Inetpub\vhosts\kidney.de\httpdocs\pget.php on line 534
Warning: imagejpeg(C:\Inetpub\vhosts\kidney.de\httpdocs\phplern\29142286
.jpg): Failed to open stream: No such file or directory in C:\Inetpub\vhosts\kidney.de\httpdocs\pget.php on line 117 Sci+Rep
2017 ; 7
(1
): 15639
Nephropedia Template TP
gab.com Text
Twit Text FOAVip
Twit Text #
English Wikipedia
Discovery of Bladder Cancer-related Genes Using Integrative Heterogeneous Network
Modeling of Multi-omics Data
#MMPMID29142286
Peng C
; Li A
; Wang M
Sci Rep
2017[Nov]; 7
(1
): 15639
PMID29142286
show ga
In human health, a fundamental challenge is the identification of disease-related
genes. Bladder cancer (BC) is a worldwide malignant tumor, which has resulted in
170,000 deaths in 2010 up from 114,000 in 1990. Moreover, with the emergence of
multi-omics data, more comprehensive analysis of human diseases become possible.
In this study, we propose a multi-step approach for the identification of
BC-related genes by using integrative Heterogeneous Network Modeling of
Multi-Omics data (iHNMMO). The heterogeneous network model properly and
comprehensively reflects the multiple kinds of relationships between genes in the
multi-omics data of BC, including general relationships, unique relationships
under BC condition, correlational relationships within each omics and regulatory
relationships between different omics. Besides, a network-based propagation
algorithm with resistance is utilized to quantize the relationships between genes
and BC precisely. The results of comprehensive performance evaluation suggest
that iHNMMO significantly outperforms other approaches. Moreover, further
analysis suggests that the top ranked genes may be functionally implicated in BC,
which also confirms the superiority of iHNMMO. In summary, this study shows that
disease-related genes can be better identified through reasonable integration of
multi-omics data.