Identification of markers of prostate cancer progression using candidate gene expression
Background: Metastatic prostate cancer (PCa) has no curative treatment options. Some forms of PCa are indolent and slow growing, while others metastasise quickly and may prove fatal within a very short time. The basis of this variable prognosis is poorly understood, despite considerable research. Th...
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Veröffentlicht in: | British journal of cancer 2012-01, Vol.106 (1), p.157-165 |
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Hauptverfasser: | , , , , , , , , , |
Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | Background:
Metastatic prostate cancer (PCa) has no curative treatment options. Some forms of PCa are indolent and slow growing, while others metastasise quickly and may prove fatal within a very short time. The basis of this variable prognosis is poorly understood, despite considerable research. The aim of this study was to identify markers associated with the progression of PCa.
Methods:
Artificial neuronal network analysis combined with data from literature and previous work produced a panel of putative PCa progression markers, which were used in a transcriptomic analysis of 29 radical prostatectomy samples and correlated with clinical outcome.
Results:
Statistical analysis yielded seven putative markers of PCa progression,
ANPEP, ABL1, PSCA, EFNA1, HSPB1, INMT
and
TRIP13.
Two data transformation methods were utilised with only markers that were significant in both selected for further analysis.
ANPEP
and
EFNA1
were significantly correlated with Gleason score. Models of progression co-utilising markers
ANPEP
and
ABL1
or
ANPEP
and
PSCA
had the ability to correctly predict indolent or aggressive disease, based on Gleason score, in 89.7% and 86.2% of cases, respectively. Another model of
TRIP13
expression in combination with preoperative PSA level and Gleason score was able to correctly predict recurrence in 85.7% of cases.
Conclusion:
This proof of principle study demonstrates a novel association of carcinogenic and tumourigenic gene expression with PCa stage and prognosis. |
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ISSN: | 0007-0920 1532-1827 |
DOI: | 10.1038/bjc.2011.490 |