Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge, UK.
Prostate. 2010 Dec 1;70(16):1746-59. doi: 10.1002/pros.21210.
Whole genome association studies have identified many loci associated with the risk of prostate cancer (PC). However, very few of the genes associated with these loci have been related to specific processes of prostate carcinogenesis. Therefore I inferred biological functions associated with these risk genes using gene expression correlation analysis.
PC risk genes reported in the literature were classified as having high (P<10(-6)), medium (P<10(-4)), or low (P<10(-2)) statistical confidence. Correlation coefficients of the expression levels between the risk genes and other genes in cancerous prostates samples were compared against those in normal prostates using a microarray dataset from Gene Expression Omnibus.
Overall, significant decrease of correlations in PC was observed between the levels of expression of the high-confidence genes and other genes in the microarray dataset, whereas correlation between low-confidence genes and other genes in PC showed smaller decrease. Genes involved in developmental processes were significantly correlated with all risk gene categories. Ectoderm development genes, which may be related to squamous metaplasia, and genes enriched in fetal prostate stem cells (PSCs) showed strong association with the high-confidence genes. The association between the PSC genes and the low-confidence genes was weak, but genes related to neural system genes showed strong association with low-confidence genes.
The high-confidence risk genes may be associated with an early stage of prostate carcinogenesis, possibly involving PSCs and squamous metaplasia. The low-confidence genes may be involved in a later stage of carcinogenesis.
全基因组关联研究已经确定了许多与前列腺癌(PC)风险相关的基因座。然而,与这些基因座相关的基因中,很少有与前列腺癌发生的特定过程有关。因此,我使用基因表达相关性分析推断与这些风险基因相关的生物学功能。
将文献中报道的 PC 风险基因分为高(P<10(-6))、中(P<10(-4))或低(P<10(-2)))统计置信度。使用基因表达综合数据库中的微阵列数据集,比较风险基因与癌前列腺样本中其他基因的表达水平之间的相关系数与正常前列腺样本中的相关系数。
总体而言,在微阵列数据集中,高置信度基因的表达水平与其他基因之间的相关性在 PC 中显著降低,而低置信度基因与 PC 中其他基因之间的相关性降低较小。参与发育过程的基因与所有风险基因类别均呈显著相关性。可能与鳞状化生有关的外胚层发育基因和富含胎儿前列腺干细胞(PSC)的基因与高置信度基因强烈相关。PSC 基因与低置信度基因之间的相关性较弱,但与神经系统基因相关的基因与低置信度基因有很强的相关性。
高置信度风险基因可能与前列腺癌发生的早期阶段有关,可能涉及 PSCs 和鳞状化生。低置信度基因可能与癌症发生的后期阶段有关。