Harvard Radiation Oncology Program, Boston, MA, USA.
J Natl Cancer Inst. 2012 May 2;104(9):670-81. doi: 10.1093/jnci/djs177. Epub 2012 Apr 13.
New tools are needed to predict outcomes of ovarian cancer patients treated with platinum-based chemotherapy. We hypothesized that a molecular score based on expression of genes that are involved in platinum-induced DNA damage repair could provide such prognostic information.
Gene expression data was extracted from The Cancer Genome Atlas (TCGA) database for 151 DNA repair genes from tumors of serous ovarian cystadenocarcinoma patients (n = 511). A molecular score was generated based on the expression of 23 genes involved in platinum-induced DNA damage repair pathways. Patients were divided into low (scores 0-10) and high (scores 11-20) score groups, and overall survival (OS) was analyzed by Kaplan-Meier method. Results were validated in two gene expression microarray datasets. Association of the score with OS was compared with known clinical factors (age, stage, grade, and extent of surgical debulking) using univariate and multivariable Cox proportional hazards models. Score performance was evaluated by receiver operating characteristic (ROC) curve analysis. Correlations between the score and likelihood of complete response, recurrence-free survival, and progression-free survival were assessed. Statistical tests were two-sided.
Improved survival was associated with being in the high-scoring group (high vs low scores: 5-year OS, 40% vs 17%, P < .001), and results were reproduced in the validation datasets (P < .05). The score was the only pretreatment factor that showed a statistically significant association with OS (high vs low scores, hazard ratio of death = 0.40, 95% confidence interval = 0.32 to 0.66, P < .001). ROC curves indicated that the score outperformed the known clinical factors (score in a validation dataset vs clinical factors, area under the curve = 0.65 vs 0.52). The score positively correlated with complete response rate, recurrence-free survival, and progression-free survival (Pearson correlation coefficient [r(2)] = 0.60, 0.84, and 0.80, respectively; P < .001 for all).
The DNA repair pathway-focused score can be used to predict outcomes and response to platinum therapy in ovarian cancer patients.
需要新的工具来预测接受铂类化疗的卵巢癌患者的预后。我们假设,基于参与铂诱导的 DNA 损伤修复的基因表达的分子评分可以提供此类预后信息。
从癌症基因组图谱(TCGA)数据库中提取了 151 例浆液性卵巢囊腺癌患者肿瘤的 151 个 DNA 修复基因的基因表达数据(n = 511)。基于参与铂诱导的 DNA 损伤修复途径的 23 个基因的表达,生成了一个分子评分。患者分为低(评分 0-10)和高(评分 11-20)评分组,通过 Kaplan-Meier 方法分析总生存期(OS)。结果在两个基因表达微阵列数据集进行了验证。使用单变量和多变量 Cox 比例风险模型,将评分与 OS 与已知的临床因素(年龄、分期、分级和手术减瘤程度)进行比较。通过接收者操作特征(ROC)曲线分析评估评分的性能。评估评分与完全缓解的可能性、无复发生存和无进展生存期之间的相关性。统计检验为双侧。
生存改善与高评分组相关(高评分组与低评分组:5 年 OS,40%与 17%,P <.001),且在验证数据集重现(P <.05)。该评分是唯一与 OS 具有统计学显著关联的预处理因素(高评分组与低评分组的死亡风险比=0.40,95%置信区间=0.32 至 0.66,P <.001)。ROC 曲线表明,该评分优于已知的临床因素(验证数据集的评分与临床因素,曲线下面积=0.65 与 0.52)。评分与完全缓解率、无复发生存和无进展生存期呈正相关(Pearson 相关系数[r(2)]分别为 0.60、0.84 和 0.80,均 P <.001)。
基于 DNA 修复途径的评分可用于预测卵巢癌患者的结局和对铂类治疗的反应。