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Comparison of triple-negative breast cancer molecular subtyping using RNA from matched fresh-frozen versus formalin-fixed paraffin-embedded tissue

机译:使用匹配的新鲜冷冻和福尔马林固定石蜡包埋组织中的RNA比较三阴性乳腺癌分子亚型

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Background Triple negative breast cancer (TNBC) is a heterogeneous disease that lacks unifying molecular alterations that can guide therapy decisions. We previously identified distinct molecular subtypes of TNBC (TNBCtype) using gene expression data generated on a microarray platform using frozen tumor specimens. Tumors and cell lines representing the identified subtypes have distinct enrichment in biologically relevant transcripts with differing sensitivity to standard chemotherapies and targeted agents. Since our initial discoveries, RNA-sequencing (RNA-seq) has evolved as a sensitive and quantitative tool to measure transcript abundance. Methods To demonstrate that TNBC subtypes were similar between platforms, we compared gene expression from matched specimens profiled by both microarray and RNA-seq from The Cancer Genome Atlas (TCGA). In the clinical care of patients with TNBC, tumor specimens collected for diagnostic purposes are processed by formalin fixation and paraffin-embedding (FFPE). Thus, for TNBCtype to eventually have broad and practical clinical utility we performed RNA-seq gene expression and molecular classification comparison between fresh-frozen (FF) and FFPE tumor specimens. Results Analysis of TCGA showed consistent subtype calls between 91% of evaluable samples demonstrating conservation of TNBC subtypes across microarray and RNA-seq platforms. We compared RNA-seq performed on 21-paired FF and FFPE TNBC specimens and evaluated genome alignment, transcript coverage, differential transcript enrichment and concordance of TNBC molecular subtype calls. We demonstrate that subtype accuracy between matched FF and FFPE samples increases with sequencing depth and correlation strength to an individual TNBC subtype. Conclusion s TNBC subtypes were reliably identified from FFPE samples, with highest accuracy if the samples were less than 4?years old and reproducible subtyping increased with sequencing depth. To reproducibly subtype tumors using gene expression, it is critical to select genes that do not vary due to platform type, tissue processing or RNA isolation method. The majority of differentially expressed transcripts between matched FF and FFPE samples could be attributed to transcripts selected for by RNA enrichment method. While differentially expressed transcripts did not impact TNBC subtyping, they will provide guidance on determining which transcripts to avoid when implementing a gene set size reduction strategy. Trial registration NCT00930930 07/01/2009.
机译:背景技术三阴性乳腺癌(TNBC)是一种异质性疾病,缺乏统一的分子变化来指导治疗决策。我们先前使用冷冻肿瘤标本在微阵列平台上生成的基因表达数据,确定了TNBC的不同分子亚型(TNBCtype)。代表已鉴定亚型的肿瘤和细胞系对生物学相关转录本的富集程度明显不同,对标准化学疗法和靶向药物的敏感性也不同。自从我们的最初发现以来,RNA测序(RNA-seq)已经发展成为一种用于测量转录本丰度的灵敏和定量工具。方法为了证明平台之间的TNBC亚型相似,我们比较了通过癌基因组图谱(TCGA)的微阵列和RNA序列分析的匹配标本的基因表达。在TNBC患者的临床护理中,通过福尔马林固定和石蜡包埋(FFPE)处理为诊断目的而收集的肿瘤标本。因此,为了使TNBCtype最终具有广泛而实用的临床用途,我们在新鲜冷冻(FF)和FFPE肿瘤标本之间进行了RNA-seq基因表达和分子分类比较。结果TCGA的分析显示91%的可评估样品之间存在一致的亚型调用,表明TNBC亚型在微阵列和RNA-seq平台上具有保守性。我们比较了在21对FF和FFPE TNBC标本上进行的RNA测序,并评估了基因组比对,转录本覆盖率,差异转录本富集和TNBC分子亚型调用的一致性。我们证明匹配的FF和FFPE样本之间的亚型准确性随测序深度和与单个TNBC亚型的相关强度而增加。结论从FFPE样品中可以可靠地鉴定出TNBC亚型,如果样品的年龄小于4岁,且重复性随着分型深度的增加而增加,则其准确性最高。为了使用基因表达可再现地将肿瘤亚型化,选择不因平台类型,组织加工或RNA分离方法而变化的基因至关重要。匹配的FF和FFPE样品之间大多数差异表达的转录本可以归因于通过RNA富集方法选择的转录本。尽管差异表达的转录本不会影响TNBC的分型,但它们将为确定在实施基因组大小缩减策略时避免使用哪些转录本提供指导。试用注册NCT00930930 2009年7月1日。

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