The University of Texas MD Anderson Cancer Center UTHealth Graduate School of Biomedical Sciences, Houston, TX, United States of America.
Morgan Welch Inflammatory Breast Cancer Research Program and Clinic, the University of Texas MD Anderson Cancer Center, Houston, TX, United States of America.
PLoS One. 2018 Apr 4;13(4):e0192689. doi: 10.1371/journal.pone.0192689. eCollection 2018.
Epidemiological studies have found that triple-negative breast cancer (TNBC) and TN inflammatory breast cancer (IBC) are associated with lower frequency and duration of breast-feeding compared to non-TNBC and non-TN IBC, respectively. Limited breast-feeding could reflect abrupt or premature involution and contribute to a "primed" stroma that is permissive to the migration of cancer cells typical of IBC. We hypothesized that gene expression related to abrupt mammary gland involution after forced weaning may be enriched in the tissues of IBC patients and, if so, provide a potential correlation between limited breast-feeding and the development of aggressive breast cancer.
We utilized the Short Time-series Expression Miner (STEM) program to cluster significant signatures from two independent studies that analyzed gene expression at multiple time-points of mouse mammary gland involution. Using 10 significant signatures, we performed gene ontology analysis and gene set enrichment analysis (GSEA) on training and validation sets from human breast cancer gene expression data to identify specific genes that are enriched in IBC compared to non-IBC and in TN compared to non-TN in IBC and non-IBC groups.
Examining the combined data, we identified 10 involution gene clusters (Inv1-10) that share time-dependent regulation after forced weaning. Inv5 was the only cluster significantly enriched in IBC in the training and validation set (nominal p-values <0.05) and only by unadjusted p-values (FDR q-values 0.26 and 0.46 respectively). Eight genes in Inv5 are upregulated in both the training and validation sets in IBC. Combining the training and validation sets, both Inv5 and Inv6 have nominal p-values <0.05 and q-values 0.39 and 0.20, respectively. The time course for both clusters includes genes that change within 12 hours after forced weaning.
Results from this in silico study suggest correlation between molecular events during abrupt involution and aggressive breast cancer. Specifically, candidate genes from Inv5 merit functional investigation regarding the role of limited breast-feeding in IBC development.
流行病学研究发现,与非三阴性乳腺癌(非 TNBC)和非三阴性炎性乳腺癌(非 TN IBC)相比,三阴性乳腺癌(TNBC)和 TN IBC 与母乳喂养的频率和持续时间较低相关。有限的母乳喂养可能反映了突然或过早的退化,并导致允许 IBC 中典型的癌细胞迁移的“启动”基质。我们假设与强制断奶后乳腺突然退化相关的基因表达可能在 IBC 患者的组织中富集,如果是这样,那么有限的母乳喂养与侵袭性乳腺癌的发展之间可能存在潜在的相关性。
我们利用短时间序列表达挖掘器(STEM)程序对两个独立研究中分析小鼠乳腺退化多个时间点的基因表达的重要特征进行聚类。使用 10 个显著特征,我们对来自人类乳腺癌基因表达数据的训练和验证集进行了基因本体分析和基因集富集分析(GSEA),以鉴定在 IBC 中与非 IBC 相比以及在 IBC 和非 IBC 组中的 TN 中与非 TN 相比富集的特定基因。
在检查合并数据时,我们确定了 10 个退化基因簇(Inv1-10),这些基因簇在强制断奶后具有时间依赖性调节。Inv5 是在训练和验证集中唯一在 IBC 中显著富集的簇(名义 p 值 <0.05),并且仅通过未调整的 p 值(FDR q 值分别为 0.26 和 0.46)。Inv5 中的 8 个基因在 IBC 的训练和验证集中均上调。在合并训练和验证集的情况下,Inv5 和 Inv6 的名义 p 值均 <0.05,q 值分别为 0.39 和 0.20。两个簇的时间过程都包含在强制断奶后 12 小时内发生变化的基因。
这项计算机研究的结果表明,突然退化过程中的分子事件与侵袭性乳腺癌之间存在相关性。具体来说,Inv5 中的候选基因值得进一步研究,以探讨有限母乳喂养在 IBC 发展中的作用。