Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, 240 Longwood Avenue, Boston, MA, 02115, USA.
GI Cell Biology Research Laboratory, Boston Children's Hospital, 300 Longwood Ave, Boston, MA, 02115, USA.
Sci Rep. 2022 Oct 11;12(1):17035. doi: 10.1038/s41598-022-21411-0.
Transporters of the inner mitochondrial membrane are essential to metabolism. We demonstrate that metabolism as represented by expression of genes encoding SLC25 transporters differentiates human cancers. Tumor to normal tissue expression ratios for clear cell renal cell carcinoma, colon adenocarcinoma, lung adenocarcinoma and breast invasive carcinoma were found to be highly significant. Affinity propagation trained on SLC25 gene expression patterns from 19 human cancer types (6825 TCGA samples) and normal tissues (2322 GTEx samples) was used to generate clusters. They differentiate cancers from normal tissues. They also indicate cancer subtypes with survivals distinct from the total patient population of the cancer type. Probing the kidney, colon, lung, and breast cancer clusters, subtype pairs of cancers were identified with distinct prognoses and differing in expression of protein coding genes from among 2080 metabolic enzymes assayed. We demonstrate that SLC25 expression clusters facilitate the identification of the tissue-of-origin, essential to efficacy of most cancer therapies, of CUPs (cancer-unknown-primary) known to have poor prognoses. Different cancer types within a single cluster have similar metabolic patterns and this raises the possibility that such cancers may respond similarly to existing and new anti-cancer therapies.
线粒体膜转运蛋白对于代谢至关重要。我们证明,代表 SLC25 转运蛋白基因表达的代谢在人类癌症中存在差异。在透明细胞肾细胞癌、结肠腺癌、肺腺癌和乳腺癌浸润性癌中,肿瘤与正常组织的表达比值具有显著差异。使用亲和传播算法对 19 种人类癌症类型(6825 个 TCGA 样本)和正常组织(2322 个 GTEx 样本)的 SLC25 基因表达模式进行训练,以生成聚类。这些聚类可以区分癌症和正常组织。它们还可以指示癌症亚型的存活情况与癌症类型的总患者群体不同。对肾脏、结肠、肺和乳腺癌聚类进行分析,确定了具有不同预后的癌症亚型,这些亚型在 2080 种代谢酶中表达的蛋白质编码基因也存在差异。我们证明,SLC25 表达聚类有助于确定癌症的起源组织,这对于大多数癌症疗法的疗效至关重要,对于 CUPs(原发灶不明的癌症)来说尤其如此,因为 CUPs 预后较差。同一聚类中的不同癌症类型具有相似的代谢模式,这表明这些癌症可能对现有的和新的抗癌疗法有相似的反应。