Li Yingmei, Polyak Dina, Lamsam Layton, Connolly Ian David, Johnson Eli, Khoeur Lina Khav, Andersen Stephanie, Granucci Monica, Stanley Geoff, Liu Boxiang, Nagpal Seema, Hayden Gephart Melanie
Department of Neurosurgery, Stanford University School of Medicine, Stanford, CA, USA.
Department of Biophysics, Stanford University School of Medicine, Stanford, CA, USA.
NPJ Precis Oncol. 2021 Oct 8;5(1):90. doi: 10.1038/s41698-021-00228-6.
Non-small cell lung cancer (NSCLC) metastatic to the brain leptomeninges is rapidly fatal, cannot be biopsied, and cancer cells in the cerebrospinal fluid (CSF) are few; therefore, available tissue samples to develop effective treatments are severely limited. This study aimed to converge single-cell RNA-seq and cell-free RNA (cfRNA) analyses to both diagnose NSCLC leptomeningeal metastases (LM), and to use gene expression profiles to understand progression mechanisms of NSCLC in the brain leptomeninges. NSCLC patients with suspected LM underwent withdrawal of CSF via lumbar puncture. Four cytology-positive CSF samples underwent single-cell capture (n = 197 cells) by microfluidic chip. Using robust principal component analyses, NSCLC LM cell gene expression was compared to immune cells. Massively parallel qPCR (9216 simultaneous reactions) on human CSF cfRNA samples compared the relative gene expression of patients with NSCLC LM (n = 14) to non-tumor controls (n = 7). The NSCLC-associated gene, CEACAM6, underwent in vitro validation in NSCLC cell lines for involvement in pathologic behaviors characteristic of LM. NSCLC LM gene expression revealed by single-cell RNA-seq was also reflected in CSF cfRNA of cytology-positive patients. Tumor-associated cfRNA (e.g., CEACAM6, MUC1) was present in NSCLC LM patients' CSF, but not in controls (CEACAM6 detection sensitivity 88.24% and specificity 100%). Cell migration in NSCLC cell lines was directly proportional to CEACAM6 expression, suggesting a role in disease progression. NSCLC-associated cfRNA is detectable in the CSF of patients with LM, and corresponds to the gene expression profile of NSCLC LM cells. CEACAM6 contributes significantly to NSCLC migration, a hallmark of LM pathophysiology.
转移至脑软脑膜的非小细胞肺癌(NSCLC)进展迅速,可导致死亡,无法进行活检,且脑脊液(CSF)中的癌细胞数量很少;因此,用于开发有效治疗方法的可用组织样本严重受限。本研究旨在将单细胞RNA测序和无细胞RNA(cfRNA)分析相结合,以诊断NSCLC软脑膜转移(LM),并利用基因表达谱了解NSCLC在脑软脑膜中的进展机制。疑似LM的NSCLC患者通过腰椎穿刺抽取脑脊液。4份细胞学阳性的脑脊液样本通过微流控芯片进行单细胞捕获(n = 197个细胞)。使用稳健主成分分析,将NSCLC LM细胞的基因表达与免疫细胞进行比较。对人类脑脊液cfRNA样本进行大规模平行qPCR(9216个同时反应),比较NSCLC LM患者(n = 14)与非肿瘤对照(n = 7)的相对基因表达。对NSCLC相关基因CEACAM6在NSCLC细胞系中进行体外验证,以确定其是否参与LM的病理行为特征。单细胞RNA测序揭示的NSCLC LM基因表达也反映在细胞学阳性患者的脑脊液cfRNA中。肿瘤相关cfRNA(如CEACAM6、MUC1)存在于NSCLC LM患者的脑脊液中,但在对照组中不存在(CEACAM6检测灵敏度为88.24%,特异性为100%)。NSCLC细胞系中的细胞迁移与CEACAM6表达成正比,表明其在疾病进展中起作用。NSCLC相关cfRNA在LM患者的脑脊液中可检测到,且与NSCLC LM细胞的基因表达谱相对应。CEACAM6对NSCLC迁移有显著贡献,而迁移是LM病理生理学的一个标志。