Raju Paul Susan, Valiev Ivan, Korek Skylar E, Zyrin Vladimir, Shamsutdinova Diana, Gancharova Olga, Zaitsev Alexander, Nuzhdina Ekaterina, Davies Diane L, Dagogo-Jack Ibiayi, Frenkel Felix, Brown Jessica H, Hess Joshua M, Viet Sarah, Petersen Jason L, Wright Cameron D, Ott Harald C, Auchincloss Hugh G, Muniappan Ashok, Shioda Toshihiro, Lanuti Michael, Davis Christel M, Ehli Erik A, Hung Yin P, Mino-Kenudson Mari, Tsiper Maria, Sluder Ann E, Reeves Patrick M, Kotlov Nikita, Bagaev Alexander, Ataullakhanov Ravshan, Poznansky Mark C
Vaccine and Immunotherapy Center, Massachusetts General Hospital Charlestown Massachusetts USA.
Department of Medicine Massachusetts General Hospital Boston Massachusetts USA.
FASEB Bioadv. 2023 Feb 16;5(4):156-170. doi: 10.1096/fba.2023-00009. eCollection 2023 Apr.
Lung cancer is the leading cause of cancer-related deaths worldwide. Surgery and chemoradiation are the standard of care in early stages of non-small cell lung cancer (NSCLC), while immunotherapy is the standard of care in late-stage NSCLC. The immune composition of the tumor microenvironment (TME) is recognized as an indicator for responsiveness to immunotherapy, although much remains unknown about its role in responsiveness to surgery or chemoradiation. In this pilot study, we characterized the NSCLC TME using mass cytometry (CyTOF) and bulk RNA sequencing (RNA-Seq) with deconvolution of RNA-Seq being performed by Kassandra, a recently published deconvolution tool. Stratification of patients based on the intratumoral abundance of B cells identified that the B-cell rich patient group had increased expression of CXCL13 and greater abundance of PD1 CD8 T cells. The presence of B cells and PD1 CD8 T cells correlated positively with the presence of intratumoral tertiary lymphoid structures (TLS). We then assessed the predictive and prognostic utility of these cell types and TLS within publicly available stage 3 and 4 lung adenocarcinoma (LUAD) RNA-Seq datasets. As previously described by others, pre-treatment expression of intratumoral 12-chemokine TLS gene signature is associated with progression free survival (PFS) in patients who receive treatment with immune checkpoint inhibitors (ICI). Notably and unexpectedly pre-treatment percentages of intratumoral B cells are associated with PFS in patients who receive surgery, chemotherapy, or radiation. Further studies to confirm these findings would allow for more effective patient selection for both ICI and non-ICI treatments.
肺癌是全球癌症相关死亡的主要原因。手术和放化疗是非小细胞肺癌(NSCLC)早期的标准治疗方法,而免疫疗法是晚期NSCLC的标准治疗方法。肿瘤微环境(TME)的免疫组成被认为是免疫治疗反应性的一个指标,尽管其在手术或放化疗反应中的作用仍有很多未知之处。在这项初步研究中,我们使用质谱流式细胞术(CyTOF)和批量RNA测序(RNA-Seq)对NSCLC的TME进行了表征,RNA-Seq的去卷积是通过最近发表的去卷积工具Kassandra进行的。根据肿瘤内B细胞的丰度对患者进行分层,发现富含B细胞的患者组CXCL13表达增加,PD1 CD8 T细胞丰度更高。B细胞和PD1 CD8 T细胞的存在与肿瘤内三级淋巴结构(TLS)的存在呈正相关。然后,我们在公开可用的3期和4期肺腺癌(LUAD)RNA-Seq数据集中评估了这些细胞类型和TLS的预测和预后效用。正如其他人之前所描述的,肿瘤内12种趋化因子TLS基因特征的预处理表达与接受免疫检查点抑制剂(ICI)治疗的患者的无进展生存期(PFS)相关。值得注意且出乎意料的是,肿瘤内B细胞的预处理百分比与接受手术、化疗或放疗的患者的PFS相关。进一步的研究以证实这些发现将有助于为ICI和非ICI治疗更有效地选择患者。