PO.CL09.01 · 临床研究

MSI结肠腺癌转录组亚型是免疫治疗反应的生物标志物

MSI colon adenocarcinoma transcriptomic subtypes are biomarkers of response to immunotherapy

海报缩略图:MSI结肠腺癌转录组亚型是免疫治疗反应的生物标志物
编号 5337 展板 5 时间 4/21 09:00–12:00 区域 Section 46 主讲 Matthew Maxwell, PhD
分会场 Precision Oncology and Real World Data
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作者与单位 Authors & Affiliations

Matthew B. Maxwell1, Akul Singhania1, Michelle Stein1, Radia Johnson1, Van K. Morris2, Andrew J. Sedgewick1, Scott Kopetz2, Justin Guinney1

1Tempus AI, Inc., Chicago, IL,2UT MD Anderson Cancer Center, Houston, TX

摘要 Abstract

中文摘要
背景:微卫星不稳定性高(MSI)是转移性结肠腺癌(COAD)中免疫检查点抑制剂(ICI)反应的预测性生物标志物,但并非所有患者都对ICI有反应。因此,存在开发新型生物标志物以更准确预测转移性MSI-COAD中ICI反应的临床需求。 方法:转录组亚型分型队列由来自Tempus真实世界数据库的793份原发肿瘤MSI-COAD样本组成,均行DNA和RNA-seq(Tempus xT/xR)。ICI队列由59例转移性MSI-COAD患者组成,这些患者的原发肿瘤样本经Tempus xT/xR分析。我们通过非负矩阵分解(NMF)进行转录组亚型分型。生存分析通过风险集调整的Kaplan-Meier和CoxPH模型进行,右删失截止为ICI后48个月。共识分子亚型(CMS)判定使用Tempus CMS分类器进行,免疫解卷积使用xCell进行,GSEA使用fgsea进行。FDR<.05被视为显著。 结果:对原发MSI-COAD肿瘤转录组的聚类揭示了两种亚型,我们将其命名为“免疫/间质型”(C1,n=390)和“杯状/肠上皮型”(C2,n=403)。C1肿瘤显示出显著更高比例的CD8+ T细胞、细胞溶解评分,以及EMT、TNFα和IFNα/γ反应基因集的富集。C2肿瘤显示出显著更高的杯状细胞和肠上皮细胞标志基因表达,以及代谢基因集的富集。表观遗传调控因子ARID1A、ARID1B和EP300的功能缺失(LOF)突变在C1肿瘤中富集。在转移性MSI-COAD患者的ICI队列中,C2与显著更短的PFS(HR = 6.6,95% CI: 2.2-19.6,p<0.0001)和OS(HR = 4.4,95% CI: 1.4-13.3,p<0.001)相关。在C2患者中,ICI后的中位PFS和OS分别为8个月和34个月;在C1中,两个中位值均未达到。在CoxPH模型中,C2与较短PFS(而非OS)的关联独立于ICI方案、治疗线数、采集方式类型、年龄、性别和TMB(HR = 7.0,95% CI: 1.8-26.6,p = 0.005)。在我们ICI队列中接受Nivolumab + Ipilimumab治疗的子集(n=10)中,我们观察到4/4的C2患者在治疗6个月内进展,而0/6的C1患者进展(p = 0.049,HR = 无穷大)。最后,我们证明,与CMS亚型相比,此处提出的NMF亚型在ICI后的CoxPH模型中与PFS有更强的关联(CMS3 vs CMS1 HR=3.5,95% CI: 1.1-11.1,p = 0.04;CMS4 vs CMS1 HR = 4.2,95% CI: 0.7-24.6,p = 0.11)。 结论:我们识别出新型MSI-COAD转录组亚型,可对患者的ICI反应(包括Nivolumab + Ipilimumab)进行分层。除个体化患者护理外,这些亚型还可通过识别存在未满足临床需求的患者,为临床试验设计和靶点发现提供信息。 致谢:我们感谢FightCRC对本研究的资助,以及Tempus AI和FightCRC同仁的有益讨论。
查看英文原文 English abstract
Background: Microsatellite instability-high (MSI) is a predictive biomarker for response to immune checkpoint inhibitors (ICI) in metastatic colon adenocarcinoma (COAD), but not all patients respond to ICI. Thus, there is a clinical need to develop novel biomarkers to more accurately predict ICI response in metastatic MSI-COAD. Methods: The transcriptomic subtyping cohort consisted of 793 primary tumor MSI-COAD samples with DNA & RNA-seq (Tempus xT/xR) from Tempus' real-world database. The ICI cohort consisted of 59 metastatic MSI-COAD patients who had a primary tumor sample profiled via Tempus xT/xR. We performed transcriptomic subtyping via non-negative matrix factorization (NMF). Survival analyses were performed via risk set adjusted Kaplan-Meier and CoxPH models with right censor cutoff of 48 months post ICI. Consensus molecular subtype (CMS) calls were made using Tempus CMS classifier, immune deconvolution was performed using xCell, and GSEA using fgsea. A FDR < .05 was considered significant. Results: Clustering of primary MSI-COAD tumor transcriptomes revealed two subtypes that we named “Immune/Stromal” (C1, n=390) and “Goblet/Enterocyte” (C2, n=403). C1 tumors displayed significantly higher proportion of CD8+ T cells, cytolytic scores, and enrichment of EMT, TNFɑ, and IFNɑ/gamma response gene sets. C2 tumors displayed significantly higher expression of goblet cell and enterocyte marker genes and enrichment of metabolic gene sets. LOF mutations in epigenetic regulators ARID1A, ARID1B, and EP300 were enriched in C1 tumors. In the ICI cohort of metastatic MSI-COAD patients, C2 was associated with significantly shorter PFS (HR = 6.6, 95% CI: 2.2-19.6, p < 0.0001) and OS (HR = 4.4, 95% CI: 1.4-13.3, p < 0.001). In C2 patients, the median PFS and OS following ICI were 8 and 34 months, respectively; in C1, neither median was reached. C2's association with shorter PFS but not OS following ICI was independent of ICI regimen, line of therapy, collection procedure type, age, sex, and TMB in a CoxPH model (HR = 7.0, 95% CI: 1.8-26.6, p = 0.005). In the subset of our ICI cohort treated with Nivolumab + Ipililumab (n=10), we observed that 4/4 C2 patients progressed within 6 months of treatment while 0/6 C1 patients progressed (p = 0.049, HR = Inf). Finally, we demonstrate that NMF subtypes presented here have a stronger association with PFS in CoxPH models following ICI compared to CMS subtypes (CMS3 vs CMS1 HR=3.5, 95% CI: 1.1-11.1, p = 0.04, CMS4 vs CMS1 HR = 4.2, 95% CI: 0.7-24.6, p = 0.11). Conclusions: We identified novel MSI-COAD transcriptomic subtypes that stratify patient response to ICI, including Nivolumab + Ipililumab. In addition to personalizing patient care, these subtypes could inform clinical trial design and target discovery by identifying patients with an unmet clinical need. Acknowledgements: We acknowledge FightCRC for funding this study and colleagues at Tempus AI and FightCRC for helpful discussion.
利益披露 Disclosure
M. B. Maxwell, Tempus AI Employment. A. Singhania, Tempus AI Employment, Stock. M. Stein, Tempus AI Employment, Stock. R. Johnson, Tempus AI Employment, Stock, Patent. Gilead Sciences Employment, Stock. A. J. Sedgewick, Tempus AI Employment, Stock. J. Guinney, Tempus AI Employment, Stock.

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