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黑色素瘤脑转移患者总生存相关分子特征与临床特征的综合分析

Integrated analysis of molecular and clinical features associated with overall survival in melanoma patients with brain metastasis.

作者信息

Kumar Swaminathan, Pelster Meredith S, Hasanov Merve, Guerrieri Renato A, Hudgens Courtney W, Ledesma Debora A, Wang Fuchenchu, Fischer Grant M, Simon Julie M, Haydu Lauren E, Katlowitz Kalman V, Gopal Y N Vashisht, McQuade Jennifer L, Kwong Lawrence N, Huse Jason T, Lazar Alexander J, Tetzlaff Michael T, Gershenwald Jeffrey E, Joon Aron Y, Chen Ken, Li Ziyi, Ram Prahlad T, Ferguson Sherise D, Davies Michael A

机构信息

UT MD Anderson Cancer Center, Houston, TX, USA.

Sarah Cannon Research Institute, Nashville, TN, USA.

出版信息

Acta Neuropathol Commun. 2025 Apr 15;13(1):75. doi: 10.1186/s40478-025-01978-1.

Abstract

Melanoma brain metastases (MBMs) are diagnosed in up to 60% of metastatic melanoma patients. Previous studies have identified clinical factors that correlate with overall survival (OS) after MBM diagnosis. However, molecular and immune features associated with OS are poorly understood. An improved understanding of the molecular and immune correlates of OS could provide insights into MBM patient outcomes and guide therapeutic development. Thus, we analyzed clinical features and outcomes of 74 melanoma patients who underwent surgical resection (via craniotomy) between 1991 and 2015 at our institution with RNA-seq data generated from their MBMs. The median post-operative OS was 8.6 months (range 0.6-146.9). On univariate analysis (UVA), the expression of multiple immune gene signatures was associated with improved OS, including IFN-γ Index, T cell-inflamed and the Expanded Immune Genes. The gene expression signatures of several immune cell types (i.e., T cells, CD8 T cells, cytotoxic lymphocytes, NK cells, monocytes) positively correlated with OS, whereas higher neutrophil gene expression correlated with shorter OS. UVA of clinical features identified low Karnofsky performance score (KPS), elevated serum lactate dehydrogenase (LDH), presence of extracranial metastases (ECMs), and uncontrolled (versus controlled) ECMs as clinical predictors of shorter survival. Multivariate analyses (MVA) were performed with significant clinical factors and all immune features without any redundant highly correlated variables in the model. After backward selection, multivariable coxPH model identified low KPS, low T cell signature, and low monocytic lineage signature as independent predictors of shorter survival. Finally, comparative analysis of MBMs from patients with MBMs only showed that these tumors were characterized by decreased oxidative phosphorylation (OXPHOS) and increased immune infiltration signature versus MBMs from patients with concurrent ECMs. Together these results support the clinical significance of specific immune features of MBMs and suggest their potential use as prognostic biomarkers.

摘要

在高达60%的转移性黑色素瘤患者中可诊断出黑色素瘤脑转移(MBM)。先前的研究已经确定了与MBM诊断后总生存期(OS)相关的临床因素。然而,与OS相关的分子和免疫特征却知之甚少。对OS的分子和免疫相关性有更深入的了解可以为MBM患者的预后提供见解,并指导治疗方法的开发。因此,我们分析了1991年至2015年间在我们机构接受手术切除(通过开颅手术)的74例黑色素瘤患者的临床特征和预后,并利用从他们的MBM中生成的RNA测序数据进行分析。术后OS的中位数为8.6个月(范围为0.6 - 146.9个月)。在单变量分析(UVA)中,多种免疫基因特征的表达与OS改善相关,包括干扰素-γ指数、T细胞炎症和扩展免疫基因。几种免疫细胞类型(即T细胞、CD8 T细胞、细胞毒性淋巴细胞、NK细胞、单核细胞)的基因表达特征与OS呈正相关,而中性粒细胞基因表达越高与OS越短相关。临床特征的UVA确定低卡诺夫斯基表现评分(KPS)、血清乳酸脱氢酶(LDH)升高、颅外转移(ECM)的存在以及未控制(相对于已控制)的ECM是生存期较短的临床预测因素。对显著的临床因素和所有免疫特征进行多变量分析(MVA),模型中没有任何冗余的高度相关变量。经过向后选择,多变量coxPH模型确定低KPS、低T细胞特征和低单核细胞谱系特征是生存期较短的独立预测因素。最后,仅患有MBM的患者的MBM比较分析表明,与同时患有ECM的患者的MBM相比,这些肿瘤的特征是氧化磷酸化(OXPHOS)降低和免疫浸润特征增加。这些结果共同支持了MBM特定免疫特征的临床意义,并表明它们作为预后生物标志物的潜在用途。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a1ff/11998309/044610984e45/40478_2025_1978_Fig1_HTML.jpg

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