Spatial transcriptomics reveals prognostically LYZ+ fibroblasts and colocalization with FN1+ macrophages in diffuse large B-cell lymphoma.

IF 5.1 2区 医学 Q2 IMMUNOLOGY
Liyuan Dai, Ning Lou, Liling Huang, Lin Li, Le Tang, Yuankai Shi, Xiaohong Han
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引用次数: 0

Abstract

Background: Diffuse large B-cell lymphoma (DLBCL) is a clinically heterogeneous malignancy with diverse patient outcomes, largely influenced by the tumor microenvironment (TME). Understanding the roles of fibroblasts and macrophages within the TME is essential for developing personalized therapeutic strategies in DLBCL.

Methods: This study is a multi-omics approach, integrating spatial transcriptomics (n = 11), bulk transcriptomics (n = 2,499), immunohistochemistry (IHC, n = 37), multiplex immunofluorescence (mIF, n = 56), and plasma samples (n = 240) to identify and characterize fibroblast and tumor-associated macrophage subtypes in the TME. Hub genes for LYZ+ fibroblasts and FN1+ macrophages were selected through univariate Cox regression and random forest analyses. Their prognostic significance was validated using IHC, mIF, and autoantibody assays in DLBCL patients treated with R-CHOP and in non-small cell lung cancer (NSCLC) patients receiving immune checkpoint inhibitors (ICIs).

Results: Fibroblasts and macrophages were classified into two distinct subtypes. Patients with higher LYZ+ fibroblasts infiltration demonstrated superior prognosis, which was associated with increased infiltration of FN1+ macrophages. Key hub genes identified for LYZ+ fibroblasts included LYZ, ANPEP, CSF3R, C15orf48, LILRB4, CLEC7A, and COL7A1, while hub FN1+ macrophages genes included COL1A1, FN1, APOE, DCN, MMP2, SPP1, COL3A1, and COL1A2. Independent prognostic markers in DLBCL treated with R-CHOP and NSCLC treated with ICIs were identified, including LYZ and LILRB4 at both protein and mRNA levels, and COL1A2 autoantibodies (p < 0.05). In DLBCL patients treated with R-CHOP, FN1 mRNA and autoantibody levels were also prognostic markers (p < 0.05). In NSCLC treated with ICIs, COL3A1 autoantibody was prognostic marker (p < 0.05).

Conclusions: This study identified a prognostically relevant LYZ+ fibroblasts and FN1+ macrophages in DLBCL. The hub genes associated with these subtypes represent potential biomarkers, providing insights into improving patient outcomes in DLBCL.

空间转录组学揭示弥漫性大b细胞淋巴瘤中LYZ+成纤维细胞和与FN1+巨噬细胞共定位的预后。
背景:弥漫性大b细胞淋巴瘤(DLBCL)是一种临床异质性恶性肿瘤,患者预后多种多样,主要受肿瘤微环境(TME)的影响。了解成纤维细胞和巨噬细胞在TME中的作用对于制定DLBCL的个性化治疗策略至关重要。方法:本研究采用多组学方法,结合空间转录组学(n = 11)、大量转录组学(n = 2499)、免疫组化(n = 37)、多重免疫荧光(n = 56)和血浆样本(n = 240),鉴定和表征TME中成纤维细胞和肿瘤相关巨噬细胞亚型。通过单变量Cox回归和随机森林分析选择LYZ+成纤维细胞和FN1+巨噬细胞的枢纽基因。在接受R-CHOP治疗的DLBCL患者和接受免疫检查点抑制剂(ICIs)治疗的非小细胞肺癌(NSCLC)患者中,通过IHC、mIF和自身抗体检测验证了它们的预后意义。结果:成纤维细胞和巨噬细胞分为两种不同的亚型。LYZ+成纤维细胞浸润较高的患者预后较好,这与FN1+巨噬细胞浸润增加有关。LYZ+型成纤维细胞的关键枢纽基因包括LYZ、ANPEP、CSF3R、C15orf48、LILRB4、cle7a和COL7A1,而hub FN1+型巨噬细胞的关键枢纽基因包括COL1A1、FN1、APOE、DCN、MMP2、SPP1、COL3A1和COL1A2。我们发现了R-CHOP治疗的DLBCL和ICIs治疗的NSCLC的独立预后标志物,包括蛋白和mRNA水平的LYZ和LILRB4,以及COL1A2自身抗体(p)。结论:本研究发现DLBCL中LYZ+成纤维细胞和FN1+巨噬细胞与预后相关。与这些亚型相关的枢纽基因代表了潜在的生物标志物,为改善DLBCL患者的预后提供了见解。
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来源期刊
CiteScore
10.50
自引率
1.70%
发文量
207
审稿时长
1 months
期刊介绍: Cancer Immunology, Immunotherapy has the basic aim of keeping readers informed of the latest research results in the fields of oncology and immunology. As knowledge expands, the scope of the journal has broadened to include more of the progress being made in the areas of biology concerned with biological response modifiers. This helps keep readers up to date on the latest advances in our understanding of tumor-host interactions. The journal publishes short editorials including "position papers," general reviews, original articles, and short communications, providing a forum for the most current experimental and clinical advances in tumor immunology.
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