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患者匹配的颅内和颅外黑色素瘤转移瘤对之间全基因组基因表达差异的个性化识别与表征。

Personalized identification and characterization of genome-wide gene expression differences between patient-matched intracranial and extracranial melanoma metastasis pairs.

作者信息

Kraft Theresa, Grützmann Konrad, Meinhardt Matthias, Meier Friedegund, Westphal Dana, Seifert Michael

机构信息

Institute for Medical Informatics and Biometry (IMB), Carl Gustav Carus Faculty of Medicine, Technische Universität Dresden, Fetscherstr. 74, 01307, Dresden, Germany.

Department of Pathology, Carl Gustav Carus Faculty of Medicine, Technische Universität Dresden, Fetscherstr. 74, 01307, Dresden, Germany.

出版信息

Acta Neuropathol Commun. 2024 Apr 24;12(1):67. doi: 10.1186/s40478-024-01764-5.

Abstract

Melanoma is the most serious type of skin cancer that frequently spreads to other organs of the human body. Especially melanoma metastases to the brain (intracranial metastases) are hard to treat and a major cause of death of melanoma patients. Little is known about molecular alterations and altered mechanisms that distinguish intra- from extracranial melanoma metastases. So far, almost all existing studies compared intracranial metastases from one set of patients to extracranial metastases of an another set of melanoma patients. This neglects the important facts that each melanoma is highly individual and that intra- and extracranial melanoma metastases from the same patient are more similar to each other than to melanoma metastases from other patients in the same organ. To overcome this, we compared the gene expression profiles of 16 intracranial metastases to their corresponding 21 patient-matched extracranial metastases in a personalized way using a three-state Hidden Markov Model (HMM) to identify altered genes for each individual metastasis pair. This enabled three major findings by considering the predicted gene expression alterations across all patients: (i) most frequently altered pathways include cytokine-receptor interaction, calcium signaling, ECM-receptor interaction, cAMP signaling, Jak-STAT and PI3K/Akt signaling, (ii) immune-relevant signaling pathway genes were downregulated in intracranial metastases, and (iii) intracranial metastases were associated with a brain-like phenotype gene expression program. Further, the integration of all differentially expressed genes across the patient-matched melanoma metastasis pairs led to a set of 103 genes that were consistently down- or up-regulated in at least 11 of the 16 of the patients. This set of genes contained many genes involved in the regulation of immune responses, cell growth, cellular signaling and transport processes. An analysis of these genes in the TCGA melanoma cohort showed that the expression behavior of 11 genes was significantly associated with survival. Moreover, a comparison of the 103 genes to three closely related melanoma metastasis studies revealed a core set of eight genes that were consistently down- or upregulated in intra- compared to extracranial metastases in at least two of the three related studies (down: CILP, DPT, FGF7, LAMP3, MEOX2, TMEM119; up: GLDN, PMP2) including FGF7 that was also significantly associated with survival. Our findings contribute to a better characterization of genes and pathways that distinguish intra- from extracranial melanoma metastasis and provide important hints for future experimental studies to identify potential targets for new therapeutic approaches.

摘要

黑色素瘤是最严重的一种皮肤癌,常扩散至人体其他器官。尤其是黑色素瘤转移至脑部(颅内转移)难以治疗,是黑色素瘤患者死亡的主要原因。对于区分颅内与颅外黑色素瘤转移的分子改变和机制改变知之甚少。到目前为止,几乎所有现有研究都是将一组患者的颅内转移灶与另一组黑色素瘤患者的颅外转移灶进行比较。这忽略了一个重要事实,即每个黑色素瘤都具有高度个体性,并且同一患者的颅内和颅外黑色素瘤转移灶彼此之间的相似性高于同一器官中其他患者的黑色素瘤转移灶。为了克服这一问题,我们使用三态隐马尔可夫模型(HMM)以个性化方式比较了16个颅内转移灶与其对应的21个患者匹配的颅外转移灶的基因表达谱,以确定每个个体转移灶对中发生改变的基因。通过考虑所有患者预测的基因表达改变,得出了三个主要发现:(i)最常发生改变的通路包括细胞因子 - 受体相互作用、钙信号传导、细胞外基质 - 受体相互作用、cAMP信号传导、Jak - STAT和PI3K/Akt信号传导;(ii)免疫相关信号通路基因在颅内转移灶中下调;(iii)颅内转移灶与类似脑的表型基因表达程序相关。此外,整合患者匹配的黑色素瘤转移灶对中所有差异表达基因,得到了一组103个基因,这些基因在16例患者中的至少11例中持续下调或上调。这组基因包含许多参与免疫反应调节、细胞生长、细胞信号传导和转运过程的基因。在TCGA黑色素瘤队列中对这些基因的分析表明,11个基因的表达行为与生存显著相关。此外,将这103个基因与三项密切相关的黑色素瘤转移研究进行比较,发现了一组核心的8个基因,在三项相关研究中的至少两项中,与颅外转移相比,这些基因在颅内转移中持续下调或上调(下调:CILP、DPT、FGF7、LAMP3、MEOX2、TMEM119;上调:GLDN、PMP2),其中FGF7也与生存显著相关。我们的研究结果有助于更好地描述区分颅内与颅外黑色素瘤转移的基因和通路,并为未来的实验研究提供重要线索,以确定新治疗方法的潜在靶点。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3a36/11055243/b0aee973b1c3/40478_2024_1764_Fig1_HTML.jpg

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