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与人类正常皮肤向原发性和转移性黑色素瘤转变相关的分子途径激活特征。

Molecular pathway activation features linked with transition from normal skin to primary and metastatic melanomas in human.

作者信息

Shepelin Denis, Korzinkin Mikhail, Vanyushina Anna, Aliper Alexander, Borisov Nicolas, Vasilov Raif, Zhukov Nikolay, Sokov Dmitry, Prassolov Vladimir, Gaifullin Nurshat, Zhavoronkov Alex, Bhullar Bhupinder, Buzdin Anton

机构信息

Pathway Pharmaceuticals, Wan Chai, Hong Kong, Hong Kong SAR.

Group for Genomic Analysis of Cell Signaling Systems, Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Moscow, Russia.

出版信息

Oncotarget. 2016 Jan 5;7(1):656-70. doi: 10.18632/oncotarget.6394.

Abstract

Melanoma is the most aggressive and dangerous type of skin cancer, but its molecular mechanisms remain largely unclear. For transcriptomic data of 478 primary and metastatic melanoma, nevi and normal skin samples, we performed high-throughput analysis of intracellular molecular networks including 592 signaling and metabolic pathways. We showed that at the molecular pathway level, the formation of nevi largely resembles transition from normal skin to primary melanoma. Using a combination of bioinformatic machine learning algorithms, we identified 44 characteristic signaling and metabolic pathways connected with the formation of nevi, development of primary melanoma, and its metastases. We created a model describing formation and progression of melanoma at the level of molecular pathway activation. We discovered six novel associations between activation of metabolic molecular pathways and progression of melanoma: for allopregnanolone biosynthesis, L-carnitine biosynthesis, zymosterol biosynthesis (inhibited in melanoma), fructose 2, 6-bisphosphate synthesis and dephosphorylation, resolvin D biosynthesis (activated in melanoma), D-myo-inositol hexakisphosphate biosynthesis (activated in primary, inhibited in metastatic melanoma). Finally, we discovered fourteen tightly coordinated functional clusters of molecular pathways. This study helps to decode molecular mechanisms underlying the development of melanoma.

摘要

黑色素瘤是最具侵袭性和危险性的皮肤癌类型,但其分子机制在很大程度上仍不清楚。对于478份原发性和转移性黑色素瘤、痣及正常皮肤样本的转录组数据,我们对包括592条信号传导和代谢途径在内的细胞内分子网络进行了高通量分析。我们发现,在分子途径水平上,痣的形成在很大程度上类似于从正常皮肤向原发性黑色素瘤的转变。通过结合生物信息机器学习算法,我们确定了44条与痣的形成、原发性黑色素瘤的发展及其转移相关的特征性信号传导和代谢途径。我们创建了一个在分子途径激活水平上描述黑色素瘤形成和进展的模型。我们发现了代谢分子途径激活与黑色素瘤进展之间的六种新关联:别孕烯醇酮生物合成、左旋肉碱生物合成、酵母甾醇生物合成(在黑色素瘤中受抑制)、果糖-2,6-二磷酸合成与去磷酸化、消退素D生物合成(在黑色素瘤中被激活)、D-肌醇六磷酸生物合成(在原发性黑色素瘤中被激活,在转移性黑色素瘤中受抑制)。最后,我们发现了14个紧密协调的分子途径功能簇。这项研究有助于解读黑色素瘤发展背后的分子机制。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7d72/4808024/1feea24fd964/oncotarget-07-0656-g001.jpg

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