Brearley School, 610 East 83rd Street, New York, NY 10028, USA.
Department of Microbiology, Yong Loo Lin School of Medicine, National University of Singapore, 5 Science Drive 2, 117545 Singapore.
Comput Biol Med. 2016 Feb 1;69:158-65. doi: 10.1016/j.compbiomed.2015.12.015. Epub 2015 Dec 31.
Nasopharyngeal carcinoma (NpC) is rare in the west but common in Southeast Asia and only a few other locations. With the limited geographic incidence, it is relatively under-studied. It also has as co-determinant the Epstein-Barr virus (EBV), which may adapt to NpC therapies, so not only must a therapeutic compound be found, the discovery process must be rapid, to cope with the changing basis of the EBV. An R-based computer workbench, Mendel, was developed so biologists could quickly upload genomic data, pre-process them, and identify upregulated and downregulated genes. Mendel was used on 10 control and 31 diseased cell lines to discover 3 differentially expressed genes (DEGs) that meet thresholds on fold-changes, 3-clique membership, pathway constraints, and druggability. From the DEGs, we conducted a pharmacophore-based screening of 22,723,923 compounds using protein-protein interaction anchor-residue clusters as binding sites. Of the 4 hits, 3 passed all the ADME-Tox tests. These 3 hit compounds, 6-(4-iminiocyclohexa-2,5-dien-1-ylidene)-4-(thiazol-2-ylcarbamoyl)-1H-pyrimidine-2-thiolate, 1-[4-[2-[(3R)-3-hydroxy-2-oxo-indolin-3-yl]acetyl]phenyl]-3-phenyl-urea, and (2R)-N4-[4-(1-piperidyl)cyclohexyl]morpholine-2,4-dicarboxamide have predicted pIC50 values superior to the current drugs fluorouracil (5-FU) and taxotere, which have side effects and face EBV drug resistance.
鼻咽癌(NPC)在西方很少见,但在东南亚和其他少数几个地方很常见。由于发病地区有限,对其研究相对较少。它还存在共同决定因素——EB 病毒(EBV),EBV 可能会适应 NPC 治疗,因此不仅必须找到一种治疗化合物,而且发现过程必须迅速,以应对 EBV 不断变化的基础。因此,开发了一个基于 R 的计算机工作台 Mendel,使生物学家能够快速上传基因组数据,对其进行预处理,并识别上调和下调的基因。Mendel 用于 10 个对照和 31 个病变细胞系,发现了 3 个差异表达基因(DEG),这些基因在倍数变化、3 个团簇成员、途径约束和可成药性方面都满足阈值。从 DEG 中,我们使用蛋白质-蛋白质相互作用锚残基簇作为结合位点,对 22723923 种化合物进行基于药效团的筛选。在 4 个命中物中,有 3 个通过了所有 ADME-Tox 测试。这 3 个命中化合物,6-(4-亚氨基环己-2,5-二烯-1-基)-4-(噻唑-2-基甲酰基)-1H-嘧啶-2-硫醇盐,1-[4-[2-[(3R)-3-羟基-2-氧代-吲哚啉-3-基]乙酰基]苯基]-3-苯基-脲,和(2R)-N4-[4-(1-哌啶基)环己基]吗啉-2,4-二羧酸酰胺,其预测 pIC50 值优于当前药物氟尿嘧啶(5-FU)和多西他赛,这些药物有副作用,并面临 EBV 耐药性。