HMM-based profiling identifies the binding to divalent cations and nucleotides as common denominators of suramin targets

Dennis A. Hauser, P. Mäser
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Abstract

Introduction: Suramin is one of the pharmacopeia’s most promiscuous drugs. Originally developed for African trypanosomiasis, suramin was also used for onchocerciasis and it has been proposed as an anticancer agent, antiviral drug, therapy for arthritis, autism, and antidote for snake bites. Target proteins of suramin have been described from different species. Here we identify the common motifs among these various targets, aiming to explain the promiscuous nature of suramin. Methods: We have searched for suramin target proteins in the literature and in chemical databases. Applying rigorous inclusion criteria, a list of 44 diverse proteins was assembled with experimental evidence for direct interaction with, and inhibition by, suramin. Hidden Markov model-based target profiling was performed by running the full set of Pfam protein family domains against these proteins. Results: Common denominators were identified by mapping the identified Pfam domains to molecular function gene ontology terms. This in silico pipeline identified nucleotide binding, nucleic acid binding, and binding to divalent cations as the most common denominators of the suramin targets. Discussion: Our results suggest that the extraordinary polypharmacology of suramin may be caused by its ability to inhibit the interaction of proteins with nucleotides or nucleic acids and with divalent cations (Mg2+, Ca2+, Zn2+). Suramin is well known to inhibit nucleotide receptors and nucleic acid-binding enzymes. The association with divalent cations is new and might be key towards the design of better, more selective inhibitors.
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基于hmm的分析识别结合二价阳离子和核苷酸作为苏拉明目标的共同分母
苏拉明是药典中最混杂的药物之一。苏拉明最初是为非洲锥虫病开发的,也被用于盘尾丝虫病,它被认为是一种抗癌剂、抗病毒药物、治疗关节炎、自闭症和蛇咬伤的解药。苏拉明的靶蛋白已从不同物种中进行了描述。在这里,我们确定了这些不同靶标之间的共同主题,旨在解释苏拉明的混杂性质。方法:我们在文献和化学数据库中搜索苏拉明靶蛋白。应用严格的纳入标准,列出了44种不同的蛋白质,并提供了与苏拉明直接相互作用和抑制苏拉明的实验证据。通过针对这些蛋白质运行全套Pfam蛋白质家族结构域来进行基于隐马尔可夫模型的靶标图谱分析。结果:通过将已识别的Pfam结构域映射到分子功能基因本体论术语来识别共分母。这一计算机管道将核苷酸结合、核酸结合和与二价阳离子的结合确定为苏拉明靶标最常见的分母。讨论:我们的研究结果表明,苏拉明非凡的多药性可能是由其抑制蛋白质与核苷酸或核酸以及与二价阳离子(Mg2+、Ca2+、Zn2+)相互作用的能力引起的。众所周知,苏拉明能抑制核苷酸受体和核酸结合酶。与二价阳离子的结合是新的,可能是设计更好、更具选择性的抑制剂的关键。
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