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Network-Based Method for Identifying Co-Regeneration Genes in Bone Dentin Nerve and Vessel Tissues

机译:基于网络的骨牙本质神经和血管组织中共再生基因的鉴定方法

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摘要

Bone and dental diseases are serious public health problems. Most current clinical treatments for these diseases can produce side effects. Regeneration is a promising therapy for bone and dental diseases, yielding natural tissue recovery with few side effects. Because soft tissues inside the bone and dentin are densely populated with nerves and vessels, the study of bone and dentin regeneration should also consider the co-regeneration of nerves and vessels. In this study, a network-based method to identify co-regeneration genes for bone, dentin, nerve and vessel was constructed based on an extensive network of protein–protein interactions. Three procedures were applied in the network-based method. The first procedure, searching, sought the shortest paths connecting regeneration genes of one tissue type with regeneration genes of other tissues, thereby extracting possible co-regeneration genes. The second procedure, testing, employed a permutation test to evaluate whether possible genes were false discoveries; these genes were excluded by the testing procedure. The last procedure, screening, employed two rules, the betweenness ratio rule and interaction score rule, to select the most essential genes. A total of seventeen genes were inferred by the method, which were deemed to contribute to co-regeneration of at least two tissues. All these seventeen genes were extensively discussed to validate the utility of the method.
机译:骨骼和牙齿疾病是严重的公共卫生问题。当前针对这些疾病的大多数临床治疗都可能产生副作用。再生是一种针对骨骼和牙齿疾病的有前途的疗法,可恢复自然组织,且几乎没有副作用。由于骨骼和牙本质内部的软组织中密布着神经和血管,因此骨骼和牙本质再生的研究也应考虑神经和血管的共同再生。在这项研究中,基于蛋白质-蛋白质相互作用的广泛网络,构建了一种基于网络的方法来鉴定骨骼,牙本质,神经和血管的再生基因。在基于网络的方法中应用了三个过程。搜索的第一个步骤是寻找将一种组织类型的再生基因与其他组织的再生基因连接起来的最短路径,从而提取可能的共再生基因。第二种方法,测试,使用置换测试来评估可能的基因是否是错误的发现。这些基因被测试程序排除。最后的筛选程序采用了两个规则,即信度比规则和相互作用评分规则,以选择最基本的基因。通过该方法推断出总共17个基因,这些基因被认为有助于至少两个组织的共再生。所有这十七个基因进行了广泛讨论,以验证该方法的实用性。

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