3D structural prediction with docking for five stages of lymphoma

B. J. Bipin Nair, Athulya Viswan, V. Pranav
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Abstract

Lymphoma is a type of cancer that originates in resistant framework during infection in battling cells called lymphocytes. Lymphoma is mainly classified into two i.e. Hodgkin's Lymphoma and Non-Hodgkin's Lymphoma. In Non-Hodgkin's Lymphoma there are four stages. In the first stage, cancer will spread to one extra −lymphatic organ or site and in remaining stages it will spread to another part of the human body. In this work, we develop a computational tool for predicting the appropriate drug at accurate dosage for each stage of Lymphoma. We are going to apply ten to twenty Non-Hodgkin's Lymphoma drugs which are taken from drug bank. Using alignment method we are predicting the stages of lymphoma, once the sequence is aligned high matches and less number of mismatches, gap, deletion and insertion can be considered as stage 1. According to the result obtained, we consider the people affected by four stages of Lymphoma and then predict the protein structural changes in each person. Simultaneously, multiple drug interact and the result is analyzed. If the obtained result has high binding affinity in docking, then the drug is adaptable for that stage. Our optimized algorithm can perform multiple drug interaction and docking prediction in 3-D structure affinity in each person.
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五期淋巴瘤的三维结构预测与对接
淋巴瘤是一种癌症,起源于抵抗框架在感染期间的战斗细胞称为淋巴细胞。淋巴瘤主要分为霍奇金淋巴瘤和非霍奇金淋巴瘤两种。非霍奇金淋巴瘤分为四个阶段。在第一阶段,癌症会扩散到一个额外的淋巴器官或部位,在其余阶段,它会扩散到人体的另一部分。在这项工作中,我们开发了一种计算工具,用于预测每个阶段淋巴瘤准确剂量的适当药物。我们将应用10到20种非霍奇金淋巴瘤药物,这些药物来自药物库。使用比对法预测淋巴瘤的分期,一旦序列被比对,高匹配和少不匹配,间隙,缺失和插入可以被认为是第1阶段。根据得到的结果,我们考虑了四个阶段的淋巴瘤患者,然后预测了每个人的蛋白质结构变化。同时分析多种药物相互作用的结果。如果获得的结果在对接中具有高的结合亲和力,则该药物适合该阶段。我们的优化算法可以在每个人的三维结构亲和力上进行多种药物相互作用和对接预测。
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