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Association of Toll-Like Receptor 4 Polymorphisms with Diabetic Foot Ulcers and Application of Artificial Neural Network in DFU Risk Assessment in Type 2 Diabetes Patients

机译:Toll样受体4多态性与糖尿病足溃疡的关联及人工神经网络在2型糖尿病患者DFU风险评估中的应用

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摘要

The Toll-Like receptor 4 (TLR4) plays an important role in immunity, tissue repair, and regeneration. The objective of the present work was to evaluate the association of TLR4 single nudeotide polymorphisms (SNPs) rs4986790, rs4986791, rsll536858 (merged into rslO759931), rsl927911, and rsl927914 with increased diabetic foot ulcer (DFU) risk in patients with type 2 diabetes mellitus (T2DM). PCR-RFLP was used for genotyping TLR4 SNPs in 125 T2DM patients with DFU and 130 controls. The haplotypes and linkage disequilibrium between the SNPs were determined using Haploview software. Multivariate linear regression (MLR) and artificial neural network (ANN) modeling was done to observe their predictability for the risk of DFU in T2DM patients. Risk genotypes of all SNPs except rsl927914 were significantly associated with DFU. Haplotype ACATC (P value = 9.32; - 5) showed strong association with DFU risk Two haplotypes ATATC (P value = 0.0119) and ATGTT (P value = 0.0087) were found to be protective against DFU. In conclusion TLR4 SNPs and their haplotypes may increase the risk of impairment of wound healing in T2DM patients. ANN model (83%) is found to be better than the MLR model (76%) and can be used as a tool for the DFU risk assessment in T2DM patients.
机译:Toll-Like受体4(TLR4)在免疫,组织修复和再生中起重要作用。本工作的目的是评估2型糖尿病患者中TLR4单核苷酸多态性(SNP)rs4986790,rs4986791,rsll536858(合并为rs1075931),rsl927911和rsl927914与糖尿病性足溃疡(DFU)风险增加的相关性(T2DM)。 PCR-RFLP用于125例DFU和130例T2DM患者的TLR4 SNP基因分型。使用Haploview软件确定SNP之间的单倍型和连锁不平衡。进行了多元线性回归(MLR)和人工神经网络(ANN)建模,以观察其对T2DM患者DFU风险的可预测性。除rs19217以外的所有SNP的风险基因型均与DFU显着相关。单倍型ACATC(P值= 9.32;-5)与DFU风险密切相关。发现两种单倍型ATATC(P值= 0.0119)和ATGTT(P值= 0.0087)可以预防DFU。结论TLR4 SNP及其单倍型可能会增加T2DM患者伤口愈合受损的风险。发现ANN模型(83%)比MLR模型(76%)更好,并且可以用作T2DM患者DFU风险评估的工具。

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