Hao Da-Cheng, Xiao Bing, Xiang Ying, Dong Xue-Wei, Xiao Pei-Gen
School of Environment, Biotechnology Institute, Dalian Jiaotong University, Dalian, 116028, China.
Eur J Drug Metab Pharmacokinet. 2013 Mar;38(1):53-62. doi: 10.1007/s13318-012-0095-8. Epub 2012 May 4.
Abundant nsSNPs have been found in genes coding for human solute carrier (SLC) transporters, but there is little known about the relationship between the genotype and phenotype of nsSNPs in these membrane proteins. It is unknown which prediction method is better suited for the prediction of nonneutral nsSNPs of SLC transporters. We have identified 2,958 validated nsSNPs in human SLC family members 1-47 from the Ensembl genome database and the NCBI SNP database. Using three different algorithms, 37-45 % of nsSNPs in SLC genes were predicted to have functional impacts on transporter function. Predictions largely agreed with the available experimental annotations. Overall, 76.5, 74.4, and 73.5 % of nonneutral nsSNPs were predicted correctly as damaging by SNAP, SIFT, and PolyPhen, respectively, while 67.4, 66.3, and 76.7 % of neutral nsSNPs were predicted correctly as nondamaging by the three methods, respectively. This study identified many amino acids that were likely to be functionally critical but have not yet been studied experimentally. There was a significant concordance between the predicted results of different methods. Evolutionarily nonneutral (destabilizing) amino acid substitutions are predicted to be the basis for the pathogenic alteration of SLC transporter activity that is associated with disease susceptibility and altered drug/xenobiotic response.
在编码人类溶质载体(SLC)转运蛋白的基因中发现了大量非同义单核苷酸多态性(nsSNPs),但对于这些膜蛋白中nsSNPs的基因型与表型之间的关系却知之甚少。目前尚不清楚哪种预测方法更适合预测SLC转运蛋白的非中性nsSNPs。我们从Ensembl基因组数据库和NCBI SNP数据库中鉴定出了人类SLC家族成员1 - 47中的2958个经过验证的nsSNPs。使用三种不同的算法,预测SLC基因中37 - 45%的nsSNPs对转运蛋白功能有功能影响。预测结果与现有的实验注释基本一致。总体而言,SNAP、SIFT和PolyPhen分别正确预测了76.5%、74.4%和73.5%的非中性nsSNPs具有损害性,而三种方法分别正确预测了67.4%、66.3%和76.7%的中性nsSNPs无损害性。本研究鉴定出许多可能在功能上至关重要但尚未进行实验研究的氨基酸。不同方法的预测结果之间存在显著的一致性。进化上非中性(不稳定)的氨基酸取代被预测为与疾病易感性和药物/外源性物质反应改变相关的SLC转运蛋白活性致病改变的基础。