Application of Various Statistical Models to Explore Gene-Gene Interactions in Folate, Xenobiotic, Toll-Like Receptor and STAT4 Pathways that Modulate Susceptibility to Systemic Lupus Erythematosus

被引:5
|
作者
Rupasree, Yedluri [1 ]
Naushad, Shaik Mohammad [2 ]
Varshaa, Ravi [2 ]
Mahalakshmi, Govindaraj Swathika [2 ]
Kumaraswami, Konda [3 ]
Rajasekhar, Liza [3 ]
Kutala, Vijay Kumar [1 ]
机构
[1] Nizams Inst Med Sci, Dept Clin Pharmacol & Therapeut, Hyderabad 500082, Andhra Pradesh, India
[2] SASTRA Univ, Sch Chem & Biotechnol, Tirumalaisamudram 613401, Thanjavur, India
[3] Nizams Inst Med Sci, Dept Rheumatol, Hyderabad 500082, Andhra Pradesh, India
关键词
PTPN22 C1858T POLYMORPHISM; ANTI-DNA AUTOANTIBODIES; FUNCTIONAL POLYMORPHISMS; ESTROGEN-RECEPTOR; INTERFERON-ALPHA; ASSOCIATION; RISK; DISEASE; SLE; OSTEOPONTIN;
D O I
10.1007/s40291-015-0181-0
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Introduction In view of our previous studies showing an independent association of genetic polymorphisms in folate, xenobiotic, and toll-like receptor (TLR) pathways with the risk for systemic lupus erythematosus (SLE), we have developed three statistical models to delineate complex gene-gene interactions between folate, xenobiotic, TLR, and signal transducer and activator of transcription 4 (STAT4) signaling pathways in association with the molecular pathophysiology of SLE. Methods We developed additive, multifactor dimensionality reduction (MDR), and artificial neural network (ANN) models. Results The additive model, although the simplest, suggested a moderate predictability of 30 polymorphisms of these four pathways (area under the curve [AUC] 0.66). MDR analysis revealed significant gene-gene interactions among glutathione-S-transferase (GST)T1 and STAT4 (rs3821236 and rs7574865) polymorphisms, which account for moderate predictability of SLE. The MDR model for specific auto-antibodies revealed the importance of gene-gene interactions among cytochrome P450, family1, subfamily A, polypeptide 1 (CYP1A1) m1, catechol-O-methyltransferase (COMT) H108L, solute carrier family 19 (folate transporter), member 1 (SLC19A1) G80A, estrogen receptor 1 (ESR1), TLR5, 5-methyltetrahydrofolate-homocysteine methyltransferase reductase (MTRR), thymidylate synthase (TYMS). and STAT4 polymorphisms. The ANN model for disease prediction showed reasonably good predictability of SLE risk with 30 polymorphisms (AUC 0.76). These polymorphisms contribute towards the production of SSB and anti-dsDNA antibodies to the extent of 48 and 40 %, respectively, while their contribution for the production of antiRNP, SSA, and anti-cardiolipin antibodies varies between 20 and 30 %. Conclusion The current study highlighted the importance of genetic polymorphisms in folate, xenobiotic, TLR, and STAT4 signaling pathways as moderate predictors of SLE risk and delineates the molecular pathophysiology associated with these single nucleotide polymorphisms (SNPs) by demonstrating their association with specific auto-antibody production.
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页码:83 / 95
页数:13
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