Exploring potential drug targets for SLE through Mendelian randomization and network pharmacology

被引:1
作者
Xu, Yanan [1 ]
Wang, Zelin [1 ]
Jia, Tiewen [1 ]
Liang, Shufen [1 ]
机构
[1] Shanxi Med Univ, Hosp 2, Dept Lab, Taiyuan, Shanxi, Peoples R China
关键词
SYSTEMIC-LUPUS-ERYTHEMATOSUS; POLYMORPHISMS; ASSOCIATION; INSTRUMENTS; DISEASE;
D O I
10.1371/journal.pone.0316481
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Background Systemic lupus erythematosus (SLE) is a complex and incurable autoimmune disease, so several drug remission for SLE symptoms have been developed and used at present. However, treatment varies by patient and disease activity, and existing medications for SLE were far from satisfactory. Novel drug targets to be found for SLE therapy are still needed.Methods Mendelian randomization (MR), an observational study way, was performed to explore potential drug targets for SLE using protein quantitative trait loci (pQTL) from recently published genome-wide association studies (GWAS) of cerebrospinal fluid (CSF) and plasma proteins, which obtained genetic instruments for 154 CSF proteins of 971 participants, and 734 plasma proteins of 23591 participants. Bidirectional Mendelian randomization analysis, colocalization analysis, and phenotype scanning were performed to find key proteins for SLE. In addition, external data verification was implemented to further consolidate the Mendelian randomization findings. Candidate proteins as targets to find drugs and discuss the druggability. Finally, Network pharmacology and molecular docking methods were used to verify the effects of Voclosporin and Cyclosporine on SLE targets. Protein-protein interaction (PPI) and core target analysis of candidate drugs and SLE overlapping targets were performed to identify potential hub targets and interactions. The affinity between drug targets and SLE targets was confirmed by molecular docking.Results In the preliminary analysis, we identified four key proteins as possible drug targets in CSF and plasma proteins, included ICAM-1(P = 4.62E-05, OR = 0.90(0.86, 0.95)), sICAM-1(P = 4.62E-05, OR = 0.49(0.35, 0.69)), FCG2B (P = 7.63E-11, OR = 0.57(0.48, 0.67)), PPP3CA; PPP3R1 (P = 5.47E-07, OR = 0.66(0.57, 0.78)). Among them, ICAM1 was detected in both CSF and plasma proteins. By excluding reverse causality, confounding factors, and linkage disequilibrium (LD), we identified PPP3CA; PPP3R1 as novel drug targets for SLE, including Voclosporin and Cyclosporine. Finally, the Drugbank database shows that novel drugs contain 33 targets for treating SLE. PPI suggested that SIRT1, ACE, PTGS2, and BACE1 were pivotal targets for SLE treatment. In addition, the molecular docking showed that the bioactive molecules of Voclosporin and Cyclosporine had a good affinity with the target of SLE.Conclusions Our integrative analysis suggested that levels of circulating PPP3CA; PPP3R1 had causal effects on SLE risk and served as potential treatment targets. Moreover, this study provides new evidence for Voclosporin as an SLE treatment through Mendelian randomization and Network pharmacology, and warrants further clinical investigation.
引用
收藏
页数:15
相关论文
共 40 条
[1]   Leveraging Heterogeneity in Systemic Lupus Erythematosus for New Therapies [J].
Allen, Marilyn E. ;
Rus, Violeta ;
Szeto, Gregory L. .
TRENDS IN MOLECULAR MEDICINE, 2021, 27 (02) :152-171
[2]   Genetic association analyses implicate aberrant regulation of innate and adaptive immunity genes in the pathogenesis of systemic lupus erythematosus [J].
Bentham, James ;
Morris, David L. ;
Graham, Deborah S. Cunninghame ;
Pinder, Christopher L. ;
Tombleson, Philip ;
Behrens, Timothy W. ;
Martin, Javier ;
Fairfax, Benjamin P. ;
Knight, Julian C. ;
Chen, Lingyan ;
Replogle, Joseph ;
Syvanen, Ann-Christine ;
Ronnblom, Lars ;
Graham, Robert R. ;
Wither, Joan E. ;
Rioux, John D. ;
Alarcon-Riquelme, Marta E. ;
Vyse, Timothy J. .
NATURE GENETICS, 2015, 47 (12) :1457-+
[3]   ICAM-1: A master regulator of cellular responses in inflammation, injury resolution, and tumorigenesis [J].
Bui, Triet M. ;
Wiesolek, Hannah L. ;
Sumagin, Ronen .
JOURNAL OF LEUKOCYTE BIOLOGY, 2020, 108 (03) :787-799
[4]   Using published data in Mendelian randomization: a blueprint for efficient identification of causal risk factors [J].
Burgess, Stephen ;
Scott, Robert A. ;
Timpson, Nicholas J. ;
Smith, George Davey ;
Thompson, Simon G. .
EUROPEAN JOURNAL OF EPIDEMIOLOGY, 2015, 30 (07) :543-552
[5]   Avoiding bias from weak instruments in Mendelian randomization studies [J].
Burgess, Stephen ;
Thompson, Simon G. .
INTERNATIONAL JOURNAL OF EPIDEMIOLOGY, 2011, 40 (03) :755-764
[6]   Calcineurin [J].
Creamer, Trevor P. .
CELL COMMUNICATION AND SIGNALING, 2020, 18 (01)
[7]   ICA1L Is Associated with Small Vessel Disease: A Proteome-Wide Association Study in Small Vessel Stroke and Intracerebral Haemorrhage [J].
Cullell, Natalia ;
Gallego-Fabrega, Cristina ;
Carcel-Marquez, Jara ;
Muino, Elena ;
Llucia-Carol, Laia ;
Lledos, Miquel ;
Martin-Campos, Jesus M. ;
Molina, Jessica ;
Casas, Laura ;
Almeria, Marta ;
Fernandez-Cadenas, Israel ;
Krupinski, Jerzy .
INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2022, 23 (06)
[8]   Reading Mendelian randomisation studies: a guide, glossary, and checklist for clinicians [J].
Davies, Neil M. ;
Holmes, Michael V. ;
Smith, George Davey .
BMJ-BRITISH MEDICAL JOURNAL, 2018, 362
[9]   Mendelian Randomization [J].
Emdin, Connor A. ;
Khera, Amit V. ;
Kathiresan, Sekar .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2017, 318 (19) :1925-1926
[10]   Large-scale integration of the plasma proteome with genetics and disease [J].
Ferkingstad, Egil ;
Sulem, Patrick ;
Atlason, Bjarni A. ;
Sveinbjornsson, Gardar ;
Magnusson, Magnus I. ;
Styrmisdottir, Edda L. ;
Gunnarsdottir, Kristbjorg ;
Helgason, Agnar ;
Oddsson, Asmundur ;
Halldorsson, Bjarni V. ;
Jensson, Brynjar O. ;
Zink, Florian ;
Halldorsson, Gisli H. ;
Masson, Gisli ;
Arnadottir, Gudny A. ;
Katrinardottir, Hildigunnur ;
Juliusson, Kristinn ;
Magnusson, Magnus K. ;
Magnusson, Olafur Th. ;
Fridriksdottir, Run ;
Saevarsdottir, Saedis ;
Gudjonsson, Sigurjon A. ;
Stacey, Simon N. ;
Rognvaldsson, Solvi ;
Eiriksdottir, Thjodbjorg ;
Olafsdottir, Thorunn A. ;
Steinthorsdottir, Valgerdur ;
Tragante, Vinicius ;
Ulfarsson, Magnus O. ;
Stefansson, Hreinn ;
Jonsdottir, Ingileif ;
Holm, Hilma ;
Rafnar, Thorunn ;
Melsted, Pall ;
Saemundsdottir, Jona ;
Norddahl, Gudmundur L. ;
Lund, Sigrun H. ;
Gudbjartsson, Daniel F. ;
Thorsteinsdottir, Unnur ;
Stefansson, Kari .
NATURE GENETICS, 2021, 53 (12) :1712-+