Abstract
Systemic lupus erythematosus (SLE) is a prime example of how the interplay between genetic and environmental factors can trigger systemic autoimmunity, particularly in young women. Although clinical disease can take years to manifest, risk is established by the unique genetic makeup of an individual. Genome-wide association studies have identified almost 200 SLE-associated risk loci, yet unravelling the functional effect of these loci remains a challenge. New analytic tools have enabled researchers to delve deeper, leveraging DNA sequencing and cell-specific and immune pathway analysis to elucidate the immunopathogenic mechanisms. Both common genetic variants and rare non-synonymous mutations can interact to increase SLE risk. Notably, variants strongly associated with SLE are often located in genome super-enhancers that regulate MHC class II gene expression. Additionally, the 3D conformations of DNA and RNA contribute to genome regulation and innate immune system activation. Improved therapies for SLE are urgently needed and current and future knowledge from genetic and genomic research should provide new tools to facilitate patient diagnosis, enhance the identification of therapeutic targets and optimize testing of agents.
Key points
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Identification of both common and rare monogenic DNA sequence variants associated with systemic lupus erythematosus (SLE) have advanced understanding of critical immune pathways contributing to SLE pathogenesis.
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Common genetic variants and rare non-synonymous mutations might synergize to augment the risk of developing SLE.
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Genetic variants that confer a strong association with SLE risk map to critical genome super-enhancers that regulate the expression of MHC class II genes.
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3D conformations of DNA and RNA contribute to genome regulation and innate immune system activation.
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Ancestry-specific genetic risk scores based on relevant immune system pathways might improve the assessment of the risk of SLE.
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Consideration of patient-specific genetic variants in clinical trial design should increase the success of drug development programmes.
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References
Crow, M. K. Pathogenesis of systemic lupus erythematosus: risks, mechanisms and therapeutic targets. Ann. Rheum. Dis. 82, 999–1014 (2023).
Morand, E. F., Fernandez-Ruiz, R., Blazer, A. & Niewold, T. B. Advances in the management of systemic lupus erythematosus. BMJ 383, e073980 (2023).
Fasano, S., Milone, A., Nicoletti, G. F., Isenberg, D. A. & Ciccia, F. Precision medicine in systemic lupus erythematosus. Nat. Rev. Rheumatol. 19, 331–342 (2023).
Vinuesa, C. G., Shen, N. & Ware, T. Genetics of SLE: mechanistic insights from monogenic disease and disease-associated variants. Nat. Rev. Nephrol. 19, 558–572 (2023).
Demkova, K., Morris, D. L. & Vyse, T. J. Genetics of SLE: does this explain susceptibility and severity across racial groups? Rheumatology 62, i15–i21 (2023).
Ghodke-Puranik, Y. & Niewold, T. B. Immunogenetics of systemic lupus erythematosus: a comprehensive review. J. Autoimmun. 64, 125–136 (2015).
Stankey, C. T. & Lee, J. C. Translating non-coding genetic associations into a better understanding of immune-mediated disease. Dis. Model. Mech. 16, dmm049790 (2023).
Chen, L. et al. Genome-wide assessment of genetic risk for systemic lupus erythematosus and disease severity. Hum. Mol. Genet. 29, 1745–1756 (2020).
Langefeld, C. D. et al. Transancestral mapping and genetic load in systemic lupus erythematosus. Nat. Commun. 8, 16021 (2017).
International Consortium for Systemic Lupus Erythematosus Genetics et al. Genome-wide association scan in women with systemic lupus erythematosus identifies susceptibility variants in ITGAM, PXK, KIAA1542 and other loci. Nat. Genet. 40, 204–210 (2008).
Cunninghame Graham, D. S. et al. Association of NCF2, IKZF1, IRF8, IFIH1, and TYK2 with systemic lupus erythematosus. PLoS Genet. 7, e1002341 (2011).
Guga, S., Wang, Y., Graham, D. C. & Vyse, T. J. A review of genetic risk in systemic lupus erythematosus. Expert. Rev. Clin. Immunol. 19, 1247–1258 (2023).
Chen, L., Morris, D. L. & Vyse, T. J. Genetic advances in systemic lupus erythematosus: an update. Curr. Opin. Rheumatol. 29, 423–433 (2017).
Ghodke-Puranik, Y. et al. Novel genetic associations with interferon in systemic lupus erythematosus identified by replication and fine-mapping of trait-stratified genome-wide screen. Cytokine 132, 154631 (2020).
Kariuki, S. N. et al. Genetic analysis of the pathogenic molecular sub-phenotype interferon-alpha identifies multiple novel loci involved in systemic lupus erythematosus. Genes. Immun. 16, 15–23 (2015).
Hom, G. et al. Association of systemic lupus erythematosus with C8orf13-BLK and ITGAM-ITGAX. N. Engl. J. Med. 358, 900–909 (2008).
Han, J. W. et al. Genome-wide association study in a Chinese Han population identifies nine new susceptibility loci for systemic lupus erythematosus. Nat. Genet. 41, 1234–1237 (2009).
Okada, Y. et al. A genome-wide association study identified AFF1 as a susceptibility locus for systemic lupus eyrthematosus in Japanese. PLoS Genet. 8, e1002455 (2012).
Alarcon-Riquelme, M. E. et al. Genome-wide association study in an Amerindian ancestry population reveals novel systemic lupus erythematosus risk loci and the role of European admixture. Arthritis Rheumatol. 68, 932–943 (2016).
Morris, D. L. et al. Genome-wide association meta-analysis in Chinese and European individuals identifies ten new loci associated with systemic lupus erythematosus. Nat. Genet. 48, 940–946 (2016).
Rose, A. M. & Bell, L. C. Epistasis and immunity: the role of genetic interactions in autoimmune diseases. Immunology 137, 131–138 (2012).
Ellinghaus, D. et al. Analysis of five chronic inflammatory diseases identifies 27 new associations and highlights disease-specific patterns at shared loci. Nat. Genet. 48, 510–518 (2016).
Farh, K. K. et al. Genetic and epigenetic fine mapping of causal autoimmune disease variants. Nature 518, 337–343 (2015).
Scharer, C. D. et al. Epigenetic programming underpins B cell dysfunction in human SLE. Nat. Immunol. 20, 1071–1082 (2019).
Aune, T. M. et al. Expression of long non-coding RNAs in autoimmunity and linkage to enhancer function and autoimmune disease risk genetic variants. J. Autoimmun. 81, 99–109 (2017).
Almlof, J. C. et al. Whole-genome sequencing identifies complex contributions to genetic risk by variants in genes causing monogenic systemic lupus erythematosus. Hum. Genet. 138, 141–150 (2019).
Charras, A. et al. Panel sequencing links rare, likely damaging gene variants with distinct clinical phenotypes and outcomes in juvenile-onset SLE. Rheumatology 62, SI210–SI225 (2023).
Dasdemir, S. et al. Genetic screening of early-onset patients with systemic lupus erythematosus by a targeted next-generation sequencing gene panel. Lupus 31, 330–337 (2022).
Delgado-Vega, A. M. et al. Whole exome sequencing of patients from multicase families with systemic lupus erythematosus identifies multiple rare variants. Sci. Rep. 8, 8775 (2018).
Ellyard, J. I. et al. Identification of a pathogenic variant in TREX1 in early-onset cerebral systemic lupus erythematosus by whole-exome sequencing. Arthritis Rheumatol. 66, 3382–3386 (2014).
Jiang, S. H. et al. Functional rare and low frequency variants in BLK and BANK1 contribute to human lupus. Nat. Commun. 10, 2201 (2019).
Lea-Henry, T. N. et al. Increased burden of rare variants in genes of the endosomal Toll-like receptor pathway in patients with systemic lupus erythematosus. Lupus 30, 1756–1763 (2021).
Wang, Y. F. et al. Identification of 38 novel loci for systemic lupus erythematosus and genetic heterogeneity between ancestral groups. Nat. Commun. 12, 772 (2021).
Harley, I. T. W. & Sawalha, A. H. Systemic lupus erythematosus as a genetic disease. Clin. Immunol. 236, 108953 (2022).
Sandling, J. K. et al. Molecular pathways in patients with systemic lupus erythematosus revealed by gene-centred DNA sequencing. Ann. Rheum. Dis. 80, 109–117 (2021).
Owen, K. A. et al. Analysis of trans-ancestral SLE risk loci identifies unique biologic networks and drug targets in African and European Ancestries. Am. J. Hum. Genet. 107, 864–881 (2020).
Crow, M. K. Advances in lupus therapeutics: achieving sustained control of the type I interferon pathway. Curr. Opin. Pharmacol. 67, 102291 (2022).
Raj, P. et al. Regulatory polymorphisms modulate the expression of HLA class II molecules and promote autoimmunity. Elife 5, e12089 (2016).
Alperin, J. M., Ortiz-Fernandez, L. & Sawalha, A. H. Monogenic lupus: a developing paradigm of disease. Front. Immunol. 9, 2496 (2018).
Sullivan, K. E., Petri, M. A., Schmeckpeper, B. J., McLean, R. H. & Winkelstein, J. A. Prevalence of a mutation causing C2 deficiency in systemic lupus erythematosus. J. Rheumatol. 21, 1128–1133 (1994).
Slingsby, J. H. et al. Homozygous hereditary C1q deficiency and systemic lupus erythematosus. A new family and the molecular basis of C1q deficiency in three families. Arthritis Rheum. 39, 663–670 (1996).
Brown, G. J. et al. TLR7 gain-of-function genetic variation causes human lupus. Nature 605, 349–356 (2022).
Wolf, C. et al. UNC93B1 variants underlie TLR7-dependent autoimmunity. Sci. Immunol. 9, eadi9769 (2024).
Al-Azab, M. et al. Genetic variants in UNC93B1 predispose to childhood-onset systemic lupus erythematosus. Nat. Immunol. 25, 969–980 (2024).
David, C. et al. Gain-of-function human UNC93B1 variants cause systemic lupus erythematosus and chilblain lupus. J. Exp. Med. 221, e20232066 (2024).
Rael, V. et al. Large-scale mutational analysis identifies UNC93B1 variants that drive TLR-mediated autoimmunity in mice and humans. J. Exp. Med. 221, e20232005 (2024).
Mishra, H. et al. Disrupted degradative sorting of TLR7 is associated with human lupus. Sci. Immunol. 9, eadi9575 (2024).
Lee-Kirsch, M. A. et al. Mutations in the gene encoding the 3’-5’ DNA exonuclease TREX1 are associated with systemic lupus erythematosus. Nat. Genet. 39, 1065–1067 (2007).
Natsumoto, B. et al. Functional evaluation of rare OASL variants by analysis of SLE patient-derived iPSCs. J. Autoimmun. 139, 103085 (2023).
Van Eyck, L. et al. Brief Report: IFIH1 mutation causes systemic lupus erythematosus with selective IgA deficiency. Arthritis Rheumatol. 67, 1592–1597 (2015).
Crow, Y. J. et al. Characterization of human disease phenotypes associated with mutations in TREX1, RNASEH2A, RNASEH2B, RNASEH2C, SAMHD1, ADAR, and IFIH1. Am. J. Med. Genet. A 167A, 296–312 (2015).
Al-Mayouf, S. M. et al. Loss-of-function variant in DNASE1L3 causes a familial form of systemic lupus erythematosus. Nat. Genet. 43, 1186–1188 (2011).
Coke, L. N. et al. Arg206Cys substitution in DNASE1L3 causes a defect in DNASE1L3 protein secretion that confers risk of systemic lupus erythematosus. Ann. Rheum. Dis. 80, 782–787 (2021).
Zhao, J. et al. A missense variant in NCF1 is associated with susceptibility to multiple autoimmune diseases. Nat. Genet. 49, 433–437 (2017).
Schnappauf, O. et al. Homozygous variant p. Arg90His in NCF1 is associated with early-onset Interferonopathy: a case report. Pediatr. Rheumatol. Online J. 19, 54 (2021).
Linge, P. et al. NCF1-339 polymorphism is associated with altered formation of neutrophil extracellular traps, high serum interferon activity and antiphospholipid syndrome in systemic lupus erythematosus. Ann. Rheum. Dis. 79, 254–261 (2020).
Olsson, L. M. et al. A single nucleotide polymorphism in the NCF1 gene leading to reduced oxidative burst is associated with systemic lupus erythematosus. Ann. Rheum. Dis. 76, 1607–1613 (2017).
He, Y. et al. P2RY8 variants in lupus patients uncover a role for the receptor in immunological tolerance. J. Exp. Med. 219, e20211004 (2022).
Zhang, Y. et al. Rare SH2B3 coding variants in lupus patients impair B cell tolerance and predispose to autoimmunity. J. Exp. Med 221, e20211080 (2024).
Viel, K. et al. Shared and distinct interactions of type 1 and type 2 Epstein-Barr Nuclear Antigen 2 with the human genome. BMC Genomics 25, 273 (2024).
Qiu, Y. et al. 3D genome organization and epigenetic regulation in autoimmune diseases. Front. Immunol. 14, 1196123 (2023).
Ray, J. P. et al. Prioritizing disease and trait causal variants at the TNFAIP3 locus using functional and genomic features. Nat. Commun. 11, 1237 (2020).
Sokhi, U. K. et al. Dissection and function of autoimmunity-associated TNFAIP3 (A20) gene enhancers in humanized mouse models. Nat. Commun. 9, 658 (2018).
Pasula, S. et al. Role of systemic lupus erythematosus risk variants with opposing functional effects as a driver of hypomorphic expression of TNIP1 and other genes within a three-dimensional chromatin network. Arthritis Rheumatol. 72, 780–790 (2020).
Pasula, S. et al. Systemic lupus erythematosus variants modulate the function of an enhancer upstream of TNFAIP3. Front. Genet. 13, 1011965 (2022).
Hou, G. et al. SLE non-coding genetic risk variant determines the epigenetic dysfunction of an immune cell specific enhancer that controls disease-critical microRNA expression. Nat. Commun. 12, 135 (2021).
Kobayashi, T. et al. The histidine transporter SLC15A4 coordinates mTOR-dependent inflammatory responses and pathogenic antibody production. Immunity 41, 375–388 (2014).
Chen, X. et al. Structural basis for recruitment of TASL by SLC15A4 in human endolysosomal TLR signaling. Nat. Commun. 14, 6627 (2023).
Hou, G. et al. Integrative functional genomics identifies systemic lupus erythematosus causal genetic variant in the IRF5 risk locus. Arthritis Rheumatol. 75, 574–585 (2023).
Zhou, Z. et al. TRIM14 is a mitochondrial adaptor that facilitates retinoic acid-inducible gene-I-like receptor-mediated innate immune response. Proc. Natl Acad. Sci. USA 111, E245–E254 (2014).
Hoffpauir, C. T. et al. TRIM14 is a key regulator of the type I IFN response during mycobacterium tuberculosis infection. J. Immunol. 205, 153–167 (2020).
Lu, X. et al. Global discovery of lupus genetic risk variant allelic enhancer activity. Nat. Commun. 12, 1611 (2021).
Fu, Y. et al. Massively parallel reporter assay confirms regulatory potential of hQTLs and reveals important variants in lupus and other autoimmune diseases. HGG Adv. 5, 100279 (2024).
Barcellos, L. F. et al. High-density SNP screening of the major histocompatibility complex in systemic lupus erythematosus demonstrates strong evidence for independent susceptibility regions. PLoS Genet. 5, e1000696 (2009).
Shiina, T. & Kulski, J. K. HLA genetics for the human diseases. Adv. Exp. Med. Biol. 1444, 237–258 (2024).
Whitney, A. R. et al. Individuality and variation in gene expression patterns in human blood. Proc. Natl Acad. Sci. USA 100, 1896–1901 (2003).
Candore, G. et al. In vitro cytokine production by HLA-B8,DR3 positive subjects. Autoimmunity 18, 121–132 (1994).
Price, P. et al. The genetic basis for the association of the 8.1 ancestral haplotype (A1, B8, DR3) with multiple immunopathological diseases. Immunol. Rev. 167, 257–274 (1999).
Traherne, J. A. et al. Genetic analysis of completely sequenced disease-associated MHC haplotypes identifies shuffling of segments in recent human history. PLoS Genet. 2, e9 (2006).
McDevitt, H. O., Wraith, D. C., Smilek, D. E., Lundberg, A. S. & Steinman, L. Evolution, function, and utilization of major histocompatibility complex polymorphism in autoimmune disease. Cold Spring Harb. Symp. Quant. Biol. 54 Pt 2, 853–857 (1989).
Gregersen, P. K., Silver, J. & Winchester, R. J. The shared epitope hypothesis. An approach to understanding the molecular genetics of susceptibility to rheumatoid arthritis. Arthritis Rheum. 30, 1205–1213 (1987).
Raychaudhuri, S. et al. Five amino acids in three HLA proteins explain most of the association between MHC and seropositive rheumatoid arthritis. Nat. Genet. 44, 291–296 (2012).
Molineros, J. E. et al. Amino acid signatures of HLA Class-I and II molecules are strongly associated with SLE susceptibility and autoantibody production in Eastern Asians. PLoS Genet. 15, e1008092 (2019).
Xu, R. et al. Association analysis of the MHC in lupus nephritis. J. Am. Soc. Nephrol. 28, 3383–3394 (2017).
Morris, D. L. et al. MHC associations with clinical and autoantibody manifestations in European SLE. Genes. Immun. 15, 210–217 (2014).
Majumder, P., Gomez, J. A. & Boss, J. M. The human major histocompatibility complex class II HLA-DRB1 and HLA-DQA1 genes are separated by a CTCF-binding enhancer-blocking element. J. Biol. Chem. 281, 18435–18443 (2006).
Majumder, P., Gomez, J. A., Chadwick, B. P. & Boss, J. M. The insulator factor CTCF controls MHC class II gene expression and is required for the formation of long-distance chromatin interactions. J. Exp. Med. 205, 785–798 (2008).
Majumder, P. et al. A super enhancer controls expression and chromatin architecture within the MHC class II locus. J. Exp. Med. 217, e20190668 (2020).
Cavalli, G. et al. MHC class II super-enhancer increases surface expression of HLA-DR and HLA-DQ and affects cytokine production in autoimmune vitiligo. Proc. Natl Acad. Sci. USA 113, 1363–1368 (2016).
Kachru, R. B., Sequeira, W., Mittal, K. K., Siegel, M. E. & Telischi, M. A significant increase of HLA-DR3 and DR2 in systemic lupus erythematosus among Blacks. J. Rheumatol. 11, 471–474 (1984).
Hanscombe, K. B. et al. Genetic fine mapping of systemic lupus erythematosus MHC associations in Europeans and African Americans. Hum. Mol. Genet. 27, 3813–3824 (2018).
Pelikan, R. C. et al. Enhancer histone-QTLs are enriched on autoimmune risk haplotypes and influence gene expression within chromatin networks. Nat. Commun. 9, 2905 (2018).
Ota, M. et al. Dynamic landscape of immune cell-specific gene regulation in immune-mediated diseases. Cell 184, 3006–3021 e3017 (2021).
Ghodke-Puranik, Y. et al. Single-cell expression quantitative trait loci (eQTL) analysis of SLE-risk loci in lupus patient monocytes. Arthritis Res. Ther. 23, 290 (2021).
Kang, J. B. et al. Mapping the dynamic genetic regulatory architecture of HLA genes at single-cell resolution. Nat. Genet. 55, 2255–2268 (2023).
Gupta, A. et al. Dynamic regulatory elements in single-cell multimodal data implicate key immune cell states enriched for autoimmune disease heritability. Nat. Genet. 55, 2200–2210 (2023).
Mostafavi, H., Spence, J. P., Naqvi, S. & Pritchard, J. K. Systematic differences in discovery of genetic effects on gene expression and complex traits. Nat. Genet. 55, 1866–1875 (2023).
Zeng, Y. et al. DNA methylation modulated genetic variant effect on gene transcriptional regulation. Genome Biol. 24, 285 (2023).
Coss, S. L. et al. The complement system and human autoimmune diseases. J. Autoimmun. 137, 102979 (2023).
Yang, Y. et al. Gene copy-number variation and associated polymorphisms of complement component C4 in human systemic lupus erythematosus (SLE): low copy number is a risk factor for and high copy number is a protective factor against SLE susceptibility in European Americans. Am. J. Hum. Genet. 80, 1037–1054 (2007).
Lundtoft, C. et al. Complement C4 copy number variation is linked to SSA/Ro and SSB/La autoantibodies in systemic inflammatory autoimmune diseases. Arthritis Rheumatol. 74, 1440–1450 (2022).
Zhou, T. et al. Lupus enhancer risk variant causes dysregulation of IRF8 through cooperative lncRNA and DNA methylation machinery. Nat. Commun. 13, 1855 (2022).
Zhang, Y., Zhang, X., Dai, H. Q., Hu, H. & Alt, F. W. The role of chromatin loop extrusion in antibody diversification. Nat. Rev. Immunol. 22, 550–566 (2022).
Barajas-Mora, E. M. & Feeney, A. J. Enhancers within the Ig V gene region orchestrate chromatin topology and regulate V gene rearrangement frequency to shape the B cell receptor repertoire specificities. J. Immunol. 211, 1613–1622 (2023).
Hu, Y. et al. Lineage-specific 3D genome organization is assembled at multiple scales by IKAROS. Cell 186, 5269–5289 e5222 (2023).
Vyse, T. J. & Cunninghame Graham, D. S. Trans-ancestral fine-mapping and epigenetic annotation as tools to delineate functionally relevant risk alleles at IKZF1 and IKZF3 in systemic lupus erythematosus. Int. J. Mol. Sci. 21, 8383 (2020).
Zhao, M. et al. 3D genome alterations in T cells associated with disease activity of systemic lupus erythematosus. Ann. Rheum. Dis. 82, 226–234 (2023).
Pisetsky, D. S. & Herbert, A. The role of DNA in the pathogenesis of SLE: DNA as a molecular chameleon. Ann. Rheum. Dis. 83, 830–837 (2024).
Krall, J. B., Nichols, P. J., Henen, M. A., Vicens, Q. & Vogeli, B. Structure and formation of Z-DNA and Z-RNA. Molecules 28, 843 (2023).
Zhao, C. et al. Polyamine metabolism controls B-to-Z DNA transition to orchestrate DNA sensor cGAS activity. Immunity 56, 2508–2522 e2506 (2023).
Thomas, T. J. & Thomas, T. Polyamine-induced Z-DNA conformation in plasmids containing (dA-dC)n.(dG-dT)n inserts and increased binding of lupus autoantibodies to the Z-DNA form of plasmids. Biochem. J. 298, 485–491 (1994).
Klein, B. et al. Epidermal ZBP1 stabilizes mitochondrial Z-DNA to drive UV-induced IFN signaling in autoimmune photosensitivity. Preprint at bioRxiv https://doi.org/10.1101/2024.01.23.576771 (2024).
Xu, L. et al. Loss-of-function variants in SAT1 cause X-linked childhood-onset systemic lupus erythematosus. Ann. Rheum. Dis. 81, 1712–1721 (2022).
Herbert, A. Z-DNA and Z-RNA in human disease. Commun. Biol. 2, 7 (2019).
Tang, Q. et al. Adenosine-to-inosine editing of endogenous Z-form RNA by the deaminase ADAR1 prevents spontaneous MAVS-dependent type I interferon responses. Immunity 54, 1961–1975 e1965 (2021).
Jiao, H. et al. ADAR1 averts fatal type I interferon induction by ZBP1. Nature 607, 776–783 (2022).
Hubbard, N. W. et al. ADAR1 mutation causes ZBP1-dependent immunopathology. Nature 607, 769–775 (2022).
de Reuver, R. et al. ADAR1 prevents autoinflammation by suppressing spontaneous ZBP1 activation. Nature 607, 784–789 (2022).
Ramesh, N. & Brahmachari, S. K. Structural alteration from non-B to B-form could reflect DNase I hypersensitivity. J. Biomol. Struct. Dyn. 6, 899–906 (1989).
Herbert, A. Flipons and small RNAs accentuate the asymmetries of pervasive transcription by the reset and sequence-specific microcoding of promoter conformation. J. Biol. Chem. 299, 105140 (2023).
Spencer, D. M., Svenungsson, E., Gunnarsson, I., Caricchio, R. & Pisetsky, D. S. The expression of antibodies to Z-DNA in the blood of patients with systemic lupus erythematosus: relationship to autoantibodies to B-DNA. Clin. Immunol. 255, 109763 (2023).
Webber, D. et al. Association of systemic lupus erythematosus (SLE) genetic susceptibility loci with lupus nephritis in childhood-onset and adult-onset SLE. Rheumatology 59, 90–98 (2020).
Barnado, A. et al. Phenotype risk score but not genetic risk score aids in identifying individuals with systemic lupus erythematosus in the electronic health record. Arthritis Rheumatol. 75, 1532–1541 (2023).
Lennon, N. J. et al. Selection, optimization and validation of ten chronic disease polygenic risk scores for clinical implementation in diverse US populations. Nat. Med. 30, 480–487 (2024).
Knevel, R. et al. Using genetics to prioritize diagnoses for rheumatology outpatients with inflammatory arthritis. Sci. Transl. Med. 12, eaay1548 (2020).
Reid, S. et al. High genetic risk score is associated with early disease onset, damage accrual and decreased survival in systemic lupus erythematosus. Ann. Rheum. Dis. 79, 363–369 (2020).
Shin, J. M. et al. Clinical and genetic risk factors associated with the presence of lupus nephritis. J. Rheum. Dis. 28, 150–158 (2021).
Dominguez, D. et al. Relationship between genetic risk and age of diagnosis in systemic lupus erythematosus. J. Rheumatol. 48, 852–858 (2021).
Hedenstedt, A. et al. B cell polygenic risk scores associate with anti-dsDNA antibodies and nephritis in systemic lupus erythematosus. Lupus Sci. Med. 10, e000926 (2023).
Chung, C. P. et al. APOL1 and the risk of adverse renal outcomes in patients of African ancestry with systemic lupus erythematosus. Lupus 32, 763–770 (2023).
Prive, F. et al. Portability of 245 polygenic scores when derived from the UK Biobank and applied to 9 ancestry groups from the same cohort. Am. J. Hum. Genet. 109, 12–23 (2022).
Wang, Y., Tsuo, K., Kanai, M., Neale, B. M. & Martin, A. R. Challenges and opportunities for developing more generalizable polygenic risk scores. Annu. Rev. Biomed. Data Sci. 5, 293–320 (2022).
Collister, J. A., Liu, X. & Clifton, L. Calculating polygenic risk scores (PRS) in UK biobank: a practical guide for epidemiologists. Front. Genet. 13, 818574 (2022).
Ochoa, D. et al. Human genetics evidence supports two-thirds of the 2021 FDA-approved drugs. Nat. Rev. Drug. Discov. 21, 551 (2022).
Morand, E. et al. Deucravacitinib, a tyrosine kinase 2 inhibitor, in systemic lupus erythematosus: a phase II, randomized, double-blind, placebo-controlled trial. Arthritis Rheumatol. 75, 242–252 (2023).
Ban, T. et al. Genetic and chemical inhibition of IRF5 suppresses pre-existing mouse lupus-like disease. Nat. Commun. 12, 4379 (2021).
Boeszoermenyi, A. et al. A conformation-locking inhibitor of SLC15A4 with TASL proteostatic anti-inflammatory activity. Nat. Commun. 14, 6626 (2023).
Furie, R. et al. Anifrolumab, an anti-interferon-α receptor monoclonal antibody, in moderate-to-severe systemic lupus erythematosus. Arthritis Rheumatol. 69, 376–386 (2017).
Morand, E. F. et al. Trial of anifrolumab in active systemic lupus erythematosus. N. Engl. J. Med. 382, 211–221 (2020).
Felten, R., Scher, F., Sagez, F., Chasset, F. & Arnaud, L. Spotlight on anifrolumab and its potential for the treatment of moderate-to-severe systemic lupus erythematosus: evidence to date. Drug. Des. Devel Ther. 13, 1535–1543 (2019).
Schett, G., Mielenz, D., Nagy, G. & Kronke, G. B-cell depletion in autoimmune diseases. Ann. Rheum. Dis. 11, 1126421 (2024).
Garantziotis, P. et al. Molecular taxonomy of systemic lupus erythematosus through data-driven patient stratification: molecular endotypes and cluster-tailored drugs. Front. Immunol. 13, 860726 (2022).
Toro-Dominguez, D., Carmona-Saez, P. & Alarcon-Riquelme, M. E. Support for phosphoinositol 3 kinase and mTOR inhibitors as treatment for lupus using in-silico drug-repurposing analysis. Arthritis Res. Ther. 19, 54 (2017).
Wang, Y. F. et al. Identification of ST3AGL4, MFHAS1, CSNK2A2 and CD226 as loci associated with systemic lupus erythematosus (SLE) and evaluation of SLE genetics in drug repositioning. Ann. Rheum. Dis. 77, 1078–1084 (2018).
Toro-Dominguez, D. et al. Differential treatments based on drug-induced gene expression signatures and longitudinal systemic lupus erythematosus stratification. Sci. Rep. 9, 15502 (2019).
Hubbard, E. L. et al. Analysis of gene expression from systemic lupus erythematosus synovium reveals myeloid cell-driven pathogenesis of lupus arthritis. Sci. Rep. 10, 17361 (2020).
Nelson, M. R. et al. The support of human genetic evidence for approved drug indications. Nat. Genet. 47, 856–860 (2015).
Allen, M. E., Rus, V. & Szeto, G. L. Leveraging heterogeneity in systemic lupus erythematosus for new therapies. Trends Mol. Med. 27, 152–171 (2021).
Hurle, M. R., Nelson, M. R., Agarwal, P. & Cardon, L. R. Impact of genetically supported target selection on R&D productivity. Nat. Rev. Drug. Discov. 15, 596–597 (2016).
King, E. A., Davis, J. W. & Degner, J. F. Are drug targets with genetic support twice as likely to be approved? Revised estimates of the impact of genetic support for drug mechanisms on the probability of drug approval. PLoS Genet. 15, e1008489 (2019).
Vital, E. M. et al. Anifrolumab efficacy and safety by type I interferon gene signature and clinical subgroups in patients with SLE: post hoc analysis of pooled data from two phase III trials. Ann. Rheum. Dis. 81, 951–961 (2022).
Merrill, J. T. et al. Phase 2 trial of iberdomide in systemic lupus erythematosus. N. Engl. J. Med. 386, 1034–1045 (2022).
Fanouriakis, A. et al. EULAR recommendations for the management of systemic lupus erythematosus: 2023 update. Ann. Rheum. Dis. 83, 15–29 (2023).
Franklyn, K. et al. Definition and initial validation of a Lupus Low Disease Activity State (LLDAS). Ann. Rheum. Dis. 75, 1615–1621 (2016).
Nakano, M. et al. Distinct transcriptome architectures underlying lupus establishment and exacerbation. Cell 185, 3375–3389 e3321 (2022).
Yu, H., Nagafuchi, Y. & Fujio, K. Clinical and immunological biomarkers for systemic lupus erythematosus. Biomolecules 11, 928 (2021).
Arazi, A. et al. The immune cell landscape in kidneys of patients with lupus nephritis. Nat. Immunol. 20, 902–914 (2019).
Jourde-Chiche, N. et al. Modular transcriptional repertoire analyses identify a blood neutrophil signature as a candidate biomarker for lupus nephritis. Rheumatology 56, 477–487 (2017).
Banchereau, R. et al. Personalized immunomonitoring uncovers molecular networks that stratify lupus patients. Cell 165, 551–565 (2016).
Fava, A. et al. Urine proteomics and renal single-cell transcriptomics implicate interleukin-16 in lupus nephritis. Arthritis Rheumatol. 74, 829–839 (2022).
Wang, T. Y. et al. Identification of regulatory modules that stratify lupus disease mechanism through integrating multi-omics data. Mol. Ther. Nucleic Acids 19, 318–329 (2020).
Der, E. et al. Tubular cell and keratinocyte single-cell transcriptomics applied to lupus nephritis reveal type I IFN and fibrosis relevant pathways. Nat. Immunol. 20, 915–927 (2019).
Nehar-Belaid, D. et al. Mapping systemic lupus erythematosus heterogeneity at the single-cell level. Nat. Immunol. 21, 1094–1106 (2020).
Nassar, L. R. et al. The UCSC genome browser database: 2023 update. Nucleic Acids Res. 51, D1188–DD195 (2023).
Acknowledgements
The work of M.K.C. is supported by the Mary K. Crow Chair in Immunology and Inflammation Research.
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All authors researched data for the article, contributed substantially to discussion of the content and reviewed and/or edited the manuscript before submission. M.K.C. and Y.G.-P. wrote the article.
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M.K.C. has served as a consultant for Aboleris, AbelZeta, AMPEL Biosolutions, Astra Zeneca, BMS, GSK, Lilly, Novartis and Takeda, and holds stocks in Amgen, Johnson and Johnson and Regeneron. Y.G.-P. and M.O. declare no competing interests.
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Ghodke-Puranik, Y., Olferiev, M. & Crow, M.K. Systemic lupus erythematosus genetics: insights into pathogenesis and implications for therapy. Nat Rev Rheumatol 20, 635–648 (2024). https://doi.org/10.1038/s41584-024-01152-2
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DOI: https://doi.org/10.1038/s41584-024-01152-2