Objectives Female sex and anticitrullinated protein antibodies (ACPA) are associated with higher disease activity in rheumatoid arthritis (RA). Since disease-related inflammation is linked to cardiovascular risk, we explored whether sex and ACPA influenced the association between disease activity at study entry and cardiovascular risk in established RA.Methods We evaluated 4008 patients with prevalent RA from an international observational cohort enrolled between 1985 and 2012. Outcomes included major adverse cardiovascular events (MACE: cardiovascular death, myocardial infarction and stroke) and ischaemic cardiovascular events (iCVE: MACE, angina, revascularisation, transient ischaemic attack and peripheral arterial disease). Follow-up accrued from enrolment until the first event or censoring. Multivariable Cox models stratified by centre risk evaluated disease activity, sex, ACPA and their interactions.Results We documented 193 MACE and 299 iCVE. Disease activity and sex were associated with MACE (all p≤0.017) and iCVE (p≤0.005) but ACPA was only associated with MACE (p=0.043). A three-way interaction on MACE (p=0.034) but not iCVE was noted. Among ACPA-negative patients, disease activity was associated with MACE in males (HR 1.57 (95% CI 1.14 to 2.16)) but not females (p-for-interaction=0.022). Among ACPA-positive patients, neither the disease activity x sex interaction (p=0.929), nor main effect of disease activity on MACE (p=0.124) was significant, but male sex was (HR 1.61 (95% CI 1.15 to 2.27)). Among females, neither disease activity x ACPA interaction (p=0.523) nor disease activity (p=0.319) was significant for MACE, but ACPA was (HR 1.57 (95% CI 1.02 to 2.42)).Conclusions The effect of disease activity at enrolment on cardiovascular risk in prevalent RA varies across patient groups with different sex and ACPA characteristics.

ObjectiveAnti-neutrophil cytoplasmic antibody (ANCA)-associated vasculitides (AAV) are chronic, relapsing inflammatory diseases, yet reliable biomarkers for detecting relapse and organ involvement remain limited. This study aimed to identify plasma protein biomarkers that distinguish active disease from remission and to explore markers associated with lung and kidney involvement.MethodsPlasma samples from 113 patients with granulomatosis with polyangiitis or microscopic polyangiitis (68 active disease and 45 remission) were profiled using a proximity extension assay targeting 181 inflammation- and cardiovascular-related proteins. Clinical data, including CRP and Birmingham vasculitis activity score (BVAS), were collected at sampling. Differential protein expression was assessed using ANOVA, with top candidates validated in independent sample cohorts (plasma samples, n = 74; serum samples, n = 34). Correlations with BVAS and CRP and discriminatory performance (AUC) were evaluated. Associations with chest- and kidney-specific BVAS were also examined.ResultsA total of 57 proteins were differentially expressed between active disease and remission. Seven proteins (ST2, OPN, IL-2RA, CCL23, IL-6, Flt3L, and SCF) were validated in independent cohorts and showed strong associations with disease activity. Several demonstrated high discriminatory ability (AUC ≥ 0.80) between active disease and remission. Multiple proteins correlated with organ-specific BVAS scores: seven for chest involvement and 16 for kidney involvement, after adjustment for kidney function-related protein variation.ConclusionThis study identifies a robust panel of plasma proteins that differentiate active AAV from remission and correlate with global and organ-specific disease activity. These biomarkers may enhance non-invasive disease monitoring and support earlier recognition of relapse and organ involvement in AAV.

Objective To identify autoantibodies in presymptomatic individuals that associate with the onset of rheumatoid arthritis (RA) and to distinguish early RA from osteoarthritis (OA), particularly in individuals lacking classic RA serologic markers. Methods We analyzed serum and plasma from three cohorts: presymptomatic individuals who later developed RA (n = 518), a subset of these at RA diagnosis (n = 241), matched population controls (n = 530), and patients with OA (n = 287). Bead‐based multiplex flow immunoassay detected IgG autoantibodies against joint‐related peptides relevant in arthritis models. Principal component analysis was used to identify subgroups and univariable regression analyses to characterize the performance of autoantibodies with significance for patients with RA negative for anti–cyclic citrullinated peptide (anti‐CCP) and rheumatoid factor (RF), that is, the seronegative RA diagnosis (SeNe) test. Multivariable logistic regression identified autoantibodies with the strongest discriminative power between cases and controls. Results Autoantibody profiles revealed three distinct presymptomatic subgroups, suggesting early immune heterogeneity. The SeNe test was associated with symptom onset within 2.5 years in 13% of anti‐CCP and RF‐negative individuals. Specificity for RA versus OA was 97% (95% confidence interval, 95%–99%). An improved version (SeNe 2.0) identified 16% of anti‐CCP and RF‐negative presymptomatic individuals with 98% specificity versus population controls. Two of five SeNe 2.0 autoantibodies were associated with the presymptomatic state in the multivariable model, including RF and anti‐CCP. Conclusion These novel biomarkers can identify presymptomatic, seronegative individuals at high risk of RA onset and support their recruitment into trials for personalized prevention. Additionally, they distinguish early seronegative RA from OA with high specificity. image

OBJECTIVE:Rheumatoid arthritis (RA) is characterized by anti-modified protein antibodies (AMPAs), including anti-citrullinated protein antibodies (ACPA), anti-carbamylated protein antibodies (anti-CarP), and anti-acetylated protein antibodies (AAPA). In contrast to other AMPAs, AAPA IgM is found in healthy individuals, raising questions about its role in early immune responses. We investigated whether AAPA IgM serves as a precursor for other AMPAs, marking the initial breach of tolerance in RA. METHODS:AAPA IgM levels were measured in cord blood and serum of children up to three years old to assess whether it represents a natural (auto)antibody. To evaluate whether AAPA IgM presence precedes other AMPAs, we longitudinally measured AAPA and ACPA IgM in individuals before RA onset. To assess whether AAPA IgM-expressing B cells display a naive phenotype and carry germline-encoded B cell receptors (BCRs), single cells were sorted and sequenced. RESULTS:AAPA IgM was not detected in early life, but before RA onset, significantly more individuals were AAPA IgM positive (27.3%) compared to ACPA IgM positive (11.7%). Toward disease onset, ACPA IgM positivity increased to 51.2%, whereas AAPA IgM positivity remained stable. Furthermore, AMPAs developed in individuals who were AAPA IgM negative. Regarding B cell characteristics, germline-encoded BCRs were identified among both AAPA- and ACPA-expressing B cells in patients with RA. CONCLUSION:AMPA responses in RA do not appear to arise solely from AAPA IgM, as suggested by the lack of association between predisease AMPA IgM positivity and later AMPA evolution. This is further supported by the presence of germline-configured ACPA BCRs, suggesting multiple possible starting points for AMPA responses.

Objectives Rheumatoid factor (RF) and anticitrullinated protein antibodies (ACPA) are linked to disease activity, severity and cardiovascular risk in rheumatoid arthritis (RA). Since RA-related inflammation associates with cardiovascular disease, we investigated whether RF and ACPA status influence the relationship between RA activity and event risk.Methods We assessed 3952 cardiovascular disease-free patients with prevalent RA registered in an international observational consortium between 1985 and 2012. Main outcome was a first major adverse cardiovascular event (MACE) including myocardial infarction, stroke and cardiovascular death. Follow-up accrued from enrolment until first MACE or censoring. Multivariable Cox models stratified by centre risk evaluated disease activity, RF, ACPA and their interactions.Results We recorded 184 first MACE events over 22 981 patient-years. Disease activity associated with MACE (HR 1.18 (95% CI 1.03 to 1.35)), whereas RF (HR 1.26 (0.82 to 1.94)) and ACPA (HR 1.25 (0.85 to 1.83)) did not reach statistical significance, though CIs were wide and a clinically meaningful association cannot be excluded. A three-way interaction between disease activity, RF and ACPA on MACE (p for interaction=0.044) was observed. RA activity associated with MACE in seronegative and double seropositive (p≤0.047), but not single RF-positive or ACPA-positive patients. Among RF-negative participants, RA activity was linked to MACE in ACPA-negative but not positive ones (p for interaction=0.003). Among ACPA-positive patients, disease activity was linked to MACE in RF-positive but not RF-negative ones (p for interaction=0.040).Conclusions Disease activity may better discriminate inflammation-driven cardiovascular risk in seronegative and double seropositive than single RF-positive or ACPA-positive patients. Risk protection through lowering disease activity may be serostatus dependent.

Renal dysfunction increases cardiovascular (CV) risk. We compared cystatin C-based estimated glomerular filtration rate (eGFRcys), creatinine-based eGFR (eGFRcr), and their ratio (eGFRcys/eGFRcr) in relation to major adverse cardiovascular events (MACE) and all-cause mortality in chronic coronary syndrome, assessing the added prognostic value of the eGFRratio. In this post hoc analysis of 14,513 Stabilization of Atherosclerotic Plaque by Initiation of Darapladib Therapy trial patients, we investigated associations between baseline eGFRcys, eGFRcr, their ratio, and MACE and all-cause death using Cox regression models, unadjusted and adjusted for eGFRcys, eGFRcr, and their combination. Discrimination was assessed using Harrell's C -index; added value by the fraction of new information (FNI). Median age was 65 years; 82% were male. Median eGFRcys was 77 (interquartile range [IQR]: 61–94) and eGFRcr 79 (IQR: 65–91) mL/min/1.73 m 2 . Over 3.7 years, 1449 MACE and 1063 deaths occurred. Lower eGFR values and eGFRratio were associated with increased MACE risk, primarily driven by CV death. For eGFRcys 60 versus 90, the hazard ratio (HR) for MACE adjusted for eGFRcr was 1.77 (95% CI: 1.49–2.09, FNI 54%). In contrast, eGFRcr adjusted for eGFRcys showed no positive association (HR 0.82, 95% CI: 0.68–0.97, FNI 3%). A lower eGFRratio was linked to higher MACE risk (HR 1.99, 95% CI: 1.80–2.21), which remained after eGFRcr adjustment (HR 1.89, 95% CI: 1.70–2.10, FNI 54%) but was attenuated after eGFRcys adjustment (HR 1.29, 95% CI: 1.13–1.46, FNI 5%). In chronic coronary syndrome, lower eGFRcys, eGFRcr, and eGFRratio were associated with higher MACE and mortality risk. eGFRcys had the strongest association; eGFRcr and eGFRratio added limited incremental value.

Objective Pulmonary fibrosis (PF) is a severe extra-articular manifestation of rheumatoid arthritis (RA). This study aimed to externally validate a genetic risk score (GRS) and a combined risk score (CRS) for predicting the risk of RA-associated PF in an independent cohort of patients with early RA. Methods This study used an inception cohort of 1,118 patients diagnosed with RA from northern Sweden between 1996 and 2016. Clinical data were systematically collected, and genotyping was performed for 12 single-nucleotide polymorphisms (SNPs) associated with idiopathic PF. Statistical analyses, including logistic regression and area under the curve (AUC) assessments, were conducted to evaluate the performance of the GRS and in combination with clinical data as the CRS in predicting RA-PF development. Results Of the 1,115 patients with complete data, 60 (5.6%) were diagnosed with PF. PF was significantly associated with age, rheumatoid factor positivity, disease activity, and MUC5B (rs35705950) and FAM13A(rs2609255) SNPs. The GRS demonstrated a significant association with RA-PF (odds ratio 2.6, 95% confidence interval 1.6-4.5), whereas the CRS exhibited superior performance (AUC 0.75, P < 0.001) compared to the GRS alone (AUC 0.62). The combined risk score outperformed the GRS in discriminating RA-PF, indicating its potential utility in clinical practice. Conclusion This study provides external validation of the Veterans Affairs Rheumatoid Arthritis Registry interstitial lung disease GRS (VARA-ILD-GRS) and the VARA-ILD-CRS in an RA cohort, demonstrating their generalizability and effectiveness in identifying individuals at high risk for RA-ILD. The findings support the integration of genetic and clinical data in risk stratification models, which could significantly improve screening strategies for patients with RA at risk of developing PF.

OBJECTIVE:The antineutrophil cytoplasmic antibody (ANCA)-associated vasculitides are heterogeneous disorders. The aim of this study was to identify and characterize subgroups of patients based on sex, ANCA, age at diagnosis, and organ involvement. METHODS:In total, 1,167 patients with granulomatosis with polyangiitis (GPA) or microscopic polyangiitis (MPA) were retrospectively recruited to the study. Data including cumulative involvement of 10 different organ systems, end-stage kidney disease (ESKD), sex, proteinase (PR) 3-ANCA, myeloperoxidase (MPO)-ANCA, age at diagnosis, disease duration, and relapse were obtained from medical records. Clinical variables were analyzed for associations with sex, age at diagnosis, and relapse using logistic regression analysis. Thirteen clinical variables were included in hierarchical cluster analyses using the Ward method. RESULTS:In patients with GPA, PR3-ANCA, renal and pulmonary involvement, and ESKD were significantly associated with male sex, whereas MPO-ANCA was associated with female sex. Patients with GPA who were younger than 32 years of age at diagnosis were significantly more often females and had more ear-nose-throat involvement than patients older than 32 years. In patients with MPA, female patients were significantly younger at diagnosis than male patients. Relapse was significantly associated with young age at diagnosis and pulmonary involvement in GPA and with musculoskeletal involvement in MPA. Hierarchical cluster analyses identified five and seven patient clusters among individuals with GPA and MPA, respectively. PR3-/MPO-ANCA defined the largest clusters, whereas heart, gastrointestinal, and central nervous system involvement were hallmarks for three clusters for both patients with GPA and MPA. CONCLUSION:Sex, age at diagnosis, and specific organ involvements define clinically relevant subgroups among patients with ANCA-associated vasculitides.

Rheumatoid arthritis (RA) associated interstitial lung disease (ILD) is the most common pulmonary manifestations of RA, with a progressive course and a poor survival. An early detection and better treatment is essential to improve outcome. We evaluated 16 analytes that could be relevant for the development of RA ILD. In an inception cohort of 1118 early RA patients, pulmonary fibrosis (PF) were identified in 60 patients after a mean follow-up of 5.3 years using high resolution computer tomography (HRCT). As controls, 124 early RA patients without PF and 94 matched population controls without known rheumatic disease were studied. Analysis of antibodies against histones 3 and 4 derived citrullinated peptides (CitH3/H4), and cytokines/chemokines levels were performed in plasma samples collected at RA diagnosis using in-house ELISA and Luminex analysis. Anti-CitH3(114–135) antibodies were the only antibody with increased frequency and levels in patients with PF versus without PF. The highest OR for PF development were found when combining positivity for anti-CitH3(114–135) and -CitH4(31–50) antibodies, OR 2.26. Levels of IL1α, IL1ß, TNFα, VEGFA and MIPα remained significantly elevated in patients with PF compared without PF, after adjustments and Bonferroni corrections. Several of the cytokines/chemokines correlated significantly with the histone antibodies in patients without PF. Partial least squares discriminant analysis including antibodies against citrullinated histon peptides and cytokines/chemokines identified significantly in PF in non-smokers. Antibodies against CitH3 peptides and several of the analysed cytokines/chemokines in samples collected at diagnosis were associated with subsequent delevopment of PF in patients with RA.

OBJECTIVE:Platelet activation is thought to participate in polymyalgia rheumatica (PMR) pathogenesis. Upon platelet activation, mitochondria are expelled into the extracellular space. However, whether extracellular mitochondria are present in patients with PMR and whether they can induce platelet activation is not known. METHODS:To investigate this, we measured markers of platelet activation (thrombospondin-1 [TSP-1]), mitochondrial-derived N-formyl methionine peptide (fMET), and autoantibodies directed toward specific mitochondrial antigen mitofusin-1 (MFN1) by enzyme-linked immunosorbent assay in plasma of healthy controls (HCs, n = 30) and patients with PMR without giant cell arteritis (GCA) (n = 45) and patients with PMR with GCA (n = 9) before and after treatment with glucocorticoid therapy. Ultrapure mitochondria were opsonized with plasma from patients with PMR without GCA (n = 45) or HCs (n = 10) and were subsequently incubated with HC platelets. Platelet activation was assessed by P-selectin levels using flow cytometry. RESULTS:Plasma levels of anti-MFN1 IgG were elevated in patients with PMR with and without GCA before glucocorticoid therapy when compared with HCs (P < 0.01 for both groups). Levels of anti-MFN1 IgG significantly reduced after treatment with glucocorticoids in both groups (P < 0.01). Levels of fMET were also significantly higher in patients with PMR with and without GCA before glucocorticoid therapy in comparison with HCs (P < 0.001 and P < 0.01, respectively). However, the levels of fMET only dropped significantly after therapy in patients with PMR without GCA (P < 0.001). Plasma levels of TSP-1 were elevated in patients with PMR with and without GCA before glucocorticoid therapy when compared to HC (P < 0.001 for both groups). After glucocorticoid therapy, plasma levels of TSP-1 decreased significantly only in patients with PMR without GCA (P = 0.023). Mitochondria opsonized with plasma from patients with PMR without GCA induced higher platelet activation regardless of treatment status as compared with plasma from HCs (P < 0.0001 and P < 0.01 for pretreatment and posttreatment). CONCLUSION:Our results indicate increased platelet activation and the presence of mitochondrial antigens and antibodies in the circulation of patients with PMR. Blocking mitochondrial-mediated platelet activation may reduce inflammation in patients with PMR, with potential therapeutic implications.

Background SLE is a systemic autoimmune disease with a large number of common risk gene variants, but several rare gene variants can cause monogenic SLE. The relationship between common and rare variants in SLE is unclear. We therefore investigated the occurrence of rare deleterious variants in patients with childhood-onset SLE (cSLE) and adult-onset SLE (aSLE) and compared the frequency of these variants with their individual SLE polygenic risk score (PRS).Materials and methods Targeted sequencing of 1832 gene regions, including coding regions of 31 genes associated with monogenic SLE, was performed in 958 patients with SLE and 1026 healthy individuals. A total of 116 patients with SLE had disease onset before the age of 18 (cSLE). An SLE common variant PRS was created from 37 SLE genome-wide association study single nucleotide variants (SNVs).Results Rare coding deleterious SNVs (RD SNVs) were observed in 23 of the monogenic SLE-associated genes. Six per cent of patients with cSLE, compared with 3.2% of controls and 4.6% of patients with aSLE, carried rare deleterious alleles. In cSLE, RD SNVs were observed in the C1S, DDX58, IFIH1, IKZF1, RNASEH2A and C8A genes. A PRS analysis showed that patients with cSLE with any of these gene variants had a similar average PRS as control individuals.Conclusion RD SNVs were observed in a small proportion of cSLE and carriers of these RD SNVs had a PRS similar to healthy individuals, suggesting the importance of rare coding heterozygous variants in driving disease risk in a subset of children with SLE.

Background: Ficolin-3 is a multimeric plasma protein and the main activator of the lectin pathway of complement in humans. In vitro, it binds strongly to proteins containing lysines modified by acetylation. Still, ficolin-3’s biological relevance remains incompletely defined. Methods: To elaborate on the physiological and pathophysiological relevance further, we systematically assessed the binding of both recombinant and native serum-derived ficolin-3 to post-translational protein modifications (PTMs) structurally related to acetyl-lysine, including various lysine acylations, carbamylation, and citrullination. Binding was evaluated using a custom ficolin-3 ELISA and validated via quartz crystal microbalance with dissipation monitoring (QCM-D) under physiological (pH 7.4) and mildly acidic (pH 6.0) conditions mimicking inflammation. Results: Ficolin-3 binding was restricted to shorter lysine acylations and discriminated between acetyl, propionyl, and buturyl adducts. Based on conservation with known acetyl-lysine binding proteins and site-directed mutagenesis, we identified a conserved asparagine anchor residue in the ficolin-3 binding pocket that was critical for binding to acetylated proteins, supporting that ficolin-3 has evolved to recognize acetylated lysine residues. We also screened for binding to immunogenic PTMs with structural similarities to acetyl-lysine. Recombinant ficolin-3 bound to carbamylated but not citrullinated proteins. Further studies also revealed a pH-dependent shift in ligand recognition properties. Native serum-derived ficolin-3 showed negligible binding and complement activation on carbamylated proteins at neutral pH, but the binding was enhanced at slightly acidic conditions. During these conditions, carbamylated proteins activated complement via the lectin pathway, as demonstrated by C4 deposition. Sera from SLE patients with high ficolin-3 activity displayed enhanced complement activation on carbamylated proteins during mildly acidic conditions. Conclusion: Our findings show that ficolin-3 recognizes lysine-PTMs with a pH-sensitive ligand specificity and subsequent complement-activating potential. This suggests a novel pH-dependent mechanism for ficolin-3 by which PTMs may activate the lectin pathway in tissues during inflammatory and autoimmune processes.

ObjectiveDespite recent advances, the pathophysiological mechanisms underlying anti-neutrophil cytoplasmic antibody (ANCA)-associated vasculitides (AAV) remain incompletely understood, and comparative proteomic analyses of AAV subtypes are lacking. This study aimed to identify key molecular signaling pathways activated in AAV and to elucidate molecular distinctions between AAV with proteinase 3 ANCA (PR3-AAV) and AAV with myeloperoxidase ANCA (MPO-AAV).MethodsPlasma samples from 41 cases with active PR3-AAV, 24 with active MPO-AAV and 138 population controls were analyzed for 185 proteins using proximity extension assay and Luminex. Differential expression was assessed between PR3-AAV, MPO-AAV and controls using univariate and partial least squares discriminant analyses. Protein-protein interactions and pathway enrichment were explored using STRING and Cytoscape databases.ResultsCompared with controls, 31 proteins were significantly upregulated in PR3-AAV and 29 in MPO-AAV; 18 were shared, whereas 13 and 11 were specific to PR3-AAV and MPO-AAV, respectively. Shared proteins were enriched in general immune pathways, including IL-6 signaling. AAV subgroup-specific proteins were combined with proteins differentiating between PR3-AAV and MPO-AAV in a direct comparison. MMP-1, MMP-9, HGF, and OSM were uniquely upregulated in PR3-AAV, while TNF, TNF-R1/R2, TNFRSF14, and TNFRSF9 were prominent in MPO-AAV. Functional enrichment analyses underscored STAT3 signaling in PR3-AAV and TNF signaling in MPO-AAV.ConclusionsThis study identifies distinct and shared signaling pathways in PR3-AAV and MPO-AAV, highlighting STAT3 and TNF pathways as potential subtype-specific mechanisms. These findings offer insight into AAV pathogenesis and may guide the development of more targeted, less toxic treatments tailored to AAV subtypes.

OBJECTIVES:To determine anticitrullinated protein antibody (ACPA) responses to novel peptides predicting the clinical outcomes of treatment-naïve early rheumatoid arthritis (RA) in the presymptomatic stage. METHODS:We analysed monoclonal ACPAs derived from RA patients, including a characterised protective ACPA (clone E4), along with plasma samples collected from 520 presymptomatic individuals, of whom 244 were also sampled at diagnosis of RA, and 530 population controls in Sweden. The validation cohort (The Nordic Rheumatic Diseases Strategy Trials and Registries, NORD-STAR) consisted of 690 treatment-naïve early RA patients. Responses to citrullinated or native alpha-enolase (ENO1) or peptidylarginine deiminase 4 (PAD4) peptides were analysed by bead-based multiplex flow immunoassay. Clinical outcomes included C-reactive protein (CRP) and the 28-joint disease activity score (DAS28) with its components: tender joint count (TJC), swollen joint count (SJC), and erythrocyte sedimentation rate (ESR). RESULTS:Monoclonal ACPAs displayed distinct binding patterns to ENO1 and PAD4 peptides. A time-dependent increase of ACPA response to citrullinated peptides was observed in the presymptomatic stage towards onset. In the presymptomatic (0.2-5 years before onset) and early RA stage, ACPA responses to several ENO1 and PAD4 peptides were associated with less severe RA, assessed as lower levels of CRP and DAS28 and its components. In early RA, the association was more pronounced in rheumatoid factor (RF)-negative patients based on lower SJC. In presymptomatic individuals, ACPA responses widely predicted lower disease activity in early RA and were more pronounced in 5 selected peptides. CONCLUSIONS:Antibody responses to certain citrullinated epitopes are associated with lower disease activity in treatment-naïve early RA and appear years before symptom onset of RA.

BACKGROUND:Systemic lupus erythematosus (SLE) is an autoimmune disease with a heterogenous clinical picture. This study aimed to link genetic SLE predisposition with relevant clinical manifestations. METHOD:Datasets best corresponding to the 11 American College of Rheumatology 1982 (ACR-82) classification criteria for SLE in a large, public database (FinnGen consortium, >218,000 individuals) were identified. Mendelian randomization analysis was conducted to evaluate the effect of a high genetic SLE predisposition on each manifestation. Next, validation was conducted in a clinical SLE cohort comprising 1487 genotyped Scandinavian patients with detailed clinical data. Based on the public datasets, genetic risk scores (GRSs) for each relevant manifestation were constructed for each patient. Associations between each GRS and the corresponding ACR-82 criterion were evaluated using logistic regression. RESULTS:In the FinnGen biobank, the cumulative effect of the 57 SLE risk SNPs was associated with an increased risk of rosacea, OR 1.09 (1.03-1.16), polyarthropathies, OR 1.10 (1.06-1.14), pleural effusions, OR 1.09 (1.04-1.14), and hemolytic anemia, OR 1.32 (1.10-1.58). In the clinical cohort, 5 of the 11 GRSs generated from the public datasets were associated with their corresponding ACR-82 criterion: arthritis, OR 1.15 (1.02-1.31), renal disorder, OR 1.15 (1.04-1.29), neurologic disorder, OR 1.24 (1.04-1.47), hematologic disorder, OR 1.12 (1.00-1.24), and immunologic disorder, OR 1.37 (1.22-1.56). CONCLUSION:The findings demonstrate that known SLE risk gene variants play a role in the development of at least half of the ACR-82 criteria for SLE, indicating a future possibility of using genetics to predict a variety of disease sub-phenotypes in SLE.