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COPA syndrome is a rare monogenic autoinflammatory disease due to heterozygous mutations in COPA, encoding the coatomer subunit α. COPA syndrome demonstrates phenotypic overlap with STING-associated vasculopathy with onset in infancy (SAVI), the latter due to gain-of-function mutations in STING1. Indeed, STING activation is a key driver of the pathogenesis of COPA syndrome, and a recent report suggested that the presence of the common HAQ STING allele confers complete protection against the development of clinical disease in the context of pathogenic heterozygous mutations in COPA. Given the potential significance of this result for patient management, we investigated the STING HAQ haplotype status of a separate cohort of individuals segregating pathogenic mutations in COPA. In doing so, we ascertained five HAQ-negative, clinically asymptomatic individuals aged 30, 39, 39, 42, and 43 years at last evaluation, and an HAQ-positive male with kidney disease that we consider most likely attributable to the recurrent R233H mutation in COPA. Our findings challenge the suggestion that STING haplotype status is the sole determinant of clinical penetrance in COPA syndrome.

The field of autoinflammatory disorders has expanded considerably over the past 25 years. Alongside the discovery of novel genetic variants resulting in the inappropriate activation, or defective negative regulation, of inflammatory molecules, striking examples of clinical non-penetrance have been recorded, including among the inherited type I interferonopathies—autoinflammatory diseases characterized by constitutive activation of the type I IFN (IFN-I) pathway. For example, in a study of 74 individuals harboring pathogenic heterozygous gain-of-function mutations in IFIH1, 13.5% (seven of whom were aged over 50 years) were clinically asymptomatic (Rice et al., 2020). More recently, asymptomatic individuals homozygous for the most common mutation observed in symptomatic patients with RNASEH2B-related Aicardi–Goutières syndrome were reported, thereby highlighting the possibility of clinical non-penetrance also in the context of autosomal recessive disease (Crow, 2023).

COPA syndrome is a type I interferonopathy caused by autosomal dominant mutations in COPA (Watkin et al., 2015). The pathogenesis of COPA syndrome is directly linked to STING function, as COPA mutations result in a defect of the retrograde transport of STING (Deng et al., 2020; Lepelley et al., 2020; Mukai et al., 2021; Steiner et al., 2022). Where COPA function is disturbed, STING—an innate immune protein essential to the induction of an IFN-I response following the sensing of cytosolic DNA—remains activated in the Golgi, thereby mediating chronic IFN-I signalling. The frequency of clinical non-penetrance among individuals heterozygous for bona fide pathogenic mutations in COPA is remarkably high, having been previously estimated at 15–20% (Lepelley et al., 2020; Simchoni et al., 2023; David et al., 2026). Noting both that STING haplotypes can influence the potency of downstream IFN signalling (Yi et al., 2013) and the pivotal role of STING in the pathogenesis of COPA syndrome, Simchoni et al. recently evaluated the potential effect of STING haplotypes in the clinical penetrance/non-penetrance of COPA syndrome (Simchoni et al., 2025). In doing so, they found the common STING HAQ haplotype, combining three non-synonymous substitutions i.e., R71H, G230A and R293Q, to be present in all nine clinically asymptomatic individuals heterozygous for a COPA mutation (either R233H, A239P, E241K, V242D, or D243G) assessed in their cohort. Conversely, the STING HAQ haplotype was absent in all 26 individuals manifesting clinical disease that they tested. Experimentally, they further demonstrated that HAQ STING acts dominantly to dampen COPA-dependent STING activation. Given the potential importance of these data for clinical management, we decided to investigate the STING HAQ haplotype status of a separate cohort of individuals segregating pathogenic mutations in COPA.

We ascertained 23 individuals from 13 European families harboring an experimentally validated pathogenic mutation in COPA (Watkin et al., 2015; Bader-Meunier et al., 2021; Kechiche et al., 2024; David et al., 2026), for whom STING haplotype data from next-generation or Sanger sequencing were also available (Fig. 1, A and B). 15 individuals (65%) were assessed as clinically symptomatic, 14 of whom manifest classical features of COPA syndrome (lung: 87%, joint: 71%; kidney: 14%) detailed in Table 1 with a median age at onset of 4 years (range 0–14 years), and one who was diagnosed with isolated renal disease at age 50 years (see below) (Fig. 1 C). In contrast, seven individuals (29%) were clinically asymptomatic, with no features of COPA syndrome following clinical assessment (median age 42 years, range 30–50 years) (Fig. 1 C). Clinical non-penetrance in these seven individuals was confirmed by physical evaluation, and in five cases (not including F3.PIII.3 and F3.PIII.7) by investigations, including chest computed tomography (CT) scan, pulmonary function assessment, and testing for proteinuria. Consistent with these demographic and clinical data, there was a clear distinction in the level of IFN-I signalling recorded in the whole blood between the 15 symptomatic patients versus the seven asymptomatic individuals (Fig. 1 D). The clinical status of one individual (F3.IV.2), manifesting vitiligo in the absence of other disease features at age 18 years, was considered uncertain, and this HAQ-positive individual was not included in our further analysis.

Figure 1.
Pedigree charts, Kaplan–Meier, and scatter dot plots show C O P A syndrome cases and interferon signaling status in families and sporadic cases. The image contains multiple dot plots and pedigree charts. The pedigree charts in panels A and B illustrate the genetic and clinical status of individuals from various families with coatomer protein complex subunit alpha (C O P A) syndrome. Circles represent females, and squares represent males. Black fill indicates asymptomatic carriers. Blue, pink, green, and yellow quadrants indicate lung, joint, kidney, and skin involvement, respectively. C O P A genotypes are shown in blue, S T I N G 232 status in green, and the presence of the S T I N G H A Q haplotype in red. Diagonal bars indicate deceased individuals, and arrows indicate index cases. Open symbols represent individuals without clinical manifestations. Panel C shows a Kaplan–Meier analysis of age at symptom onset in individuals heterozygous for a coatomer protein complex subunit alpha mutation, with affected patients shown in red and unaffected individuals in blue. The y-axis represents symptom-free rate, expressed as a percentage of individuals, and the x-axis represents age in years. A significant difference is indicated with a probability value less than 0.0001. Panel D presents type one interferon pathway activation in individuals with a pathogenic coatomer protein complex subunit alpha mutation, assessed by interferon score measured by quantitative polymerase chain reaction and NanoString gene expression analysis. Patients are compared with asymptomatic carriers. Horizontal bars indicate the median. S T I N G H A Q halotype carriers are circled in black. Mann–Whitney test results are indicated with a probability value less than 0.05 and a probability value less than 0.001. Dotted lines show the upper control values of 2.466 for quantitative polymerase chain reaction and 2.724 for NanoString.

Pedigree structure, genotype, and IFN-I signalling status in familial and sporadic cases of COPA syndrome and asymptomatic COPA mutation carriers. (A and B) Pedigrees comprising both individuals manifesting COPA syndrome and clinically asymptomatic individuals (A), and sporadic cases of COPA syndrome in whom STING haplotype data were available (B). Circles and squares indicate females and males, respectively; black fill indicates clinical asymptomatic status. Blue, pink, green, and yellow quadrants indicate lung, joint, kidney, and skin involvement, respectively. COPA genotypes are shown in blue, STING 232 status in green, and presence of STING HAQ haplotype in red. Diagonal bars indicate deceased individuals. Arrows indicate index cases. (C) Kaplan–Meier analysis of age at symptom onset in individuals heterozygous for a COPA mutation (log-rank test, P < 0.0001). Affected patients are presented in salmon pink, while clinically asymptomatic individuals are presented in blue. The status of patient F3.IV.2, manifesting vitiligo in the absence of other disease features at age 18 years, was considered uncertain, so that she was not included in our further analysis. (D) IFN-I pathway activation in individuals harboring a pathogenic mutation in COPA as assessed by IFN score performed by qPCR (left panel) or NanoString (right panel). Horizontal bar indicates median. STING HAQ haplotype carriers are circled in black. Mann–Whitney test; *P < 0.05; ***P < 0.01. Dotted lines indicate the upper control values of 2.466 (qPCR) and 2.724 (NanoString).

Figure 1.
Pedigree charts, Kaplan–Meier, and scatter dot plots show C O P A syndrome cases and interferon signaling status in families and sporadic cases. The image contains multiple dot plots and pedigree charts. The pedigree charts in panels A and B illustrate the genetic and clinical status of individuals from various families with coatomer protein complex subunit alpha (C O P A) syndrome. Circles represent females, and squares represent males. Black fill indicates asymptomatic carriers. Blue, pink, green, and yellow quadrants indicate lung, joint, kidney, and skin involvement, respectively. C O P A genotypes are shown in blue, S T I N G 232 status in green, and the presence of the S T I N G H A Q haplotype in red. Diagonal bars indicate deceased individuals, and arrows indicate index cases. Open symbols represent individuals without clinical manifestations. Panel C shows a Kaplan–Meier analysis of age at symptom onset in individuals heterozygous for a coatomer protein complex subunit alpha mutation, with affected patients shown in red and unaffected individuals in blue. The y-axis represents symptom-free rate, expressed as a percentage of individuals, and the x-axis represents age in years. A significant difference is indicated with a probability value less than 0.0001. Panel D presents type one interferon pathway activation in individuals with a pathogenic coatomer protein complex subunit alpha mutation, assessed by interferon score measured by quantitative polymerase chain reaction and NanoString gene expression analysis. Patients are compared with asymptomatic carriers. Horizontal bars indicate the median. S T I N G H A Q halotype carriers are circled in black. Mann–Whitney test results are indicated with a probability value less than 0.05 and a probability value less than 0.001. Dotted lines show the upper control values of 2.466 for quantitative polymerase chain reaction and 2.724 for NanoString.

Pedigree structure, genotype, and IFN-I signalling status in familial and sporadic cases of COPA syndrome and asymptomatic COPA mutation carriers. (A and B) Pedigrees comprising both individuals manifesting COPA syndrome and clinically asymptomatic individuals (A), and sporadic cases of COPA syndrome in whom STING haplotype data were available (B). Circles and squares indicate females and males, respectively; black fill indicates clinical asymptomatic status. Blue, pink, green, and yellow quadrants indicate lung, joint, kidney, and skin involvement, respectively. COPA genotypes are shown in blue, STING 232 status in green, and presence of STING HAQ haplotype in red. Diagonal bars indicate deceased individuals. Arrows indicate index cases. (C) Kaplan–Meier analysis of age at symptom onset in individuals heterozygous for a COPA mutation (log-rank test, P < 0.0001). Affected patients are presented in salmon pink, while clinically asymptomatic individuals are presented in blue. The status of patient F3.IV.2, manifesting vitiligo in the absence of other disease features at age 18 years, was considered uncertain, so that she was not included in our further analysis. (D) IFN-I pathway activation in individuals harboring a pathogenic mutation in COPA as assessed by IFN score performed by qPCR (left panel) or NanoString (right panel). Horizontal bar indicates median. STING HAQ haplotype carriers are circled in black. Mann–Whitney test; *P < 0.05; ***P < 0.01. Dotted lines indicate the upper control values of 2.466 (qPCR) and 2.724 (NanoString).

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Table 1.

Clinical and genetic characteristics of the individuals in our cohort

PatientGenderEthnic backgroundCOPA mutationSTING haplotype statusAge at last evaluation (years)Age at onsetClinical presentationKidney functionChest CT/CXR (age)PFT (age)AutoAbsaIFN score (age)Chronic immunosuppressive treatment
F1.PII.2 F Caucasian D243N Non-HAQ 39 - Asymptomatic Normal Normal CXR (36) NA Negative Negative (30) None 
F1.PIII.1 Caucasian D243N Non-HAQ 19 2.5 ILD and arthralgias Normal Cystic lung disease Lung restriction ANA and RF Positive Steroids, MMF, rituximab, and bari 
F2.PII.2 F Caucasian R233H Non-HAQ 42 Asymptomatic Normal Normal CT (35) Normal (35) Negative Minimally positive (35) None 
F2.PIII.1 Caucasian R233H Non-HAQ 19 Recurrent AH Normal Ground glass opacities and cysts Lung restriction ANA and RF Positive Cyclophosphamide, MMF, AZA, anti-IL1, and ruxo 
F3.PII.4 Caucasian R233H HAQ 61 50 Membranous glomerulonephritis Abnormal Normal Normal NAb Positive HCQ 
F3.PIII.2 F Caucasian R233H HAQ 46 Asymptomatic Normal Normal CT (39) Normal (39) Negative Negative (39) None 
F3.PIII.3 M Caucasian R233H HAQ 50 Asymptomatic NA NA NA NA NA None 
F3.PIII.5 Caucasian R233H Non-HAQ 25 10 AH, arthritis and glomerulonephritis Kidney Tx Pulmonary hemosiderosis Normal Negative Positive Steroids, cyclophosphamide, MMF, and kidney Tx 
F3.PIII.7 M Caucasian R233H Non-HAQ 30 Asymptomatic NA NA NA NA NA None 
F3.PIV.1 Caucasian R233H Non-HAQ 21 AH and arthralgias Normal Alveolar condensation NA ANA, MPO Positive Steroids, MMF, AZA, rituximab, and ruxo 
F3.PIV.2c Caucasian R233H HAQ 18 Vitiligo Normal Normal CT (11) Normal (11) NA NA None 
F4.PI.2 F Caucasian H199R Non-HAQ 39 Asymptomatic Normal Normal CT (37) Normal (37) Negative Minimally positive (36) None 
F4.PII.1 Caucasian H199R Non-HAQ Prematurity and interstitial lung disease Normal Ground glass opacities and cysts NA NA Positive Steroids and ruxo 
F5.PI.1 M Caucasian R281W Non-HAQ 43 Asymptomatic Normal Normal CT (43) Normal (43) NA NA None 
F5.PII.1 Caucasian R281W Non-HAQ 6.5 Polyarthritis Normal Normal NA ANA, anti-CCP, and RF Positive MTX and adalimumab 
F6.P1 North African R233H Non-HAQ 31 (deceased) ILD and polyarthritis Normal Honeycombing and ground glass opacities Lung obstruction and restriction ANA, anti-RNP, and ANCA Positive Steroids, HCQ, and lung Tx 
F7.P1 Caucasian Q285H Non-HAQ 20 Polyarthritis Normal Normal Normal RF and anti-CCP Positive MTX and rituximab 
F8.P1 Caucasian E241D Non-HAQ 59 14 ILD, polyarthritis, and chilblains Normal Honeycombing and ground glass opacities Lung obstruction and restriction ANA, MPO, and anti-RNP Positive MTX, leflunomide, AZA, rituximab, tocilizumab, MMF, HCQ, and bari 
F9.P1 North African V242G Non-HAQ 31 ILD and polyarthritis Normal Cysts and ground glass opacities Lung obstruction and restriction ANA and MPO Positive Steroids, MTX, AZA, tocilizumab, infliximab, etanercept, and filgotinib 
F10.P1 NA R8281W and mosaic Non-HAQ 19 Glomerulonephritis and ILD Glomerulonephritis Ground glass opacities Isolated decrease of DLCO ANA and MPO Positive Steroids, AZA, and rituximab 
F11.P1 NA R233H and mosaic Non-HAQ 18 ILD and polyarthritis Normal Cysts and ground glass opacities Lung obstruction and restriction RF and anti-CCP Positive MTX, adalimumab, and bari 
F12.P1 NA E241K Non-HAQ 0.1 ILD Normal Ground glass opacities NA MPO Positive Bari 
F13.P1 North African R233H Non-HAQ 10 ILD and arthralgias Normal Honeycombing and cysts Lung restriction ANA Positive HCQ and ruxo 

Asymptomatic patients are highlighted in italicized font.

AH, alveolar hemorrhage; ANA, antinuclear antibodies; AZA, azathioprine; Bari, baricitinib; CCP, cyclic citrullinated peptide; F, female; HCQ, hydroxychloroquine; IL1, interleukin-1; ILD, interstitial lung disease; M, male; MMF, mycophenolate mofetil; MPO, myeloperoxidase; MTX, methotrexate; NA, not assessed; PFT, pulmonary function test; RF, rheumatoid factor; RNP, ribonucleoprotein; Ruxo, ruxolitinib; Tx, transplantation; ACNA, anti-neutrophil cytoplasmic antibody; CXR, chest X-ray; DLCO, diffusing capacity of the lungs for carbon monoxide.

a

AutoAbs refer to ANA, RF, anti-CCP, and ANCA.

b

F3.PII.4 was only tested for anti-PLA2R antibodies that were negative.

c

The disease status of F3.PIV.2, manifesting vitiligo in the absence of other disease features at age 18 years, was considered uncertain and was not included in our further analysis.

Two asymptomatic individuals ascertained in our cohort, most recently assessed at the ages of 46 and 50 years, were positive for the HAQ haplotype. Notably, however, in contrast to the data of Simchoni et al. five clinically asymptomatic individuals, aged 30, 39, 39, 42, and 43 years at last evaluation, did not carry the HAQ haplotype. Further, the HAQ haplotype was present in a male (F3.II.4) diagnosed with lupus-like membranous glomerulonephritis during evaluation for intrafamilial kidney donation to his daughter. Although idiopathic membranous glomerulonephritis can occur in the general population, most typically in males over the age of 60 years, the absence of anti-PLA2R antibodies in both serum and kidney biopsy samples (Beck et al., 2009), along with full-house immunofluorescence, suggests the involvement of the COPA mutation in the development of the disease in this individual. Additionally, absence of lung involvement has been previously reported in COPA patients (F7.1 [Bader-Meunier et al., 2021] and F5.II.1 in this cohort), and the IFN score, assessed once in this patient, was elevated to a level comparable with that of other symptomatic patients with a COPA mutation (Fig. 1 D). During his most recent evaluation, at the age of 61 years, while clinically well, the patient remains dependent on hydroxychloroquine and anti-proteinuria treatment to maintain his renal function.

As new genes associated with inborn errors of immunity (IEIs) have been discovered, and the use of high-throughput sequencing techniques has become more widely available, the number of mutant genotypes associated with markedly variable clinical expression and, in some cases, frank clinical non-penetrance has increased (Gruber and Bogunovic, 2020; Kingdom and Wright, 2022). In the context of the IEIs, well-known examples include genes underlying primary immunodeficiencies (CTLA4) and autoinflammation (IFIH1, RNASEH2B, COPA, JAK1, NLRP3, and TNFRSF1A). Broadly speaking, this phenomenon is most likely explained by additional genetic factors, either protective or susceptibility alleles, as well as epigenetic modifiers and environmental triggers such as infections.

STING signalling is central to host immune defense but also to other biological processes such as cellular senescence, autophagy, and anti-tumor activity, reflecting the fact that STING evolved prior to the development of IFN-I signalling pathways. The STING HAQ haplotype shows a higher prevalence in East Asian populations compared with Europeans and sub-Saharan Africans, suggesting positive selection during migration out of Africa 50,000–70,000 years ago (Yi et al., 2013; Patel et al., 2017). From an immunological standpoint, evaluations of functional differences between STING alleles have been contradictory, with the relative activity of the 232R and HAQ haplotypes highly variable between reports (Koide et al., 2025). In vitro, Simchoni et al. showed that HAQ STING acts dominantly to dampen COPA-dependent STING activation and thus might be protective against the risk of developing COPA syndrome. Their data were remarkable in suggesting a binary distinction between clinical disease and clinical non-penetrance based on HAQ haplotype status, with all nine asymptomatic individuals heterozygous for a COPA mutation also being HAQ positive and an absence of the STING HAQ haplotype in all 26 individuals manifesting clinical disease. In contrast, in our cohort of European patients, we ascertained five clinically asymptomatic individuals harboring a pathogenic COPA mutation in the absence of the STING HAQ haplotype. This observation indicates that clinical penetrance in COPA syndrome involves factors beyond HAQ haplotype status (and which might differ between populations). The identification of an HAQ-positive male with isolated kidney disease starting later in life, which we consider most likely attributable to the recurrent R233H mutation in COPA, remains difficult to interpret. This finding raises three possibilities: (1) despite the presence of an HAQ allele, disease expression can occur; (2) the HAQ allele is protective against “complete” disease expression but can sometimes be associated with an “attenuated” phenotype; (3) the HAQ allele is completely protective against disease expression (and this patient’s phenotype is unrelated to his mutation status).

Considering other additive or protective genetic factors explaining penetrance in COPA syndrome, we found the frequency of the 232R allele to be the same in symptomatic and asymptomatic individuals (8/15 [53%] and 4/7 [57%], respectively). We also looked for variants in an in-house panel of ∼500 other IFN-related genes in whole-genome sequencing data available for 10 COPA mutations carriers, and no potential candidates emerged that were shared between asymptomatic or symptomatic individuals (data not shown). In addition, no obvious environmental or infectious factors were reported in our cohort (although, given the retrospective nature of our data set, additional evaluation of previous viral exposures is warranted). Of note, STING also serves as an innate immune receptor for bacterial cyclic dinucleotides (Ablasser and Chen, 2019). As such, STING status might modulate the effect of microbiota at (alveolar) epithelial barriers and play a role in the clinical variability seen in STING-mediated inflammation. Further, although not assessed systematically, in the one asymptomatic carrier of a COPA mutation tested, we found no neutralizing anti-IFN-I auto-antibodies which might explain an absence of clinical penetrance. Finally, while recent evidence has highlighted monoallelic expression as an explanation for clinical non-penetrance in at least 4% of IEI associated genes, COPA did not show monoallelic expression in a clonally expanded T cell model (Stewart et al., 2025). Other potential explanations for clinical non-penetrance such as somatic mosaicism and mutation reversion have not been reported in COPA syndrome.

Summarizing, our findings challenge the suggestion that STING haplotype status is the sole determinant of clinical penetrance in COPA as highlighted by the identification of five asymptomatic individuals not carrying the HAQ haplotype. While we cannot rule out the possibility of later onset disease in the clinically asymptomatic HAQ-negative individuals that we ascertained, disease penetrance has been previously estimated to be 89% by age 12 years, and in the group of affected individuals reported by Simchoni et al. in 2025, 83% of patients were symptomatic by 5 years of age, with 100% manifesting disease by age 18 years (Simchoni et al., 2023; Simchoni et al., 2025). However, given that the number of patients with COPA syndrome reported in the literature remains low, the full spectrum of clinical disease is likely yet undefined, a point possibly illustrated by the HAQ-positive male with apparently isolated renal disease that we describe here. Taken together, the recent findings of Simchoni et al. and the results that we present highlight the need to establish international consortia to study the phenomenon of clinical penetrance in COPA syndrome (and other rare autoinflammatory diseases), so as to gather sufficient numbers of patients to define the underlying mechanisms in further clinical and functional studies.

Patients

Patients with genetically confirmed COPA syndrome were included in this retrospective study. Patients were recruited from referent rare diseases centers in France and the United Kingdom. COPA variants were annotated according to HGVS nomenclature using the MANE select transcript NM_004371.4. STING haplotype was determined by next-generation or Sanger sequencing and annotated according to HGVS nomenclature using the MANE select transcript NM_198282.4. Data sharing was consistent with the requirements of the relevant local ethics committee for all patients.

Data collection

Data collected included sex, clinical manifestations at presentation and during follow-up, and age at genetic diagnosis of COPA syndrome. Results of chest x-ray, chest CT, and pulmonary function tests were recorded. ILD was defined according to CT scan findings, and alveolar hemorrhage was determined according to CT scan and/or bronchoalveolar lavage and/or lung biopsy. The presence of honeycombing and/or traction bronchiectasis and/or inter and intralobular septal thickening radiologically defined pulmonary fibrosis. Biological parameters such as inflammatory markers, autoantibodies, and immunological status were collected, as well as treatment characteristics and the response to therapy.

IFN pathway assessment

Status of IFN biomarkers was determined by studying the expression of ISGs (by qPCR [Rice et al., 2013] or by NanoString [Kim et al., 2018]) in peripheral blood.

Study approval

The study was approved by the Comité de Protection des Personnes (ID-RCB/EUDRACT: 2014-A01017-40; revalidated in 2022 and 2025). Written informed consent was obtained for all patients.

Statistics

Analyses were performed using PRISM software (version 10, GraphPad Inc.). A P value <0.05 was considered significant.

Data underlying Fig. 1 are available in the published article. To maintain confidentiality, sequence data relating to individual patients are not available.

The authors thank all the patients and their families for their participation in this study.

C. David is supported by the Fondation Pour la Recherche Médicale (grant FDM202106013329) and Fondation Bettencourt-Schueller “Poste CCA-Bettencourt”. T. Wauquier is supported by the program “M2-MD” of Imagine Institute. The project was supported by the grant “Rolando Cimaz” from Francophone Society for Pediatric Rheumatology and Inflammatory Diseases (SOFREMIP) for whole-genome sequencing. Y.J. Crow acknowledges the European Research Council (786142-E-T1IFNs), a state subsidy managed by the National Research Agency (France) under the Investments for the Future program (ANR-10-IAHU-01), and a UK Medical Research Council Human Genetics Unit core grant (MC_UU_00035/11). P. Bastard was supported by the French Foundation for Medical Research (EA20170638020), the MD-PhD program of the Imagine Institute (with the support of the Fondation Bettencourt-Schueller), and a “Poste CCA-INSERM-Bettencourt” (with the support of the Fondation Bettencourt-Schueller).

Author contributions: Clémence David: conceptualization, data curation, formal analysis, investigation, methodology, resources, validation, visualization, and writing—original draft, review, and editing. Tifenn Wauquier: visualization and writing—original draft. Alix de Becdelièvre: investigation, resources, and writing—review and editing. Camille Louvrier: investigation, visualization, and writing—review and editing. Maud Tusseau: investigation. Cécile Masson: formal analysis. Luis Seabra: data curation, investigation, and methodology. Caroline Kannengiesser: visualization and writing—review and editing. Hayssam Al Arab: investigation and resources. Ibrahima Ba: resources and validation. Mary Brennan: resources. Alexandre Belot: data curation, formal analysis, and writing—review and editing. Nadia Nathan: investigation, resources, supervision, validation, visualization, and writing—review and editing. Hélène Maillard: resources and writing—review and editing. Héloïse Reumaux: data curation. Jérémie Sellam: conceptualization, resources, visualization, and writing—review and editing. Jacques Cadranel: formal analysis, validation, visualization, and writing—review and editing. Yves Hatchuel: investigation. Laurence Weiss: resources. Sébastien de Almeida: resources. Cinthia Rames: resources. Marie Wislez: resources and writing—review and editing. Clémentine Vigier: resources and writing—review and editing. Géraldine Labouret: resources. Claire Kastner: writing—review and editing. François Provot: validation. Julien Tarabeux: investigation. Elise Schaefer: investigation. Darragh Duffy: data curation and investigation. Vincent Bondet: investigation, methodology, resources, and writing—review and editing. Paul Bastard: resources and writing—review and editing. Anne Puel: investigation and writing—review and editing. Jean-Laurent Casanova: resources, supervision, and writing—review and editing. Gillian I. Rice: formal analysis, investigation, resources, and writing—review and editing. Brigitte Bader-Meunier: writing—review and editing. Yanick J. Crow: conceptualization, funding acquisition, methodology, supervision, writing—original draft, review, and editing. Alice Lepelley: investigation and writing—review and editing. Marie-Louise Frémond: conceptualization, funding acquisition, investigation, methodology, resources, supervision, visualization, and writing—original draft, review, and editing.

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Author notes

*

C. David and T. Wauquier contributed equally to this paper.

Disclosures: A. Belot reported personal fees from GSK, AbbVie, AstraZeneca, Pfizer, and Novartis outside the submitted work. No other disclosures were reported.

This article is distributed under the terms as described at https://rupress.org/pages/terms102024/.

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