Multiomics dissection of human RAG deficiency reveals distinctive patterns of immune dysregulation but a common inflammatory signature
Human recombination-activating gene (RAG) deficiency can manifest with distinct clinical and immunological phenotypes. By applying a multiomics approach to a large group of <i>RAG</i>-mutated patients, we aimed at characterizing the immunopathology associated with each phenotype. Although defective T and B cell development is common to all phenotypes, patients with hypomorphic <i>RAG</i> variants can generate T and B cells with signatures of immune dysregulation and produce autoantibodies to a broad range of self-antigens, including type I interferons. T helper 2 (T<sub>H</sub>2) cell skewing and a prominent inflammatory signature characterize Omenn syndrome, whereas more hypomorphic forms of RAG deficiency are associated with a type 1 immune profile both in blood and tissues. We used cellular indexing of transcriptomes and epitopes by sequencing (CITE-seq) analysis to define the cell lineage-specific contribution to the immunopathology of the distinct RAG phenotypes. These insights may help improve the diagnosis and clinical management of the various forms of the disease.
Authors
- Deanna Riley
- Vasileios Oikonomou (ORCID: https://orcid.org/0000-0002-7553-0159)
- Stefania Pittaluga (ORCID: https://orcid.org/0000-0001-7688-1439)
- Winnie Ip (ORCID: https://orcid.org/0000-0002-1550-4856)
- Claire Booth (ORCID: https://orcid.org/0000-0002-2626-5037)
- Bénédicte Neven (ORCID: https://orcid.org/0000-0001-8941-0935)
- Daniel Drozdov (ORCID: https://orcid.org/0000-0002-3010-7525)
- Mayra de Barros Dorna (ORCID: https://orcid.org/0000-0002-0168-7807)
- Elizabeth Wisner
- Paul Bastard (ORCID: https://orcid.org/0000-0002-5926-8437)
- Safa Barış (ORCID: https://orcid.org/0000-0002-4730-9422)
- Taco W. Kuijpers (ORCID: https://orcid.org/0000-0002-7421-3370)
- Siobhan O. Burns (ORCID: https://orcid.org/0000-0002-3356-9506)
- Andrew R. Gennery (ORCID: https://orcid.org/0000-0002-6218-1324)
- Waleed Al–Herz (ORCID: https://orcid.org/0000-0003-4244-4489)
- Helen C. Su (ORCID: https://orcid.org/0000-0002-5582-9110)
- Francesco Licciardi (ORCID: https://orcid.org/0000-0001-5395-2740)
- Andrew J. Martins (ORCID: https://orcid.org/0000-0002-1832-1924)
- Silvia Clara Giliani (ORCID: https://orcid.org/0000-0001-8137-4642)
- Michael D. Keller (ORCID: https://orcid.org/0000-0001-8323-3085)
- Mattia Algeri (ORCID: https://orcid.org/0000-0002-6673-2664)
- Alessandro Plebani (ORCID: https://orcid.org/0000-0002-2003-3307)
- Douglas B. Kuhns (ORCID: https://orcid.org/0000-0002-9971-0760)
- Tomoki Kawai (ORCID: https://orcid.org/0000-0003-0375-9752)
- Amy D. Klion (ORCID: https://orcid.org/0000-0002-4986-5326)
- Marita Bosticardo (ORCID: https://orcid.org/0000-0002-1771-4523)
- James Verbsky (ORCID: https://orcid.org/0000-0001-6682-1002)
- Franco Locatelli (ORCID: https://orcid.org/0000-0002-7976-3654)
- Michail S. Lionakis (ORCID: https://orcid.org/0000-0003-4994-9500)
- Nadjalisse Reynolds‐Lallement (ORCID: https://orcid.org/0000-0001-7769-4109)
- Maite de la Morena
- Liis Haljasmägi (ORCID: https://orcid.org/0000-0001-7162-9808)
- Mehdi Adeli (ORCID: https://orcid.org/0000-0002-3051-3080)
- Katherine Myint‐Hpu
- Heather Kenney
- Despina Moshous (ORCID: https://orcid.org/0000-0001-6719-3693)
- Aisha Elmarsafy
- Elif Karakoç-Aydıner (ORCID: https://orcid.org/0000-0003-4150-5200)
- Luigi Daniele Notarangelo (ORCID: https://orcid.org/0000-0002-8335-0262)
- Brahim Belaid (ORCID: https://orcid.org/0000-0001-7618-4051)
- John S. Tsang (ORCID: https://orcid.org/0000-0003-3186-3047)
- Rajarshi Ghosh (ORCID: https://orcid.org/0000-0001-7368-8940)
- Yan Jia (ORCID: https://orcid.org/0000-0001-8012-5097)
- Mario Ernesto Cruz‐Muñoz (ORCID: https://orcid.org/0000-0001-6851-708X)
- Jolán E. Walter (ORCID: https://orcid.org/0000-0002-6192-0703)
- Nima Parvaneh (ORCID: https://orcid.org/0000-0002-3397-9716)
- Jaanika Kärner (ORCID: https://orcid.org/0000-0002-3548-5023)
- Ayça Aslan Kıykım (ORCID: https://orcid.org/0000-0001-5821-3963)
- Elena Kuznetsova (ORCID: https://orcid.org/0000-0001-6908-9523)
- M. Cecilia Poli (ORCID: https://orcid.org/0000-0001-6817-0573)
- Ottavia M. Delmonte (ORCID: https://orcid.org/0000-0002-4772-0799)
- Svetlana Sharapova (ORCID: https://orcid.org/0000-0003-1390-2348)
- Roshini S. Abraham (ORCID: https://orcid.org/0000-0001-8109-8502)
- Kerry Dobbs (ORCID: https://orcid.org/0000-0002-3432-3137)
- Cihan Oguz (ORCID: https://orcid.org/0000-0002-2860-3546)
- Beate Ward
- Dimana Dimitrova (ORCID: https://orcid.org/0000-0002-4868-6852)
- Isabelle Meyts (ORCID: https://orcid.org/0000-0003-1214-0302)
- Ana Brett (ORCID: https://orcid.org/0000-0002-6762-3515)
- Phi Truong
- Sarah A. Bannon (ORCID: https://orcid.org/0000-0001-5867-3978)
- Elana Shaw (ORCID: https://orcid.org/0000-0001-9265-8026)
- Inga Sakovich
- Blanka Kaplan (ORCID: https://orcid.org/0000-0002-7439-1409)
- Danielle Fink (ORCID: https://orcid.org/0000-0002-7502-7385)
- Megan Morsheimer (ORCID: https://orcid.org/0000-0001-8237-3094)
- Anthony Hayward (ORCID: https://orcid.org/0000-0003-3123-2894)
- Manish J. Butte (ORCID: https://orcid.org/0000-0002-4490-5595)
- Riccardo Castagnoli (ORCID: https://orcid.org/0000-0003-0029-9383)
- Sergio D. Rosenzweig (ORCID: https://orcid.org/0000-0002-5550-9678)
- Blachy J. Dávila Saldaña (ORCID: https://orcid.org/0000-0001-8281-3627)
- Enrica Calzoni (ORCID: https://orcid.org/0000-0003-4080-2350)
- Caterina Cancrini (ORCID: https://orcid.org/0000-0001-8410-9617)
- Adrienne Borges
- Susan E. Prockop (ORCID: https://orcid.org/0000-0003-4175-5728)
- Hsin‐Hui Yu (ORCID: https://orcid.org/0000-0003-2611-5175)
- Anna Hilfanova (ORCID: https://orcid.org/0000-0002-2541-0327)
- Mari Tokita
- Steven M. Holland (ORCID: https://orcid.org/0000-0003-3207-5464)
- Guisela Alva‐Lozada
- Réda Djidjik (ORCID: https://orcid.org/0000-0003-0820-692X)
- Lindsey B. Rosen (ORCID: https://orcid.org/0000-0001-5894-3878)
- Gloria Magro (ORCID: https://orcid.org/0000-0003-1646-227X)
- Kahn Preece (ORCID: https://orcid.org/0000-0002-7326-6585)
- Yu Nee Lee (ORCID: https://orcid.org/0000-0001-8648-5253)
- Reem Elfeky (ORCID: https://orcid.org/0000-0001-9382-150X)
- Srdjan Pašić (ORCID: https://orcid.org/0000-0001-7761-0024)
- Julie E. Niemela (ORCID: https://orcid.org/0000-0003-4197-3792)
- Nurcicek Padem (ORCID: https://orcid.org/0000-0001-9558-0746)
- Alexandra F. Freeman (ORCID: https://orcid.org/0000-0001-7005-8345)
- Fatih Çelmeli (ORCID: https://orcid.org/0000-0002-2983-5058)
- Magdalena Walkiewicz
- Dusan Bogunovic (ORCID: https://orcid.org/0000-0002-9277-3232)
- Maria Kanariou (ORCID: https://orcid.org/0000-0003-0923-2118)
- Elena A. Latysheva (ORCID: https://orcid.org/0000-0002-1606-205X)
- Francesca Pala (ORCID: https://orcid.org/0000-0003-4537-9061)
- Cullen M. Dutmer (ORCID: https://orcid.org/0000-0001-9806-4739)
- Troy R. Torgerson (ORCID: https://orcid.org/0000-0003-3489-5036)
- Hanadys Ale (ORCID: https://orcid.org/0009-0008-4583-1808)
- Colleen Jodarski (ORCID: https://orcid.org/0000-0001-6640-8963)
- Cristina Cifaldi (ORCID: https://orcid.org/0000-0002-7170-7279)
- Raz Somech (ORCID: https://orcid.org/0000-0001-6648-9425)
- Luis Ignacio González‐Granado (ORCID: https://orcid.org/0000-0001-6917-8980)
- Aristine Cheng (ORCID: https://orcid.org/0000-0002-1182-7375)
- Fabio Facchetti (ORCID: https://orcid.org/0000-0003-4975-2388)
- Jenna Bergerson (ORCID: https://orcid.org/0000-0001-9122-4998)
- Anna Villa (ORCID: https://orcid.org/0000-0003-4428-9013)
- Katie Lewis (ORCID: https://orcid.org/0000-0002-2220-6873)
- Morgan N. Similuk (ORCID: https://orcid.org/0000-0002-0403-2689)
- Ramsay Fuleihan (ORCID: https://orcid.org/0000-0002-8477-9239)
- Alejandra King
- Rachel Gore Moses (ORCID: https://orcid.org/0000-0002-8253-5441)
- Kai Kisand (ORCID: https://orcid.org/0000-0002-5426-4648)
- Ghassan Dbaibo (ORCID: https://orcid.org/0000-0002-5813-5878)
- Suk See De Ravin (ORCID: https://orcid.org/0000-0002-9800-774X)
- Sevgi Keleş (ORCID: https://orcid.org/0000-0001-7344-8947)
- Jennifer W. Leiding (ORCID: https://orcid.org/0000-0002-7573-9390)
- Fayhan Alroqi (ORCID: https://orcid.org/0000-0001-5271-0002)
- Meredith Ramba (ORCID: https://orcid.org/0000-0002-4770-9389)
- Can Liu (ORCID: https://orcid.org/0000-0002-8411-3891)
- Neena Kapoor (ORCID: https://orcid.org/0000-0002-3352-9651)
- Yasuhiro Yamazaki (ORCID: https://orcid.org/0000-0003-0327-1618)
- Deborah Draper
- Jennifer Stoddard
- Tayfun Güngör (ORCID: https://orcid.org/0000-0002-3261-1186)
- Catharina Schuetz (ORCID: https://orcid.org/0000-0001-8731-8924)
- Nicole Gentile (ORCID: https://orcid.org/0009-0003-9780-1217)
- Sharon Choo
- Ahmet Özen
- Christine McCusker (ORCID: https://orcid.org/0000-0003-2150-9159)
- R S Geha
- Elena E. Starkova
- Bryce Siefert
- Mike Kamen
Institutions
- Università Cattolica del Sacro Cuore (IT)
- Leidos (United States) (US)
- University of Rome Tor Vergata (IT)
- Universidad Complutense de Madrid (ES)
- Children's Hospital of Wisconsin (US)
- Hôpital Necker-Enfants Malades (FR)
- Boston Children's Hospital (US)
- National Institutes of Health (US)
- Qatar Airways (Qatar) (QA)
- Nationwide Children's Hospital (US)
- Royal Children's Hospital (AU)
- Universidad del Desarrollo (CL)
- Children's National (US)
- Children's Hospital of Los Angeles (US)
- Johns Hopkins University (US)
- Cairo University (EG)
- Inserm (FR)
- University of California, Los Angeles (US)
- Royal Free London NHS Foundation Trust (GB)
- Virginia Commonwealth University (US)
- King Saud bin Abdulaziz University for Health Sciences (SA)
- University of Algiers Benyoucef Benkhedda (DZ)
- Florida International University (US)
- Université Paris Cité (FR)
- University of South Florida (US)
- Columbia University Irving Medical Center (US)
- Johns Hopkins Medicine (US)
- Montreal Children's Hospital (CA)
- Shupyk National Healthcare University of Ukraine (UA)
- Great Ormond Street Hospital (GB)
- Rhode Island Hospital (US)
- The Royal Free Hospital (GB)
- McGill University Health Centre (CA)
- Hospitais da Universidade de Coimbra (PT)
- Riley Hospital for Children (US)
- Pirogov Russian National Research Medical University (RU)
- Kuwait University (KW)
- University of Belgrade (RS)
- Research Institute Hospital 12 de Octubre (ES)
- Hospital Nacional Cayetano Heredia (PE)
- King Abdullah International Medical Research Center (SA)
- Children's Hospital Colorado (US)
- Los Angeles Medical Center (US)
- Assistance Publique – Hôpitaux de Paris (FR)
- Grade Medical (Czechia) (CZ)
- Memorial Healthcare System (US)
- Johns Hopkins All Children's Hospital (US)
- Antalya Bilim University (TR)
- Azienda Socio Sanitaria Territoriale degli Spedali Civili di Brescia (IT)
- Allen Institute for Immunology (US)
- American University of Beirut Medical Center (LB)
- Donald & Barbara Zucker School of Medicine at Hofstra/Northwell (US)
- Necmettin Erbakan University (TR)
- Amsterdam Neuroscience (NL)
- Seattle Children's Hospital (US)
- Hospital Luis Calvo Mackenna (CL)
- Istanbul University-Cerrahpaşa (TR)
- Institute of Genetic and Biomedical Research (IT)
- Cohen Children's Medical Center (US)
- Children's Hospital Agia Sophia (GR)
- Bambino Gesù Children's Hospital (IT)
- University Children's Hospital Zurich (CH)
- Al-Sabah Hospital (KW)
- National Taiwan University Hospital (TW)
- Children’s Foundation (GB)
- National Institute of Allergy and Infectious Diseases (US)
- Institute of Public Health of Serbia (RS)
- Ospedale Regina Margherita (IT)
- John Hunter Children's Hospital (AU)
- National Cancer Institute (US)
- The San Raffaele Telethon Institute for Gene Therapy (IT)
- Edmond and Lily Safra Children's Hospital (IL)
- Hospital das Clínicas da Faculdade de Medicina da Universidade de São Paulo (BR)
- Belarusian Research Center For Pediatric Oncology and Hematology (BY)
- National Institutes of Health Clinical Center (US)
- St Martins Hospital (GB)
- Jeffrey Modell Foundation (AU)
- Joe DiMaggio Children's Hospital (US)
- Orenburg Regional Clinical Hospital №2 (RU)
- Kantonsspital Aarau (CH)
- University Hospital Carl Gustav Carus (DE)
- Institut des Maladies Génétiques Imagine (FR)
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center (US)
- University College London (GB)
- Indiana University – Purdue University Indianapolis (US)
- University of Tartu (EE)
- Tehran University of Medical Sciences (IR)
- Marmara University (TR)
- Louisiana State University Health Sciences Center New Orleans (US)
- Technische Universität Dresden (DE)
- University of Pennsylvania (US)
- University of Brescia (IT)
- Newcastle University (GB)
- Universidad Autónoma del Estado de Morelos (MX)
- University of Amsterdam (NL)
- University of Colorado Denver (US)
- American University of Beirut (LB)
- Icahn School of Medicine at Mount Sinai (US)
- KU Leuven (BE)
Publication Details
- Journal
- Science Immunology
- Published
- 2025-01-10
- DOI
- https://doi.org/10.1126/sciimmunol.adq1697
- Citations
- 11
- Primary Topic
- Immune Cell Function and Interaction
- Type
- article
- Field-Weighted Citation Impact
- 8.77
Funders
- Bill and Melinda Gates Foundation
- Amgen
- Division of Intramural Research, National Institute of Allergy and Infectious Diseases
- Memorial Sloan-Kettering Cancer Center
- Regeneron Pharmaceuticals
- Les Laboratories Pierre Fabre
- Atara Biotherapeutics
- Eesti Teadusagentuur
- Swedish Orphan Biovitrum
- Grifols
- National Institutes of Health
- National Institute of Allergy and Infectious Diseases
- NHLBI Division of Intramural Research