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Fasshauer M, Dinges S, Staudacher O, Völler M, Stittrich A, von Bernuth H, Wahn V, Krüger R. Monogenic Inborn Errors of Immunity with impaired IgG response to polysaccharide antigens but normal IgG levels and normal IgG response to protein antigens. Front Pediatr 2024; 12:1386959. [PMID: 38933494 PMCID: PMC11203071 DOI: 10.3389/fped.2024.1386959] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/16/2024] [Accepted: 05/21/2024] [Indexed: 06/28/2024] Open
Abstract
In patients with severe and recurrent infections, minimal diagnostic workup to test for Inborn Errors of Immunity (IEI) includes a full blood count, IgG, IgA and IgM. Vaccine antibodies against tetanus toxoid are also frequently measured, whereas testing for anti-polysaccharide IgG antibodies and IgG subclasses is not routinely performed by primary care physicians. This basic approach may cause a significant delay in diagnosing monogenic IEI that can present with an impaired IgG response to polysaccharide antigens with or without IgG subclass deficiency at an early stage. Our article reviews genetically defined IEI, that may initially present with an impaired IgG response to polysaccharide antigens, but normal or only slightly decreased IgG levels and normal responses to protein or conjugate vaccine antigens. We summarize clinical, genetic, and immunological findings characteristic for these IEI. This review may help clinicians to identify patients that require extended immunologic and genetic evaluations despite unremarkable basic immunologic findings. We recommend the inclusion of anti-polysaccharide IgG antibodies as part of the initial routine work-up for possible IEI.
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Affiliation(s)
- Maria Fasshauer
- Immuno Deficiency Center Leipzig, Jeffrey Modell Diagnostic and Research Center for Primary Immunodeficiency Diseases, Hospital St. Georg, Leipzig, Germany
| | - Sarah Dinges
- Department of Pediatric Respiratory Medicine, Immunology and Critical Care Medicine, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin Institute of Health (BIH), Berlin, Germany
| | - Olga Staudacher
- Department of Pediatric Respiratory Medicine, Immunology and Critical Care Medicine, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin Institute of Health (BIH), Berlin, Germany
| | - Mirjam Völler
- Department of Pediatric Respiratory Medicine, Immunology and Critical Care Medicine, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin Institute of Health (BIH), Berlin, Germany
| | - Anna Stittrich
- Department of Human Genetics, Labor Berlin - Charité Vivantes GmbH, Berlin, Germany
| | - Horst von Bernuth
- Department of Pediatric Respiratory Medicine, Immunology and Critical Care Medicine, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin Institute of Health (BIH), Berlin, Germany
- Department of Immunology, Labor Berlin - Charité VivantesGmbH, Berlin, Germany
- Berlin Institute of Health (BIH), Charité - Universitätsmedizin Berlin, Berlin, Germany
- Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin Institute of Health (BIH), Berlin-Brandenburg Center for Regenerative Therapies (BCRT), Berlin, Germany
| | - Volker Wahn
- Department of Pediatric Respiratory Medicine, Immunology and Critical Care Medicine, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin Institute of Health (BIH), Berlin, Germany
| | - Renate Krüger
- Department of Pediatric Respiratory Medicine, Immunology and Critical Care Medicine, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin Institute of Health (BIH), Berlin, Germany
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Roberts K, Chin AT, Loewy K, Pompeii L, Shin H, Rider NL. Natural language processing of clinical notes enables early inborn error of immunity risk ascertainment. THE JOURNAL OF ALLERGY AND CLINICAL IMMUNOLOGY. GLOBAL 2024; 3:100224. [PMID: 38439946 PMCID: PMC10910118 DOI: 10.1016/j.jacig.2024.100224] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/06/2023] [Revised: 12/24/2023] [Accepted: 01/21/2024] [Indexed: 03/06/2024]
Abstract
Background There are now approximately 450 discrete inborn errors of immunity (IEI) described; however, diagnostic rates remain suboptimal. Use of structured health record data has proven useful for patient detection but may be augmented by natural language processing (NLP). Here we present a machine learning model that can distinguish patients from controls significantly in advance of ultimate diagnosis date. Objective We sought to create an NLP machine learning algorithm that could identify IEI patients early during the disease course and shorten the diagnostic odyssey. Methods Our approach involved extracting a large corpus of IEI patient clinical-note text from a major referral center's electronic health record (EHR) system and a matched control corpus for comparison. We built text classifiers with simple machine learning methods and trained them on progressively longer time epochs before date of diagnosis. Results The top performing NLP algorithm effectively distinguished cases from controls robustly 36 months before ultimate clinical diagnosis (area under precision recall curve > 0.95). Corpus analysis demonstrated that statistically enriched, IEI-relevant terms were evident 24+ months before diagnosis, validating that clinical notes can provide a signal for early prediction of IEI. Conclusion Mining EHR notes with NLP holds promise for improving early IEI patient detection.
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Affiliation(s)
- Kirk Roberts
- McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, Tex
| | - Aaron T. Chin
- Division of Immunology, Allergy, and Rheumatology, University of California, Los Angeles, Calif
| | | | - Lisa Pompeii
- Department of Patient Services, Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio
| | - Harold Shin
- College of Osteopathic Medicine, Liberty University, Lynchburg, Va
| | - Nicholas L. Rider
- Division of Health System & Implementation Science, Virginia Tech Carilion School of Medicine, Roanoke, Va
- Section of Allergy and Immunology, Carilion Clinic, Roanoke, Va
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Tinker RJ, Fisher M, Gimeno AF, Gill K, Ivey C, Peterson JF, Bastarache L. Diagnostic delay in monogenic disease: A scoping review. Genet Med 2024; 26:101074. [PMID: 38243783 PMCID: PMC11140588 DOI: 10.1016/j.gim.2024.101074] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2023] [Revised: 01/09/2024] [Accepted: 01/11/2024] [Indexed: 01/21/2024] Open
Abstract
PURPOSE Diagnostic delay in monogenic disease is reportedly common. We conducted a scoping review investigating variability in study design, results, and conclusions. METHODS We searched the academic literature on January 17, 2023, for original peer reviewed journals and conference articles that quantified diagnostic delay in monogenic disease. We abstracted the reported diagnostic delay, relevant study design features, and definitions. RESULTS Our search identified 259 articles quantifying diagnostic delay in 111 distinct monogenetic diseases. Median reported diagnostic delay for all studies collectively in monogenetic diseases was 5.0 years (IQR 2-10). There was major variation in the reported delay within individual monogenetic diseases. Shorter delay was associated with disorders of childhood metabolism, immunity, and development. The majority (67.6%) of articles that studied delay reported an improvement with calendar time. Study design and definitions of delay were highly heterogenous. Three gaps were identified: (1) no studies were conducted in the least developed countries, (2) delay has not been studied for the majority of known, or (3) most prevalent genetic diseases. CONCLUSION Heterogenous study design and definitions of diagnostic delay inhibit comparison across studies. Future efforts should focus on standardizing delay measurements, while expanding the research to low-income countries.
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Affiliation(s)
- Rory J Tinker
- Division of Medical Genetics and Genomic Medicine, Vanderbilt University Medical Center, Nashville, TN.
| | - Miles Fisher
- Vanderbilt University Medical Center, Department of Child Neurology, Nashville, TN
| | - Alex F Gimeno
- Vanderbilt University School of Medicine, Nashville, TN
| | - Kayce Gill
- Annette and Irwin Eskind Family Biomedical Library and Learning Center, Vanderbilt University, Nashville, TN
| | - Camille Ivey
- Annette and Irwin Eskind Family Biomedical Library and Learning Center, Vanderbilt University, Nashville, TN
| | - Josh F Peterson
- Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN; Department of Medicine, Vanderbilt University Medical Center, Nashville, TN
| | - Lisa Bastarache
- Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN
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Campbell E, Shaker MS, Williams KW. Clinical updates in inborn errors of immunity: a focus on the noninfectious clinical manifestations. Curr Opin Pediatr 2024; 36:228-236. [PMID: 38299990 DOI: 10.1097/mop.0000000000001331] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/02/2024]
Abstract
PURPOSE OF REVIEW In the last 5 years, several new inborn errors of immunity (IEI) have been described, especially in the areas of immune dysregulation and autoinflammation. As a result, the clinical presentation of IEIs has broadened. We review the heterogeneous presentation of IEIs and detail several of the recently described IEIs with a focus on the noninfectious manifestations commonly seen. RECENT FINDINGS IEIs may present with early onset and/or multiple autoimmune manifestations, increased risk for malignancy, lymphoproliferation, severe atopy, autoinflammation and/or hyperinflammation. Because of this, patients can present to a wide array of providers ranging from primary care to various pediatric subspecialists. The International Union of Immunological Societies (IUIS) expert committee has created a phenotypic classification of IEIs in order to help clinicians narrow their evaluation based on the laboratory and clinical findings. SUMMARY Both primary care pediatricians and pediatric subspecialists need to be aware of the common clinical features associated with IEI and recognize when to refer to allergy-immunology for further evaluation. Early diagnosis can lead to earlier treatment initiation and improve clinical outcomes for our patients.
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Affiliation(s)
- Emily Campbell
- Division of Pediatric Pulmonology, Allergy and Immunology, Department of Pediatrics, Medical University of South Carolina, Charleston, South Carolina
| | - Marcus S Shaker
- Section of Allergy and Clinical Immunology, Dartmouth-Hitchcock Medical Center, Geisel School of Medicine at Dartmouth, Hanover, New Hampshire, USA
| | - Kelli W Williams
- Division of Pediatric Pulmonology, Allergy and Immunology, Department of Pediatrics, Medical University of South Carolina, Charleston, South Carolina
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Lawrence MG, Rider NL, Cunningham-Rundles C, Poli MC. Disparities in Diagnosis, Access to Specialist Care and Treatment for Inborn Errors of Immunity. THE JOURNAL OF ALLERGY AND CLINICAL IMMUNOLOGY. IN PRACTICE 2023; 12:S2213-2198(23)01196-0. [PMID: 39492552 DOI: 10.1016/j.jaip.2023.10.041] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/09/2023] [Revised: 10/18/2023] [Accepted: 10/23/2023] [Indexed: 11/05/2024]
Abstract
Inborn errors of immunity represent a rapidly expanding group of genetic disorders of the immune system. Significant advances have been made in recent years in diagnosis, including using genetic testing and newborn screening; treatment, including precision therapies, gene therapy and hematopoietic stem cell transplant; and development of patient registries to inform prevalence, understand morbidity of these disorders and guide the development of clinical trials. However, significant disparities due to age, race, ethnicity, socioeconomic status, or geographic location exist in all aspects of care of patients with inborn errors of immunity, beginning with delays in diagnosis and further compounded by impaired access to specialist care and treatment, leading to a notable impact on outcomes including morbidity and mortality. Addressing and correcting these disparities will require coordinated, deliberate and prolonged effort. Proposed strategies to improve equity at different levels include public health measures such as implementing universal newborn screening, supporting expanded health insurance coverage for diagnostic testing and treatment, improving access to novel therapeutics in low and middle income countries and developing artificial intelligence / machine learning tools to reduce delays in diagnosis, particularly in rural or less developed areas where access to specialist care is limited.
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Affiliation(s)
- Monica G Lawrence
- University of Virginia School of Medicine, Department of Medicine, Division of Asthma, Allergy and Immunology, Charlottesville VA.
| | - Nicholas L Rider
- Liberty University College of Osteopathic Medicine, Division of Clinical Informatics, Lynchburg VA; Collaborative Health Partners, Department of Allergy-Immunology, Lynchburg VA
| | - Charlotte Cunningham-Rundles
- Division of Allergy and Immunology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York NY
| | - M Cecilia Poli
- Program of Immunogenetics and Translational Immunology, Facultad de Medicina, Clínica Alemana Universidad del Desarrollo, Santiago, Chile; Hospital de niños Dr. Roberto del Rio, Santiago, Chile
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Candotti F, Eigenmann P. "Inborn errors of immunity: An expanding horizon through a multitude of biological pathways". Pediatr Allergy Immunol 2023; 34:e13908. [PMID: 36705036 DOI: 10.1111/pai.13908] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/14/2022] [Accepted: 12/17/2022] [Indexed: 01/10/2023]
Affiliation(s)
- Fabio Candotti
- Division of Immunology and Allergy, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Philippe Eigenmann
- Department of Pediatrics, Gynecology and Obstetrics, University Hospital of Geneva, Geneva, Switzerland
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Smith KL, Dai D, Modi BP, Sara R, Garabedian E, Marsh RA, Puck J, Secord E, Sullivan KE, Turvey SE, Biggs CM. Inborn Errors of Immunity Associated With Type 2 Inflammation in the USIDNET Registry. Front Immunol 2022; 13:831279. [PMID: 35273610 PMCID: PMC8902297 DOI: 10.3389/fimmu.2022.831279] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2021] [Accepted: 01/27/2022] [Indexed: 12/27/2022] Open
Abstract
Background Monogenic conditions that disrupt proper development and/or function of the immune system are termed inborn errors of immunity (IEIs), also known as primary immunodeficiencies. Patients with IEIs often suffer from other manifestations in addition to infection, and allergic inflammation is an increasingly recognized feature of these conditions. Methods We performed a retrospective analysis of IEIs presenting with allergic inflammation as reported in the USIDNET registry. Our inclusion criteria comprised of patients with a reported monogenic cause for IEI where reported lab eosinophil and/or IgE values were available for the patient prior to them receiving potentially curative therapy. Patients were excluded if we were unable to determine the defective gene underlying their IEI. Patients were classified as having eosinophilia or elevated IgE when their record included at least 1 eosinophil count or IgE value that was greater than the age stratified upper limit of normal. We compared the proportion of patients with eosinophilia or elevated IgE with the proportion of samples in a reference population that fall above the upper limit of normal (2.5%). Results The query submitted to the USIDNET registry identified 1409 patients meeting inclusion criteria with a monogenic cause for their IEI diagnosis, of which 975 had eosinophil counts and 645 had IgE levels obtained prior to transplantation or gene therapy that were available for analysis. Overall, 18.8% (183/975) of the patients evaluated from the USIDNET registry had eosinophilia and 20.9% (135/645) had an elevated IgE. IEIs caused by defects in 32 genes were found to be significantly associated with eosinophilia and/or an elevated IgE level, spanning 7 of the 10 IEI categories according to the International Union of Immunological Societies classification. Conclusion Type 2 inflammation manifesting as eosinophilia or elevated IgE is found in a broad range of IEIs in the USIDNET registry. Our findings suggest that allergic immune dysregulation may be more widespread in IEIs than previously reported.
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Affiliation(s)
- Kelsey L. Smith
- Department of Pediatrics, University of British Columbia, Vancouver, BC, Canada
- British Columbia (BC) Children’s Hospital, Vancouver, BC, Canada
| | - Darlene Dai
- Department of Pediatrics, University of British Columbia, Vancouver, BC, Canada
- British Columbia (BC) Children’s Hospital, Vancouver, BC, Canada
| | - Bhavi P. Modi
- Department of Pediatrics, University of British Columbia, Vancouver, BC, Canada
- British Columbia (BC) Children’s Hospital, Vancouver, BC, Canada
| | - Rahnuma Sara
- Department of Pediatrics, University of British Columbia, Vancouver, BC, Canada
- British Columbia (BC) Children’s Hospital, Vancouver, BC, Canada
| | - Elizabeth Garabedian
- National Human Genome Research Institute, Bethesda, MD, United States
- National Institutes of Health, Bethesda, MD, United States
| | - Rebecca A. Marsh
- Cincinnati Children’s Hospital, University of Cincinnati, Cincinnati, OH, United States
| | - Jennifer Puck
- Division of Allergy/Immunology and Blood and Marrow Transplantation, Department of Pediatrics, University of California, San Francisco, San Francisco, CA, United States
| | | | - Kathleen E. Sullivan
- Children’s Hospital of Philadelphia, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, United States
| | - Stuart E. Turvey
- Department of Pediatrics, University of British Columbia, Vancouver, BC, Canada
- British Columbia (BC) Children’s Hospital, Vancouver, BC, Canada
| | - Catherine M. Biggs
- Department of Pediatrics, University of British Columbia, Vancouver, BC, Canada
- British Columbia (BC) Children’s Hospital, Vancouver, BC, Canada
- St Paul’s Hospital, Vancouver, BC, Canada
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