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1.
PLoS One ; 16(2): e0237285, 2021.
Article in English | MEDLINE | ID: mdl-33591972

ABSTRACT

BACKGROUND: Primary immunodeficiency diseases represent an expanding set of heterogeneous conditions which are difficult to recognize clinically. Diagnostic rates outside of the newborn period have not changed appreciably. This concern underscores a need for novel methods of disease detection. OBJECTIVE: We built a Bayesian network to provide real-time risk assessment about primary immunodeficiency and to facilitate prescriptive analytics for initiating the most appropriate diagnostic work up. Our goal is to improve diagnostic rates for primary immunodeficiency and shorten time to diagnosis. We aimed to use readily available health record data and a small training dataset to prove utility in diagnosing patients with relatively rare features. METHODS: We extracted data from the Texas Children's Hospital electronic health record on a large population of primary immunodeficiency patients (n = 1762) and appropriately-matched set of controls (n = 1698). From the cohorts, clinically relevant prior probabilities were calculated enabling construction of a Bayesian network probabilistic model(PI Prob). Our model was constructed with clinical-immunology domain expertise, trained on a balanced cohort of 100 cases-controls and validated on an unseen balanced cohort of 150 cases-controls. Performance was measured by area under the receiver operator characteristic curve (AUROC). We also compared our network performance to classic machine learning model performance on the same dataset. RESULTS: PI Prob was accurate in classifying immunodeficiency patients from controls (AUROC = 0.945; p<0.0001) at a risk threshold of ≥6%. Additionally, the model was 89% accurate for categorizing validation cohort members into appropriate International Union of Immunological Societies diagnostic categories. Our network outperformed 3 other machine learning models and provides superior transparency with a prescriptive output element. CONCLUSION: Artificial intelligence methods can classify risk for primary immunodeficiency and guide management. PI Prob enables accurate, objective decision making about risk and guides the user towards the appropriate diagnostic evaluation for patients with recurrent infections. Probabilistic models can be trained with small datasets underscoring their utility for rare disease detection given appropriate domain expertise for feature selection and network construction.


Subject(s)
Primary Immunodeficiency Diseases/diagnosis , Risk Assessment/methods , Area Under Curve , Artificial Intelligence , Bayes Theorem , Case-Control Studies , Child , Child, Preschool , Clinical Decision Rules , Cohort Studies , Electronic Health Records , Female , Humans , Machine Learning , Male , Models, Statistical , ROC Curve , Reinfection/prevention & control , Risk Factors , Texas
2.
Front Immunol ; 11: 581475, 2020.
Article in English | MEDLINE | ID: mdl-33362767

ABSTRACT

Chronic granulomatous disease (CGD) is a primary immune deficiency due to defects in phagocyte respiratory burst leading to severe and life-threatening infections. Patients with CGD also suffer from disorders of inflammation and immune dysregulation including colitis and granulomatous lung disease, among others. Additionally, patients with CGD may be at increased risk of systemic inflammatory disorders such as hemophagocytic lymphohistiocytosis (HLH). The presentation of HLH often overlaps with symptoms of systemic inflammatory response syndrome (SIRS) or sepsis and therefore can be difficult to identify, especially in patients with a primary immune deficiency in which incidence of infection is increased. Thorough evaluation and empiric treatment for bacterial and fungal infections is necessary as HLH in CGD is almost always secondary to infection. Simultaneous treatment of infection with anti-microbials and inflammation with immunosuppression may be needed to blunt the hyperinflammatory response in secondary HLH. Herein, we present a series of X-linked CGD patients who developed HLH secondary to or with concurrent disseminated CGD-related infection. In two patients, CGD was a known diagnosis prior to development of HLH and in the other two CGD was diagnosed as part of the evaluation for HLH. Concurrent infection and HLH were fatal in three; one case was successfully treated, ultimately receiving hematopoietic stem cell transplantation. The current literature on presentation, diagnosis, and treatment of HLH in CGD is reviewed.


Subject(s)
Granulomatous Disease, Chronic/complications , Granulomatous Disease, Chronic/mortality , Lymphohistiocytosis, Hemophagocytic/etiology , Lymphohistiocytosis, Hemophagocytic/mortality , Adolescent , Hematopoietic Stem Cell Transplantation/methods , Humans , Immunosuppression Therapy/methods , Infant , Male , Sepsis/etiology , Sepsis/mortality
4.
J Clin Immunol ; 37(5): 461-475, 2017 Jul.
Article in English | MEDLINE | ID: mdl-28536745

ABSTRACT

PURPOSE: Common variable immunodeficiency disorder (CVID) is a primary immunodeficiency disease (PIDD) often associated with severe and chronic infections. Patients commonly receive immunoglobulin (Ig) treatment to reduce the cycle of recurrent infection and improve physical functioning. However, how Ig treatment in CVID affects quality of life (QOL) has not been thoroughly evaluated. The purpose of a recent Immune Deficiency Foundation (IDF) mail survey was to assess the factors that are associated with QOL in patients with CVID receiving Ig treatment. METHODS: A 75-question survey developed by the IDF and a 12-item Short Form Health Survey (SF-12) to assess QOL were mailed to adults with CVID. Mean SF-12 scores were compared between patients with CVID and the general US adult population normative sample. RESULTS: Overall, 945 patients with CVID completed the surveys. More than half of the patients (54.9%) received intravenous Ig and 44.9% received subcutaneous Ig treatment. Patients with CVID had significantly lower SF-12 scores compared with the general US population regardless of sex or age (p < 0.05). Route of IgG replacement did not dramatically improve QOL. SF-12 scores were highest in patients with CVID who have well-controlled PIDD, lacked physical impairments, were not bothered by treatment, and received Ig infusions at home. CONCLUSION: These data provide insight into what factors are most associated with physical and mental health, which can serve to improve QOL in patients in this population. Improvements in QOL can result from early detection of disease, limiting digestive system disease, attention to fatigue, and implementation of an individual treatment plan for the patient.


Subject(s)
Common Variable Immunodeficiency/epidemiology , Quality of Life , Sickness Impact Profile , Adolescent , Adult , Age Factors , Age of Onset , Aged , Child , Child, Preschool , Clinical Decision-Making , Common Variable Immunodeficiency/diagnosis , Common Variable Immunodeficiency/therapy , Databases, Factual , Disease Management , Female , Health Surveys , Humans , Immunoglobulins, Intravenous , Infant , Infant, Newborn , Male , Middle Aged , Patient Reported Outcome Measures , Severity of Illness Index , United States/epidemiology , Young Adult
8.
J Allergy Clin Immunol ; 139(1): 232-245, 2017 01.
Article in English | MEDLINE | ID: mdl-27577878

ABSTRACT

BACKGROUND: Primary immunodeficiency diseases (PIDDs) are clinically and genetically heterogeneous disorders thus far associated with mutations in more than 300 genes. The clinical phenotypes derived from distinct genotypes can overlap. Genetic etiology can be a prognostic indicator of disease severity and can influence treatment decisions. OBJECTIVE: We sought to investigate the ability of whole-exome screening methods to detect disease-causing variants in patients with PIDDs. METHODS: Patients with PIDDs from 278 families from 22 countries were investigated by using whole-exome sequencing. Computational copy number variant (CNV) prediction pipelines and an exome-tiling chromosomal microarray were also applied to identify intragenic CNVs. Analytic approaches initially focused on 475 known or candidate PIDD genes but were nonexclusive and further tailored based on clinical data, family history, and immunophenotyping. RESULTS: A likely molecular diagnosis was achieved in 110 (40%) unrelated probands. Clinical diagnosis was revised in about half (60/110) and management was directly altered in nearly a quarter (26/110) of families based on molecular findings. Twelve PIDD-causing CNVs were detected, including 7 smaller than 30 Kb that would not have been detected with conventional diagnostic CNV arrays. CONCLUSION: This high-throughput genomic approach enabled detection of disease-related variants in unexpected genes; permitted detection of low-grade constitutional, somatic, and revertant mosaicism; and provided evidence of a mutational burden in mixed PIDD immunophenotypes.


Subject(s)
Immunologic Deficiency Syndromes/genetics , Adolescent , Adult , Aged , Child , Child, Preschool , DNA Copy Number Variations , Female , Genomics , High-Throughput Nucleotide Sequencing , Humans , Infant , Male , Middle Aged , Young Adult
9.
Allergy Asthma Proc ; 37(6): 162-168, 2016 Nov.
Article in English | MEDLINE | ID: mdl-27931293

ABSTRACT

BACKGROUND: The time from symptom onset to diagnosis for patients with primary immunodeficiency diseases (PIDD) is an average of 12 years, but prompt diagnosis and treatment can promote best outcomes. OBJECTIVE: Because the manifestations of PIDD are often sinopulmonary in nature, patients with undiagnosed PIDD are frequently referred to pulmonologists. This study sought to identify opportunities among these specialists to improve diagnosis and clinical management of patients with PIDD. METHODS: A survey was sent to American Medical Association and American Osteopathic Association members whose specialty was pulmonology. Responses were compared with those from a historical survey of 71 subspecialist immunologists (American Academy of Allergy, Asthma Immunology members who devoted 10% of their practice to patients with PIDD). RESULTS: The surveys were returned by 485 pulmonologists, 49% of whom had diagnosed at least one patient with PIDD. In comparison with subspecialist immunologists, fewer pulmonologists were aware of the professional PIDD diagnosis and management guidelines and fewer followed up patients with various PIDDs. Pulmonologists and subspecialist immunologists also differed in the practice of prescribing prophylactic antibiotics and immunoglobulin replacement and in avoiding live viral vaccines. CONCLUSION: Differences in the diagnosis and treatment of patients with PIDD between these two groups of specialists revealed areas in which PIDD-focused educational initiatives may be helpful for pulmonologists.


Subject(s)
Immunologic Deficiency Syndromes/diagnosis , Immunologic Deficiency Syndromes/therapy , Pulmonologists , Surveys and Questionnaires , Clinical Competence , Disease Management , Female , Humans , Male , Practice Patterns, Physicians'
11.
Front Med (Lausanne) ; 3: 12, 2016.
Article in English | MEDLINE | ID: mdl-27066486

ABSTRACT

Primary immunodeficiency diseases (PIDs) include over 250 diverse disorders. The current study assessed management of PID by family practice physicians. The American Academy of Allergy, Asthma, and Immunology Primary Immunodeficiency Committee and the Immune Deficiency Foundation conducted an incentivized mail survey of family practice physician members of the American Medical Association and the American Osteopathic Association in direct patient care. Responses were compared with subspecialist immunologist responses from a similar survey. Surveys were returned by 528 (of 4500 surveys mailed) family practice physicians, of whom 44% reported following ≥1 patient with PID. Selective immunoglobulin A deficiency (21%) and chronic granulomatous disease (11%) were most common and were followed by significantly more subspecialist immunologists (P < 0.05). Use of intravenously administered immunoglobulin and live viral vaccinations across PID was significantly different (P < 0.05). Few family practice physicians were aware of professional guidelines for diagnosis and management of PID (4 vs. 79% of subspecialist immunologists, P < 0.05). Family practice physicians will likely encounter patients with PID diagnoses during their career. Differences in how family practice physicians and subspecialist immunologists manage patients with PID underscore areas where improved educational and training initiatives may benefit patient care.

12.
Allergy Asthma Proc ; 36(5): 407-11, 2015.
Article in English | MEDLINE | ID: mdl-26314823

ABSTRACT

Hematopoietic stem cell transplantation (HSCT) outcomes in X-linked severe combined immune deficiency are most effective when performed with patients <3 months of age and without coexisting morbidity, and with donor cells from a matched sibling. Even under such favorable circumstances, outcomes can be suboptimal, and full cellular engraftment may not be complete, which results in poor B or natural killer cell function. Protein losing enteropathies can accompany persistent immune deficiency disorders with resultant low serum globulins (immunoglobulin A [IgA], IgG, IgM) and lymphopenia. Patients with immune disorders acquire infections that can be predicted by their immune dysfunction. Fungal infections are typically noted in neutropenic (congenital or acquired) and T-cell deficient individuals. Coexisting fungal infections are rare, even in hosts who are immunocompromised, and they require careful evaluation. Antifungal treatment may result in drug-drug interactions with significant complications.


Subject(s)
Bronchiectasis/diagnosis , Budesonide/therapeutic use , Cushing Syndrome/diagnosis , Fluticasone-Salmeterol Drug Combination/therapeutic use , Hematopoietic Stem Cell Transplantation , Histoplasma/immunology , Histoplasmosis/diagnosis , Itraconazole/therapeutic use , Protein-Losing Enteropathies/diagnosis , Severe Combined Immunodeficiency/diagnosis , Adolescent , Bronchiectasis/etiology , Bronchiectasis/therapy , Budesonide/adverse effects , Child , Chimerism/chemically induced , Cushing Syndrome/immunology , Drug Interactions , Fluticasone-Salmeterol Drug Combination/adverse effects , Hematopoietic Stem Cell Transplantation/adverse effects , Histoplasma/drug effects , Histoplasmosis/etiology , Histoplasmosis/therapy , Humans , Iatrogenic Disease , Immunosuppression Therapy , Infant, Newborn , Itraconazole/adverse effects , Male , Pedigree , Protein-Losing Enteropathies/etiology , Protein-Losing Enteropathies/therapy , Severe Combined Immunodeficiency/complications , Severe Combined Immunodeficiency/therapy , Weight Gain/immunology
15.
J Allergy Clin Immunol ; 124(5): 1062-9.e1-4, 2009 Nov.
Article in English | MEDLINE | ID: mdl-19895994

ABSTRACT

BACKGROUND: The effect of pretransplantation conditioning on the long-term outcomes of patients receiving hematopoietic stem cell transplantation for severe combined immunodeficiency (SCID) has not been completely determined. OBJECTIVE: We sought to assess the outcomes of 23 mostly conditioned patients with SCID and compare their outcomes with those of 25 previously reported nonconditioned patients with SCID who underwent transplantation. METHODS: In the present study we reviewed the medical records of these 23 consecutive, mostly conditioned patients with SCID who underwent transplantation between 1998 and 2007. RESULTS: Eighteen patients (median age at transplantation, 10 months; range, 0.8-108 months) received haploidentical mismatched related donor, matched unrelated donor, or mismatched unrelated donor transplants, 17 of whom received pretransplantation conditioning (with 1 not conditioned); 13 (72%) patients engrafted with donor cells and survive at a median of 3.8 years (range, 1.8-9.8 year); 5 (38%) of 13 patients require intravenous immunoglobulin; and 6 of 6 age-eligible children attend school. Of 5 recipients (median age at transplantation, 7 months; range, 2-23 months) of matched related donor transplants, all 5 engrafted and survive at a median of 7.5 years (range, 1.5-9.5 year), 1 recipient requires intravenous immunoglobulin, and 3 of 3 age-eligible children attend school. Gene mutations were known in 16 cases: mutation in the common gamma chain of the IL-2 receptor (IL2RG) in 7 patients, mutation in the alpha chain of the IL-7 receptor (IL7RA) in 4 patients, mutation in the recombinase-activating gene (RAG1) in 2 patients, adenosine deaminase deficiency (ADA) in 2 patients, and adenylate kinase 2 (AK2) in 1 patient. Early outcomes and quality of life of the previous nonconditioned versus the present conditioned cohorts were not statistically different, but longer-term follow-up is necessary for confirmation. CONCLUSIONS: Hematopoietic stem cell transplantation in patients with SCID results in engraftment, long-term survival, and a good quality of life for the majority of patients with or without pretransplantation conditioning.


Subject(s)
Hematopoietic Stem Cell Transplantation , Severe Combined Immunodeficiency/surgery , Transplantation Conditioning , Child , Child, Preschool , Female , Graft vs Host Disease/immunology , Humans , Immunoglobulin A/blood , Immunoglobulin G/blood , Infant , Infant, Newborn , Kaplan-Meier Estimate , Male , Quality of Life , Treatment Outcome
17.
J Allergy Clin Immunol ; 113(4): 627-34, 2004 Apr.
Article in English | MEDLINE | ID: mdl-15100665

ABSTRACT

A 5-week-old female infant with vertical HIV-1 exposure, progressive cough, and failure to thrive was given a diagnosis of bilateral diffuse nodular lung lesions. The child was without fever, leukocytosis, anemia, peripheral adenopathy, or hepatosplenomegaly, and the results of repeated blood tests for HIV-1 DNA were negative. A needle biopsy of the lungs revealed granulomatous inflammation and giant cells, with fungal organisms suggestive of Aspergillus species. A nitroblue tetrazolium dye test performed on the patient's blood specimen demonstrated absence of dye reduction, suggesting a diagnosis of chronic granulomatous disease. Further analysis revealed that the child had a deficiency of the p47(phox) component of the nicotinamide adenine dinucleotide phosphate oxidase system. Thus this child with vertical HIV-1 exposure and diffuse pulmonary nodules actually had an autosomal recessive form of chronic granulomatous disease. This case study clearly demonstrates that children with suspected HIV-1 infection might also need evaluation for primary immunodeficiency and that the clinical immunology laboratory is a powerful adjunct in coming to a correct diagnosis.


Subject(s)
Environmental Exposure , Failure to Thrive/diagnosis , Granulomatous Disease, Chronic/diagnosis , HIV Infections/diagnosis , HIV-1 , Diagnosis, Differential , Female , Humans , Infant, Newborn , NADPH Oxidases , Phosphoproteins/deficiency , Tomography, X-Ray Computed
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