An Exploratory Approach of Clinically Useful Biomarkers of Cvid by Logistic Regression

Despite advancements in genetic and functional studies, the timely diagnosis of common variable immunodeficiency (CVID) remains a significant challenge. This exploratory study was designed to assess the diagnostic performance of a novel panel of biomarkers for CVID, incorporating the sum of κ+λ ligh...

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Published inJournal of clinical immunology Vol. 44; no. 6; p. 143
Main Authors Guerra-Galán, Teresa, Palacios-Ortega, María, Jiménez-Huete, Adolfo, Guevara-Hoyer, Kissy, Cárdenas, María Cruz, Villegas-Mendiola, Ángela, Mansilla-Ruíz, María Dolores, Subhi-Issa, Nabil, de la Fuente-Munoz, Eduardo, Requejo, Pedro Mikel, de la Peña, Antonia Rodríguez, Guzmán-Fulgencio, María, Fernández-Arquero, Miguel, de Diego, Rebeca Pérez, Sánchez-Ramón, Silvia
Format Journal Article
LanguageEnglish
Published New York Springer US 01.08.2024
Springer Nature B.V
Subjects
Online AccessGet full text
ISSN0271-9142
1573-2592
1573-2592
DOI10.1007/s10875-024-01746-1

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Abstract Despite advancements in genetic and functional studies, the timely diagnosis of common variable immunodeficiency (CVID) remains a significant challenge. This exploratory study was designed to assess the diagnostic performance of a novel panel of biomarkers for CVID, incorporating the sum of κ+λ light chains, soluble B-cell maturation antigen (sBCMA) levels, switched memory B cells (smB) and the VISUAL score. Comparative analyses utilizing logistic regression were performed against established gold-standard tests, specifically antibody responses. Our research encompassed 88 subjects, comprising 27 CVID, 23 selective IgA deficiency (SIgAD), 20 secondary immunodeficiency (SID) patients and 18 healthy controls. We established the diagnostic accuracy of sBCMA and the sum κ+λ, achieving sensitivity (Se) and specificity (Spe) of 89% and 89%, and 90% and 99%, respectively. Importantly, sBCMA showed strong correlations with all evaluated biomarkers (sum κ+λ, smB cell and VISUAL), whereas the sum κ+λ was uniquely independent from smB cells or VISUAL, suggesting its additional diagnostic value. Through a multivariate tree decision model, specific antibody responses and the sum κ+λ emerged as independent, signature biomarkers for CVID, with the model showcasing an area under the curve (AUC) of 0.946, Se 0.85, and Spe 0.95. This tree-decision model promises to enhance diagnostic efficiency for CVID, underscoring the sum κ+λ as a superior CVID classifier and potential diagnostic criterion within the panel.
AbstractList Despite advancements in genetic and functional studies, the timely diagnosis of common variable immunodeficiency (CVID) remains a significant challenge. This exploratory study was designed to assess the diagnostic performance of a novel panel of biomarkers for CVID, incorporating the sum of κ+λ light chains, soluble B-cell maturation antigen (sBCMA) levels, switched memory B cells (smB) and the VISUAL score. Comparative analyses utilizing logistic regression were performed against established gold-standard tests, specifically antibody responses. Our research encompassed 88 subjects, comprising 27 CVID, 23 selective IgA deficiency (SIgAD), 20 secondary immunodeficiency (SID) patients and 18 healthy controls. We established the diagnostic accuracy of sBCMA and the sum κ+λ, achieving sensitivity (Se) and specificity (Spe) of 89% and 89%, and 90% and 99%, respectively. Importantly, sBCMA showed strong correlations with all evaluated biomarkers (sum κ+λ, smB cell and VISUAL), whereas the sum κ+λ was uniquely independent from smB cells or VISUAL, suggesting its additional diagnostic value. Through a multivariate tree decision model, specific antibody responses and the sum κ+λ emerged as independent, signature biomarkers for CVID, with the model showcasing an area under the curve (AUC) of 0.946, Se 0.85, and Spe 0.95. This tree-decision model promises to enhance diagnostic efficiency for CVID, underscoring the sum κ+λ as a superior CVID classifier and potential diagnostic criterion within the panel.Despite advancements in genetic and functional studies, the timely diagnosis of common variable immunodeficiency (CVID) remains a significant challenge. This exploratory study was designed to assess the diagnostic performance of a novel panel of biomarkers for CVID, incorporating the sum of κ+λ light chains, soluble B-cell maturation antigen (sBCMA) levels, switched memory B cells (smB) and the VISUAL score. Comparative analyses utilizing logistic regression were performed against established gold-standard tests, specifically antibody responses. Our research encompassed 88 subjects, comprising 27 CVID, 23 selective IgA deficiency (SIgAD), 20 secondary immunodeficiency (SID) patients and 18 healthy controls. We established the diagnostic accuracy of sBCMA and the sum κ+λ, achieving sensitivity (Se) and specificity (Spe) of 89% and 89%, and 90% and 99%, respectively. Importantly, sBCMA showed strong correlations with all evaluated biomarkers (sum κ+λ, smB cell and VISUAL), whereas the sum κ+λ was uniquely independent from smB cells or VISUAL, suggesting its additional diagnostic value. Through a multivariate tree decision model, specific antibody responses and the sum κ+λ emerged as independent, signature biomarkers for CVID, with the model showcasing an area under the curve (AUC) of 0.946, Se 0.85, and Spe 0.95. This tree-decision model promises to enhance diagnostic efficiency for CVID, underscoring the sum κ+λ as a superior CVID classifier and potential diagnostic criterion within the panel.
Despite advancements in genetic and functional studies, the timely diagnosis of common variable immunodeficiency (CVID) remains a significant challenge. This exploratory study was designed to assess the diagnostic performance of a novel panel of biomarkers for CVID, incorporating the sum of κ+λ light chains, soluble B-cell maturation antigen (sBCMA) levels, switched memory B cells (smB) and the VISUAL score. Comparative analyses utilizing logistic regression were performed against established gold-standard tests, specifically antibody responses. Our research encompassed 88 subjects, comprising 27 CVID, 23 selective IgA deficiency (SIgAD), 20 secondary immunodeficiency (SID) patients and 18 healthy controls. We established the diagnostic accuracy of sBCMA and the sum κ+λ, achieving sensitivity (Se) and specificity (Spe) of 89% and 89%, and 90% and 99%, respectively. Importantly, sBCMA showed strong correlations with all evaluated biomarkers (sum κ+λ, smB cell and VISUAL), whereas the sum κ+λ was uniquely independent from smB cells or VISUAL, suggesting its additional diagnostic value. Through a multivariate tree decision model, specific antibody responses and the sum κ+λ emerged as independent, signature biomarkers for CVID, with the model showcasing an area under the curve (AUC) of 0.946, Se 0.85, and Spe 0.95. This tree-decision model promises to enhance diagnostic efficiency for CVID, underscoring the sum κ+λ as a superior CVID classifier and potential diagnostic criterion within the panel.
ArticleNumber 143
Author Subhi-Issa, Nabil
de Diego, Rebeca Pérez
de la Peña, Antonia Rodríguez
Guevara-Hoyer, Kissy
Villegas-Mendiola, Ángela
Jiménez-Huete, Adolfo
Requejo, Pedro Mikel
de la Fuente-Munoz, Eduardo
Fernández-Arquero, Miguel
Guerra-Galán, Teresa
Mansilla-Ruíz, María Dolores
Palacios-Ortega, María
Cárdenas, María Cruz
Sánchez-Ramón, Silvia
Guzmán-Fulgencio, María
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BackLink https://www.ncbi.nlm.nih.gov/pubmed/38847936$$D View this record in MEDLINE/PubMed
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CitedBy_id crossref_primary_10_1007_s10875_024_01818_2
crossref_primary_10_1080_1744666X_2024_2398546
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Issue 6
Keywords Serum free Light Chains
Switched-memory B Cells
Antibody Vaccine Response
CVID
Decision-tree Model
Diagnosis
sBCMA
VISUAL Score
Logistic Regression Analysis
Language English
License 2024. The Author(s).
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PublicationSubtitle International Journal of Inborn Errors of Immunity and Related Diseases
PublicationTitle Journal of clinical immunology
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Snippet Despite advancements in genetic and functional studies, the timely diagnosis of common variable immunodeficiency (CVID) remains a significant challenge. This...
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StartPage 143
SubjectTerms Adolescent
Adult
Aged
antibodies
antigens
B-lymphocytes
B-Lymphocytes - immunology
Biomarkers
Biomedical and Life Sciences
Biomedicine
Common variable immunodeficiency
Common Variable Immunodeficiency - diagnosis
Common Variable Immunodeficiency - immunology
Comparative analysis
decision support systems
disease diagnosis
Female
Humans
Immune system
Immunoglobulin A
Immunoglobulin kappa-Chains - blood
Immunoglobulin kappa-Chains - genetics
Immunoglobulin lambda-Chains
Immunological memory
Immunology
immunosuppression
Infectious Diseases
Internal Medicine
Light chains
Logistic Models
Lymphocytes B
Male
Medical Microbiology
memory
Memory B Cells - immunology
Memory cells
Middle Aged
Regression analysis
Sensitivity and Specificity
trees
Young Adult
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Title An Exploratory Approach of Clinically Useful Biomarkers of Cvid by Logistic Regression
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