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Allergenius, an expert system for the interpretation of allergen microarray results

BACKGROUND: An in vitro procedure based on a microarray containing many different allergen components has recently been introduced for use in allergy diagnosis. Recombinant and highly purified allergens belonging to different allergenic sources (inhalants, food, latex and hymenoptera) are present in...

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Autores principales: Melioli, Giovanni, Spenser, Clive, Reggiardo, Giorgio, Passalacqua, Giovanni, Compalati, Enrico, Rogkakou, Anthi, Riccio, Anna Maria, Di Leo, Elisabetta, Nettis, Eustachio, Canonica, Giorgio Walter
Formato: Online Artículo Texto
Lenguaje:English
Publicado: World Allergy Organization 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4070085/
https://www.ncbi.nlm.nih.gov/pubmed/24995073
http://dx.doi.org/10.1186/1939-4551-7-15
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author Melioli, Giovanni
Spenser, Clive
Reggiardo, Giorgio
Passalacqua, Giovanni
Compalati, Enrico
Rogkakou, Anthi
Riccio, Anna Maria
Di Leo, Elisabetta
Nettis, Eustachio
Canonica, Giorgio Walter
author_facet Melioli, Giovanni
Spenser, Clive
Reggiardo, Giorgio
Passalacqua, Giovanni
Compalati, Enrico
Rogkakou, Anthi
Riccio, Anna Maria
Di Leo, Elisabetta
Nettis, Eustachio
Canonica, Giorgio Walter
author_sort Melioli, Giovanni
collection PubMed
description BACKGROUND: An in vitro procedure based on a microarray containing many different allergen components has recently been introduced for use in allergy diagnosis. Recombinant and highly purified allergens belonging to different allergenic sources (inhalants, food, latex and hymenoptera) are present in the array. These components can either be genuine or cross-reactive, resistant or susceptible to heat and low pH, and innocuous or potentially dangerous. A large number of complex and heterogeneous relationships among these components has emerged, such that sometimes these interactions cannot be effectively managed by the allergist. In the 1960s, specialized languages and environments were developed to support the replacement of human experts with dedicated decision-making information systems. Currently, expert systems (ES) are advanced informatics tools that are widely used in medicine, engineering, finance and trading. METHODS: We developed an ES, named Allergenius ®, to support the interpretation of allergy tests based on microarray technology (ImmunoCAP ISAC ®). The ES was implemented using Flex, a LPA Win-Prolog shell. Rules representing the knowledge base (KB) were derived from the literature and specialized databases. The input data included the patient’s ID and disease(s), the results of either a skin prick test or specific IgE assays and ISAC results. The output was a medical report. RESULTS: The ES was first validated using artificial and real life cases and passed all in silico validations. Then, the opinions of allergists with experience in molecular diagnostics were compared with the ES reports. The Allergenius reports included all of the allergists’ opinions and considerations, as well as any additional information. CONCLUSIONS: Allergenius is a trustable ES dedicated to molecular tests for allergy. In the present version, it provides a powerful method to understand ISAC results and to obtain a comprehensive interpretation of the patient’s IgE profiling.
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spelling pubmed-40700852014-07-03 Allergenius, an expert system for the interpretation of allergen microarray results Melioli, Giovanni Spenser, Clive Reggiardo, Giorgio Passalacqua, Giovanni Compalati, Enrico Rogkakou, Anthi Riccio, Anna Maria Di Leo, Elisabetta Nettis, Eustachio Canonica, Giorgio Walter World Allergy Organ J Original Research BACKGROUND: An in vitro procedure based on a microarray containing many different allergen components has recently been introduced for use in allergy diagnosis. Recombinant and highly purified allergens belonging to different allergenic sources (inhalants, food, latex and hymenoptera) are present in the array. These components can either be genuine or cross-reactive, resistant or susceptible to heat and low pH, and innocuous or potentially dangerous. A large number of complex and heterogeneous relationships among these components has emerged, such that sometimes these interactions cannot be effectively managed by the allergist. In the 1960s, specialized languages and environments were developed to support the replacement of human experts with dedicated decision-making information systems. Currently, expert systems (ES) are advanced informatics tools that are widely used in medicine, engineering, finance and trading. METHODS: We developed an ES, named Allergenius ®, to support the interpretation of allergy tests based on microarray technology (ImmunoCAP ISAC ®). The ES was implemented using Flex, a LPA Win-Prolog shell. Rules representing the knowledge base (KB) were derived from the literature and specialized databases. The input data included the patient’s ID and disease(s), the results of either a skin prick test or specific IgE assays and ISAC results. The output was a medical report. RESULTS: The ES was first validated using artificial and real life cases and passed all in silico validations. Then, the opinions of allergists with experience in molecular diagnostics were compared with the ES reports. The Allergenius reports included all of the allergists’ opinions and considerations, as well as any additional information. CONCLUSIONS: Allergenius is a trustable ES dedicated to molecular tests for allergy. In the present version, it provides a powerful method to understand ISAC results and to obtain a comprehensive interpretation of the patient’s IgE profiling. World Allergy Organization 2014-06-25 /pmc/articles/PMC4070085/ /pubmed/24995073 http://dx.doi.org/10.1186/1939-4551-7-15 Text en Copyright © 2014 Melioli et al.; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/4.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License ( http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain Dedication waiver ( http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Original Research
Melioli, Giovanni
Spenser, Clive
Reggiardo, Giorgio
Passalacqua, Giovanni
Compalati, Enrico
Rogkakou, Anthi
Riccio, Anna Maria
Di Leo, Elisabetta
Nettis, Eustachio
Canonica, Giorgio Walter
Allergenius, an expert system for the interpretation of allergen microarray results
title Allergenius, an expert system for the interpretation of allergen microarray results
title_full Allergenius, an expert system for the interpretation of allergen microarray results
title_fullStr Allergenius, an expert system for the interpretation of allergen microarray results
title_full_unstemmed Allergenius, an expert system for the interpretation of allergen microarray results
title_short Allergenius, an expert system for the interpretation of allergen microarray results
title_sort allergenius, an expert system for the interpretation of allergen microarray results
topic Original Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4070085/
https://www.ncbi.nlm.nih.gov/pubmed/24995073
http://dx.doi.org/10.1186/1939-4551-7-15
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