TY - JOUR
T1 - A novel whole blood gene expression signature for asthma, dermatitis, and rhinitis multimorbidity in children and adolescents
AU - Lemonnier, Nathanaël
AU - Melén, Erik
AU - Jiang, Yale
AU - Joly, Stéphane
AU - Ménard, Camille
AU - Aguilar, Daniel
AU - Acosta-Perez, Edna
AU - Bergström, Anna
AU - Boutaoui, Nadia
AU - Bustamante, Mariona
AU - Canino, Glorisa
AU - Forno, Erick
AU - Ramon González, Juan
AU - Garcia-Aymerich, Judith
AU - Gruzieva, Olena
AU - Guerra, Stefano
AU - Heinrich, Joachim
AU - Kull, Inger
AU - Ibarluzea Maurolagoitia, Jesús
AU - Santa-Marina Rodriguez, Loreto
AU - Thiering, Elisabeth
AU - Wickman, Magnus
AU - Akdis, Cezmi
AU - Akdis, Mübeccel
AU - Chen, Wei
AU - Keil, Thomas
AU - Koppelman, Gerard H.
AU - Siroux, Valérie
AU - Xu, Cheng Jian
AU - Hainaut, Pierre
AU - Standl, Marie
AU - Sunyer, Jordi
AU - Celedón, Juan C.
AU - Maria Antó, Josep
AU - Bousquet, Jean
N1 - Funding Information:
We thank all other investigators of the MeDALL Study Group for their advices and support: Annesi-Maesano Isabella, Baiz Nour, Bedbrook Anna, Cambon-Thomsen Anne, Jacquemin Benedicte, Kauffmann Francine, Pin Isabelle, Rial-Sebbag Emmanuelle, Nadif Rachel, Basagna Xavier, Benet Mora Marta, Kogevinas Manolis, Lavi Iris, Mestre Jordi, Pinart Mariona, Colli Matthias, Hettler-Chen Chih-Mei, Hohmann Cynthia, Keller Teresa, Lau Susanne, Schietinger Andrea, van Hofmann Ingrid, Worm Margitta, Zuberbier Torsten, Pison Christophe, Kerkhof Marjan, Nawijn Martijn C., van Oosterhout Antoon J. M., Wijmenga Cisca, Bachert Claus, Coquet Jonathan, Hammad Hamida, Lambrecht Bart, Saeys Yvan, Haahtela Tari, Hanninen Sinikka, Makela Mika, Reitamo Sakari, von Hertzen Leena, Klimek Magdalena, Kowalski Marek, Carlsen Kai Hakon, Lodrup-Carlsen Karin C., Baar Alexandra, Lupinek Christian, Pahr Sandra, Valenta Rudolf, van de Veen Willem, Andersson Niklas, Ballardini Natalia, Johansson SGO, Kumar Ashish, Merid Simon Kebede, Thacher Jesse, van Hage Marianne, Westman Marit, Yazdanbakhsh Maria, Tischer Christina, Brunekreef Bert, Gehring Ulrike, Smit Henriette A, Le Naour Stéphanie, Smagghe Delphine, Albang Richard, Arno Albert, Mascaro Angels, Roda Xavier, Sanchez Cristina, Vega Mireia, Baumgartner Ursula, Neubauer Angela, Stolz Franck, McEachan Rosie, Oddie Sam, Petherick Emily, Raynor Pauline, Waiblinger Dagmar, Wright John, Martinez Fernando D., De Carlo Giuseppe, Palkonen Susanna, Salvi Roberta, Wecksell Per-Ake, Bindslev-Jensen Carsten, Eller Esben, Steensen Jens Peter, Forestiere Francesco, Narduzzi Silvia, Porta Daniela. We acknowledge IRT BIOASTER for hosting MeDALL data production team: Alain Troesch and Nathalie Garçon; Vincent Lotteau from INSERM for kindly hosting part of MeDALL data production; and members of the CNRS USR3010: Charles Auffray, Stéphane Ballereau and Johann Pellet, plus Bertrand De Meulder and Diane Lefaudeux from U-BIOPRED project for the active discussions on sample selection and analyses. We thank Dieter Maier for the knowledge management platform and the data sharing between partners. The authors thank all children and parents participating in the BAMSE cohort, the nurses, and other staff working with the BAMSE project. The authors thank all the families for their participation in the GINIplus study. Furthermore, we thank all members of the GINIplus Study Group for their excellent work. The GINIplus Study group consists of the following: Institute of Epidemiology I, Helmholtz Zentrum München, German Research Centre for Environmental Health, Neuherberg (Heinrich J, Brüske I, Schulz H, Flexeder C, Zeller C, Standl M, Schnappinger M, Ferland M, Thiering E, Tiesler C); Department of Pediatrics, Marien-Hospital, Wesel (Berdel D, von Berg A); Ludwig-Maximilians-University of Munich, Dr von Hauner Children's Hospital (Koletzko S); Child and Adolescent Medicine, University Hospital rechts der Isar of the Technical University Munich (Bauer CP, Hoffmann U); IUF- Environmental Health Research Institute, Düsseldorf (Schikowski T, Link E, Klümper C). The authors thank all the families for their participation in the INMA project. A full list of INMA researchers can be found at http://www.proyectoinma.org/presentacion-inma/listado-investigadores/listado-investigadores.html.
Publisher Copyright:
© 2020 EAACI and John Wiley and Sons A/S. Published by John Wiley and Sons Ltd.
PY - 2020/12
Y1 - 2020/12
N2 - Background: Allergic diseases often occur in combination (multimorbidity). Human blood transcriptome studies have not addressed multimorbidity. Large-scale gene expression data were combined to retrieve biomarkers and signaling pathways to disentangle allergic multimorbidity phenotypes. Methods: Integrated transcriptomic analysis was conducted in 1233 participants with a discovery phase using gene expression data (Human Transcriptome Array 2.0) from whole blood of 786 children from three European birth cohorts (MeDALL), and a replication phase using RNA Sequencing data from an independent cohort (EVA-PR, n = 447). Allergic diseases (asthma, atopic dermatitis, rhinitis) were considered as single disease or multimorbidity (at least two diseases), and compared with no disease. Results: Fifty genes were differentially expressed in allergic diseases. Thirty-two were not previously described in allergy. Eight genes were consistently overexpressed in all types of multimorbidity for asthma, dermatitis, and rhinitis (CLC, EMR4P, IL5RA, FRRS1, HRH4, SLC29A1, SIGLEC8, IL1RL1). All genes were replicated the in EVA-PR cohort. RT-qPCR validated the overexpression of selected genes. In MeDALL, 27 genes were differentially expressed in rhinitis alone, but none was significant for asthma or dermatitis alone. The multimorbidity signature was enriched in eosinophil-associated immune response and signal transduction. Protein-protein interaction network analysis identified IL5/JAK/STAT and IL33/ST2/IRAK/TRAF as key signaling pathways in multimorbid diseases. Synergistic effect of multimorbidity on gene expression levels was found. Conclusion: A signature of eight genes identifies multimorbidity for asthma, rhinitis, and dermatitis. Our results have clinical and mechanistic implications, and suggest that multimorbidity should be considered differently than allergic diseases occurring alone.
AB - Background: Allergic diseases often occur in combination (multimorbidity). Human blood transcriptome studies have not addressed multimorbidity. Large-scale gene expression data were combined to retrieve biomarkers and signaling pathways to disentangle allergic multimorbidity phenotypes. Methods: Integrated transcriptomic analysis was conducted in 1233 participants with a discovery phase using gene expression data (Human Transcriptome Array 2.0) from whole blood of 786 children from three European birth cohorts (MeDALL), and a replication phase using RNA Sequencing data from an independent cohort (EVA-PR, n = 447). Allergic diseases (asthma, atopic dermatitis, rhinitis) were considered as single disease or multimorbidity (at least two diseases), and compared with no disease. Results: Fifty genes were differentially expressed in allergic diseases. Thirty-two were not previously described in allergy. Eight genes were consistently overexpressed in all types of multimorbidity for asthma, dermatitis, and rhinitis (CLC, EMR4P, IL5RA, FRRS1, HRH4, SLC29A1, SIGLEC8, IL1RL1). All genes were replicated the in EVA-PR cohort. RT-qPCR validated the overexpression of selected genes. In MeDALL, 27 genes were differentially expressed in rhinitis alone, but none was significant for asthma or dermatitis alone. The multimorbidity signature was enriched in eosinophil-associated immune response and signal transduction. Protein-protein interaction network analysis identified IL5/JAK/STAT and IL33/ST2/IRAK/TRAF as key signaling pathways in multimorbid diseases. Synergistic effect of multimorbidity on gene expression levels was found. Conclusion: A signature of eight genes identifies multimorbidity for asthma, rhinitis, and dermatitis. Our results have clinical and mechanistic implications, and suggest that multimorbidity should be considered differently than allergic diseases occurring alone.
KW - asthma
KW - atopic dermatitis
KW - multimorbidity
KW - rhinitis
KW - transcriptomics
UR - http://www.scopus.com/inward/record.url?scp=85083775470&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85083775470&partnerID=8YFLogxK
U2 - 10.1111/all.14314
DO - 10.1111/all.14314
M3 - Article
C2 - 32277847
AN - SCOPUS:85083775470
SN - 0105-4538
VL - 75
SP - 3248
EP - 3260
JO - Acta Allergologica
JF - Acta Allergologica
IS - 12
ER -