Skip to main content
Top
Published in: Diabetologia 2/2018

Open Access 01-02-2018 | Article

Enterovirus-associated changes in blood transcriptomic profiles of children with genetic susceptibility to type 1 diabetes

Authors: Niina Lietzen, Le T. T. An, Maria K. Jaakkola, Henna Kallionpää, Sami Oikarinen, Juha Mykkänen, Mikael Knip, Riitta Veijola, Jorma Ilonen, Jorma Toppari, Heikki Hyöty, Riitta Lahesmaa, Laura L. Elo

Published in: Diabetologia | Issue 2/2018

Login to get access

Abstract

Aims/hypothesis

Enterovirus infections have been associated with the development of type 1 diabetes in multiple studies, but little is known about enterovirus-induced responses in children at risk for developing type 1 diabetes. Our aim was to use genome-wide transcriptomics data to characterise enterovirus-associated changes in whole-blood samples from children with genetic susceptibility to type 1 diabetes.

Methods

Longitudinal whole-blood samples (356 samples in total) collected from 28 pairs of children at increased risk for developing type 1 diabetes were screened for the presence of enterovirus RNA. Seven of these samples were detected as enterovirus-positive, each of them collected from a different child, and transcriptomics data from these children were analysed to understand the individual-level responses associated with enterovirus infections. Transcript clusters with peaking or dropping expression at the time of enterovirus positivity were selected as the enterovirus-associated signals.

Results

Strong signs of activation of an interferon response were detected in four children at enterovirus positivity, while transcriptomic changes in the other three children indicated activation of adaptive immune responses. Additionally, a large proportion of the enterovirus-associated changes were specific to individuals. An enterovirus-induced signature was built using 339 genes peaking at enterovirus positivity in four of the children, and 77 of these genes were also upregulated in human peripheral blood mononuclear cells infected in vitro with different enteroviruses. These genes separated the four enterovirus-positive samples clearly from the remaining 352 blood samples analysed.

Conclusions/interpretation

We have, for the first time, identified enterovirus-associated transcriptomic profiles in whole-blood samples from children with genetic susceptibility to type 1 diabetes. Our results provide a starting point for understanding the individual responses to enterovirus infections in blood and their potential connection to the development of type 1 diabetes.

Data availability

The datasets analysed during the current study are included in this published article and its supplementary information files (www.​btk.​fi/​research/​computational-biomedicine/​1234-2) or are available from the Gene Expression Omnibus (GEO) repository (accession GSE30211).
Appendix
Available only for authorised users
Literature
1.
go back to reference Yeung WC, Rawlinson WD, Craig ME (2011) Enterovirus infection and type 1 diabetes mellitus: systematic review and meta-analysis of observational molecular studies. BMJ 342:d35CrossRefPubMedPubMedCentral Yeung WC, Rawlinson WD, Craig ME (2011) Enterovirus infection and type 1 diabetes mellitus: systematic review and meta-analysis of observational molecular studies. BMJ 342:d35CrossRefPubMedPubMedCentral
2.
go back to reference Laitinen OH, Honkanen H, Pakkanen O et al (2014) Coxsackievirus B1 is associated with induction of beta-cell autoimmunity that portends type 1 diabetes. Diabetes 63:446–455CrossRefPubMed Laitinen OH, Honkanen H, Pakkanen O et al (2014) Coxsackievirus B1 is associated with induction of beta-cell autoimmunity that portends type 1 diabetes. Diabetes 63:446–455CrossRefPubMed
3.
go back to reference Beyerlein A, Donnachie E, Jergens S, Ziegler AG (2016) Infections in early life and development of type 1 diabetes. JAMA 315:1899–1901CrossRefPubMed Beyerlein A, Donnachie E, Jergens S, Ziegler AG (2016) Infections in early life and development of type 1 diabetes. JAMA 315:1899–1901CrossRefPubMed
5.
go back to reference Ylipaasto P, Klingel K, Lindberg AM et al (2004) Enterovirus infection in human pancreatic islet cells, islet tropism in vivo and receptor involvement in cultured islet beta cells. Diabetologia 47:225–239CrossRefPubMed Ylipaasto P, Klingel K, Lindberg AM et al (2004) Enterovirus infection in human pancreatic islet cells, islet tropism in vivo and receptor involvement in cultured islet beta cells. Diabetologia 47:225–239CrossRefPubMed
6.
go back to reference Krogvold L, Edwin B, Buanes T et al (2015) Detection of a low-grade enteroviral infection in the islets of Langerhans of living patients newly diagnosed with type 1 diabetes. Diabetes 64:1682–1687CrossRefPubMed Krogvold L, Edwin B, Buanes T et al (2015) Detection of a low-grade enteroviral infection in the islets of Langerhans of living patients newly diagnosed with type 1 diabetes. Diabetes 64:1682–1687CrossRefPubMed
7.
go back to reference Honkanen H, Oikarinen S, Nurminen N et al (2017) Detection of enteroviruses in stools precedes islet autoimmunity by several months: Possible evidence for slowly operating mechanisms in virus-induced autoimmunity. Diabetologia 60:424–431CrossRefPubMed Honkanen H, Oikarinen S, Nurminen N et al (2017) Detection of enteroviruses in stools precedes islet autoimmunity by several months: Possible evidence for slowly operating mechanisms in virus-induced autoimmunity. Diabetologia 60:424–431CrossRefPubMed
8.
go back to reference Santin I, Eizirik DL (2013) Candidate genes for type 1 diabetes modulate pancreatic islet inflammation and beta-cell apoptosis. Diabetes Obes Metab 15(Suppl 3):71–81CrossRefPubMed Santin I, Eizirik DL (2013) Candidate genes for type 1 diabetes modulate pancreatic islet inflammation and beta-cell apoptosis. Diabetes Obes Metab 15(Suppl 3):71–81CrossRefPubMed
9.
go back to reference Ashton MP, Eugster A, Walther D et al (2016) Incomplete immune response to coxsackie B viruses associates with early autoimmunity against insulin. Sci Rep 6:32899CrossRefPubMedPubMedCentral Ashton MP, Eugster A, Walther D et al (2016) Incomplete immune response to coxsackie B viruses associates with early autoimmunity against insulin. Sci Rep 6:32899CrossRefPubMedPubMedCentral
10.
go back to reference Domsgen E, Lind K, Kong L et al (2016) An IFIH1 gene polymorphism associated with risk for autoimmunity regulates canonical antiviral defence pathways in coxsackievirus infected human pancreatic islets. Sci Rep 6:39378CrossRefPubMedPubMedCentral Domsgen E, Lind K, Kong L et al (2016) An IFIH1 gene polymorphism associated with risk for autoimmunity regulates canonical antiviral defence pathways in coxsackievirus infected human pancreatic islets. Sci Rep 6:39378CrossRefPubMedPubMedCentral
11.
go back to reference Schulte BM, Gielen PR, Kers-Rebel ED et al (2016) Enterovirus exposure uniquely discriminates type 1 diabetes patients with a homozygous from a heterozygous melanoma differentiation-associated protein 5/interferon induced with helicase C domain 1 A946T genotype. Viral Immunol 29:389–397CrossRefPubMed Schulte BM, Gielen PR, Kers-Rebel ED et al (2016) Enterovirus exposure uniquely discriminates type 1 diabetes patients with a homozygous from a heterozygous melanoma differentiation-associated protein 5/interferon induced with helicase C domain 1 A946T genotype. Viral Immunol 29:389–397CrossRefPubMed
12.
go back to reference Oikarinen S, Martiskainen M, Tauriainen S et al (2011) Enterovirus RNA in blood is linked to the development of type 1 diabetes. Diabetes 60:276–279CrossRefPubMed Oikarinen S, Martiskainen M, Tauriainen S et al (2011) Enterovirus RNA in blood is linked to the development of type 1 diabetes. Diabetes 60:276–279CrossRefPubMed
13.
go back to reference Oikarinen S, Tauriainen S, Hober D et al (2014) Virus antibody survey in different european populations indicates risk association between coxsackievirus B1 and type 1 diabetes. Diabetes 63:655–662CrossRefPubMed Oikarinen S, Tauriainen S, Hober D et al (2014) Virus antibody survey in different european populations indicates risk association between coxsackievirus B1 and type 1 diabetes. Diabetes 63:655–662CrossRefPubMed
14.
go back to reference Hamalainen S, Nurminen N, Ahlfors H et al (2014) Coxsackievirus B1 reveals strain specific differences in plasmacytoid dendritic cell mediated immunogenicity. J Med Virol 86:1412–1420CrossRefPubMed Hamalainen S, Nurminen N, Ahlfors H et al (2014) Coxsackievirus B1 reveals strain specific differences in plasmacytoid dendritic cell mediated immunogenicity. J Med Virol 86:1412–1420CrossRefPubMed
15.
go back to reference Kallionpää H, Elo LL, Laajala E et al (2014) Innate immune activity is detected prior to seroconversion in children with HLA-conferred type 1 diabetes susceptibility. Diabetes 63:2402–2414CrossRefPubMed Kallionpää H, Elo LL, Laajala E et al (2014) Innate immune activity is detected prior to seroconversion in children with HLA-conferred type 1 diabetes susceptibility. Diabetes 63:2402–2414CrossRefPubMed
16.
go back to reference Kupila A, Muona P, Simell T et al (2001) Feasibility of genetic and immunological prediction of type I diabetes in a population-based birth cohort. Diabetologia 44:290–297CrossRefPubMed Kupila A, Muona P, Simell T et al (2001) Feasibility of genetic and immunological prediction of type I diabetes in a population-based birth cohort. Diabetologia 44:290–297CrossRefPubMed
17.
go back to reference Honkanen H, Oikarinen S, Pakkanen O et al (2013) Human enterovirus 71 strains in the background population and in hospital patients in finland. J Clin Virol 56:348–353CrossRefPubMed Honkanen H, Oikarinen S, Pakkanen O et al (2013) Human enterovirus 71 strains in the background population and in hospital patients in finland. J Clin Virol 56:348–353CrossRefPubMed
18.
go back to reference Piccolo SR, Withers MR, Francis OE, Bild AH, Johnson WE (2013) Multiplatform single-sample estimates of transcriptional activation. Proc Natl Acad Sci U S A 110:17778–17783CrossRefPubMedPubMedCentral Piccolo SR, Withers MR, Francis OE, Bild AH, Johnson WE (2013) Multiplatform single-sample estimates of transcriptional activation. Proc Natl Acad Sci U S A 110:17778–17783CrossRefPubMedPubMedCentral
19.
go back to reference Huang da W, Sherman BT, Lempicki RA (2009) Systematic and integrative analysis of large gene lists using DAVID bioinformatics resources. Nat Protoc 4:44–57CrossRefPubMed Huang da W, Sherman BT, Lempicki RA (2009) Systematic and integrative analysis of large gene lists using DAVID bioinformatics resources. Nat Protoc 4:44–57CrossRefPubMed
20.
go back to reference Rusinova I, Forster S, Yu S et al (2013) Interferome v2.0: An updated database of annotated interferon-regulated genes. Nucleic Acids Res 41:D1040–D1046CrossRefPubMed Rusinova I, Forster S, Yu S et al (2013) Interferome v2.0: An updated database of annotated interferon-regulated genes. Nucleic Acids Res 41:D1040–D1046CrossRefPubMed
21.
go back to reference Du P, Kibbe WA, Lin SM (2008) Lumi: a pipeline for processing illumina microarray. Bioinformatics 24:1547–1548CrossRefPubMed Du P, Kibbe WA, Lin SM (2008) Lumi: a pipeline for processing illumina microarray. Bioinformatics 24:1547–1548CrossRefPubMed
22.
go back to reference Suomi T, Seyednasrollah F, Jaakkola MK, Faux T, Elo LL (2017) ROTS: an R package for reproducibility-optimized statistical testing. PLoS Comput Biol 13:e1005562CrossRefPubMedPubMedCentral Suomi T, Seyednasrollah F, Jaakkola MK, Faux T, Elo LL (2017) ROTS: an R package for reproducibility-optimized statistical testing. PLoS Comput Biol 13:e1005562CrossRefPubMedPubMedCentral
23.
go back to reference Zhai Y, Franco LM, Atmar RL et al (2015) Host transcriptional response to influenza and other acute respiratory viral infections—a prospective cohort study. PLoS Pathog 11:e1004869CrossRefPubMedPubMedCentral Zhai Y, Franco LM, Atmar RL et al (2015) Host transcriptional response to influenza and other acute respiratory viral infections—a prospective cohort study. PLoS Pathog 11:e1004869CrossRefPubMedPubMedCentral
24.
go back to reference Richardson SJ, Willcox A, Bone AJ, Foulis AK, Morgan NG (2009) The prevalence of enteroviral capsid protein vp1 immunostaining in pancreatic islets in human type 1 diabetes. Diabetologia 52:1143–1151CrossRefPubMed Richardson SJ, Willcox A, Bone AJ, Foulis AK, Morgan NG (2009) The prevalence of enteroviral capsid protein vp1 immunostaining in pancreatic islets in human type 1 diabetes. Diabetologia 52:1143–1151CrossRefPubMed
25.
go back to reference Richardson SJ, Leete P, Bone AJ, Foulis AK, Morgan NG (2013) Expression of the enteroviral capsid protein VP1 in the islet cells of patients with type 1 diabetes is associated with induction of protein kinase R and downregulation of mcl-1. Diabetologia 56:185–193CrossRefPubMed Richardson SJ, Leete P, Bone AJ, Foulis AK, Morgan NG (2013) Expression of the enteroviral capsid protein VP1 in the islet cells of patients with type 1 diabetes is associated with induction of protein kinase R and downregulation of mcl-1. Diabetologia 56:185–193CrossRefPubMed
26.
go back to reference Ylipaasto P, Kutlu B, Rasilainen S et al (2005) Global profiling of coxsackievirus- and cytokine-induced gene expression in human pancreatic islets. Diabetologia 48:1510–1522CrossRefPubMed Ylipaasto P, Kutlu B, Rasilainen S et al (2005) Global profiling of coxsackievirus- and cytokine-induced gene expression in human pancreatic islets. Diabetologia 48:1510–1522CrossRefPubMed
27.
go back to reference Ferreira RC, Guo H, Coulson RM et al (2014) A type I interferon transcriptional signature precedes autoimmunity in children genetically at risk for type 1 diabetes. Diabetes 63:2538–2550CrossRefPubMedPubMedCentral Ferreira RC, Guo H, Coulson RM et al (2014) A type I interferon transcriptional signature precedes autoimmunity in children genetically at risk for type 1 diabetes. Diabetes 63:2538–2550CrossRefPubMedPubMedCentral
28.
go back to reference Alidjinou EK, Sane F, Engelmann I, Hober D (2013) Serum-dependent enhancement of coxsackievirus B4-induced production of IFNalpha, IL-6 and TNFalpha by peripheral blood mononuclear cells. J Mol Biol 425:5020–5031CrossRefPubMed Alidjinou EK, Sane F, Engelmann I, Hober D (2013) Serum-dependent enhancement of coxsackievirus B4-induced production of IFNalpha, IL-6 and TNFalpha by peripheral blood mononuclear cells. J Mol Biol 425:5020–5031CrossRefPubMed
29.
go back to reference Hu X, Yu J, Crosby SD, Storch GA (2013) Gene expression profiles in febrile children with defined viral and bacterial infection. Proc Natl Acad Sci U S A 110:12792–12797CrossRefPubMedPubMedCentral Hu X, Yu J, Crosby SD, Storch GA (2013) Gene expression profiles in febrile children with defined viral and bacterial infection. Proc Natl Acad Sci U S A 110:12792–12797CrossRefPubMedPubMedCentral
Metadata
Title
Enterovirus-associated changes in blood transcriptomic profiles of children with genetic susceptibility to type 1 diabetes
Authors
Niina Lietzen
Le T. T. An
Maria K. Jaakkola
Henna Kallionpää
Sami Oikarinen
Juha Mykkänen
Mikael Knip
Riitta Veijola
Jorma Ilonen
Jorma Toppari
Heikki Hyöty
Riitta Lahesmaa
Laura L. Elo
Publication date
01-02-2018
Publisher
Springer Berlin Heidelberg
Published in
Diabetologia / Issue 2/2018
Print ISSN: 0012-186X
Electronic ISSN: 1432-0428
DOI
https://doi.org/10.1007/s00125-017-4460-7

Other articles of this Issue 2/2018

Diabetologia 2/2018 Go to the issue
Live Webinar | 27-06-2024 | 18:00 (CEST)

Keynote webinar | Spotlight on medication adherence

Live: Thursday 27th June 2024, 18:00-19:30 (CEST)

WHO estimates that half of all patients worldwide are non-adherent to their prescribed medication. The consequences of poor adherence can be catastrophic, on both the individual and population level.

Join our expert panel to discover why you need to understand the drivers of non-adherence in your patients, and how you can optimize medication adherence in your clinics to drastically improve patient outcomes.

Prof. Kevin Dolgin
Prof. Florian Limbourg
Prof. Anoop Chauhan
Developed by: Springer Medicine
Obesity Clinical Trial Summary

At a glance: The STEP trials

A round-up of the STEP phase 3 clinical trials evaluating semaglutide for weight loss in people with overweight or obesity.

Developed by: Springer Medicine

Highlights from the ACC 2024 Congress

Year in Review: Pediatric cardiology

Watch Dr. Anne Marie Valente present the last year's highlights in pediatric and congenital heart disease in the official ACC.24 Year in Review session.

Year in Review: Pulmonary vascular disease

The last year's highlights in pulmonary vascular disease are presented by Dr. Jane Leopold in this official video from ACC.24.

Year in Review: Valvular heart disease

Watch Prof. William Zoghbi present the last year's highlights in valvular heart disease from the official ACC.24 Year in Review session.

Year in Review: Heart failure and cardiomyopathies

Watch this official video from ACC.24. Dr. Biykem Bozkurt discusses last year's major advances in heart failure and cardiomyopathies.