Pancreas Whole Tissue Transcriptomics Highlights the Role of the Exocrine Pancreas in Patients With Recently Diagnosed Type 1 Diabetes

Although type 1 diabetes (T1D) is primarily a disease of the pancreatic beta-cells, understanding of the disease-associated alterations in the whole pancreas could be important for the improved treatment or the prevention of the disease. We have characterized the whole-pancreas gene expression of patients with recently diagnosed T1D from the Diabetes Virus Detection (DiViD) study and non-diabetic controls. Furthermore, another parallel dataset of the whole pancreas and an additional dataset from the laser-captured pancreatic islets of the DiViD patients and non-diabetic organ donors were analyzed together with the original dataset to confirm the results and to get further insights into the potential disease-associated differences between the exocrine and the endocrine pancreas. First, higher expression of the core acinar cell genes, encoding for digestive enzymes, was detected in the whole pancreas of the DiViD patients when compared to non-diabetic controls. Second, In the pancreatic islets, upregulation of immune and inflammation related genes was observed in the DiViD patients when compared to non-diabetic controls, in line with earlier publications, while an opposite trend was observed for several immune and inflammation related genes at the whole pancreas tissue level. Third, strong downregulation of the regenerating gene family (REG) genes, linked to pancreatic islet growth and regeneration, was observed in the exocrine acinar cell dominated whole-pancreas data of the DiViD patients when compared with the non-diabetic controls. Fourth, analysis of unique features in the transcriptomes of each DiViD patient compared with the other DiViD patients, revealed elevated expression of central antiviral immune response genes in the whole-pancreas samples, but not in the pancreatic islets, of one DiViD patient. This difference in the extent of antiviral gene expression suggests different statuses of infection in the pancreas at the time of sampling between the DiViD patients, who were all enterovirus VP1+ in the islets by immunohistochemistry based on earlier studies. The observed features, indicating differences in the function, status and interplay between the exocrine and the endocrine pancreas of recent onset T1D patients, highlight the importance of studying both compartments for better understanding of the molecular mechanisms of T1D.

[1]  R. Lahesmaa,et al.  Persistent coxsackievirus B1 infection triggers extensive changes in the transcriptome of human pancreatic ductal cells , 2021, iScience.

[2]  Xiaoli Xie,et al.  The regenerating protein 3A: a crucial molecular with dual roles in cancer , 2021, Molecular biology reports.

[3]  K. Maedler,et al.  Localization of enteroviral RNA within the pancreas in donors with T1D and T1D-associated autoantibodies , 2021, Cell reports. Medicine.

[4]  O. Korsgren,et al.  Histological and transcriptional characterization of the pancreatic acinar tissue in type 1 diabetes , 2021, BMJ Open Diabetes Research & Care.

[5]  M. Rickels,et al.  A tale of two pancreases: exocrine pathology and endocrine dysfunction , 2020, Diabetologia.

[6]  B. Giepmans,et al.  Large-scale electron microscopy database for human type 1 diabetes , 2020, Nature Communications.

[7]  Diane C. Saunders,et al.  Decreased pancreatic acinar cell number in type 1 diabetes , 2020, Diabetologia.

[8]  Mark S. Anderson,et al.  New Frontiers in the Treatment of Type 1 Diabetes. , 2019, Cell metabolism.

[9]  K. Dahl-Jørgensen,et al.  Characterisation of the endocrine pancreas in type 1 diabetes: islet size is maintained but islet number is markedly reduced , 2019, The journal of pathology. Clinical research.

[10]  R. Lahesmaa,et al.  Coxsackievirus B Persistence Modifies the Proteome and the Secretome of Pancreatic Ductal Cells , 2019, iScience.

[11]  Qingxue Li,et al.  Epstein-Barr Virus and the Human Leukocyte Antigen Complex , 2019, Current Clinical Microbiology Reports.

[12]  J. Chu,et al.  Recent advances on the role of host factors during non-poliovirus enteroviral infections , 2019, Journal of Biomedical Science.

[13]  R. Scharfmann,et al.  Structure and function of the exocrine pancreas in patients with type 1 diabetes , 2019, Reviews in Endocrine and Metabolic Disorders.

[14]  D. Harlan,et al.  HLA Class II Antigen Processing and Presentation Pathway Components Demonstrated by Transcriptome and Protein Analyses of Islet β-Cells From Donors With Type 1 Diabetes , 2019, Diabetes.

[15]  E. Middlebrooks,et al.  Relative Pancreas Volume Is Reduced in First-Degree Relatives of Patients With Type 1 Diabetes , 2018, Diabetes Care.

[16]  K. Dahl-Jørgensen,et al.  Characterization of the endocrine pancreas in Type 1 Diabetes: islet size is maintained but islet number is markedly reduced , 2018, bioRxiv.

[17]  Damian Szklarczyk,et al.  STRING v11: protein–protein association networks with increased coverage, supporting functional discovery in genome-wide experimental datasets , 2018, Nucleic Acids Res..

[18]  Jan Gorodkin,et al.  Cytoscape stringApp: Network analysis and visualization of proteomics data , 2018, bioRxiv.

[19]  T. Rodriguez-Calvo Enterovirus infection and type 1 diabetes: unraveling the crime scene , 2018, Clinical and experimental immunology.

[20]  John H. Morris,et al.  Cytoscape stringApp: Network analysis and visualization of proteomics data , 2018, bioRxiv.

[21]  Francisco Avila Cobos,et al.  Computational deconvolution of transcriptomics data from mixed cell populations , 2018, Bioinform..

[22]  J. Ilonen,et al.  Exocrine pancreas function decreases during the progression of the beta‐cell damaging process in young prediabetic children , 2018, Pediatric diabetes.

[23]  F. Pociot,et al.  Abnormal islet sphingolipid metabolism in type 1 diabetes , 2018, Diabetologia.

[24]  Maria K. Jaakkola,et al.  Enterovirus-associated changes in blood transcriptomic profiles of children with genetic susceptibility to type 1 diabetes , 2017, Diabetologia.

[25]  N. Morgan,et al.  Detection and localization of viral infection in the pancreas of patients with type 1 diabetes using short fluorescently-labelled oligonucleotide probes , 2017, Oncotarget.

[26]  Z. Xia,et al.  Hyperglycaemia inhibits REG3A expression to exacerbate TLR3-mediated skin inflammation in diabetes , 2016, Nature Communications.

[27]  Mauro J. Muraro,et al.  A Single-Cell Transcriptome Atlas of the Human Pancreas , 2016, Cell systems.

[28]  D. M. Smith,et al.  Single-Cell Transcriptome Profiling of Human Pancreatic Islets in Health and Type 2 Diabetes , 2016, Cell metabolism.

[29]  R. Durbin,et al.  Evaluation of GRCh38 and de novo haploid genome assemblies demonstrates the enduring quality of the reference assembly , 2016, bioRxiv.

[30]  N. Morgan,et al.  Islet cell hyperexpression of HLA class I antigens: a defining feature in type 1 diabetes , 2016, Diabetologia.

[31]  K. Dahl-Jørgensen,et al.  Expression of Interferon-Stimulated Genes in Insulitic Pancreatic Islets of Patients Recently Diagnosed With Type 1 Diabetes , 2016, Diabetes.

[32]  Å. Lernmark,et al.  Staging Presymptomatic Type 1 Diabetes: A Scientific Statement of JDRF, the Endocrine Society, and the American Diabetes Association , 2015, Diabetes Care.

[33]  L. Elo,et al.  ROTS: reproducible RNA-seq biomarker detector—prognostic markers for clear cell renal cell cancer , 2015, Nucleic acids research.

[34]  Ash A. Alizadeh,et al.  Robust enumeration of cell subsets from tissue expression profiles , 2015, Nature Methods.

[35]  M. Grabherr,et al.  Function of Isolated Pancreatic Islets From Patients at Onset of Type 1 Diabetes: Insulin Secretion Can Be Restored After Some Days in a Nondiabetogenic Environment In Vitro , 2015, Diabetes.

[36]  Michael B H Smith Pros and cons …. , 2014, Evidence-based child health : a Cochrane review journal.

[37]  N. Morgan,et al.  Detection of a Low-Grade Enteroviral Infection in the Islets of Langerhans of Living Patients Newly Diagnosed With Type 1 Diabetes , 2014, Diabetes.

[38]  M. V. von Herrath,et al.  Erratum. Increased Immune Cell Infiltration of the Exocrine Pancreas: A Possible Contribution to the Pathogenesis of Type 1 Diabetes. Diabetes 2014;63:3880–3890 , 2014, Diabetes.

[39]  J. Paulson,et al.  Siglec-mediated regulation of immune cell function in disease , 2014, Nature Reviews Immunology.

[40]  R. Lahesmaa,et al.  Coxsackievirus B1 reveals strain specific differences in plasmacytoid dendritic cell mediated immunogenicity , 2014, Journal of medical virology.

[41]  J. Ilonen,et al.  Virus Antibody Survey in Different European Populations Indicates Risk Association Between Coxsackievirus B1 and Type 1 Diabetes , 2014, Diabetes.

[42]  J. Ilonen,et al.  Coxsackievirus B1 Is Associated With Induction of β-Cell Autoimmunity That Portends Type 1 Diabetes , 2014, Diabetes.

[43]  B. Edwin,et al.  Pancreatic biopsy by minimal tail resection in live adult patients at the onset of type 1 diabetes: experiences from the DiViD study , 2014, Diabetologia.

[44]  Andreas Krämer,et al.  Causal analysis approaches in Ingenuity Pathway Analysis , 2013, Bioinform..

[45]  P. Marchetti,et al.  Reduction of Circulating Neutrophils Precedes and Accompanies Type 1 Diabetes , 2013, Diabetes.

[46]  Wei Shi,et al.  featureCounts: an efficient general purpose program for assigning sequence reads to genomic features , 2013, Bioinform..

[47]  W. Shi,et al.  The Subread aligner: fast, accurate and scalable read mapping by seed-and-vote , 2013, Nucleic acids research.

[48]  A. Polański,et al.  Adaptive filtering of microarray gene expression data based on Gaussian mixture decomposition , 2013, BMC Bioinformatics.

[49]  M. Atkinson,et al.  Pancreas organ weight in individuals with disease-associated autoantibodies at risk for type 1 diabetes. , 2012, JAMA.

[50]  Davis J. McCarthy,et al.  Differential expression analysis of multifactor RNA-Seq experiments with respect to biological variation , 2012, Nucleic acids research.

[51]  E. Bonifacio,et al.  Advances in the prediction and natural history of type 1 diabetes. , 2010, Endocrinology and metabolism clinics of North America.

[52]  R. Gentleman,et al.  Independent filtering increases detection power for high-throughput experiments , 2010, Proceedings of the National Academy of Sciences.

[53]  Mark D. Robinson,et al.  edgeR: a Bioconductor package for differential expression analysis of digital gene expression data , 2009, Bioinform..

[54]  N. Morgan,et al.  The prevalence of enteroviral capsid protein vp1 immunostaining in pancreatic islets in human type 1 diabetes , 2009, Diabetologia.

[55]  Ann M. Hess,et al.  which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Filtering for increased power for microarray data analysis , 2008 .

[56]  M. Redondo,et al.  Concordance for islet autoimmunity among monozygotic twins. , 2008, The New England journal of medicine.

[57]  M. V. von Herrath,et al.  Viral Trigger for Type 1 Diabetes , 2008, Diabetes.

[58]  L.L. Elo,et al.  Reproducibility-Optimized Test Statistic for Ranking Genes in Microarray Studies , 2008, IEEE/ACM Transactions on Computational Biology and Bioinformatics.

[59]  K. Klingel,et al.  Enterovirus infection in human pancreatic islet cells, islet tropism in vivo and receptor involvement in cultured islet beta cells , 2004, Diabetologia.

[60]  P. Shannon,et al.  Cytoscape: a software environment for integrated models of biomolecular interaction networks. , 2003, Genome research.

[61]  M. Peakman,et al.  Persistent Infection of Human Microvascular Endothelial Cells by Coxsackie B Viruses Induces Increased Expression of Adhesion Molecules 1 , 2003, The Journal of Immunology.

[62]  A. Varki,et al.  Cloning and Characterization of Human Siglec-11 , 2002, The Journal of Biological Chemistry.

[63]  H. Okamoto,et al.  The Reg gene family and Reg proteins: with special attention to the regeneration of pancreatic beta-cells. , 1999, Journal of hepato-biliary-pancreatic surgery.

[64]  G. Burns,et al.  Coxsackievirus A21 binds to decay-accelerating factor but requires intercellular adhesion molecule 1 for cell entry , 1997, Journal of virology.

[65]  S. Greive,et al.  Mouse cells expressing human intercellular adhesion molecule-1 are susceptible to infection by coxsackievirus A21 , 1997, Journal of virology.

[66]  H. Jun,et al.  A new look at viruses in type 1 diabetes , 1995, Diabetes/metabolism reviews.

[67]  G. Eisenbarth Type I diabetes mellitus. A chronic autoimmune disease. , 1986 .

[68]  A. Foulis,et al.  The pancreas in recent-onset Type 1 (insulin-dependent) diabetes mellitus: insulin content of islets, insulitis and associated changes in the exocrine acinar tissue , 1984, Diabetologia.

[69]  J. Ilonen,et al.  Virus Antibody Survey in Different European Populations Indicates Risk Association Between Coxsackievirus B 1 and Type 1 Diabetes Running title : Group B Coxsackievirus Infections and Type 1 Diabetes , 2013 .

[70]  Thomas R. Gingeras,et al.  STAR: ultrafast universal RNA-seq aligner , 2013, Bioinform..

[71]  N. Morgan,et al.  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 , 2012, Diabetologia.

[72]  H. Hyöty,et al.  Enteroviruses in the pathogenesis of type 1 diabetes , 2010, Seminars in Immunopathology.

[73]  Brad T. Sherman,et al.  Systematic and integrative analysis of large gene lists using DAVID bioinformatics resources , 2008, Nature Protocols.

[74]  H. Jun,et al.  A new look at viruses in type 1 diabetes. , 2003, Diabetes/metabolism research and reviews.