Single-Cell RNA Sequencing of Peripheral Blood Mononuclear Cells From Pediatric Coeliac Disease Patients Suggests Potential Pre-Seroconversion Markers

被引:7
作者
Ramirez-Sanchez, Aaron D. [1 ]
Chu, Xiaojing [1 ,2 ]
Modderman, Rutger [1 ]
Kooy-Winkelaar, Yvonne [3 ]
Koletzko, Sibylle [4 ,5 ]
Korponay-Szabo, Ilma R. [6 ,7 ,8 ]
Troncone, Riccardo [9 ,10 ]
Wijmenga, Cisca [1 ]
Mearin, Luisa [3 ]
Withoff, Sebo [1 ]
Jonkers, Iris H. [1 ]
Li, Yang [1 ,2 ,11 ,12 ]
机构
[1] Univ Groningen, Univ Med Ctr Groningen, Dept Genet, Groningen, Netherlands
[2] Ctr Individualised Infect Med CiiM & TWINCORE, Joint Ventures Helmholtz Ctr Infect Res HZI & Han, Dept Computat Biol Individualised Med, Hannover, Germany
[3] Leiden Univ Med Ctr, Dept Immunohematol & Blood Transfus, Leiden, Netherlands
[4] Ludwig Maximilians Univ Munchen LMU Klinikum Muni, Dr von Hauner Childrens Hosp, Dept Pediat, Munich, Germany
[5] Univ Warmia & Mazury, Dept Pediat Gastroenterol & Nutr, Sch Med, Coll Med, Olsztyn, Poland
[6] Heim Pal Natl Paediat Inst, Coeliac Dis Ctr, Budapest, Hungary
[7] Univ Debrecen, Fac Med, Dept Paediat, Debrecen, Hungary
[8] Univ Debrecen, Clin Ctr, Debrecen, Hungary
[9] Univ Federico II, Dept Med Translat Sci, Naples, Italy
[10] Univ Federico II, European Lab Invest Food Induced Dis, Naples, Italy
[11] Radboud Univ Nijmegen Med Ctr, Dept Internal Med, Nijmegen, Netherlands
[12] Radboud Univ Nijmegen Med Ctr, Radboud Inst Mol Life Sci, Nijmegen, Netherlands
来源
FRONTIERS IN IMMUNOLOGY | 2022年 / 13卷
基金
欧洲研究理事会;
关键词
celiac disease; scRNAseq; PBMC; differential gene expression; pre-diagnostic biomarkers; T-CELLS; KAPPA-B; MULTIPLE-SCLEROSIS; CLINICAL-FEATURES; EXPRESSION; GENES; DIAGNOSIS; COMMON; TISSUE; PATHOGENESIS;
D O I
10.3389/fimmu.2022.843086
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Celiac Disease (CeD) is a complex immune disorder involving villous atrophy in the small intestine that is triggered by gluten intake. Current CeD diagnosis is based on late-stage pathophysiological parameters such as detection of specific antibodies in blood and histochemical detection of villus atrophy and lymphocyte infiltration in intestinal biopsies. To date, no early onset biomarkers are available that would help prevent widespread villous atrophy and severe symptoms and co-morbidities. To search for novel CeD biomarkers, we used single-cell RNA sequencing (scRNAseq) to investigate PBMC samples from 11 children before and after seroconversion for CeD and 10 control individuals matched for age, sex and HLA-genotype. We generated scRNAseq profiles of 9559 cells and identified the expected major cellular lineages. Cell proportions remained stable across the different timepoints and health conditions, but we observed differences in gene expression profiles in specific cell types when comparing patient samples before and after disease development and comparing patients with controls. Based on the time when transcripts were differentially expressed, we could classify the deregulated genes as biomarkers for active CeD or as potential pre-diagnostic markers. Pathway analysis showed that active CeD biomarkers display a transcriptional profile associated with antigen activation in CD4+ T cells, whereas NK cells express a subset of biomarker genes even before CeD diagnosis. Intersection of biomarker genes with CeD-associated genetic risk loci pinpointed genetic factors that might play a role in CeD onset. Investigation of potential cellular interaction pathways of PBMC cell subpopulations highlighted the importance of TNF pathways in CeD. Altogether, our results pinpoint genes and pathways that are altered prior to and during CeD onset, thereby identifying novel potential biomarkers for CeD diagnosis in blood.
引用
收藏
页数:14
相关论文
共 71 条
  • [1] European Society for the Study of Coeliac Disease (ESsCD) guideline for coeliac disease and other gluten-related disorders
    Al-Toma, Abdulbaqi
    Volta, Umberto
    Auricchio, Renata
    Castillejo, Gemma
    Sanders, David S.
    Cellier, Christophe
    Mulder, Chris J.
    Lundin, Knut E. A.
    [J]. UNITED EUROPEAN GASTROENTEROLOGY JOURNAL, 2019, 7 (05) : 583 - 613
  • [2] RAC2 loss-of-function mutation in 2 siblings with characteristics of common variable immunodeficiency
    Alkhairy, Omar K.
    Rezaei, Nima
    Graham, Robert R.
    Abolhassani, Hassan
    Borte, Stephan
    Hultenby, Kjell
    Wu, Chenglin
    Aghamohammadi, Asghar
    Williams, David A.
    Behrens, Timothy W.
    Hammarstrom, Lennart
    Pan-Hammarstrom, Qiang
    [J]. JOURNAL OF ALLERGY AND CLINICAL IMMUNOLOGY, 2015, 135 (05) : 1380 - +
  • [3] Potential impact of celiac disease genetic risk factors on T cell receptor signaling in gluten-specific CD4+T cells
    Bakker, Olivier B.
    Ramirez-Sanchez, Aaron D.
    Borek, Zuzanna A.
    de Klein, Niek
    Li, Yang
    Modderman, Rutger
    Kooy-Winkelaar, Yvonne
    Johannesen, Marie K.
    Matarese, Filomena
    Martens, Joost H. A.
    Kumar, Vinod
    van Bergen, Jeroen
    Qiao, Shuo-Wang
    Lundin, Knut E. A.
    Sollid, Ludvig M.
    Koning, Frits
    Wijmenga, Cisca
    Withoff, Sebo
    Jonkers, Iris H.
    [J]. SCIENTIFIC REPORTS, 2021, 11 (01)
  • [4] CD52 glycan binds the proinflammatory B box of HMGB1 to engage the Siglec-10 receptor and suppress human T cell function
    Bandala-Sanchez, Esther
    Bediaga, Naiara G.
    Goddard-Borger, Ethan D.
    Ngui, Katrina
    Naselli, Gaetano
    Stone, Natalie L.
    Neale, Alana M.
    Pearce, Lesley A.
    Wardak, Ahmad
    Czabotar, Peter
    Haselhorst, Thomas
    Maggioni, Andrea
    Hartley-Tassell, Lauren A.
    Adams, Timothy E.
    Harrison, Leonard C.
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2018, 115 (30) : 7783 - 7788
  • [5] T cell regulation mediated by interaction of soluble CD52 with the inhibitory receptor Siglec-10
    Bandala-Sanchez, Esther
    Zhang, Yuxia
    Reinwald, Simone
    Dromey, James A.
    Lee, Bo-Han
    Qian, Junyan
    Boehmer, Ralph M.
    Harrison, Leonard C.
    [J]. NATURE IMMUNOLOGY, 2013, 14 (07) : 741 - +
  • [6] The multiple sclerosis susceptibility genes TAGAP and IL2RA are regulated by vitamin D in CD4+T cells
    Berge, T.
    Leikfoss, I. S.
    Brorson, I. S.
    Bos, S. D.
    Page, C. M.
    Gustavsen, M. W.
    Bjolgerud, A.
    Holmoy, T.
    Celius, E. G.
    Damoiseaux, J.
    Smolders, J.
    Harbo, H. F.
    Spurkland, A.
    [J]. GENES AND IMMUNITY, 2016, 17 (02) : 118 - 127
  • [7] Molecular basis of leukocyte rolling on PSGL-1 -: Predominant role of core-2 O-glycans and of tyrosine sulfate residue 51
    Bernimoulin, MP
    Zeng, XL
    Abbal, C
    Giraud, S
    Martinez, M
    Michielin, O
    Schapira, M
    Spertini, O
    [J]. JOURNAL OF BIOLOGICAL CHEMISTRY, 2003, 278 (01) : 37 - 47
  • [8] IgA and IgG tissue transglutaminase antibody prevalence and clinical significance in connective tissue diseases, inflammatory bowel disease, and primary biliary cirrhosis
    Bizzaro, N
    Villalta, D
    Tonutti, E
    Doria, A
    Tampoia, M
    Bassetti, D
    Tozzoli, R
    [J]. DIGESTIVE DISEASES AND SCIENCES, 2003, 48 (12) : 2360 - 2365
  • [9] Celiac disease as a cause of growth retardation in childhood
    Catassi, C
    Fasano, A
    [J]. CURRENT OPINION IN PEDIATRICS, 2004, 16 (04) : 445 - 449
  • [10] TAGAP instructs Th17 differentiation by bridging Dectin activation to EPHB2 signaling in innate antifungal response
    Chen, Jianwen
    He, Ruirui
    Sun, Wanwei
    Gao, Ru
    Peng, Qianwen
    Zhu, Liwen
    Du, Yanyun
    Ma, Xiaojian
    Guo, Xiaoli
    Zhang, Huazhi
    Tan, Chengcheng
    Wang, Junhan
    Zhang, Wei
    Weng, Xiufang
    Man, Jianghong
    Bauer, Hermann
    Wang, Qing K.
    Martin, Bradley N.
    Zhang, Cun-Jin
    Li, Xiaoxia
    Wang, Chenhui
    [J]. NATURE COMMUNICATIONS, 2020, 11 (01)