Cited by 59Inflammatory Bowel DiseaseGenetic Associations and EpidemiologyMultiple Sclerosis Research Studies

Inflammation status modulates the effect of host genetic variation on intestinal gene expression in inflammatory bowel disease

Open access
Hu, Shixian, Uniken Venema, Werna T., Westra, Harm-Jan, Vich Vila, Arnau, Barbieri, Ruggero, Voskuil, Michiel D., Blokzijl, Tjasso, Jansen, Bernadien H. +6 more·2021·Nature Communications

Abstract

More than 240 genetic risk loci have been associated with inflammatory bowel disease (IBD), but little is known about how they contribute to disease development in involved tissue. Here, we hypothesized that host genetic variation affects gene expression in an inflammation-dependent way, and investigated 299 snap-frozen intestinal biopsies from inflamed and non-inflamed mucosa from 171 IBD patients. RNA-sequencing was performed, and genotypes were determined using whole exome sequencing and genome wide genotyping. In total, 28,746 genes and 6,894,979 SNPs were included. Linear mixed models identified 8,881 independent intestinal cis-expression quantitative trait loci (cis-eQTLs) (FDR < 0.05) and interaction analysis revealed 190 inflammation-dependent intestinal cis-eQTLs (FDR < 0.05), including known IBD-risk genes and genes encoding immune-cell receptors and antibodies. The inflammation-dependent cis-eQTL SNPs (eSNPs) mainly interact with prevalence of immune cell types. Inflammation-dependent intestinal cis-eQTLs reveal genetic susceptibility under inflammatory conditions that can help identify the cell types involved in and the pathways underlying inflammation, knowledge that may guide future drug development and profile patients for precision medicine in IBD.

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.1038/s41467-021-21458-z

Cites

4 of 4 references verified0 citation errors · 0 not checkable

Statistics

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • DEGs between inflamed and non-inflamed biopsies significantly overlap with the top-ranked TGs of STAT1 (one-sided bootstrap hypothesis testing).

    “Apart from GWAS-relevant genes, we collected the DEGs between inflamed biopsies and non-inflamed biopsies71 and we found that these DEGs significantly overlapped with the top-ranked TGs of STAT1 (one-sided bootstrap hypothesis testing; Fig. 5e).”

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Cites

Flagged first, then by citations

Research works printed but not linked: 49

  1. [1]Jeong DY Induction and maintenance treatment of inflammatory bowel disease: a comprehensive review Autoimmun. Rev. 2019 18 439 454 10.1016/j.autrev.2019.03.002 30844556 · DOI
  2. [2]Molodecky, N. A. et al. Increasing incidence and prevalence of the inflammatory bowel diseases with time, based on systematic review. Gastroenterology142, 46–54.e42 (2012). 22001864
  3. [3]De Lange KM Genome-wide association study implicates immune activation of multiple integrin genes in inflammatory bowel disease Nat. Genet. 2017 49 256 261 10.1038/ng.3760 28067908 PMC5289481 · DOI · Paper page
  4. [4]Rivas MA A protein-truncating R179X variant in RNF186 confers protection against ulcerative colitis Nat. Commun. 2016 7 12342 10.1038/ncomms12342 27503255 PMC4980482 · DOI
  5. [5]Momozawa Y IBD risk loci are enriched in multigenic regulatory modules encompassing putative causative genes Nat. Commun. 2018 9 2427 10.1038/s41467-018-04365-8 29930244 PMC6013502 · DOI
  6. [6]Halstead BW Marine biotoxins: a new source of medicinals Lloydia 1969 32 484 488 5374036
  7. [7]He X Sherlock: detecting gene-disease associations by matching patterns of expression QTL and GWAS Am. J. Hum. Genet. 2013 92 667 680 10.1016/j.ajhg.2013.03.022 23643380 PMC3644637 · DOI · Paper page
  8. [8]Ye CJ Intersection of population variation and autoimmunity genetics in human T cell activation Science 2014 345 1254665 10.1126/science.1254665 25214635 PMC4751028 · DOI · Paper page
  9. [9]Zhernakova DV Identification of context-dependent expression quantitative trait loci in whole blood Nat. Genet. 2017 49 139 145 10.1038/ng.3737 27918533 · DOI · Paper page
  10. [10]Knowles DA Allele-specific expression reveals interactions between genetic variation and environment Nat. Methods 2017 14 699 702 10.1038/nmeth.4298 28530654 PMC5501199 · DOI
  11. [12]Aguet F Genetic effects on gene expression across human tissues Nature 2017 550 204 213 10.1038/nature24277 29022597 PMC5776756 · DOI · Paper page
  12. [13]Marigorta UM Transcriptional risk scores link GWAS to eQTLs and predict complications in Crohn’s disease Nat. Genet. 2017 49 1517 1521 10.1038/ng.3936 28805827 PMC5745037 · DOI · Paper page
  13. [15]Giambartolomei C A Bayesian framework for multiple trait colocalization from summary association statistics Bioinformatics 2018 34 2538 2545 10.1093/bioinformatics/bty147 29579179 PMC6061859 · DOI
  14. [16]Ahn SH Hepatocyte nuclear factor 4α in the intestinal epithelial cells protects against inflammatory bowel disease Inflamm. Bowel Dis. 2008 14 908 920 10.1002/ibd.20413 18338782 PMC2435391 · DOI
  15. [17]Zeng Z Roles of G protein-coupled receptors in inflammatory bowel disease World J. Gastroenterol. 2020 26 1242 1261 10.3748/wjg.v26.i12.1242 32256014 PMC7109274 · DOI
  16. [18]Kaser A Blumberg RS Endoplasmic reticulum stress and intestinal inflammation Mucosal Immunol. 2010 3 11 16 10.1038/mi.2009.122 19865077 PMC4592136 · DOI
  17. [19]Polytarchou C MicroRNA214 is associated with progression of ulcerative colitis, and inhibition reduces development of colitis and colitis-associated cancer in mice Gastroenterology 2015 149 981 992.e11 10.1053/j.gastro.2015.05.057 26055138 PMC4584179 · DOI
  18. [20]Holm, J. & Hansen, S. I. Characterization of soluble folate receptors (folate binding proteins) in humans. Biological roles and clinical potentials in infection and malignancy. Biochim. Biophys. Acta1868, 140466 (2020). 32526472
  19. [21]Larochette, V. et al. IL-26, a cytokine with roles in extracellular DNA-induced inflammation and microbial defense. Front. Immunol. 10, 204 (2019). PMC6379347 30809226
  20. [22]Gonzalez-Cotto M TREML4 promotes inflammatory programs in human andmurine macrophages and alters atherosclerosis lesion composition in the apolipoprotein E deficient mouse Front. Immunol. 2020 11 397 10.3389/fimmu.2020.00397 32292401 PMC7133789 · DOI
  21. [23]Franke A Genome-wide meta-analysis increases to 71 the number of confirmed Crohn’s disease susceptibility loci Nat. Genet. 2010 42 1118 1125 10.1038/ng.717 21102463 PMC3299551 · DOI · Paper page
  22. [24]Ambrose RL Liu YC Adams TE Bean AGD Stewart CR C6orf106 is a novel inhibitor of the interferon-regulatory factor 3–dependent innate antiviral response J. Biol. Chem. 2018 293 10561 10573 10.1074/jbc.RA117.001491 29802199 PMC6036214 · DOI
  23. [25]Debets R Two novel IL-1 family members, IL-1 delta and IL-1 epsilon, function as an[9] antagonist and agonist of NF-kappa B activation through the orphan IL-1 receptor-related; protein 2 J. Immunol. 2001 167 1440 1446 10.4049/jimmunol.167.3.1440 11466363 · DOI
  24. [26]Rakoff-Nahoum S Analysis of gene-environment interactions in postnatal development of the mammalian intestine Proc. Natl Acad. Sci. USA 2015 112 1929 1936 10.1073/pnas.1424886112 25691701 PMC4343130 · DOI
  25. [27]Haber AL A single-cell survey of the small intestinal epithelium Nature 2017 551 333 339 10.1038/nature24489 29144463 PMC6022292 · DOI · Paper page
  26. [28]Aguirre-Gamboa R Differential effects of environmental and genetic factors on T and B cell immune traits Cell Rep. 2016 17 2474 2487 10.1016/j.celrep.2016.10.053 27818087 PMC5130901 · DOI
  27. [29]van der Wijst MGP Single-cell RNA sequencing identifies celltype-specific cis-eQTLs and co-expression QTLs Nat. Genet. 2018 50 493 497 10.1038/s41588-018-0089-9 29610479 PMC5905669 · DOI · Paper page
  28. [30]Westra H-J Cell specific eQTL analysis without sorting cells PLoS Genet. 2015 11 e1005223 10.1371/journal.pgen.1005223 25955312 PMC4425538 · DOI
  29. [31]Jenkins C Hewamana S Krige D Pepper C Burnett A Aminopeptidase inhibition by the novel agent CHR-2797 (tosedostat) for the therapy of acute myeloid leukemia Leuk. Res. 2011 35 677 681 10.1016/j.leukres.2010.10.030 21145592 · DOI
  30. [32]Venkateswaran S Bowel location rather than disease subtype dominates transcriptomic heterogeneity in pediatric IBD Cell. Mol. Gastroenterol. Hepatol. 2018 6 474 476.e3 10.1016/j.jcmgh.2018.07.001 30364773 PMC6198018 · DOI
  31. [33]Häsler R Uncoupling of mucosal gene regulation, mRNA splicing and adherent microbiota signatures in inflammatory bowel disease Gut 2017 66 2087 2097 10.1136/gutjnl-2016-311651 27694142 PMC5749366 · DOI
  32. [34]Kabakchiev B Silverberg MS Expression quantitative trait loci analysis identifies associations between genotype and gene expression in human intestine Gastroenterology 2013 144 1496 3 10.1053/j.gastro.2013.03.001 PMC3775712 23474282 · DOI
  33. [35]Tezuka H Ohteki T Regulation of IgA production by intestinal dendritic cells and related cells Front. Immunol. 2019 10 1891 10.3389/fimmu.2019.01891 31456802 PMC6700333 · DOI
  34. [36]Brebner, J. A. & Stockley, R. A. Polyclonal free light chains: a biomarker of inflammatory disease or treatment target? F1000 Med. Rep. 5, 4 (2013). PMC3564472 23413370
  35. [37]Rijnierse A Ig-free light chains play a crucial role in murine mast cell-dependent colitis and are associated with human inflammatory bowel diseases J. Immunol. 2010 185 653 659 10.4049/jimmunol.0901129 20505143 · DOI
  36. [38]Palm NW Immunoglobulin A coating identifies colitogenic bacteria in inflammatory bowel disease Cell 2014 158 1000 1010 10.1016/j.cell.2014.08.006 25171403 PMC4174347 · DOI · Paper page
  37. [39]Noble A Deficient resident memory T-cell and Cd8 T-cell response to commensals in inflammatory bowel disease J. Crohn’s Colitis 2020 14.4 525 537 10.1093/ecco-jcc/jjz175 31665283 PMC7242004 · DOI
  38. [40]Bogaert S Differential mucosal expression of Th17-related genes; between the inflamed colon and ileum of patients with inflammatory bowel disease BMC Immunol. 2010 11 61 10.1186/1471-2172-11-61 21144017 PMC3016394 · DOI
  39. [41]Fujii M Expression of interleukin-26 is upregulated in inflammatory bowel disease World J. Gastroenterol. 2017 23 5519 5529 10.3748/wjg.v23.i30.5519 28852311 PMC5558115 · DOI
  40. [42]Peloquin JM Characterization of candidate genes in inflammatory bowel disease-associated risk loci JCI insight 2016 1 e87899 10.1172/jci.insight.87899 27668286 PMC5033062 · DOI
  41. [43]Readhead B Expression-based drug screening of neural progenitor cells from individuals with schizophrenia Nat. Commun. 2018 9 4412 10.1038/s41467-018-06515-4 30356048 PMC6200740 · DOI
  42. [45]Liu H Subsets of mononuclear phagocytes are enriched in the inflamed colons of patients[16] with IBD BMC Immunol. 2019 20 42 10.1186/s12865-019-0322-z 31718550 PMC6852755 · DOI
  43. [46]Pabst O Slac; k E IgA and the intestinal microbiota: the importance of being specific Mucosal Immunol. 2020 13 12 21 10.1038/s41385-019-0227-4 31740744 PMC6914667 · DOI
  44. [47]Barré A Colombel J-F Ungaro R Review article: predictors of response to vedolizumab and ustekinumab in inflammatory bowel disease Aliment. Pharmacol. Ther. 2018 47 896 905 10.1111/apt.14550 29430672 · DOI
  45. [48]Voskuil MD Bangma A Weersma RK Festen EAM Predicting (side) effects for patients with inflammatory bowel disease: the promise of pharmacogenetics World J. Gastroenterol. 2019 25 2539 2548 10.3748/wjg.v25.i21.2539 31210708 PMC6558438 · DOI
  46. [49]Marshall JK Incidence and epidemiology of irritable bowel syndrome after a large waterborne outbreak of bacterial dysentery Gastroenterology 2006 131 445 450 10.1053/j.gastro.2006.05.053 16890598 · DOI
  47. [50]Davenport EE Discovering in vivo cytokine-eQTL interactions from a lupus clinical trial Genome Biol. 2018 19 168 10.1186/s13059-018-1560-8 30340504 PMC6195724 · DOI
  48. [52]Viechtbauer W Conducting meta-analyses in R with the metafor package J. Stat. Softw. 2010 36 1 48 10.18637/jss.v036.i03 · DOI · Paper page
  49. [53]Ziyatdinov A lme4qtl: linear mixed models with flexible covariance structure for genetic studies of related individuals BMC Bioinform. 2018 19 68 10.1186/s12859-018-2057-x PMC5830078 29486711 · DOI

Cited by

Sorted by citations

Authors
Hu, S., Uniken Venema, W. T., Westra, H.-J., Vich Vila, A., Barbieri, R., Voskuil, M. D., Blokzijl, T., Jansen, B. H., Li, Y., Daly, M. J., Xavier, R. J., Dijkstra, G., Festen, E. A., & Weersma, R. K.
Affiliations
  • University Medical Center Groningen (NL)
  • Broad Institute (US)
Corresponding author
Weersma, Rinse K.
Venue
Nature Communications
Published
2021-02-18
Volume
12
Issue
1
Pages
1122-1122
ISSN
2041-1723 (ISSN-L)
OpenAlex
W3131620884
Cited by
59
References
4
Citations by year
2026: 10 · 2025: 16 · 2024: 9 · 2023: 16 · 2022: 5 · 2021: 3
FWCI
5.09
Type
journal article
Language
en
Open access
Locations
  • Nature Communications (publishedVersion, cc-by)
  • PubMed Central (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • RePEc: Research Papers in Economics (submittedVersion)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
  • Työväentutkimus Vuosikirja (submittedVersion)
  • University of Groningen research database (University of Groningen / Centre for Information Technology) (submittedVersion, cc-by)
Funders
National Institute of Diabetes and Digestive and Kidney Diseases (RC2DK114784, P30DK043351)
Topics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Inflammatory Bowel Disease
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic Associations and Epidemiology
  • Health Sciences › Medicine › Pathology and Forensic Medicine › Multiple Sclerosis Research Studies
Keywords
inflammatory bowel disease, intestinal gene expression, cis-eQTL, genetic susceptibility, immune cell types, host genetic variation, precision medicine
MeSH terms
Adult, Female, Gene Expression Regulation, Humans, Inflammation, Intestines, Male, Genetic Variation, Inflammatory Bowel Diseases, Cohort Studies, Genetic Predisposition to Disease, Polymorphism, Single Nucleotide, Quantitative Trait Loci

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review