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. 2021 Oct;27(7):1747-1754.
doi: 10.1111/odi.13699. Epub 2020 Dec 14.

Integrating GWAS and eQTL to predict genes and pathways for non-syndromic cleft lip with or without palate

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Integrating GWAS and eQTL to predict genes and pathways for non-syndromic cleft lip with or without palate

Jing Yang et al. Oral Dis. 2021 Oct.

Abstract

Objective: To explore susceptibility genes and pathways for non-syndromic cleft lip with or without cleft palate (NSCL/P).

Materials and methods: Two genome-wide association studies (GWAS) datasets, including 858 NSCL/P cases and 1,248 controls, were integrated with expression quantitative trait loci (eQTL) dataset identified by Genotype-Tissue Expression (GTEx) project in whole-blood samples. The expression of the candidate genes in mouse orofacial development was inquired from FaceBase. Protein-protein interaction (PPI) network was visualized to identify protein functions. Go and KEGG pathway analyses were performed to explore the underlying risk pathways.

Results: A total of 233 eQTL single-nucleotide polymorphisms (SNPs) in 432 candidate genes were identified to be associated with the risk of NSCL/P. One hundred and eighty-three susceptible genes were expressed in mouse orofacial development according to FaceBase. PPI network analysis highlighted that these genes involved in ubiquitin-mediated proteolysis (KCTD7, ASB1, UBOX5, ANAPC4) and DNA synthesis (XRCC3, RFC3, KAT5, RHNO1) were associated with the risk of NSCL/P. GO and KEGG pathway analyses revealed that the fatty acid metabolism pathway (ACADL, HSD17B12, ACSL5, PPT1, MCAT) played an important role in the development of NSCL/P.

Conclusions: Our results identified novel susceptibility genes and pathways associated with the development of NSCL/P.

Keywords: expression quantitative trait loci; genes; genome-wide association study; non-syndromic cleft lip with or without cleft palate; pathway.

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REFERENCES

    1. Carlson, J. C., Nidey, N. L., Butali, A., Buxo, C. J., Christensen, K., Deleyiannis, F.-D., Hecht, J. T., Field, L. L., Moreno-Uribe, L. M., Orioli, I. M., Poletta, F. A., Padilla, C., Vieira, A. R., Weinberg, S. M., Wehby, G. L., Feingold, E., Murray, J. C., Marazita, M. L., & Leslie, E. J. (2018). Genome-wide interaction studies identify sex-specific risk alleles for nonsyndromic orofacial clefts. Genetic Epidemiology, 42(7), 664-672. https://doi.org/10.1002/gepi.22158
    1. Drake, T. A., Schadt, E. E., & Lusis, A. J. (2006). Integrating genetic and gene expression data: Application to cardiovascular and metabolic traits in mice. Mammalian Genome, 17(6), 466-479. https://doi.org/10.1007/s00335-005-0175-z
    1. Ferdinandusse, S., Falkenberg, K. D., Koster, J., Mooyer, P. A., Jones, R., van Roermund, C. W. T., Pizzino, A., Schrader, M., Wanders, R. J. A., Vanderver, A., & Waterham, H. R. (2017). ACBD5 deficiency causes a defect in peroxisomal very long-chain fatty acid metabolism. Journal of Medical Genetics, 54(5), 330-337. https://doi.org/10.1136/jmedgenet-2016-104132
    1. Ferreira, M. A., Gamazon, E. R., Al-Ejeh, F., Aittomäki, K., Andrulis, I. L., Anton-Culver, H., Arason, A., Arndt, V., Aronson, K. J., Arun, B. K., Asseryanis, E., Azzollini, J., Balmaña, J., Barnes, D. R., Barrowdale, D., Beckmann, M. W., Behrens, S., Benitez, J., Bermisheva, M., … Chenevix-Trench, G. (2019). Genome-wide association and transcriptome studies identify target genes and risk loci for breast cancer. Nature Communications, 10(1), 1741. https://doi.org/10.1038/s41467-018-08053-5
    1. Fu, X., Xu, J., Chaturvedi, P., Liu, H., Jiang, R., & Lan, Y. (2017). Identification of Osr2 transcriptional target genes in palate development. Journal of Dental Research, 96(12), 1451-1458. https://doi.org/10.1177/0022034517719749

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