Abstract
Background: Colorectal cancer (CRC) is a prominent form of cancer globally, ranking second in terms of prevalence and serving as a leading cause of cancer-related deaths, but the underlying biological interpretation remains largely unknown. Methods: We used the summary data-based Mendelian randomization method to integrate CRC genome-wide association studies (ncase = 7062; ncontrol = 195,745) and expression quantitative trait loci summary data in peripheral whole blood (Consortium for Architecture of Gene Expression: n = 2765; Genotype-Tissue Expression [v8]: n = 755) and colon tissue (colon-transverse: n = 406; colon-sigmoid: n = 373) and identified related genes. Results: Genes ABTB1, CYP21A2, NLRP1, PHKG1 and PIP5K1C have emerged as significant prognostic markers for CRC patient survival. Functional analysis revealed their involvement in cancer cell migration and invasion mechanisms, providing valuable insights for the development of future anti-CRC drugs. Conclusion: We successfully identified five CRC risk genes, providing new insights and research directions for the effective mechanisms of CRC.
References
- 1. Colorectal cancer statistics. CA Cancer J. Clin. 70(3), 145–164 (2020).
- 2. Large-scale genome-wide association study of east Asians identifies loci associated with risk for colorectal cancer. Gastroenterology 156(5), 1455–1466 (2019).
- 3. Discovery of common and rare genetic risk variants for colorectal cancer. Nat. Genet. 51(1), 76–87 (2019).
- 4. Identifying novel susceptibility genes for colorectal cancer risk from a transcriptome-wide association study of 125,478 subjects. Gastroenterology 160(4), 1164–1178 (2021).
- 5. . From genome-wide associations to candidate causal variants by statistical fine-mapping. Nat. Rev. Genet. 19(8), 491–504 (2018).
- 6. . Introductory methods for eQTL analyses. Methods Mol. Biol. 2082, 3–14 (2020).
- 7. . eQTL. Methods Mol. Biol. 871, 265–279 (2012).
- 8. . Mendelian randomization. JAMA 318(19), 1925–1926 (2017).
- 9. . Meta-analysis and Mendelian randomization: a review. Res. Synth. Methods 10(4), 486–496 (2019).
- 10. Integrative analysis of omics summary data reveals putative mechanisms underlying complex traits. Nat. Commun. 9(1), 918 (2018).
- 11. . Mendelian randomization: genetic anchors for causal inference in epidemiological studies. Hum. Mol. Genet. 23(R1), R89–R98 (2014).
- 12. . Mendelian randomization: nature's randomized trial in the post-genome era. JAMA 301(22), 2386–2388 (2009).
- 13. Mendelian randomization: where are we now and where are we going? Int. J. Epidemiol. 44(2), 379–388 (2015).
- 14. Integration of summary data from GWAS and eQTL studies predicts complex trait gene targets. Nat. Genet. 48(5), 481–487 (2016).
- 15. Large-scale genome-wide association study in a Japanese population identifies novel susceptibility loci across different diseases. Nat. Genet. 52(7), 669–679 (2020).
- 16. The genetic architecture of gene expression in peripheral blood. Am. J. Hum. Genet. 100(2), 228–237 (2017).
- 17. GTEx Consortium. The GTEx Consortium atlas of genetic regulatory effects across human tissues. Science 369(6509), 1318–1330 (2020).
- 18. Metascape provides a biologist-oriented resource for the analysis of systems-level datasets. Nat. Commun. 10(1), 1523 (2019).
- 19. GEPIA: a web server for cancer and normal gene expression profiling and interactive analyses. Nucleic Acids Res. 45(W1), W98–W102 (2017).
- 20. . The Cancer Genome Atlas (TCGA): an immeasurable source of knowledge. Contemp. Oncol. (Pozn.) 19(1A), A68–A77 (2015).
- 21. Characterization of Glycolysis-Associated Molecules in the Tumor Microenvironment Revealed by Pan-Cancer Tissues and Lung Cancer Single Cell Data. Cancer (Basel). 12(7), 1788 (2020).
- 22. . Phospholipase D signaling pathways and phosphatidic acid as therapeutic targets in cancer. Pharmacol. Rev. 66(4), 1033–1079 (2014).
- 23. . The role of PPARs in disease. Cells 9(11), 2367 (2020).
- 24. Cellular fatty acid metabolism and cancer. Cell Metab. 18(2), 153–161 (2013).
- 25. Co-expression modules construction by WGCNA and identify potential prognostic markers of uveal melanoma. Exp. Eye Res. 166, 13–20 (2018).
- 26. MicroRNA-125b transforms myeloid cell lines by repressing multiple mRNA. Haematologica 97(11), 1713–1721 (2012).
- 27. Identification of bicalutamide resistance-related genes and prognosis prediction in patients with prostate cancer. Front Endocrinol. (Lausanne) 14, 1125299 (2023).
- 28. Mechanism of Gegen Qinlian decoction regulating ABTB1 expression in colorectal cancer metastasis based on PI3K/AKT/FOXO1 pathway. Biomed. Res. Int. 2022, 8131531 (2022).
- 29. MiR-4319 suppresses colorectal cancer progression by targeting ABTB1. United European Gastroenterol. J. 7(4), 517–528 (2019).
- 30. CYP21A2 mutation update: comprehensive analysis of databases and published genetic variants. Hum. Mutat. 39(1), 5–22 (2018).
- 31. A novel function of CYP21A2 in regulating cell migration and invasion via Wnt signaling. Gen. Physiol. Biophys. 39(4), 373–381 (2020).
- 32. Extracellular matrix remodeling in tumor progression and immune escape: from mechanisms to treatments. Mol. Cancer 22(1), 48 (2023).
- 33. . The extracellular matrix in tumor progression and metastasis. Clin. Exp. Metastasis 36(3), 171–198 (2019).
- 34. . Proteolytic degradation of extracellular matrix in tumor invasion. Biochim. Biophys. Acta 907(3), 191–217 (1987).
- 35. EMT in cancer. Nat. Rev. Cancer 18(2), 128–134 (2018).
- 36. . Context-dependent EMT programs in cancer metastasis. J. Exp. Med. 216(5), 1016–1026 (2019).
- 37. Cadherin-6 promotes EMT and cancer metastasis by restraining autophagy. Oncogene 36(5), 667–677 (2017).
- 38. . Aberrant N-cadherin expression in cancer. Biomed. Pharmacother. 118, 109320 (2019).
- 39. Cadherin-12 enhances proliferation in colorectal cancer cells and increases progression by promoting EMT. Tumour Biol. 37(7), 9077–9088 (2016).
- 40. . Transforming growth factor-β signaling in immunity and cancer. Immunity 50(4), 924–940 (2019).
- 41. . Transforming growth factor β superfamily signaling in development of colorectal cancer. Gastroenterology 152(1), 36–52 (2017).
- 42. Germline NLRP1 mutations cause skin inflammatory and cancer susceptibility syndromes via inflammasome activation. Cell 167(1), 187–202.e17 (2016).
- 43. Human NLRP1 is a sensor for double-stranded RNA. Science 371(6528), eabd0811 (2021).
- 44. . Regulation of inflammasome activation. Immunol. Rev. 265(1), 6–21 (2015).
- 45. A 360° view of the inflammasome: mechanisms of activation, cell death, and diseases. Cell 186(11), 2288–2312 (2023).
- 46. . NLRP3 inflammasome in cancer and metabolic diseases. Nat. Immunol. 22(5), 550–559 (2021).
- 47. . Inflammasomes and cancer. Cancer Immunol. Res. 5(2), 94–99 (2017).
- 48. Low expression of NLRP1 is associated with a poor prognosis and immune infiltration in lung adenocarcinoma patients. Aging (Albany NY) 13(5), 7570–7588 (2021).
- 49. . Manipulation of inflammasome: a promising approach towards immunotherapy of lung cancer. Int. Rev. Immunol. 40(3), 171–182 (2021).
- 50. . Inflammasome signaling in colorectal cancer. Transl. Res. 252, 45–52 (2023).
- 51. Expression profile of innate immune receptors, NLRs and AIM2, in human colorectal cancer: correlation with cancer stages and inflammasome components. Oncotarget 6(32), 33456–33469 (2015).
- 52. Diagnosis and management of glycogen storage diseases type VI and IX: a clinical practice resource of the American College of Medical Genetics and Genomics (ACMG). Genet. Med. 21(4), 772–789 (2019).
- 53. Effects of intermittent hypoxia on expression of glucose metabolism genes in MCF7 breast cancer cell line. Curr. Cancer Drug Targets 20(3), 216–222 (2020).
- 54. A prognostic score based on long-term survivor unique transcriptomic signatures predicts patient survival in pancreatic ductal adenocarcinoma. Am. J. Cancer Res. 11(9), 4294–4307 (2021).
- 55. CLIC1 recruits PIP5K1A/C to induce cell-matrix adhesions for tumor metastasis. J. Clin. Invest. 131(1), e133525 (2021).
- 56. Omics analyses of a somatic Trp53R245W/+ breast cancer model identify cooperating driver events activating PI3K/AKT/mTOR signaling. Proc. Natl Acad. Sci. USA 119(45), e2210618119 (2022).
- 57. Integrin-induced PIP5K1C kinase polarization regulates neutrophil polarization, directionality, and in vivo infiltration. Immunity 33(3), 340–350 (2010).