Skip to main content
Erschienen in:

06.09.2024 | Research

Integrative Bioinformatics Analysis: Unraveling Variant Signatures and Single-Nucleotide Polymorphism Markers Associated with 5-FU-Based Chemotherapy Resistance in Colorectal Cancer Patients

verfasst von: Masomeh Askari, Ebrahim Mirzaei, Leila Navapour, Mina Karimpour, Leili Rejali, Somayeh Sarirchi, Ehsan Nazemalhosseini-Mojarad, Stefania Nobili, Claudia Cava, Amir Sadeghi, Nayeralsadat Fatemi

Erschienen in: Journal of Gastrointestinal Cancer | Ausgabe 4/2024

Einloggen, um Zugang zu erhalten

Abstract

Background

Drug resistance in colorectal cancer (CRC) is modulated by multiple molecular factors, which can be ascertained through genetic investigation. Single nucleotide polymorphisms (SNPs) within key genes have the potential to impair the efficacy of chemotherapeutic agents such as 5-fluorouracil (5-FU). Therefore, the identification of SNPs linked to drug resistance can significantly contribute to the advancement of tailored therapeutic approaches and the enhancement of treatment outcomes in patients with CRC.

Material and Method

To identify dysregulated genes in 5-FU-based chemotherapy responder or non-responder CRC patients, a meta-analysis was performed. Next, the protein–protein interaction (PPI) network of the identified genes was analyzed using the STRING database. The most significant module was chosen for further analysis. In addition, a literature review was conducted to identify drug resistance-related genes. Enrichment analysis was conducted to validate the main module genes and the genes identified from the literature review. The associations between SNPs and drug resistance were investigated, and the consequences of missense variants were assessed using in silico tools.

Result

The meta-analysis identified 796 dysregulated genes. Then, to conduct PPI analysis and enrichment analysis, we were able to discover 23 genes that are intricately involved in the cell cycle pathway. Consequently, these 23 genes were chosen for SNP analysis. By using the dbSNP database and ANNOVAR, we successfully detected and labeled SNPs in these specific genes. Additionally, after careful exclusion of SNPs with allele frequencies below 0.01, we evaluated 6 SNPs from the HDAC1, MCM2, CDK1, BUB1B, CDC14B, and CCNE1 genes using 8 bioinformatics tools. Therefore, these SNPs were identified as potentially harmful by multiple computational tools. Specifically, rs199958833 in CDK1 (Val124Gly) was predicted to be damaging by all tools used. Our analysis strongly indicates that this specific SNP could negatively affect the stability and functionality of the CDK1 protein.

Conclusion

Based on our current understanding, the evaluation of CDK1 polymorphisms in the context of drug resistance in CRC has yet to be undertaken. In this investigation, we showed that rs199958833 variant in the CDK1 gene may favor resistance to 5-FU-based chemotherapy. However, these findings need validation in an independent cohort of patients.
Anhänge
Nur mit Berechtigung zugänglich
Literatur
1.
Zurück zum Zitat Peters GJ. Drug resistance in colorectal cancer: general aspects. In: Drug resistance in colorectal cancer: molecular mechanisms and therapeutic strategies. Elsevier; 2020. p. 1–33. Peters GJ. Drug resistance in colorectal cancer: general aspects. In: Drug resistance in colorectal cancer: molecular mechanisms and therapeutic strategies. Elsevier; 2020. p. 1–33.
2.
Zurück zum Zitat Amerizadeh F, et al. The association of a genetic variant in multi-drug resistance gene and colorectal cancer susceptibility. Gene Rep. 2021;24:101252.CrossRef Amerizadeh F, et al. The association of a genetic variant in multi-drug resistance gene and colorectal cancer susceptibility. Gene Rep. 2021;24:101252.CrossRef
3.
4.
Zurück zum Zitat Tutillo CA, Pinos MG, Castro MR. Genetic polymorphisms associated with toxicity in treatment with 5-fluorouracil in patients with colorectal cancer: a systematic review. Rev Oncol Ecuador. 2022;32:208–23. Tutillo CA, Pinos MG, Castro MR. Genetic polymorphisms associated with toxicity in treatment with 5-fluorouracil in patients with colorectal cancer: a systematic review. Rev Oncol Ecuador. 2022;32:208–23.
5.
Zurück zum Zitat Solier S, et al. DNA damage response pathways and cell cycle checkpoints in colorectal cancer: current concepts and future perspectives for targeted treatment. Curr Cancer Drug Targets. 2012;12:356–71.CrossRefPubMedPubMedCentral Solier S, et al. DNA damage response pathways and cell cycle checkpoints in colorectal cancer: current concepts and future perspectives for targeted treatment. Curr Cancer Drug Targets. 2012;12:356–71.CrossRefPubMedPubMedCentral
6.
7.
Zurück zum Zitat Tsuji S, et al. Potential responders to FOLFOX therapy for colorectal cancer by Random Forests analysis. Br J Cancer. 2012;106:126–32.CrossRefPubMed Tsuji S, et al. Potential responders to FOLFOX therapy for colorectal cancer by Random Forests analysis. Br J Cancer. 2012;106:126–32.CrossRefPubMed
8.
Zurück zum Zitat Estevez-Garcia P, et al. Gene expression profile predictive of response to chemotherapy in metastatic colorectal cancer. Oncotarget. 2015;6:6151–9.CrossRefPubMedPubMedCentral Estevez-Garcia P, et al. Gene expression profile predictive of response to chemotherapy in metastatic colorectal cancer. Oncotarget. 2015;6:6151–9.CrossRefPubMedPubMedCentral
9.
Zurück zum Zitat Del Rio M, et al. Gene expression signature in advanced colorectal cancer patients select drugs and response for the use of leucovorin, fluorouracil, and irinotecan. J Clin Oncol. 2007;25:773–80.CrossRefPubMed Del Rio M, et al. Gene expression signature in advanced colorectal cancer patients select drugs and response for the use of leucovorin, fluorouracil, and irinotecan. J Clin Oncol. 2007;25:773–80.CrossRefPubMed
10.
Zurück zum Zitat Li S, et al. Identification of HOXB8 and KLK11 expression levels as potential biomarkers to predict the effects of FOLFOX4 chemotherapy. Future Oncol. 2013;9:727–36.CrossRefPubMed Li S, et al. Identification of HOXB8 and KLK11 expression levels as potential biomarkers to predict the effects of FOLFOX4 chemotherapy. Future Oncol. 2013;9:727–36.CrossRefPubMed
11.
Zurück zum Zitat Del Rio M, et al. Molecular subtypes of metastatic colorectal cancer are associated with patient response to irinotecan-based therapies. Eur J Cancer. 2017;76:68–75.CrossRefPubMed Del Rio M, et al. Molecular subtypes of metastatic colorectal cancer are associated with patient response to irinotecan-based therapies. Eur J Cancer. 2017;76:68–75.CrossRefPubMed
12.
Zurück zum Zitat Davis Sean, Meltzer PS. GEOquery: a bridge between the Gene Expression Omnibus (GEO) and BioConductor. Bioinformatics. 2007;23:1846–7.CrossRefPubMed Davis Sean, Meltzer PS. GEOquery: a bridge between the Gene Expression Omnibus (GEO) and BioConductor. Bioinformatics. 2007;23:1846–7.CrossRefPubMed
13.
Zurück zum Zitat Leek JT, Johnson WE, Parker HS, Jaffe AE, Storey JD. 2012 The sva package for removing batch effects and other unwanted variation in high-throughput experiments. Bioinformatics. 28(6):882-3 Leek JT, Johnson WE, Parker HS, Jaffe AE, Storey JD. 2012 The sva package for removing batch effects and other unwanted variation in high-throughput experiments. Bioinformatics. 28(6):882-3
14.
Zurück zum Zitat Ritchie ME, et al. limma powers differential expression analyses for RNA-sequencing and microarray studies. Nucleic Acids Res. 2015;43:e47.CrossRefPubMed Ritchie ME, et al. limma powers differential expression analyses for RNA-sequencing and microarray studies. Nucleic Acids Res. 2015;43:e47.CrossRefPubMed
15.
Zurück zum Zitat Ruhnau B. Eigenvector-centrality — a node-centrality? Soc Netw. 2000;22:357–65.CrossRef Ruhnau B. Eigenvector-centrality — a node-centrality? Soc Netw. 2000;22:357–65.CrossRef
17.
Zurück zum Zitat Pires DE, Ascher DB, Blundell TL. mCSM: predicting the effects of mutations in proteins using graph-based signatures. Bioinformatics. 2014;30:335–42.CrossRefPubMed Pires DE, Ascher DB, Blundell TL. mCSM: predicting the effects of mutations in proteins using graph-based signatures. Bioinformatics. 2014;30:335–42.CrossRefPubMed
18.
Zurück zum Zitat Dehouck Y, et al. Fast and accurate predictions of protein stability changes upon mutations using statistical potentials and neural networks: PoPMuSiC-2.0. Bioinformatics. 2009;25:2537–43.CrossRefPubMed Dehouck Y, et al. Fast and accurate predictions of protein stability changes upon mutations using statistical potentials and neural networks: PoPMuSiC-2.0. Bioinformatics. 2009;25:2537–43.CrossRefPubMed
19.
Zurück zum Zitat Zhou Y, Pan Q, Pires DE, Rodrigues CH, Ascher DB. 2023 DDMut: predicting effects of mutations on protein stability using deep learning. Nucleic Acids Res 51(W1):W122-8 Zhou Y, Pan Q, Pires DE, Rodrigues CH, Ascher DB. 2023 DDMut: predicting effects of mutations on protein stability using deep learning. Nucleic Acids Res 51(W1):W122-8
20.
21.
Zurück zum Zitat Ashkenazy H, et al. ConSurf 2016: an improved methodology to estimate and visualize evolutionary conservation in macromolecules. Nucleic Acids Res. 2016;44:W344–50.CrossRefPubMedPubMedCentral Ashkenazy H, et al. ConSurf 2016: an improved methodology to estimate and visualize evolutionary conservation in macromolecules. Nucleic Acids Res. 2016;44:W344–50.CrossRefPubMedPubMedCentral
23.
24.
Zurück zum Zitat Laskowski RA, et al. PROCHECK: a program to check the stereochemical quality of protein structures. J Appl Crystallogr. 1993;26(2):283–91.CrossRef Laskowski RA, et al. PROCHECK: a program to check the stereochemical quality of protein structures. J Appl Crystallogr. 1993;26(2):283–91.CrossRef
26.
Zurück zum Zitat Dong Y, et al. Relationship between DNA repair gene XPD751 single-nucleotide polymorphisms and prognosis of colorectal cancer. Genet Mol Res. 2015;14:5390–8.CrossRefPubMed Dong Y, et al. Relationship between DNA repair gene XPD751 single-nucleotide polymorphisms and prognosis of colorectal cancer. Genet Mol Res. 2015;14:5390–8.CrossRefPubMed
27.
Zurück zum Zitat Stoehlmacher J, et al. A polymorphism of the XRCC1 gene predicts for response to platinum based treatment in advanced colorectal cancer. Anticancer Res. 2001;21:3075–9.PubMed Stoehlmacher J, et al. A polymorphism of the XRCC1 gene predicts for response to platinum based treatment in advanced colorectal cancer. Anticancer Res. 2001;21:3075–9.PubMed
28.
29.
Zurück zum Zitat Absenger G, et al. The cyclin D1 (CCND1) rs9344 G>A polymorphism predicts clinical outcome in colon cancer patients treated with adjuvant 5-FU-based chemotherapy. Pharmacogenomics J. 2014;14:130–4.CrossRefPubMed Absenger G, et al. The cyclin D1 (CCND1) rs9344 G>A polymorphism predicts clinical outcome in colon cancer patients treated with adjuvant 5-FU-based chemotherapy. Pharmacogenomics J. 2014;14:130–4.CrossRefPubMed
30.
Zurück zum Zitat Azwar S, et al. Recent updates on mechanisms of resistance to 5-Fluorouracil and reversal strategies in colon cancer treatment. Biology (Basel). 2021;10:854.PubMed Azwar S, et al. Recent updates on mechanisms of resistance to 5-Fluorouracil and reversal strategies in colon cancer treatment. Biology (Basel). 2021;10:854.PubMed
31.
Zurück zum Zitat Cura Y, et al. Influence of single-nucleotide polymorphisms on clinical outcomes of capecitabine-based chemotherapy in colorectal cancer patients: a systematic review. Cancers. 2023;15:1821.CrossRefPubMedPubMedCentral Cura Y, et al. Influence of single-nucleotide polymorphisms on clinical outcomes of capecitabine-based chemotherapy in colorectal cancer patients: a systematic review. Cancers. 2023;15:1821.CrossRefPubMedPubMedCentral
32.
Zurück zum Zitat Huang WW, et al. Cantharidin induces G2/M phase arrest and apoptosis in human colorectal cancer colo 205 cells through inhibition of CDK1 activity and caspase-dependent signaling pathways. Int J Oncol. 2011;38:1067–73.PubMed Huang WW, et al. Cantharidin induces G2/M phase arrest and apoptosis in human colorectal cancer colo 205 cells through inhibition of CDK1 activity and caspase-dependent signaling pathways. Int J Oncol. 2011;38:1067–73.PubMed
33.
Zurück zum Zitat Xi Q, et al. The expression of CDK1 is associated with proliferation and can be a prognostic factor in epithelial ovarian cancer. Tumor Biology. 2015;36:4939–48.CrossRefPubMed Xi Q, et al. The expression of CDK1 is associated with proliferation and can be a prognostic factor in epithelial ovarian cancer. Tumor Biology. 2015;36:4939–48.CrossRefPubMed
34.
Zurück zum Zitat Zheng HP, et al. Integrated assessment of CDK1 upregulation in thyroid cancer. Am J Transl Res. 2019;11:7233–54.PubMedPubMedCentral Zheng HP, et al. Integrated assessment of CDK1 upregulation in thyroid cancer. Am J Transl Res. 2019;11:7233–54.PubMedPubMedCentral
35.
Zurück zum Zitat Sung WW, et al. High nuclear/cytoplasmic ratio of Cdk1 expression predicts poor prognosis in colorectal cancer patients. BMC Cancer. 2014;14:951.CrossRefPubMedPubMedCentral Sung WW, et al. High nuclear/cytoplasmic ratio of Cdk1 expression predicts poor prognosis in colorectal cancer patients. BMC Cancer. 2014;14:951.CrossRefPubMedPubMedCentral
36.
Zurück zum Zitat Zhang P, et al. Targeting CDK1 and MEK/ERK overcomes apoptotic resistance in BRAF-mutant human colorectal cancer. Mol Cancer Res. 2018;16:378–89.CrossRefPubMed Zhang P, et al. Targeting CDK1 and MEK/ERK overcomes apoptotic resistance in BRAF-mutant human colorectal cancer. Mol Cancer Res. 2018;16:378–89.CrossRefPubMed
Metadaten
Titel
Integrative Bioinformatics Analysis: Unraveling Variant Signatures and Single-Nucleotide Polymorphism Markers Associated with 5-FU-Based Chemotherapy Resistance in Colorectal Cancer Patients
verfasst von
Masomeh Askari
Ebrahim Mirzaei
Leila Navapour
Mina Karimpour
Leili Rejali
Somayeh Sarirchi
Ehsan Nazemalhosseini-Mojarad
Stefania Nobili
Claudia Cava
Amir Sadeghi
Nayeralsadat Fatemi
Publikationsdatum
06.09.2024
Verlag
Springer US
Erschienen in
Journal of Gastrointestinal Cancer / Ausgabe 4/2024
Print ISSN: 1941-6628
Elektronische ISSN: 1941-6636
DOI
https://doi.org/10.1007/s12029-024-01102-x

Neu im Fachgebiet Onkologie

KI-gestütztes Mammografiescreening überzeugt im Praxistest

Mit dem Einsatz künstlicher Intelligenz lässt sich die Detektionsrate im Mammografiescreening offenbar deutlich steigern. Mehr unnötige Zusatzuntersuchungen sind laut der Studie aus Deutschland nicht zu befürchten.

Welche Krebserkrankungen bei Zöliakie häufiger auftreten

Eine große Kohortenstudie hat den Zusammenhang zwischen Zöliakie und gastrointestinalen Krebserkrankungen und inflammatorischen Krankheiten untersucht. Neben gastrointestinalen Tumoren ist auch ein nicht solider Krebs häufiger.

Adjuvanter PD-L1-Hemmer verhindert Rezidive bei Hochrisiko-Urothelkarzinom

Sind Menschen mit muskelinvasivem Urothelkarzinom für die neoadjuvante platinbasierte Therapie nicht geeignet oder sprechen sie darauf nicht gut an, ist Pembrolizumab eine adjuvante Alternative: Die krankheitsfreie Lebenszeit wird dadurch mehr als verdoppelt.

Duale Checkpointhemmung gegen Melanome verlängert langfristig das Leben

Im Vergleich zu den Überlebenschancen vor der Einführung von Immuncheckpointhemmern (ICI) ist der Fortschritt durch eine ICI-Kombination mit unterschiedlichen Tagets bei fortgeschrittenem Melanom erstaunlich. Das belegen die finalen Ergebnisse der CheckMate-067-Studie und geben Betroffenen "Hoffnung auf Heilung".

Update Onkologie

Bestellen Sie unseren Fach-Newsletter und bleiben Sie gut informiert.