Prognostic markers and molecular pathways in primary colorectal cancer with a high potential of liver metastases: a systems biology approach

Background and purpose: Colorectal cancer (CRC) holds the position of being the third most prevalent cancer and the second primary cause of cancer-related fatalities on a global scale. Approximately 65% of CRC patients survive for 5 years following diagnosis. Metastasis and recurrence frequently occ...

Full description

Saved in:
Bibliographic Details
Main Authors: Fatemeh Bahramibanan, Amir Taherkhani, Rezvan Najafi, Neda Alizadeh, Hamidreza Ghadimipour, Nastaran Barati, Katayoun Derakhshandeh, Meysam Soleimani
Format: Article
Language:English
Published: Wolters Kluwer Medknow Publications 2025-01-01
Series:Research in Pharmaceutical Sciences
Subjects:
Online Access:https://journals.lww.com/10.4103/RPS.RPS_128_23
Tags: Add Tag
No Tags, Be the first to tag this record!
_version_ 1849773055059951616
author Fatemeh Bahramibanan
Amir Taherkhani
Rezvan Najafi
Neda Alizadeh
Hamidreza Ghadimipour
Nastaran Barati
Katayoun Derakhshandeh
Meysam Soleimani
author_facet Fatemeh Bahramibanan
Amir Taherkhani
Rezvan Najafi
Neda Alizadeh
Hamidreza Ghadimipour
Nastaran Barati
Katayoun Derakhshandeh
Meysam Soleimani
author_sort Fatemeh Bahramibanan
collection DOAJ
description Background and purpose: Colorectal cancer (CRC) holds the position of being the third most prevalent cancer and the second primary cause of cancer-related fatalities on a global scale. Approximately 65% of CRC patients survive for 5 years following diagnosis. Metastasis and recurrence frequently occur in half of CRC patients diagnosed at the late stage. This study used bioinformatics analysis to identify key signaling pathways, hub genes, transcription factors, and protein kinases involved in transforming primary CRC with liver metastasis potential. Prognostic markers in CRC were also identified. Experimental approach: The GSE81582 dataset was re-analyzed to identify differentially expressed genes (DEGs) in early CRC compared to non-tumoral tissues. A protein interaction network (PIN) was constructed, revealing significant modules and hub genes. Prognostic markers, transcription factors, and protein kinases were determined. Boxplot and gene set enrichment analyses were performed. Findings/Results: This study identified 1113 DEGs in primary CRC compared to healthy controls. PIN analysis revealed 75 hub genes and 8 significant clusters associated with early CRC. The down-regulation of SUCLG2 and KPNA2 correlated with poor prognosis. SIN3A and CDK6 played crucial roles in early CRC transformation, affecting rRNA processing pathways. Conclusion and implications: This study demonstrated several pathways, biological processes, and genes mediating the malignant transformation of healthy colorectal tissues to primary CRC and may help the prognosis and treatment of patients with early CRC.
format Article
id doaj-art-6f261f42a49244bcbaaf4e7ba4489312
institution DOAJ
issn 1735-5362
1735-9414
language English
publishDate 2025-01-01
publisher Wolters Kluwer Medknow Publications
record_format Article
series Research in Pharmaceutical Sciences
spelling doaj-art-6f261f42a49244bcbaaf4e7ba44893122025-08-20T03:02:10ZengWolters Kluwer Medknow PublicationsResearch in Pharmaceutical Sciences1735-53621735-94142025-01-0120112114110.4103/RPS.RPS_128_23Prognostic markers and molecular pathways in primary colorectal cancer with a high potential of liver metastases: a systems biology approachFatemeh BahramibananAmir TaherkhaniRezvan NajafiNeda AlizadehHamidreza GhadimipourNastaran BaratiKatayoun DerakhshandehMeysam SoleimaniBackground and purpose: Colorectal cancer (CRC) holds the position of being the third most prevalent cancer and the second primary cause of cancer-related fatalities on a global scale. Approximately 65% of CRC patients survive for 5 years following diagnosis. Metastasis and recurrence frequently occur in half of CRC patients diagnosed at the late stage. This study used bioinformatics analysis to identify key signaling pathways, hub genes, transcription factors, and protein kinases involved in transforming primary CRC with liver metastasis potential. Prognostic markers in CRC were also identified. Experimental approach: The GSE81582 dataset was re-analyzed to identify differentially expressed genes (DEGs) in early CRC compared to non-tumoral tissues. A protein interaction network (PIN) was constructed, revealing significant modules and hub genes. Prognostic markers, transcription factors, and protein kinases were determined. Boxplot and gene set enrichment analyses were performed. Findings/Results: This study identified 1113 DEGs in primary CRC compared to healthy controls. PIN analysis revealed 75 hub genes and 8 significant clusters associated with early CRC. The down-regulation of SUCLG2 and KPNA2 correlated with poor prognosis. SIN3A and CDK6 played crucial roles in early CRC transformation, affecting rRNA processing pathways. Conclusion and implications: This study demonstrated several pathways, biological processes, and genes mediating the malignant transformation of healthy colorectal tissues to primary CRC and may help the prognosis and treatment of patients with early CRC.https://journals.lww.com/10.4103/RPS.RPS_128_23biomarkerscancercrcpathogenesispathwayprognosis
spellingShingle Fatemeh Bahramibanan
Amir Taherkhani
Rezvan Najafi
Neda Alizadeh
Hamidreza Ghadimipour
Nastaran Barati
Katayoun Derakhshandeh
Meysam Soleimani
Prognostic markers and molecular pathways in primary colorectal cancer with a high potential of liver metastases: a systems biology approach
Research in Pharmaceutical Sciences
biomarkers
cancer
crc
pathogenesis
pathway
prognosis
title Prognostic markers and molecular pathways in primary colorectal cancer with a high potential of liver metastases: a systems biology approach
title_full Prognostic markers and molecular pathways in primary colorectal cancer with a high potential of liver metastases: a systems biology approach
title_fullStr Prognostic markers and molecular pathways in primary colorectal cancer with a high potential of liver metastases: a systems biology approach
title_full_unstemmed Prognostic markers and molecular pathways in primary colorectal cancer with a high potential of liver metastases: a systems biology approach
title_short Prognostic markers and molecular pathways in primary colorectal cancer with a high potential of liver metastases: a systems biology approach
title_sort prognostic markers and molecular pathways in primary colorectal cancer with a high potential of liver metastases a systems biology approach
topic biomarkers
cancer
crc
pathogenesis
pathway
prognosis
url https://journals.lww.com/10.4103/RPS.RPS_128_23
work_keys_str_mv AT fatemehbahramibanan prognosticmarkersandmolecularpathwaysinprimarycolorectalcancerwithahighpotentialoflivermetastasesasystemsbiologyapproach
AT amirtaherkhani prognosticmarkersandmolecularpathwaysinprimarycolorectalcancerwithahighpotentialoflivermetastasesasystemsbiologyapproach
AT rezvannajafi prognosticmarkersandmolecularpathwaysinprimarycolorectalcancerwithahighpotentialoflivermetastasesasystemsbiologyapproach
AT nedaalizadeh prognosticmarkersandmolecularpathwaysinprimarycolorectalcancerwithahighpotentialoflivermetastasesasystemsbiologyapproach
AT hamidrezaghadimipour prognosticmarkersandmolecularpathwaysinprimarycolorectalcancerwithahighpotentialoflivermetastasesasystemsbiologyapproach
AT nastaranbarati prognosticmarkersandmolecularpathwaysinprimarycolorectalcancerwithahighpotentialoflivermetastasesasystemsbiologyapproach
AT katayounderakhshandeh prognosticmarkersandmolecularpathwaysinprimarycolorectalcancerwithahighpotentialoflivermetastasesasystemsbiologyapproach
AT meysamsoleimani prognosticmarkersandmolecularpathwaysinprimarycolorectalcancerwithahighpotentialoflivermetastasesasystemsbiologyapproach