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Saadh MJ, Allela OQB, Kareem RA, Baldaniya L, Ballal S, Vashishth R, Parmar M, Sameer HN, Hamad AK, Athab ZH, Adil M. Prognostic gene expression profile of colorectal cancer. Gene 2025; 955:149433. [PMID: 40122415 DOI: 10.1016/j.gene.2025.149433] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2024] [Revised: 02/26/2025] [Accepted: 03/18/2025] [Indexed: 03/25/2025]
Abstract
Colorectal cancer is a major global health burden, with significant heterogeneity in clinical outcomes among patients. Identifying robust prognostic gene expression signatures can help stratify patients, guide treatment decisions, and improve clinical management. This review provides an overview of current prognostic gene expression profiles in colorectal cancer research. We have synthesized evidence from numerous published studies investigating the association between tumor gene expression patterns and patient survival outcomes. The reviewed literature reveals several promising gene signatures that have demonstrated the ability to predict disease-free survival and overall survival in CRC patients, independent of standard clinicopathological risk factors. These genes are crucial in fundamental biological processes, including cell cycle control, epithelial-mesenchymal transition, and immune regulation. The implementation of prognostic gene expression tests in clinical practice holds great potential for enabling more personalized management strategies for colorectal cancer.
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Affiliation(s)
- Mohamed J Saadh
- Faculty of Pharmacy, Middle East University, Amman 11831, Jordan.
| | | | | | - Lalji Baldaniya
- Marwadi University Research Center, Department of Pharmacy, Faculty of Health Sciences, Marwadi University, Rajkot 360003 Gujarat, India.
| | - Suhas Ballal
- Department of Chemistry and Biochemistry, School of Sciences, JAIN (Deemed to be University), Bangalore, Karnataka, India.
| | - Raghav Vashishth
- Department of Surgery, National Institute of Medical Sciences, NIMS University Rajasthan, Jaipur, India.
| | - Manisha Parmar
- Chandigarh Pharmacy College, Chandigarh Group of Colleges-Jhanjeri, Mohali, Punjab, India.
| | - Hayder Naji Sameer
- Collage of Pharmacy, National University of Science and Technology, Dhi Qar 64001, Iraq.
| | | | - Zainab H Athab
- Department of Pharmacy, Al-Zahrawi University College, Karbala, Iraq.
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2
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Gu T, Qi H, Wang J, Sun L, Su Y, Hu H. Identification of T cell dysfunction molecular subtypes and exploration of potential immunotherapy targets in BRAF V600E-mutant colorectal cancer. Discov Oncol 2025; 16:163. [PMID: 39934467 DOI: 10.1007/s12672-025-01930-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/21/2024] [Accepted: 02/04/2025] [Indexed: 02/13/2025] Open
Abstract
BACKGROUND Immunotherapy is an effective treatment for BRAF V600E-mutant colorectal cancer, but currently, only a few benefit from it. Therefore, exploring new immunotherapy strategies is essential. METHODS We obtained RNA sequencing data and clinical information of colorectal cancer patients from the TCGA and GEO databases. The impact of the BRAF V600E mutation on tumor microenvironment characteristics, gene expression, and signaling pathways was evaluated using bioinformatics approaches. Weighted gene co-expression network analysis (WGCNA) were used to identify core genes associated with T cell dysfunction. Consensus clustering was applied for subtype construction. Least Absolute Shrinkage and Selection Operator (LASSO) and Random Forest (RF) algorithms were employed to filter potential immunotherapy targets. RESULTS We found that BRAF V600E mutation has a complex impact on the immune profile of colorectal cancer. It increases immune cell infiltration and activates immune-related signaling pathways, yet it also severely restricts T cell function. We subsequently identified 39 core genes associated with T cell dysfunction and constructed subtypes of BRAF V600E colorectal cancer based on their expression profiles. Significant heterogeneity was observed between these subtypes in immune signaling pathway activity, immune infiltration patterns, immune phenotype scores, and mechanisms of resistance to immunotherapy. Ultimately, using machine learning algorithms and bioinformatics validation, we identified IDO1 as a potential immunotherapy targets for BRAF V600E-mutant colorectal cancer. CONCLUSION This study constructed novel T cell dysfunction molecular subtypes for BRAF V600E-mutant colorectal cancer and identified IDO1 as a potential immunotherapy target, providing a new strategy for immunotherapy.
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Affiliation(s)
- Tiefeng Gu
- Department of Colorectal Surgery, The Second Affiliated Hospital of Harbin Medical University, 246 Xuefu Road, Harbin, China
| | - Haonan Qi
- Department of Colorectal Surgery, The Second Affiliated Hospital of Harbin Medical University, 246 Xuefu Road, Harbin, China
| | - Jiaqi Wang
- Department of Colorectal Surgery, The Second Affiliated Hospital of Harbin Medical University, 246 Xuefu Road, Harbin, China
| | - Liangwei Sun
- Department of Colorectal Surgery, The Second Affiliated Hospital of Harbin Medical University, 246 Xuefu Road, Harbin, China
| | - Yongqi Su
- Department of Colorectal Surgery, The Second Affiliated Hospital of Harbin Medical University, 246 Xuefu Road, Harbin, China
| | - Hanqing Hu
- Department of Colorectal Surgery, The Second Affiliated Hospital of Harbin Medical University, 246 Xuefu Road, Harbin, China.
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Colombo A, Concetta PM, Gebbia V, Sambataro D, Scandurra G, Valerio MR. A Narrative Review of the Role of Immunotherapy in Metastatic Carcinoma of the Colon Harboring a BRAF Mutation. In Vivo 2025; 39:25-36. [PMID: 39740863 PMCID: PMC11705148 DOI: 10.21873/invivo.13802] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2024] [Revised: 09/26/2024] [Accepted: 09/30/2024] [Indexed: 01/02/2025]
Abstract
Patients affected by metastatic carcinoma of the colon/rectum (mCRC) harboring mutations in the BRAF gene (MBRAF) respond poorly to conventional therapy and have a prognosis worse than that of patients without mutations. Despite the promising outcomes of targeted therapy utilizing multi-targeted inhibition of the mitogen-activated protein kinase (MAPK) signaling system, the therapeutic efficacy, especially for the microsatellite stable/DNA proficient mismatch repair (MSS/PMMR) subtype, remains inadequate. Patients with MBRAF/mCRC and high microsatellite instability or DNA deficient mismatch repair (MSI-H/DMMR) exhibit a substantial tumor mutation burden, suggesting a high probability of response to immunotherapy. It is widely acknowledged that MSS/pMMR/mCRC is an immunologically "cold" malignancy that exhibits resistance to immunotherapy. The integration of targeted therapy and immunotherapy may enhance clinical outcomes in patients with MBRAF/mCRC. Efforts to enhance outcomes are exclusively focused on MSS/DMMR-BRAF mutant cancers, which constitute the largest proportion. This review evaluates the clinical efficacy and advancement of novel immune checkpoint blockade therapies for MSI-H/DMMR and MSS/PMMR BRAF mutant mCRC. We examine potential indicators in the tumor immune milieu for forecasting immunotherapeutic response in BRAF mutant mCRC.
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Affiliation(s)
| | | | - Vittorio Gebbia
- Medical Oncology, Department of Medicine and Surgery, Kore University of Enna, Enna, Italy;
- Medical Oncology Unit, CdC Torina, Palermo, Italy
| | - Daniela Sambataro
- Medical Oncology, Department of Medicine and Surgery, Kore University of Enna, Enna, Italy
- Medical Oncology Unit, Ospedale Umberto I, Enna, Italy
| | - Giuseppina Scandurra
- Medical Oncology, Department of Medicine and Surgery, Kore University of Enna, Enna, Italy
- Medical Oncology Unit, Ospedale Cannizzario, Catania, Italy
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Duta-Ion SG, Juganaru IR, Hotinceanu IA, Dan A, Burtavel LM, Coman MC, Focsa IO, Zaruha AG, Codreanu PC, Bohiltea LC, Radoi VE. Redefining Therapeutic Approaches in Colorectal Cancer: Targeting Molecular Pathways and Overcoming Resistance. Int J Mol Sci 2024; 25:12507. [PMID: 39684219 DOI: 10.3390/ijms252312507] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2024] [Revised: 11/12/2024] [Accepted: 11/19/2024] [Indexed: 12/18/2024] Open
Abstract
Colorectal cancer (CRC) arises through a combination of genetic and epigenetic alterations that affect key pathways involved in tumor growth and progression. This review examines the major molecular pathways driving CRC, including Chromosomal Instability (CIN), Microsatellite Instability (MSI), and the CpG Island Methylator Phenotype (CIMP). Key mutations in genes such as APC, KRAS, NRAS, BRAF, and TP53 activate signaling pathways like Wnt, EGFR, and PI3K/AKT, contributing to tumorigenesis and influencing responses to targeted therapies. Resistance mechanisms, including mutations that bypass drug action, remain challenging in CRC treatment. This review highlights the role of molecular profiling in guiding the use of targeted therapies such as tyrosine kinase inhibitors and immune checkpoint inhibitors. Novel combination treatments are also discussed as strategies to improve outcomes and overcome resistance. Understanding these molecular mechanisms is critical to advancing personalized treatment approaches in CRC and improving patient prognosis.
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Affiliation(s)
- Simona Gabriela Duta-Ion
- Department of Medical Genetics, "Carol Davila" University of Medicine and Pharmacy, 020021 Bucharest, Romania
| | - Ioana Ruxandra Juganaru
- Department of Medical Genetics, "Carol Davila" University of Medicine and Pharmacy, 020021 Bucharest, Romania
| | - Iulian Andrei Hotinceanu
- Department of Medical Genetics, "Carol Davila" University of Medicine and Pharmacy, 020021 Bucharest, Romania
| | - Andra Dan
- Department of Medical Genetics, "Carol Davila" University of Medicine and Pharmacy, 020021 Bucharest, Romania
| | - Livia Malina Burtavel
- Department of Medical Genetics, "Carol Davila" University of Medicine and Pharmacy, 020021 Bucharest, Romania
| | - Madalin Codrut Coman
- Department of Medical Genetics, "Carol Davila" University of Medicine and Pharmacy, 020021 Bucharest, Romania
| | - Ina Ofelia Focsa
- Department of Medical Genetics, "Carol Davila" University of Medicine and Pharmacy, 020021 Bucharest, Romania
| | - Andra Giorgiana Zaruha
- Department of Medical Genetics, "Carol Davila" University of Medicine and Pharmacy, 020021 Bucharest, Romania
| | - Patricia Christina Codreanu
- Department of Medical Genetics, "Carol Davila" University of Medicine and Pharmacy, 020021 Bucharest, Romania
| | - Laurentiu Camil Bohiltea
- Department of Medical Genetics, "Carol Davila" University of Medicine and Pharmacy, 020021 Bucharest, Romania
- "Alessandrescu-Rusescu" National Institute for Maternal and Child Health, 20382 Bucharest, Romania
| | - Viorica Elena Radoi
- Department of Medical Genetics, "Carol Davila" University of Medicine and Pharmacy, 020021 Bucharest, Romania
- "Alessandrescu-Rusescu" National Institute for Maternal and Child Health, 20382 Bucharest, Romania
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García Menéndez G, Sichel L, López MDC, Hernández Y, Arteaga E, Rodríguez M, Fleites V, Fernández LT, Cano RDJ. From colon wall to tumor niche: Unraveling the microbiome's role in colorectal cancer progression. PLoS One 2024; 19:e0311233. [PMID: 39436937 PMCID: PMC11495602 DOI: 10.1371/journal.pone.0311233] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2024] [Accepted: 09/16/2024] [Indexed: 10/25/2024] Open
Abstract
Colorectal cancer (CRC) is influenced by perturbations in the colonic microbiota, characterized by an imbalance favoring pathogenic bacteria over beneficial ones. This dysbiosis contributes to CRC initiation and progression through mechanisms such as carcinogenic metabolite production, inflammation induction, DNA damage, and oncogenic signaling activation. Understanding the role of external factors in shaping the colonic microbiota is crucial for mitigating CRC progression. This study aims to elucidate the gut microbiome's role in CRC progression by analyzing paired tumor and mucosal tissue samples obtained from the colon walls of 17 patients. Through sequencing of the V3-V4 region of the 16S rRNA gene, we characterized the tumor microbiome and assessed its association with clinical variables. Our findings revealed a significant reduction in alpha diversity within tumor samples compared to paired colon biopsy samples, indicating a less diverse microbial environment within the tumor microenvironment. While both tissues exhibited dominance of similar bacterial phyla, their relative abundances varied, suggesting potential colon-specific effects. Fusobacteriota enrichment, notably in the right colon, may be linked to MLH1 deficiency. Taxonomy analysis identified diverse bacterial genera, with some primarily associated with the colon wall and others unique to this region. Conversely, several genera were exclusively expressed in tumor tissue. Functional biomarker analysis identified three key genes with differential abundance between tumor microenvironment and colon tissue, indicating distinct metabolic activities. Functional biomarker analysis revealed three key genes with differential abundance: K11076 (putrescine transport system) and K10535 (nitrification) were enriched in the tumor microenvironment, while K11329 (SasA-RpaAB circadian timing mediator) dominated colon tissue. Metabolic pathway analysis linked seven metabolic pathways to the microbiome. Collectively, these findings highlight significant gut microbiome alterations in CRC and strongly suggest that long-term dysbiosis profoundly impacts CRC progression.
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Affiliation(s)
- Gissel García Menéndez
- Pathology Department, Clinical Hospital Hermanos Ameijeiras, Centro Habana, La Habana, Cuba
| | - Liubov Sichel
- Stellar Biotics, LLC, Rockleigh, New Jersey, United States of America
| | | | - Yasel Hernández
- Pathology Department, Clinical Hospital Hermanos Ameijeiras, Centro Habana, La Habana, Cuba
| | - Ernesto Arteaga
- Pathology Department, Clinical Hospital Hermanos Ameijeiras, Centro Habana, La Habana, Cuba
| | - Marisol Rodríguez
- Pathology Department, Clinical Hospital Hermanos Ameijeiras, Centro Habana, La Habana, Cuba
| | - Vilma Fleites
- Oncology Department Clinical Hospital Hermanos Ameijeiras, Centro Habana, La Habana, Cuba
| | - Lipsy Teresa Fernández
- Surgery Department Clinical Hospital Hermanos Ameijeiras, Centro Habana, La Habana, Cuba
| | - Raúl De Jesus Cano
- Biological Sciences Department, California Polytechnic State University, San Luis Obispo, CA, United States of America
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González-Montero J, Rojas CI, Burotto M. Predictors of response to immunotherapy in colorectal cancer. Oncologist 2024; 29:824-832. [PMID: 38920285 PMCID: PMC11449076 DOI: 10.1093/oncolo/oyae152] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2024] [Accepted: 05/24/2024] [Indexed: 06/27/2024] Open
Abstract
Colorectal cancer (CRC) is a major cause of cancer-related deaths globally. While treatment advancements have improved survival rates, primarily through targeted therapies based on KRAS, NRAS, and BRAF mutations, personalized treatment strategies for CRC remain limited. Immunotherapy, mainly immune checkpoint blockade, has shown efficacy in various cancers but is effective in only a small subset of patients with CRC with deficient mismatch repair (dMMR) proteins or high microsatellite instability (MSI). Recent research has challenged the notion that CRC is immunologically inert, revealing subsets with high immunogenicity and diverse lymphocytic infiltration. Identifying precise biomarkers beyond dMMR and MSI is crucial to expanding immunotherapy benefits. Hence, exploration has extended to various biomarker sources, such as the tumor microenvironment, genomic markers, and gut microbiota. Recent studies have introduced a novel classification system, consensus molecular subtypes, that aids in identifying patients with CRC with an immunogenic profile. These findings underscore the necessity of moving beyond single biomarkers and toward a comprehensive understanding of the immunological landscape in CRC, facilitating the development of more effective, personalized therapies.
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Affiliation(s)
- Jaime González-Montero
- Bradford Hill Clinical Research Center, Santiago 8420383, Chile
- Basic and Clinical Oncology Department, University of Chile, Santiago 838045, Chile
| | - Carlos I Rojas
- Bradford Hill Clinical Research Center, Santiago 8420383, Chile
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7
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González A, Badiola I, Fullaondo A, Rodríguez J, Odriozola A. Personalised medicine based on host genetics and microbiota applied to colorectal cancer. ADVANCES IN GENETICS 2024; 112:411-485. [PMID: 39396842 DOI: 10.1016/bs.adgen.2024.08.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/15/2024]
Abstract
Colorectal cancer (CRC) ranks second in incidence and third in cancer mortality worldwide. This situation, together with the understanding of the heterogeneity of the disease, has highlighted the need to develop a more individualised approach to its prevention, diagnosis and treatment through personalised medicine. This approach aims to stratify patients according to risk, predict disease progression and determine the most appropriate treatment. It is essential to identify patients who may respond adequately to treatment and those who may be resistant to treatment to avoid unnecessary therapies and minimise adverse side effects. Current research is focused on identifying biomarkers such as specific mutated genes, the type of mutations and molecular profiles critical for the individualisation of CRC diagnosis, prognosis and treatment guidance. In addition, the study of the intestinal microbiota as biomarkers is being incorporated due to the growing scientific evidence supporting its influence on this disease. This article comprehensively addresses the use of current and emerging diagnostic, prognostic and predictive biomarkers in precision medicine against CRC. The effects of host genetics and gut microbiota composition on new approaches to treating this disease are discussed. How the gut microbiota could mitigate the side effects of treatment is reviewed. In addition, strategies to modulate the gut microbiota, such as dietary interventions, antibiotics, and transplantation of faecal microbiota and phages, are discussed to improve CRC prevention and treatment. These findings provide a solid foundation for future research and improving the care of CRC patients.
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Affiliation(s)
- Adriana González
- Hologenomics Research Group, Department of Genetics, Physical Anthropology, and Animal Physiology, University of the Basque Country, Spain
| | - Iker Badiola
- Department of Cell Biology and Histology, Faculty of Medicine and Nursing, University of the Basque Country (UPV/EHU), Leioa, Spain
| | - Asier Fullaondo
- Hologenomics Research Group, Department of Genetics, Physical Anthropology, and Animal Physiology, University of the Basque Country, Spain
| | | | - Adrian Odriozola
- Hologenomics Research Group, Department of Genetics, Physical Anthropology, and Animal Physiology, University of the Basque Country, Spain.
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Kiran N, Yashaswini C, Maheshwari R, Bhattacharya S, Prajapati BG. Advances in Precision Medicine Approaches for Colorectal Cancer: From Molecular Profiling to Targeted Therapies. ACS Pharmacol Transl Sci 2024; 7:967-990. [PMID: 38633600 PMCID: PMC11019743 DOI: 10.1021/acsptsci.4c00008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2024] [Revised: 03/06/2024] [Accepted: 03/07/2024] [Indexed: 04/19/2024]
Abstract
Precision medicine is transforming colorectal cancer treatment through the integration of advanced technologies and biomarkers, enhancing personalized and effective disease management. Identification of key driver mutations and molecular profiling have deepened our comprehension of the genetic alterations in colorectal cancer, facilitating targeted therapy and immunotherapy selection. Biomarkers such as microsatellite instability (MSI) and DNA mismatch repair deficiency (dMMR) guide treatment decisions, opening avenues for immunotherapy. Emerging technologies such as liquid biopsies, artificial intelligence, and machine learning promise to revolutionize early detection, monitoring, and treatment selection in precision medicine. Despite these advancements, ethical and regulatory challenges, including equitable access and data privacy, emphasize the importance of responsible implementation. The dynamic nature of colorectal cancer, with its tumor heterogeneity and clonal evolution, underscores the necessity for adaptive and personalized treatment strategies. The future of precision medicine in colorectal cancer lies in its potential to enhance patient care, clinical outcomes, and our understanding of this intricate disease, marked by ongoing evolution in the field. The current reviews focus on providing in-depth knowledge on the various and diverse approaches utilized for precision medicine against colorectal cancer, at both molecular and biochemical levels.
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Affiliation(s)
- Neelakanta
Sarvashiva Kiran
- Department
of Biotechnology, School of Applied Sciences, REVA University, Bengaluru, Karnataka 560064, India
| | - Chandrashekar Yashaswini
- Department
of Biotechnology, School of Applied Sciences, REVA University, Bengaluru, Karnataka 560064, India
| | - Rahul Maheshwari
- School
of Pharmacy and Technology Management, SVKM’s
Narsee Monjee Institute of Management Studies (NMIMS) Deemed-to-University, Green Industrial Park, TSIIC,, Jadcherla, Hyderabad 509301, India
| | - Sankha Bhattacharya
- School
of Pharmacy and Technology Management, SVKM’S
NMIMS Deemed-to-be University, Shirpur, Maharashtra 425405, India
| | - Bhupendra G. Prajapati
- Shree.
S. K. Patel College of Pharmaceutical Education and Research, Ganpat University, Kherva, Gujarat 384012, India
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