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Muradi Muhar A, Velaro AJ, Prananda AT, Nugraha SE, Halim P, Syahputra RA. Precision medicine in colorectal cancer: genomics profiling and targeted treatment. Front Pharmacol 2025; 16:1532971. [PMID: 40083375 PMCID: PMC11903709 DOI: 10.3389/fphar.2025.1532971] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2024] [Accepted: 02/11/2025] [Indexed: 03/16/2025] Open
Abstract
Precision medicine has revolutionized the treatment of colorectal cancer by enabling a personalized approach tailored to each patient's unique genetic characteristics. Genomic profiling allows for the identification of specific mutations in genes such as KRAS, BRAF, and PIK3CA, which play a crucial role in cell signaling pathways that regulate cell proliferation, apoptosis, and differentiation. This information enables doctors to select targeted therapies that inhibit specific molecular pathways, maximizing treatment effectiveness and minimizing side effects. Precision medicine also facilitates adaptive monitoring of tumor progression, allowing for adjustments in therapy to maintain treatment effectiveness. While challenges such as high costs, limited access to genomic technology, and the need for more representative genomic data for diverse populations remain, collaboration between researchers, medical practitioners, policymakers, and the pharmaceutical industry is crucial to ensure that precision medicine becomes a standard of care accessible to all. With continued advances and support, precision medicine has the potential to improve treatment outcomes, reduce morbidity and mortality rates, and enhance the quality of life for colorectal cancer patients worldwide.
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Affiliation(s)
- Adi Muradi Muhar
- Department of Surgery, Faculty of Medicine, Universitas Sumatera Utara, Medan, Indonesia
| | - Adrian Joshua Velaro
- Department of Surgery, Faculty of Medicine, Universitas Sumatera Utara, Medan, Indonesia
| | - Arya Tjipta Prananda
- Department of Surgery, Faculty of Medicine, Universitas Sumatera Utara, Medan, Indonesia
| | - Sony Eka Nugraha
- Department of Pharmaceutical Biology, Universitas Sumatera Utara, Medan, Indonesia
| | - Princella Halim
- Department of Pharmacology, Universitas Sumatera Utara, Medan, Indonesia
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Avădănei ER, Căruntu ID, Nucă I, Balan RA, Lozneanu L, Giusca SE, Pricope DL, Dascalu CG, Amalinei C. KRAS Mutation Status in Relation to Clinicopathological Characteristics of Romanian Colorectal Cancer Patients. Curr Issues Mol Biol 2025; 47:120. [PMID: 39996841 PMCID: PMC11854687 DOI: 10.3390/cimb47020120] [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: 11/17/2024] [Revised: 02/06/2025] [Accepted: 02/09/2025] [Indexed: 02/26/2025] Open
Abstract
Our study's aim was to evaluate the clinicopathological profile of colorectal cancer (CRC) patients from North-East Romania in relation to the Kirsten rat sarcoma viral oncogene homolog (KRAS). We designed a retrospective study on 108 CRC patients using the fully automated real-time PCR-based molecular testing system, IdyllaTMKRAS Mutation Test (Biocartis, Mechelen, Belgium). Of the patients, 64 (59.3%) were men and 62 (57.4%) were older than the group average, with left bowel location in 38 cases (35.2%), adenocarcinoma NOS in 102 cases (94.4%), mixed histological pattern in 65 cases (60.2%), T3 in 60 patients (55.6%), N2 in 46 patients (42.6%), and 7-12 tumour buds registered in 58 tumours (53.7%). A total of 54 tumour samples (50%) showed KRAS mutation. Statistical comparative analyses associated KRAS mutations with the histopathological pattern (p = 0.018), tumour grade (p = 0.030), depth of invasion (pT) (p < 0.001), lymph node involvement (pN) (p < 0.001), venous vascular invasion (p = 0.048), and tumour buds' number (p = 0.007). Our results demonstrate the relationship between KRAS mutation and clinicopathological features, with possible impact in clinical tumour stratification and therapeutic management.
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Affiliation(s)
- Elena-Roxana Avădănei
- Department of Morpho-Functional Sciences I-Histology, Pathology, “Grigore T. Popa” University of Medicine and Pharmacy, 16 University Street, 700115 Iasi, Romania; (I.-D.C.); (R.A.B.); (L.L.); (S.-E.G.); (D.L.P.); (C.A.)
- Praxis Medical Investigation Laboratory, 35 Moara de Vant Street, 700376 Iasi, Romania;
| | - Irina-Draga Căruntu
- Department of Morpho-Functional Sciences I-Histology, Pathology, “Grigore T. Popa” University of Medicine and Pharmacy, 16 University Street, 700115 Iasi, Romania; (I.-D.C.); (R.A.B.); (L.L.); (S.-E.G.); (D.L.P.); (C.A.)
- Romanian Medical Science Academy, 1 I.C. Bratianu Boulevard, 030171 Bucharest, Romania
| | - Irina Nucă
- Praxis Medical Investigation Laboratory, 35 Moara de Vant Street, 700376 Iasi, Romania;
- Department of Mother and Child Medicine-Genetics, “Grigore T. Popa” University of Medicine and Pharmacy, 16 University Street, 700115 Iasi, Romania
| | - Raluca Anca Balan
- Department of Morpho-Functional Sciences I-Histology, Pathology, “Grigore T. Popa” University of Medicine and Pharmacy, 16 University Street, 700115 Iasi, Romania; (I.-D.C.); (R.A.B.); (L.L.); (S.-E.G.); (D.L.P.); (C.A.)
| | - Ludmila Lozneanu
- Department of Morpho-Functional Sciences I-Histology, Pathology, “Grigore T. Popa” University of Medicine and Pharmacy, 16 University Street, 700115 Iasi, Romania; (I.-D.C.); (R.A.B.); (L.L.); (S.-E.G.); (D.L.P.); (C.A.)
- Department of Pathology, “Sf. Spiridon” Clinical Emergency County Hospital, 1 Independentei Street, 700111 Iasi, Romania
| | - Simona-Eliza Giusca
- Department of Morpho-Functional Sciences I-Histology, Pathology, “Grigore T. Popa” University of Medicine and Pharmacy, 16 University Street, 700115 Iasi, Romania; (I.-D.C.); (R.A.B.); (L.L.); (S.-E.G.); (D.L.P.); (C.A.)
| | - Diana Lavinia Pricope
- Department of Morpho-Functional Sciences I-Histology, Pathology, “Grigore T. Popa” University of Medicine and Pharmacy, 16 University Street, 700115 Iasi, Romania; (I.-D.C.); (R.A.B.); (L.L.); (S.-E.G.); (D.L.P.); (C.A.)
| | - Cristina Gena Dascalu
- Department of Preventive Medicine and Interdisciplinarity-Medical Informatics and Biostatistics, “Grigore T. Popa” University of Medicine and Pharmacy, 16 University Street, 700115 Iasi, Romania;
| | - Cornelia Amalinei
- Department of Morpho-Functional Sciences I-Histology, Pathology, “Grigore T. Popa” University of Medicine and Pharmacy, 16 University Street, 700115 Iasi, Romania; (I.-D.C.); (R.A.B.); (L.L.); (S.-E.G.); (D.L.P.); (C.A.)
- Department of Histopathology, Institute of Legal Medicine, 4 Buna Vestire Street, 700455 Iasi, Romania
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Supriya K, Anitha A. Stage-based colorectal cancer prediction on uncertain dataset using rough computing and LSTM models. Sci Rep 2024; 14:28880. [PMID: 39572639 PMCID: PMC11582363 DOI: 10.1038/s41598-024-77302-z] [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: 04/24/2024] [Accepted: 10/21/2024] [Indexed: 11/24/2024] Open
Abstract
Artificial intelligence (AI) is an attractive field of Computer Science that helps to classify and to predict various real-time applications. Perhaps AI has a major role in predicting diseases at an early stage based on history. As cancer is one of the most harmful diseases where the mortality rate is high, it is now essential to utilize the benefits of AI to have an early diagnosis of cancer. Among various cancers, Colorectal cancer (CRC) is a common form of gastrointestinal cancer, and its treatment is lengthy and costly, with a high recurrence rate and high fatality rate. Initial disease analysis and prognosis are required to improve the patient's treatment with a better survival analysis. However, the disease prediction process depends on the collected data, where the data may contain uncertainty. Uncertain data leads to wrong predictions. Thus, it is essential to utilize rough computing, a mathematical tool to deal with uncertainty. This paper has made an effort, to handle uncertainty using a rough set of fuzzy approximation space as pre-processing and utilized Unidirectional and Bidirectional LSTM for the classification and prediction process. Thus, to demonstrate improved predictive accuracy, the proposed model adapted the optimizers and evaluated using benchmarking techniques in predicting stage-based survival rate. The comparative analysis shows that the proposed model performs well against the state-of-the-art models and can help the medical practitioner to detect CRC at an early stage and reduce the mortality rate among human beings.
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Affiliation(s)
- K Supriya
- School of Computer Science Engineering and Information Systems, Vellore Institute of Technology, Vellore, 632014, India
| | - A Anitha
- School of Computer Science Engineering and Information Systems, Vellore Institute of Technology, Vellore, 632014, India.
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Niotis A, Dimitroulis D, Spyropoulou D, Tsiambas E, Sarlanis H, Davris D, Falidas E, Kavantzas N, Peschos D, Manaios L, Konstantinidis KC. Comparative Expression Analysis of TP53 Tumor Suppressor and MDM2 Oncogene in Colorectal Adenocarcinoma. CANCER DIAGNOSIS & PROGNOSIS 2024; 4:129-134. [PMID: 38434910 PMCID: PMC10905287 DOI: 10.21873/cdp.10298] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Received: 11/26/2023] [Accepted: 01/24/2024] [Indexed: 03/05/2024]
Abstract
Background/Aim The tumor protein 53 (TP53) tumor suppressor protein (17p13.1) acts as a significant regulator for the cell cycle normal function. The gene is frequently mutated in colorectal adenocarcinoma (CRC) patients and is associated to poor prognosis and low response rates to chemo-targeted therapy. Our purpose was to correlate TP53 expression with Mouse Double Minute 2 Homolog (MDM2), a proto-oncogene (12q14.3) and a major negative regulator in the TP53-MDM2 auto-regulatory pathway. Materials and Methods A total of forty (n=40) colorectal adenocarcinoma (CRC) cases were included in this study. An immunohistochemistry-based assay was implemented by using anti-TP53 and anti-MDM2 antibodies in the corresponding tissue sections. Additionally, a digital image analysis assay was implemented for objectively measuring TP53/MDM2 immunostaining intensity levels. Results TP53 protein overexpression was detected in 27/40 (67.5%), whereas MDM2 overexpression in 28/40 (70%) cases. Interestingly, in 21/40 (52.5%) cases, a combined TP53/MDM2 co-expression was detected, whereas in 6/40 (15%), a combined loss of expression was identified (overall co-expression: p=0.119). p53 overexpression was significantly correlated to grade of the examined cases (p=0.001), whereas MDM2 to stage and max diameter of the malignancies (p=0.001 and 0.024, respectively). Conclusion TP53/MDM2 over expression is a frequent and significant genetic event in CRCs associated with an aggressive biological behavior, as a result of increased dedifferentiation grade and advanced stage/elevated tumor volume, respectively. MDM2 oncogene overactivation combined with mutated and overexpressed TP53 is observed in sub-groups of patients leading to specific gene/protein signatures - targets for personalized chemotherapeutic approaches.
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Affiliation(s)
- Athanasios Niotis
- Second Department of Propaedeutic Surgery, 'Laiko' General Hospital, Medical School, National and Kapodistrian University, Athens, Greece
| | - Dimitrios Dimitroulis
- Second Department of Propaedeutic Surgery, 'Laiko' General Hospital, Medical School, National and Kapodistrian University, Athens, Greece
| | - Despoina Spyropoulou
- Department of Radiation Oncology, Medical School, University of Patras, Patras, Greece
| | - Evangelos Tsiambas
- First Department of Pathology, Medical School, National and Kapodistrian University, Athens, Greece
- Department of Cytopathology, 417 Army Equity Fund Hospital Cytology, Athens, Greece
| | - Helen Sarlanis
- First Department of Pathology, Medical School, National and Kapodistrian University, Athens, Greece
| | - Dimitrios Davris
- Department of Surgery, Halkida General Hospital, Halkida, Greece
| | | | - Nikolaos Kavantzas
- First Department of Pathology, Medical School, National and Kapodistrian University, Athens, Greece
| | - Dimitrios Peschos
- Department of Physiology, Medical School, University of Ioannina, Ioannina, Greece
| | - Loukas Manaios
- Department of Surgery, ''Bioclinic'' Hospital, Athens, Greece
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Ajithkumar P, Vasantharajan SS, Pattison S, McCall JL, Rodger EJ, Chatterjee A. Exploring Potential Epigenetic Biomarkers for Colorectal Cancer Metastasis. Int J Mol Sci 2024; 25:874. [PMID: 38255946 PMCID: PMC10815915 DOI: 10.3390/ijms25020874] [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: 11/30/2023] [Revised: 01/08/2024] [Accepted: 01/08/2024] [Indexed: 01/24/2024] Open
Abstract
Metastatic progression is a complex, multistep process and the leading cause of cancer mortality. There is growing evidence that emphasises the significance of epigenetic modification, specifically DNA methylation and histone modifications, in influencing colorectal (CRC) metastasis. Epigenetic modifications influence the expression of genes involved in various cellular processes, including the pathways associated with metastasis. These modifications could contribute to metastatic progression by enhancing oncogenes and silencing tumour suppressor genes. Moreover, specific epigenetic alterations enable cancer cells to acquire invasive and metastatic characteristics by altering cell adhesion, migration, and invasion-related pathways. Exploring the involvement of DNA methylation and histone modification is crucial for identifying biomarkers that impact cancer prediction for metastasis in CRC. This review provides a summary of the potential epigenetic biomarkers associated with metastasis in CRC, particularly DNA methylation and histone modifications, and examines the pathways associated with these biomarkers.
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Affiliation(s)
- Priyadarshana Ajithkumar
- Department of Pathology, Dunedin School of Medicine, University of Otago, Dunedin 9016, New Zealand; (P.A.)
| | - Sai Shyam Vasantharajan
- Department of Pathology, Dunedin School of Medicine, University of Otago, Dunedin 9016, New Zealand; (P.A.)
| | - Sharon Pattison
- Department of Medicine, Dunedin School of Medicine, University of Otago, Dunedin 9016, New Zealand
| | - John L. McCall
- Department of Surgical Sciences, Dunedin School of Medicine, University of Otago, Dunedin 9016, New Zealand
| | - Euan J. Rodger
- Department of Pathology, Dunedin School of Medicine, University of Otago, Dunedin 9016, New Zealand; (P.A.)
| | - Aniruddha Chatterjee
- Department of Pathology, Dunedin School of Medicine, University of Otago, Dunedin 9016, New Zealand; (P.A.)
- School of Health Sciences and Technology, UPES University, Dehradun 248007, India
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Long D, Mao C, Zhang Z, Liu Y, Li J, Xu Y, Zhu Y. Long-term trends in the burden of colorectal cancer in Europe over three decades: a joinpoint regression and age-period-cohort analysis. Front Oncol 2023; 13:1287653. [PMID: 38115907 PMCID: PMC10728819 DOI: 10.3389/fonc.2023.1287653] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2023] [Accepted: 11/22/2023] [Indexed: 12/21/2023] Open
Abstract
Background The burden of colorectal cancer (CRC) in Europe is at a high level, but the epidemiological features have not yet been systematically studied. This study aimed to provide a timely and reliable assessment of the burden and trends of CRC in Europe to provide a scientific basis for its prevention and treatment. Methods We analyzed data on CRC in 44 European countries between 1990 and 2019 from the Global Burden of Disease study (GBD) 2019. In addition, the joinpoint regression model was applied to reflect temporal trends. The age-period-cohort model was constructed to explore age, period, and birth cohort effects that influence the risk of morbidity and mortality. Results In Europe, new cases, disability-adjusted life years (DALYs) and deaths of CRC rose by 70.01%, 22.88% and 38.04% from 1990 to 2019, respectively. The age-standardized incidence rate (ASIR) has increased, while age-standardized DALY rate and age-standardized mortality rate (ASMR) have declined. We found that men experienced a significantly higher CRC burden than women. Age-period-cohort analysis showed that the risk of incidence and mortality increased with age and time; and it was lower in the later-born cohort than the earlier-born cohort. Conclusion ASIR for CRC in Europe generally trended upwards from 1990 to 2019, stabilizing in recent years but still at a high level. CRC burden varied considerably in different countries. There was a pronounced gender difference in CRC burden, and middle-aged and older men should be a priority population for CRC prevention and treatment.
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Affiliation(s)
- Dan Long
- The First Hospital of Hunan University of Chinese Medicine, Changsha, Hunan, China
| | - Chenhan Mao
- Affiliated Hospital of Integrated Traditional Chinese and Western Medicine, Nanjing University of Chinese Medicine, Nanjing, Jiangsu, China
| | - Zhensheng Zhang
- Department of Oncology, The First Traditional Chinese Medicine Hospital of Zhanjiang City, Zhanjiang, Guangdong, China
| | - Yaxuan Liu
- The First Hospital of Hunan University of Chinese Medicine, Changsha, Hunan, China
| | - Jinru Li
- The First Hospital of Hunan University of Chinese Medicine, Changsha, Hunan, China
| | - Yin Xu
- The First Hospital of Hunan University of Chinese Medicine, Changsha, Hunan, China
| | - Ying Zhu
- The First Hospital of Hunan University of Chinese Medicine, Changsha, Hunan, China
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Radanova M, Mihaylova G, Stoyanov GS, Draganova V, Zlatarov A, Kolev N, Dimitrova E, Conev N, Ivanova D. KRAS Mutation Status in Bulgarian Patients with Advanced and Metastatic Colorectal Cancer. Int J Mol Sci 2023; 24:12753. [PMID: 37628934 PMCID: PMC10454445 DOI: 10.3390/ijms241612753] [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: 07/04/2023] [Revised: 08/08/2023] [Accepted: 08/12/2023] [Indexed: 08/27/2023] Open
Abstract
RAS somatic variants are predictors of resistance to anti-EGFR therapy for colorectal cancer (CRC) and affect the outcome of the disease. Our study aimed to evaluate the frequency of RAS, with a focus on KRAS variants, and their association with tumor location and some clinicopathological characteristics in Bulgarian CRC patients. We prospectively investigated 236 patients with advanced and metastatic CRC. Genomic DNA was extracted from FFPE tumor tissue samples, and commercially available kits were used to detect RAS gene somatic mutations via real-time PCR. A total of 115 (48.73%) patients tested positive for RAS mutations, with 106 (44.92%) testing positive for KRAS mutations. The most common mutation in exon 2 was c.35G>T p.Gly12Val (32.56%). We did not find a significant difference in KRAS mutation frequency according to tumor location. However, patients with a mutation in exon 4 of KRAS were 3.23 times more likely to have a tumor in the rectum than in other locations (95% CI: 1.19-8.72, p = 0.021). Studying the link between tumor location and KRAS mutations in exon 4 is crucial for better characterizing CRC patients. Further research with larger cohorts, especially in rectal cancer patients, could provide valuable insights for patient follow-up and treatment selection.
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Affiliation(s)
- Maria Radanova
- Department of Biochemistry, Molecular Medicine and Nutrigenomics, Medical University of Varna, 9000 Varna, Bulgaria; (G.M.); (D.I.)
| | - Galya Mihaylova
- Department of Biochemistry, Molecular Medicine and Nutrigenomics, Medical University of Varna, 9000 Varna, Bulgaria; (G.M.); (D.I.)
| | - George St. Stoyanov
- Department of Clinical Pathology, Complex Oncology Center—Shumen, 9700 Shumen, Bulgaria;
- Department of Surgery Diseases, Medical University of Varna, 9000 Varna, Bulgaria;
| | - Vyara Draganova
- Department of Surgery Diseases, Medical University of Varna, 9000 Varna, Bulgaria;
- Second Clinic of Surgery, UMHAT “St. Marina”, 9000 Varna, Bulgaria
| | - Aleksandar Zlatarov
- Department of General and Operative Surgery, Medical University of Varna, 9000 Varna, Bulgaria; (A.Z.); (N.K.)
- First Clinic of Surgery, UMHAT “St. Marina”, 9000 Varna, Bulgaria
| | - Nikola Kolev
- Department of General and Operative Surgery, Medical University of Varna, 9000 Varna, Bulgaria; (A.Z.); (N.K.)
- First Clinic of Surgery, UMHAT “St. Marina”, 9000 Varna, Bulgaria
| | - Eleonora Dimitrova
- Department of Oncology, Medical University of Varna, 9000 Varna, Bulgaria; (E.D.); (N.C.)
- Clinic of Medical Oncology, UMHAT “St. Marina”, 9000 Varna, Bulgaria
| | - Nikolay Conev
- Department of Oncology, Medical University of Varna, 9000 Varna, Bulgaria; (E.D.); (N.C.)
- Clinic of Medical Oncology, UMHAT “St. Marina”, 9000 Varna, Bulgaria
| | - Diana Ivanova
- Department of Biochemistry, Molecular Medicine and Nutrigenomics, Medical University of Varna, 9000 Varna, Bulgaria; (G.M.); (D.I.)
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