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Chen M, Zhang X, Ming Z, Lingyu, Feng X, Han Z, An HX. Characterizing and forecasting neoantigens-resulting from MUC mutations in COAD. J Transl Med 2024; 22:315. [PMID: 38539235 PMCID: PMC10967086 DOI: 10.1186/s12967-024-05103-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2024] [Accepted: 03/15/2024] [Indexed: 08/09/2024] Open
Abstract
BACKGROUND The treatment for colon adenocarcinoma (COAD) faces challenges in terms of immunotherapy effectiveness due to multiple factors. Because of the high tumor specificity and immunogenicity, neoantigen has been considered a pivotal target for cancer immunotherapy. Therefore, this study aims to identify and predict the potential tumor antigens of MUC somatic mutations (MUCmut) in COAD. METHODS Three databases of TCGA, TIMER2.0, and cBioPortal were used for a detailed evaluation of the association between MUCmut and multi-factors like tumor mutation burden (TMB), microsatellite instability (MSI), prognosis, and the tumor microenvironment within the context of total 2242 COAD patients. Next, TSNAdb and the differential agretopicity index (DAI) were utilized to predict high-confidence neopeptides for MUCmut based on 531 COAD patients' genomic information. DAI was calculated by subtraction of its predicted HLA binding affinity of the MUCmut peptide from the corresponding wild-type peptide. RESULTS The top six mutation frequencies (14 to 2.9%) were from MUC16, MUC17, MUC5B, MUC2, MUC4 and MUC6. COAD patients with MUC16 and MUC4 mutations had longer DFS and PFS. However, patients with MUC13 and MUC20 mutations had shorter OS. Patients with the mutation of MUC16, MUC5B, MUC2, MUC4, and MUC6 exhibited higher TMB and MSI. Moreover, these mutations from the MUC family were associated with the infiltration of diverse lymphocyte cells and the expression of immune checkpoint genes. Through TSNAdb 1.0/NetMHCpan v2.8, 452 single nucleotide variants (SNVs) of MUCmut peptides were identified. Moreover, through TSNAdb2.0/NetMHCpan v4.0, 57 SNVs, 1 Q-frame shift (TS), and 157 short insertions/deletions (INDELs) of MUCmut were identified. Finally, 10 high-confidence neopeptides of MUCmut were predicted by DAI. CONCLUSIONS Together, our findings establish the immunogenicity and therapeutic potential of mutant MUC family-derived neoantigens. Through combining the tools of TSNAdb and DAI, a group of novel MUCmut neoantigens were identified as potential targets for immunotherapy.
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Affiliation(s)
- Min Chen
- Clinical Central Research Core, Shanxi Bethune Hospital, Shanxi Medical University, Taiyuan, Shanxi, China.
| | - Xin Zhang
- The Center Laboratory, Shanghai Medical College, Zhongshan Hospital (Xiamen Affiliated) of Fudan University, Fudan University, Xiamen, China
| | - Zihe Ming
- Cancer Center and Department of Breast and Thyroid Surgery, School of Medicine, Xiang'an Hospital of Xiamen University, Xiamen University, Xiamen, China
| | - Lingyu
- Shanxi Bethune Hospital, Shanxi Medical University, Taiyuan, Shanxi, China
| | - Xiaorong Feng
- Department of Chemistry and Key Laboratory for Preparation and Application of Ordered Structural Materials of Guangdong Province, Chemistry and Chemical Engineering Guangdong Laboratory, Shantou University, Guangdong, China
| | - Zhenguo Han
- Department of Colorectal and Anal Surgery, Shanxi Bethune Hospital, Shanxi Medical University, Taiyuan, Shanxi, China
| | - Han-Xiang An
- Clinical Central Research Core, Shanxi Bethune Hospital, Shanxi Medical University, Taiyuan, Shanxi, China.
- The Cancer Center, Shanxi Bethune Hospital, Shanxi Medical University, Taiyuan, Shanxi, China.
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2
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Liu J, Xing R, Shao J, Jiao S. Relationship Between MUC4 Variants and Metastatic Recurrence in Colorectal Cancer. Int J Gen Med 2023; 16:5077-5087. [PMID: 37942474 PMCID: PMC10629456 DOI: 10.2147/ijgm.s437957] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2023] [Accepted: 10/20/2023] [Indexed: 11/10/2023] Open
Abstract
Background Recurrent metastasis after radical resection in patients of colorectal cancer (CRC) is a great challenge for the world, in which genomic alterations play a major role in tumorigenesis. MUC4 plays a significant role in recurrence and metastasis in tumor. This study is aimed at exploring the association between MUC4 variants and metastatic recurrence of CRC. Methods Forty-seven patients relapsing with metastasis and 37 patients remaining disease-free postoperatively were enrolled. Next-generation sequencing (NGS) detected mutations. Mutation and mRNA expression data were downloaded from TCGA and cBioPortal databases. We analyzed the relationship between MUC4 variants and clinical parameters, as well as possible molecular mechanisms. Results MUC4 variants rs56359992 and rs781124621 were associated with survival in patients with CRC. Rs56359992 was more common in patients with metastatic recurrence. MAPK pathway, PI3K-Akt pathway, JAK-STAT pathway, cell cycle, WNT pathway and mTOR pathway were found to correlate with MUC4 mutation by GO/KEGG analysis, as well as resting and activated mast cell related to MUC4 mutation by CIBERSORT analysis. Conclusion Genetic variants of MUC4 with CRC may constitute a molecular signature of metastatic recurrence. MUC4 may become a new target for the treatment of CRC recurrence.
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Affiliation(s)
- Jieqiong Liu
- Medical School of Chinese PLA, Beijing, 100853, People’s Republic of China
| | - Rongge Xing
- Cangzhou Central Hospital, Cangzhou, Hebei Province, 061000, People’s Republic of China
| | - Jiakang Shao
- Medical School of Chinese PLA, Beijing, 100853, People’s Republic of China
| | - Shunchang Jiao
- Medical School of Chinese PLA, Beijing, 100853, People’s Republic of China
- Department of Oncology, the First Medical Center, Chinese PLA General Hospital, Beijing, 100853, People’s Republic of China
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3
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Hua C, Chuang C, Chien Y, Su C, Chen S, Liu L, Yang S, Yu Y. Analysis of MUC6 polymorphisms on the clinicopathologic characteristics of Asian patients with oral squamous cell carcinoma. J Cell Mol Med 2023; 27:2594-2602. [PMID: 37581476 PMCID: PMC10468665 DOI: 10.1111/jcmm.17886] [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: 04/25/2023] [Revised: 07/09/2023] [Accepted: 07/19/2023] [Indexed: 08/16/2023] Open
Abstract
Head and neck squamous cell carcinomas (HNSCCs) are generally associated with tobacco consumption, alcohol abuse or both. Mucins (MUCs) are high-molecular-weight glycoproteins produced by many epithelial tissues. Many studies have indicated that MUCs play an important role in cancer metastasis. MUC6 expression has been observed in gastric and oncocytic phenotypes and plays an important role during cancer progression. We found that levels of MUC6 are lower in Asian HNCC patients and affect the disease-free survival of HNCC patients. Next, we investigated the combined effect of MUC6 polymorphisms and exposure to environmental carcinogens on the susceptibility to and clinicopathological characteristics of HNCC. Three single-nucleotide polymorphisms (SNPs) of MUC6 (rs7481521, rs6597947 and rs61869016) were analysed using real-time PCR. After adjusting for other co-variants, we found that carrying a CC genotype at MUC6 rs6597947 led to a lower risk of developing oral squamous cell carcinoma (OSCC) than wild-type carriers among non-betel-quid chewers. Moreover, male oral cancer patients who carried the AA + CC genotype at MUC6 rs6597947 had a lower risk of lymph node metastasis than other genotypes, suggesting a significant functional compromise and decompensated disease. Therefore, our findings suggest that genetic variations in MUC6 may correlate to OSCC and indicate the progression in OSCC patients.
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Affiliation(s)
- Chun‐Hung Hua
- Department of Otorhinolaryngology Head and Neck SurgeryChina Medical University HospitalTaichungTaiwan
| | - Chun‐Yi Chuang
- School of MedicineChung Shan Medical UniversityTaichungTaiwan
- Department of OtolaryngologyChung Shan Medical University HospitalTaichungTaiwan
| | - Yi‐Chung Chien
- Graduate Institute of Biomedical SciencesChina Medical UniversityTaichungTaiwan
- Institute of Translational Medicine and New Drug DevelopmentChina Medical UniversityTaichungTaiwan
- Center for Molecular MedicineChina Medical University HospitalTaichungTaiwan
| | - Chun‐Wen Su
- Institute of MedicineChung Shan Medical UniversityTaichungTaiwan
- Department of Medical ResearchChung Shan Medical University HospitalTaichungTaiwan
| | - Shuo‐Chueh Chen
- Division of Pulmonary and Critical Care Medicine, Department of Internal MedicineChina Medical University HospitalTaichungTaiwan
| | - Liang‐Chih Liu
- School of Medicine, College of MedicineChina Medical UniversityTaichungTaiwan
- Department of SurgeryChina Medical University HospitalTaichungTaiwan
| | - Shun‐Fa Yang
- Institute of MedicineChung Shan Medical UniversityTaichungTaiwan
- Department of Medical ResearchChung Shan Medical University HospitalTaichungTaiwan
| | - Yung‐Luen Yu
- Graduate Institute of Biomedical SciencesChina Medical UniversityTaichungTaiwan
- Institute of Translational Medicine and New Drug DevelopmentChina Medical UniversityTaichungTaiwan
- Center for Molecular MedicineChina Medical University HospitalTaichungTaiwan
- Department of Medical Laboratory Science and BiotechnologyAsia UniversityTaichungTaiwan
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4
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Kwon MJ, Lee JY, Kim EJ, Ko EJ, Ryu CS, Cho HJ, Jun HH, Kim JW, Kim NK. Genetic variants of MUC4 are associated with susceptibility to and mortality of colorectal cancer and exhibit synergistic effects with LDL-C levels. PLoS One 2023; 18:e0287768. [PMID: 37384668 PMCID: PMC10310026 DOI: 10.1371/journal.pone.0287768] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2022] [Accepted: 06/13/2023] [Indexed: 07/01/2023] Open
Abstract
As a disease with high mortality and prevalence rates worldwide, colorectal cancer (CRC) has been thoroughly investigated. Mucins are involved in the induction of CRC and the regulation of intestinal homeostasis but a member of the mucin gene family MUC4 has a controversial role in CRC. MUC4 has been associated with either decreased susceptibility to or a worse prognosis of CRC. In our study, the multifunctional aspects of MUC4 were elucidated by genetic polymorphism analysis in a case-control study of 420 controls and 464 CRC patients. MUC4 rs1104760 A>G polymorphism had a protective effect on CRC risk (AG, AOR = 0.537; GG, AOR = 0.297; dominant model, AOR = 0.493; recessive model, AOR = 0.382) and MUC4 rs2688513 A>G was associated with an increased mortality rate of CRC (5 years, GG, adjusted HR = 6.496; recessive model, adjusted HR = 5.848). In addition, MUC4 rs1104760 A>G showed a high probability of being a potential biomarker for CRC patients with low-density lipoprotein cholesterol (LDL-C) in the risk range while showing a significant synergistic effect with the LDL-C level. This is the first study to indicate a significant association between MUC4 genetic polymorphisms and CRC prevalence, suggesting a functional genetic variant with the LDL-C level, for CRC prevention.
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Affiliation(s)
- Min Jung Kwon
- Department of Biomedical Science, College of Life Science, CHA University, Seongnam, South Korea
| | - Jeong Yong Lee
- Department of Biomedical Science, College of Life Science, CHA University, Seongnam, South Korea
| | - Eo Jin Kim
- Division of Hematology/Oncology, Department of Internal Medicine, Kangbuk Samsung Hospital, Sungkyunkwan University School of Medicine, Seoul, South Korea
| | - Eun Ju Ko
- Department of Biomedical Science, College of Life Science, CHA University, Seongnam, South Korea
| | - Chang Soo Ryu
- Department of Biomedical Science, College of Life Science, CHA University, Seongnam, South Korea
| | - Hye Jung Cho
- Department of Surgery, CHA Bundang Medical Center, CHA University, Seongnam, South Korea
| | - Hak Hoon Jun
- Department of Surgery, CHA Bundang Medical Center, CHA University, Seongnam, South Korea
| | - Jong Woo Kim
- Department of Surgery, CHA Bundang Medical Center, CHA University, Seongnam, South Korea
| | - Nam Keun Kim
- Department of Biomedical Science, College of Life Science, CHA University, Seongnam, South Korea
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5
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Cox KE, Liu S, Lwin TM, Hoffman RM, Batra SK, Bouvet M. The Mucin Family of Proteins: Candidates as Potential Biomarkers for Colon Cancer. Cancers (Basel) 2023; 15:1491. [PMID: 36900282 PMCID: PMC10000725 DOI: 10.3390/cancers15051491] [Citation(s) in RCA: 16] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2023] [Revised: 02/23/2023] [Accepted: 02/24/2023] [Indexed: 03/08/2023] Open
Abstract
Mucins (MUC1-MUC24) are a family of glycoproteins involved in cell signaling and barrier protection. They have been implicated in the progression of numerous malignancies including gastric, pancreatic, ovarian, breast, and lung cancer. Mucins have also been extensively studied with respect to colorectal cancer. They have been found to have diverse expression profiles amongst the normal colon, benign hyperplastic polyps, pre-malignant polyps, and colon cancers. Those expressed in the normal colon include MUC2, MUC3, MUC4, MUC11, MUC12, MUC13, MUC15 (at low levels), and MUC21. Whereas MUC5, MUC6, MUC16, and MUC20 are absent from the normal colon and are expressed in colorectal cancers. MUC1, MUC2, MUC4, MUC5AC, and MUC6 are currently the most widely covered in the literature regarding their role in the progression from normal colonic tissue to cancer.
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Affiliation(s)
- Kristin E. Cox
- Department of Surgery, University of California San Diego, La Jolla, CA 92037, USA
- VA San Diego Healthcare System, La Jolla, CA 92161, USA
| | - Shanglei Liu
- Department of Surgery, University of California San Diego, La Jolla, CA 92037, USA
| | - Thinzar M. Lwin
- Department of Surgical Oncology, City of Hope National Medical Center, Duarte, CA 91010, USA
| | - Robert M. Hoffman
- Department of Surgery, University of California San Diego, La Jolla, CA 92037, USA
- VA San Diego Healthcare System, La Jolla, CA 92161, USA
- AntiCancer, Inc., San Diego, CA 92111, USA
| | - Surinder K. Batra
- Department of Biochemistry and Molecular Biology, University of Nebraska Medical Center, Omaha, NE 68198, USA
| | - Michael Bouvet
- Department of Surgery, University of California San Diego, La Jolla, CA 92037, USA
- VA San Diego Healthcare System, La Jolla, CA 92161, USA
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6
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View from the Biological Property: Insight into the Functional Diversity and Complexity of the Gut Mucus. Int J Mol Sci 2023; 24:ijms24044227. [PMID: 36835646 PMCID: PMC9960128 DOI: 10.3390/ijms24044227] [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: 11/29/2022] [Revised: 02/07/2023] [Accepted: 02/10/2023] [Indexed: 02/23/2023] Open
Abstract
Due to mucin's important protective effect on epithelial tissue, it has garnered extensive attention. The role played by mucus in the digestive tract is undeniable. On the one hand, mucus forms "biofilm" structures that insulate harmful substances from direct contact with epithelial cells. On the other hand, a variety of immune molecules in mucus play a crucial role in the immune regulation of the digestive tract. Due to the enormous number of microorganisms in the gut, the biological properties of mucus and its protective actions are more complicated. Numerous pieces of research have hinted that the aberrant expression of intestinal mucus is closely related to impaired intestinal function. Therefore, this purposeful review aims to provide the highlights of the biological characteristics and functional categorization of mucus synthesis and secretion. In addition, we highlight a variety of the regulatory factors for mucus. Most importantly, we also summarize some of the changes and possible molecular mechanisms of mucus during certain disease processes. All these are beneficial to clinical practice, diagnosis, and treatment and can provide some potential theoretical bases. Admittedly, there are still some deficiencies or contradictory results in the current research on mucus, but none of this diminishes the importance of mucus in protective impacts.
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7
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Turner MA, Hollandsworth HM, Amirfakhri S, Lwin TM, Nishino H, Neel NC, Natarajan G, Kaur S, Mallya K, Hoffman RM, Batra SK, Bouvet M. Anti-mucin 4 fluorescent antibody brightly targets colon cancer in patient-derived orthotopic xenograft mouse models: A proof-of-concept study for future clinical applications. Am J Surg 2022; 224:1081-1085. [PMID: 35715267 PMCID: PMC9987031 DOI: 10.1016/j.amjsurg.2022.05.036] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2021] [Revised: 04/08/2022] [Accepted: 05/24/2022] [Indexed: 11/01/2022]
Abstract
BACKGROUND There is a high rate of positive surgical margins with resection of liver metastases in colorectal cancer (CRC). The present study reports using a fluorescent anti-mucin 4 (MUC4) antibodies to label primary CRC and liver metastases to better visualize tumor margins in mouse models. METHODS Western blotting for MUC4 protein expression of normal colon and CRC tumor lysates was performed. Orthotopic primary and liver metastatic CRC mouse models received anti-MUC4 antibody conjugated to IR800 (MUC4-IR800). Mice were sacrificed and imaged after 48 hours. RESULTS Western blotting demonstrated increased MUC4 expression in a human CRC cell line and patient-derived primary and liver-metastatic CRCs. The LS174T orthotopic primary CRC model tumor to background ratio (TBR) was 2.04 (±0.35). The patient-derived orthotopic xenograft (PDOX) primary CRC model TBR was 2.17 (±0.35). The PDOX liver metastasis model TBR was 1.56 (±0.53). CONCLUSION MUC4-IR800 provided bright labeling of primary and liver tumors in CRC orthotopic mouse models, demonstrating their future clinical potential for margin visualization in fluorescence guided surgery.
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Affiliation(s)
- Michael A Turner
- Department of Surgery, University of California San Diego, 9300 Campus Point Dr, La Jolla, CA, 92037, USA; VA San Diego Healthcare System, 3350 La Jolla Village Dr., San Diego, CA, 92161, USA.
| | - Hannah M Hollandsworth
- Department of Surgery, University of California San Diego, 9300 Campus Point Dr, La Jolla, CA, 92037, USA; VA San Diego Healthcare System, 3350 La Jolla Village Dr., San Diego, CA, 92161, USA.
| | - Siamak Amirfakhri
- Department of Surgery, University of California San Diego, 9300 Campus Point Dr, La Jolla, CA, 92037, USA; VA San Diego Healthcare System, 3350 La Jolla Village Dr., San Diego, CA, 92161, USA.
| | - Thinzar M Lwin
- Department of Surgery, University of California San Diego, 9300 Campus Point Dr, La Jolla, CA, 92037, USA; VA San Diego Healthcare System, 3350 La Jolla Village Dr., San Diego, CA, 92161, USA.
| | - Hiroto Nishino
- Department of Surgery, University of California San Diego, 9300 Campus Point Dr, La Jolla, CA, 92037, USA; VA San Diego Healthcare System, 3350 La Jolla Village Dr., San Diego, CA, 92161, USA.
| | - Nicholas C Neel
- Department of Surgery, University of California San Diego, 9300 Campus Point Dr, La Jolla, CA, 92037, USA.
| | - Gopalakrishnan Natarajan
- Department of Biochemistry and Molecular Biology, University of Nebraska Medical Center, 985870 Nebraska Medical Center, Omaha, NE, 68198, USA.
| | - Sukhwinder Kaur
- Department of Biochemistry and Molecular Biology, University of Nebraska Medical Center, 985870 Nebraska Medical Center, Omaha, NE, 68198, USA.
| | - Kavita Mallya
- Department of Biochemistry and Molecular Biology, University of Nebraska Medical Center, 985870 Nebraska Medical Center, Omaha, NE, 68198, USA.
| | - Robert M Hoffman
- Department of Surgery, University of California San Diego, 9300 Campus Point Dr, La Jolla, CA, 92037, USA; AntiCancer, Inc., 7917 Ostrow St, San Diego, CA, 92111, USA.
| | - Surinder K Batra
- Department of Biochemistry and Molecular Biology, University of Nebraska Medical Center, 985870 Nebraska Medical Center, Omaha, NE, 68198, USA.
| | - Michael Bouvet
- Department of Surgery, University of California San Diego, 9300 Campus Point Dr, La Jolla, CA, 92037, USA; VA San Diego Healthcare System, 3350 La Jolla Village Dr., San Diego, CA, 92161, USA.
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8
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Ahmad Kendong SM, Raja Ali RA, Nawawi KNM, Ahmad HF, Mokhtar NM. Gut Dysbiosis and Intestinal Barrier Dysfunction: Potential Explanation for Early-Onset Colorectal Cancer. Front Cell Infect Microbiol 2021; 11:744606. [PMID: 34966694 PMCID: PMC8710575 DOI: 10.3389/fcimb.2021.744606] [Citation(s) in RCA: 37] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2021] [Accepted: 11/22/2021] [Indexed: 12/12/2022] Open
Abstract
Colorectal cancer (CRC) is a heterogeneous disease that commonly affects individuals aged more than 50 years old globally. Regular colorectal screening, which is recommended for individuals aged 50 and above, has decreased the number of cancer death toll over the years. However, CRC incidence has increased among younger population (below 50 years old). Environmental factors, such as smoking, dietary factor, urbanization, sedentary lifestyle, and obesity, may contribute to the rising trend of early-onset colorectal cancer (EOCRC) because of the lack of genetic susceptibility. Research has focused on the role of gut microbiota and its interaction with epithelial barrier genes in sporadic CRC. Population with increased consumption of grain and vegetables showed high abundance of Prevotella, which reduces the risk of CRC. Microbes, such as Fusobacterium nucleatum, Bacteroides fragilis and Escherichia coli deteriorate in the intestinal barrier, which leads to the infiltration of inflammatory mediators and chemokines. Gut dysbiosis may also occur following inflammation as clearly observed in animal model. Both gut dysbiosis pre- or post-inflammatory process may cause major alteration in the morphology and functional properties of the gut tissue and explain the pathological outcome of EOCRC. The precise mechanism of disease progression from an early stage until cancer establishment is not fully understood. We hypothesized that gut dysbiosis, which may be influenced by environmental factors, may induce changes in the genome, metabolome, and immunome that could destruct the intestinal barrier function. Also, the possible underlying inflammation may give impact microbial community leading to disruption of physical and functional role of intestinal barrier. This review explains the potential role of the interaction among host factors, gut microenvironment, and gut microbiota, which may provide an answer to EOCRC.
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Affiliation(s)
- Siti Maryam Ahmad Kendong
- Department of Physiology, Faculty of Medicine, Universiti Kebangsaan Malaysia, Kuala Lumpur, Malaysia.,Department of Basic Medical Sciences, Faculty of Medicine and Health Sciences, Universiti Malaysia Sarawak, Sarawak, Malaysia
| | - Raja Affendi Raja Ali
- Gastroenterology Unit, Department of Medicine, Faculty of Medicine, Universiti Kebangsaan Malaysia, Kuala Lumpur, Malaysia.,GUT Research Group, Faculty of Medicine, Universiti Kebangsaan Malaysia, Kuala Lumpur, Malaysia
| | - Khairul Najmi Muhammad Nawawi
- Gastroenterology Unit, Department of Medicine, Faculty of Medicine, Universiti Kebangsaan Malaysia, Kuala Lumpur, Malaysia.,GUT Research Group, Faculty of Medicine, Universiti Kebangsaan Malaysia, Kuala Lumpur, Malaysia
| | - Hajar Fauzan Ahmad
- Department of Industrial Biotechnology, Faculty of Industrial Sciences and Technology, Universiti Malaysia Pahang, Gambang, Malaysia.,Center for Research in Advanced Tropical Bioscience, Universiti Malaysia Pahang, Gambang, Malaysia
| | - Norfilza Mohd Mokhtar
- Department of Physiology, Faculty of Medicine, Universiti Kebangsaan Malaysia, Kuala Lumpur, Malaysia.,GUT Research Group, Faculty of Medicine, Universiti Kebangsaan Malaysia, Kuala Lumpur, Malaysia
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9
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Bendova P, Pardini B, Susova S, Rosendorf J, Levy M, Skrobanek P, Buchler T, Kral J, Liska V, Vodickova L, Landi S, Soucek P, Naccarati A, Vodicka P, Vymetalkova V. Genetic variations in microRNA-binding sites of solute carrier transporter genes as predictors of clinical outcome in colorectal cancer. Carcinogenesis 2021; 42:378-394. [PMID: 33319241 DOI: 10.1093/carcin/bgaa136] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2020] [Revised: 12/01/2020] [Accepted: 12/10/2020] [Indexed: 02/06/2023] Open
Abstract
One of the principal mechanisms of chemotherapy resistance in highly frequent solid tumors, such as colorectal cancer (CRC), is the decreased activity of drug transport into tumor cells due to low expression of important membrane proteins, such as solute carrier (SLC) transporters. Sequence complementarity is a major determinant for target gene recognition by microRNAs (miRNAs). Single-nucleotide polymorphisms (SNPs) in target sequences transcribed into messenger RNA may therefore alter miRNA binding to these regions by either creating a new site or destroying an existing one. miRSNPs may explain the modulation of expression levels in association with increased/decreased susceptibility to common diseases as well as in chemoresistance and the consequent inter-individual variability in drug response. In the present study, we investigated whether miRSNPs in SLC transporter genes may modulate CRC susceptibility and patient's survival. Using an in silico approach for functional predictions, we analyzed 26 miRSNPs in 9 SLC genes in a cohort of 1368 CRC cases and 698 controls from the Czech Republic. After correcting for multiple tests, we found several miRSNPs significantly associated with patient's survival. SNPs in SLCO3A1, SLC22A2 and SLC22A3 genes were defined as prognostic factors in the classification and regression tree analysis. In contrast, we did not observe any significant association between miRSNPs and CRC risk. To the best of our knowledge, this is the first study investigating miRSNPs potentially affecting miRNA binding to SLC transporter genes and their impact on CRC susceptibility or patient's prognosis.
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Affiliation(s)
- Petra Bendova
- Department of Molecular Biology of Cancer, Institute of Experimental Medicine, Videnska, Prague, Czech Republic.,Institute of Biology and Medical Genetics, First Faculty of Medicine, Charles University, Albertov, Prague, Czech Republic.,Biomedical Centre and Department of Surgery, Faculty of Medicine in Pilsen, Charles University, Alej Svobody, Pilsen, Czech Republic
| | - Barbara Pardini
- IIGM Italian Institute for Genomic Medicine, Candiolo, Italy.,Candiolo Cancer Institute, FPO-IRCCS, Candiolo, Italy
| | - Simona Susova
- Biomedical Centre and Department of Surgery, Faculty of Medicine in Pilsen, Charles University, Alej Svobody, Pilsen, Czech Republic.,Toxicogenomics Unit, National Institute of Public Health, Srobarova, Prague, Czech Republic
| | - Jachym Rosendorf
- Biomedical Centre and Department of Surgery, Faculty of Medicine in Pilsen, Charles University, Alej Svobody, Pilsen, Czech Republic
| | - Miloslav Levy
- Department of Surgery, Thomayer University Hospital, Videnska, Prague, Czech Republic
| | - Pavel Skrobanek
- Department of Oncology, Thomayer Hospital, Videnska, Prague, Czech Republic
| | - Tomas Buchler
- Department of Oncology, Thomayer Hospital, Videnska, Prague, Czech Republic
| | - Jan Kral
- Institute for Clinical and Experimental Medicine, IKEM, Prague, Czech Republic
| | - Vaclav Liska
- Biomedical Centre and Department of Surgery, Faculty of Medicine in Pilsen, Charles University, Alej Svobody, Pilsen, Czech Republic
| | - Ludmila Vodickova
- Department of Molecular Biology of Cancer, Institute of Experimental Medicine, Videnska, Prague, Czech Republic.,Institute of Biology and Medical Genetics, First Faculty of Medicine, Charles University, Albertov, Prague, Czech Republic.,Biomedical Centre and Department of Surgery, Faculty of Medicine in Pilsen, Charles University, Alej Svobody, Pilsen, Czech Republic
| | - Stefano Landi
- Department of Biology, University of Pisa, Via Derna, Pisa, Italy
| | - Pavel Soucek
- Biomedical Centre and Department of Surgery, Faculty of Medicine in Pilsen, Charles University, Alej Svobody, Pilsen, Czech Republic.,Toxicogenomics Unit, National Institute of Public Health, Srobarova, Prague, Czech Republic
| | - Alessio Naccarati
- IIGM Italian Institute for Genomic Medicine, Candiolo, Italy.,Candiolo Cancer Institute, FPO-IRCCS, Candiolo, Italy
| | - Pavel Vodicka
- Department of Molecular Biology of Cancer, Institute of Experimental Medicine, Videnska, Prague, Czech Republic.,Institute of Biology and Medical Genetics, First Faculty of Medicine, Charles University, Albertov, Prague, Czech Republic.,Biomedical Centre and Department of Surgery, Faculty of Medicine in Pilsen, Charles University, Alej Svobody, Pilsen, Czech Republic
| | - Veronika Vymetalkova
- Department of Molecular Biology of Cancer, Institute of Experimental Medicine, Videnska, Prague, Czech Republic.,Institute of Biology and Medical Genetics, First Faculty of Medicine, Charles University, Albertov, Prague, Czech Republic.,Biomedical Centre and Department of Surgery, Faculty of Medicine in Pilsen, Charles University, Alej Svobody, Pilsen, Czech Republic
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Mucin expression, epigenetic regulation and patient survival: A toolkit of prognostic biomarkers in epithelial cancers. Biochim Biophys Acta Rev Cancer 2021; 1876:188538. [PMID: 33862149 DOI: 10.1016/j.bbcan.2021.188538] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2021] [Revised: 04/06/2021] [Accepted: 04/06/2021] [Indexed: 12/12/2022]
Abstract
Twenty mucin genes have been identified and classified in two groups (encoding secreted and membrane-bound proteins). Secreted mucins participate in mucus formation by assembling a 3-dimensional network via oligomerization, whereas membrane-bound mucins are anchored to the outer membrane mediating extracellular interactions and cell signaling. Both groups have been associated with carcinogenesis progression in epithelial cancers, and are therefore considered as potential therapeutic targets. In the present review, we discuss the link between mucin expression patterns and patient survival and propose mucins as prognosis biomarkers of epithelial cancers (esophagus, gastric, pancreatic, colorectal, lung, breast or ovarian cancers). We also investigate the relationship between mucin expression and overall survival in the TCGA dataset. In particular, epigenetic mechanisms regulating mucin gene expression, such as aberrant DNA methylation and histone modification, are interesting as they are also associated with diagnosis or prognosis significance. Indeed, mucin hypomethylation has been shown to be associated with carcinogenesis progression and was linked to prognosis in colon cancer or pancreatic cancer patients. Finally we describe the relationship between mucin expression and non-coding RNAs that also may serve as biomarkers. Altogether the concomitant knowledge of specific mucin-pattern expression and epigenetic regulation could be translated as biomarkers with a better specificity/sensitivity performance in several epithelial cancers.
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11
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Liu Y, Peng FX. Research progress on O-GlcNAcylation in the occurrence, development, and treatment of colorectal cancer. World J Gastrointest Surg 2021; 13:96-115. [PMID: 33643531 PMCID: PMC7898190 DOI: 10.4240/wjgs.v13.i2.96] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/17/2020] [Revised: 12/21/2020] [Accepted: 12/29/2020] [Indexed: 02/06/2023] Open
Abstract
For a long time, colorectal cancer (CRC) has been ranked among the top cancer-related mortality rates, threatening human health. As a significant post-translational modification, O-GlcNAcylation plays an essential role in complex life activities. Related studies have found that the occurrence, development, and metastasis of CRC are all related to abnormal O-GlcNAcylation and participate in many critical biological processes, such as gene transcription, signal transduction, cell growth, and differentiation. Recently, nucleotide sugar analogs, tumor-specific carbohydrate vaccine, SIRT1 longevity gene, dendritic cells as targets, and NOTCH gene have become effective methods to induce antitumor therapy. Not long ago, checkpoint kinase 1 and checkpoint kinase 2 were used as therapeutic targets for CRC, but there are still many problems to be solved. With an in-depth study of protein chip, mass spectrometry, chromatography, and other technologies, O-GlcNAcylation research will accelerate rapidly, which may provide new ideas for the research and development of antitumor drugs and the discovery of new CRC diagnostic markers.
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Affiliation(s)
- Yao Liu
- Department of Gastrointestinal Surgery, The Second Affiliated Hospital of North Sichuan Medical College, Mianyang 621000, Sichuan Province, China
- Department of Gastrointestinal Surgery, Sichuan Mianyang 404 Hospital, Mianyang 621000, Sichuan Province, China
| | - Fang-Xing Peng
- Department of Gastrointestinal Surgery, The Second Affiliated Hospital of North Sichuan Medical College, Mianyang 621000, Sichuan Province, China
- Department of Gastrointestinal Surgery, Sichuan Mianyang 404 Hospital, Mianyang 621000, Sichuan Province, China
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Chen X, Chen J, Feng Y, Guan W. Prognostic Value of SLC4A4 and its Correlation with Immune Infiltration in Colon Adenocarcinoma. Med Sci Monit 2020; 26:e925016. [PMID: 32949121 PMCID: PMC7526338 DOI: 10.12659/msm.925016] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022] Open
Abstract
BACKGROUND SLC4A4 is differentially expressed in a variety of tumors, but its significance in colon adenocarcinoma has not been determined. MATERIAL AND METHODS Transcriptomes of two cohorts, GSE41258 and GSE32323, contained in The Cancer Genome Atlas (TCGA) were analysed to determine differences in SLC4A4 expression between tumor and normal tissue and their correlations with overall survival. The relationships between SLC4A4 expression and clinical characteristics were determined by COX regression analysis and logistic regression analysis, and correlations of SLC4A4 levels with tumor infiltrating immune cells (TIICs) and genes with high mutation frequency were evaluated by Pearson correlation analysis. Molecular functions and signaling pathways that might be affected by changes in SLC4A4 expression were determined by gene set enrichment analysis (GSEA). The overall distribution of TIICs was determined by two web servers: tumor immune estimation resource (TIMER) and CIBERSORT. RESULTS SLC4A4 expression was lower in colon adenocarcinoma than in normal colon tissue, suggesting that SLC4A4 was associated with poor prognosis. Reduced SLC4A4 expression was also associated with lymph node invasion and distant metastasis and was moderately correlated with increased expression of MUC4 and SMAD4, two genes with high mutation frequency in colon adenocarcinoma. GSEA indicated that changes in SLC4A4 expression affects several biological processes, including mismatch repair, base excision repair, and DNA replication. Eight TIICs in the tumor microenvironment differed significantly in groups with low and high expression of SLC4A4. CONCLUSIONS SLC4A4 may be a novel biomarker predicting prognosis in patients with colon adenocarcinoma. TIICs differed significantly in samples with higher and lower expression of SLC4A4.
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Affiliation(s)
- Xiaoli Chen
- Department of Pathology, The First People's Hospital of Nantong, Nantong, Jiangsu, China (mainland)
| | - Jianing Chen
- Medical School of Nantong University, Nantong, Jiangsu, China (mainland)
| | - Yan Feng
- Department of Pathology, The First People's Hospital of Nantong, Nantong, Jiangsu, China (mainland)
| | - Wei Guan
- Department of Radiation Oncology, The Affiliated Hospital of Nantong University, Nantong, Jiangsu, China (mainland)
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13
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Vymetalkova V, Rosa F, Susova S, Bendova P, Levy M, Buchler T, Kral J, Bartu L, Vodickova L, Hughes DJ, Soucek P, Naccarati A, Kumar R, Vodicka P, Pardini B. Expression quantitative trait loci in ABC transporters are associated with survival in 5-FU treated colorectal cancer patients. Mutagenesis 2020; 35:273-281. [DOI: 10.1093/mutage/gez050] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/30/2023] Open
Abstract
Abstract
The chemotherapeutic efficacy in colorectal cancer (CRC) is limited due to the inter-individual variability in drug response and the development of tumour resistance. ATP-binding cassette (ABC) transporters are crucial in the development of resistance by the efflux of anticancer agents from cancer cells. In this study, we identified 14 single nucleotide polymorphisms (SNPs) in 11 ABC transporter genes acting as an expression of quantitative trait loci (eQTLs), i.e. whose variation influence the expression of many downstream genes. These SNPs were genotyped in a case–control study comprising 1098 cases and 1442 healthy controls and analysed in relation to CRC development risk and patient survival. Considering a strict correction for multiple tests, we did not observe any significant association between SNPs and CRC risk. The rs3819720 polymorphism in the ABCB3/TAP2 gene was statistically significantly associated with shorter overall survival (OS) in the codominant, and dominant models [GA vs. GG, hazard ratio (HR) = 1.48; P = 0.002; AA vs. GG, HR = 1.70; P = 0.004 and GA + AA vs. GG, HR = 1.52; P = 0.0006]. Additionally, GA carriers of the same SNP displayed worse OS after receiving 5-FU based chemotherapy. The variant allele of rs3819720 polymorphism statistically significantly affected the expression of 36 downstream genes. Screening for eQTL polymorphisms in relevant genes such as ABC transporters that can regulate the expression of several other genes may help to identify the genetic background involved in the individual response to the treatment of CRC patients.
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Affiliation(s)
- Veronika Vymetalkova
- Department of Molecular Biology of Cancer, Institute of Experimental Medicine, Prague, Czech Republic
- Institute of Biology and Medical Genetics, First Faculty of Medicine, Charles University, Prague, Czech Republic
- Biomedical Centre, Faculty of Medicine in Pilsen, Charles University, Pilsen, Czech Republic
| | - Fabio Rosa
- IIGM Italian Institute for Genomic Medicine, Turin, Italy
| | - Simona Susova
- Biomedical Centre, Faculty of Medicine in Pilsen, Charles University, Pilsen, Czech Republic
- Toxicogenomics Unit, National Institute of Public Health, Prague, Czech Republic
| | - Petra Bendova
- Department of Molecular Biology of Cancer, Institute of Experimental Medicine, Prague, Czech Republic
- Biomedical Centre, Faculty of Medicine in Pilsen, Charles University, Pilsen, Czech Republic
| | - Miroslav Levy
- Department of Surgery, First Faculty of Medicine, Charles University and Thomayer Hospital, Prague, Czech Republic
| | - Tomas Buchler
- Department of Oncology, First Faculty of Medicine, Charles University and Thomayer Hospital, Prague, Czech Republic
| | - Jan Kral
- Institute for Clinical and Experimental Medicine, IKEM, Prague, Czech Republic
| | - Linda Bartu
- Department of Molecular Biology of Cancer, Institute of Experimental Medicine, Prague, Czech Republic
| | - Ludmila Vodickova
- Department of Molecular Biology of Cancer, Institute of Experimental Medicine, Prague, Czech Republic
- Institute of Biology and Medical Genetics, First Faculty of Medicine, Charles University, Prague, Czech Republic
- Biomedical Centre, Faculty of Medicine in Pilsen, Charles University, Pilsen, Czech Republic
| | - David J Hughes
- Cancer Biology and Therapeutics Group, UCD Conway Institute, School of Biomolecular and Biomedical Science, University College Dublin, Dublin, Ireland
| | - Pavel Soucek
- Biomedical Centre, Faculty of Medicine in Pilsen, Charles University, Pilsen, Czech Republic
- Toxicogenomics Unit, National Institute of Public Health, Prague, Czech Republic
| | - Alessio Naccarati
- Department of Molecular Biology of Cancer, Institute of Experimental Medicine, Prague, Czech Republic
- IIGM Italian Institute for Genomic Medicine, Turin, Italy
| | - Rajiv Kumar
- Division of Molecular Genetic Epidemiology
- Division of Functional Genome Analysis, German Cancer Research Centre, Heidelberg, Germany
| | - Pavel Vodicka
- Department of Molecular Biology of Cancer, Institute of Experimental Medicine, Prague, Czech Republic
- Institute of Biology and Medical Genetics, First Faculty of Medicine, Charles University, Prague, Czech Republic
- Biomedical Centre, Faculty of Medicine in Pilsen, Charles University, Pilsen, Czech Republic
| | - Barbara Pardini
- IIGM Italian Institute for Genomic Medicine, Turin, Italy
- Candiolo Cancer Institute, FPO-IRCCS, Candiolo, Italy
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14
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Correction: Single nucleotide polymorphisms within MUC4 are associated with colorectal cancer survival. PLoS One 2019; 14:e0218064. [PMID: 31170239 PMCID: PMC6553761 DOI: 10.1371/journal.pone.0218064] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022] Open
Abstract
[This corrects the article DOI: 10.1371/journal.pone.0216666.].
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