1
|
Liu B, Polack M, Coudray N, Quiros AC, Sakellaropoulos T, Crobach ASLP, van Krieken JHJM, Yuan K, Tollenaar RAEM, Mesker WE, Tsirigos A. Self-Supervised Learning Reveals Clinically Relevant Histomorphological Patterns for Therapeutic Strategies in Colon Cancer. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.02.26.582106. [PMID: 38496571 PMCID: PMC10942268 DOI: 10.1101/2024.02.26.582106] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/19/2024]
Abstract
Self-supervised learning (SSL) automates the extraction and interpretation of histopathology features on unannotated hematoxylin-and-eosin-stained whole-slide images (WSIs). We trained an SSL Barlow Twins-encoder on 435 TCGA colon adenocarcinoma WSIs to extract features from small image patches. Leiden community detection then grouped tiles into histomorphological phenotype clusters (HPCs). HPC reproducibility and predictive ability for overall survival was confirmed in an independent clinical trial cohort (N=1213 WSIs). This unbiased atlas resulted in 47 HPCs displaying unique and sharing clinically significant histomorphological traits, highlighting tissue type, quantity, and architecture, especially in the context of tumor stroma. Through in-depth analysis of these HPCs, including immune landscape and gene set enrichment analysis, and association to clinical outcomes, we shed light on the factors influencing survival and responses to treatments like standard adjuvant chemotherapy and experimental therapies. Further exploration of HPCs may unveil new insights and aid decision-making and personalized treatments for colon cancer patients.
Collapse
|
2
|
Zeng J, Fan W, Li J, Wu G, Wu H. KRAS/NRAS Mutations Associated with Distant Metastasis and BRAF/PIK3CA Mutations Associated with Poor Tumor Differentiation in Colorectal Cancer. Int J Gen Med 2023; 16:4109-4120. [PMID: 37720173 PMCID: PMC10503567 DOI: 10.2147/ijgm.s428580] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2023] [Accepted: 08/30/2023] [Indexed: 09/19/2023] Open
Abstract
Background The occurrence, progression, and prognosis of colorectal cancer (CRC) are regulated by EGFR-mediated signaling pathways. However, the relationship between the core genes (KRAS/NRAS/BRAF/PIK3CA) status in the signaling pathways and clinicopathological characteristics of CRC patients in Hakka population remains controversial. Methods Patients were genotyped for KRAS (codons 12, 13, 61, 117, and 146), NRAS (codons 12, 61, 117, and 146), BRAF (codons 600), and PIK3CA (codons 542, 545 and 1047) mutations. Clinical records were collected, and clinicopathological characteristic associations were analyzed together with mutations of studied genes. Results Four hundred and eight patients (256 men and 152 women) were included in the analysis. At least one mutation in the four genes was detected in 216 (52.9%) patients, while none was detected in 192 (47.1%) patients. KRAS, NRAS, BRAF, and PIK3CA mutation status were detected in 190 (46.6%), 11 (2.7%), 10 (2.5%), 34 (8.3%) samples, respectively. KRAS exon 2 had the highest proportion (62.5%). Age, tumor site, tumor size, lymphovascular invasion, and perineural invasion were not associated with gene mutations. KRAS mutations (adjusted OR 1.675, 95% CI 1.017-2.760, P=0.043) and NRAS mutations (adjusted OR 5.183, 95% CI 1.239-21.687, P=0.024) appeared more frequently in patients with distant metastasis. BRAF mutations (adjusted OR 7.224, 95% CI 1.356-38.488, P=0.021) and PIK3CA mutations (adjusted OR 3.811, 95% CI 1.268-11.455, P=0.017) associated with poorly differentiated tumor. Conclusion KRAS/NRAS mutations are associated with distant metastasis and BRAF/PIK3CA mutations are associated with poor tumor differentiation in CRC. And the results provided a better understanding between clinicopathological characteristics and gene mutations in CRC patients.
Collapse
Affiliation(s)
- Juanzi Zeng
- Department of Medical Oncology, Meizhou People’s Hospital, Meizhou Academy of Medical Sciences, Meizhou, People’s Republic of China
- Center for Precision Medicine, Meizhou People’s Hospital, Meizhou Academy of Medical Sciences, Meizhou, People’s Republic of China
| | - Wenwei Fan
- Department of Gastroenterology, Dongguan Eighth People’s Hospital, Dongguan, People’s Republic of China
| | - Jiaquan Li
- Department of Medical Oncology, Meizhou People’s Hospital, Meizhou Academy of Medical Sciences, Meizhou, People’s Republic of China
- Center for Precision Medicine, Meizhou People’s Hospital, Meizhou Academy of Medical Sciences, Meizhou, People’s Republic of China
| | - Guowu Wu
- Department of Medical Oncology, Meizhou People’s Hospital, Meizhou Academy of Medical Sciences, Meizhou, People’s Republic of China
- Center for Precision Medicine, Meizhou People’s Hospital, Meizhou Academy of Medical Sciences, Meizhou, People’s Republic of China
| | - Heming Wu
- Center for Precision Medicine, Meizhou People’s Hospital, Meizhou Academy of Medical Sciences, Meizhou, People’s Republic of China
| |
Collapse
|
3
|
Shimada Y, Okuda S, Watanabe Y, Tajima Y, Nagahashi M, Ichikawa H, Nakano M, Sakata J, Takii Y, Kawasaki T, Homma KI, Kamori T, Oki E, Ling Y, Takeuchi S, Wakai T. Histopathological characteristics and artificial intelligence for predicting tumor mutational burden-high colorectal cancer. J Gastroenterol 2021; 56:547-559. [PMID: 33909150 DOI: 10.1007/s00535-021-01789-w] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/31/2020] [Accepted: 04/15/2021] [Indexed: 02/06/2023]
Abstract
BACKGROUND Tumor mutational burden-high (TMB-H), which is detected with gene panel testing, is a promising biomarker for immune checkpoint inhibitors (ICIs) in colorectal cancer (CRC). However, in clinical practice, not every patient is tested for TMB-H using gene panel testing. We aimed to identify the histopathological characteristics of TMB-H CRC for efficient selection of patients who should undergo gene panel testing. Moreover, we attempted to develop a convolutional neural network (CNN)-based algorithm to predict TMB-H CRC directly from hematoxylin and eosin (H&E) slides. METHODS We used two CRC cohorts tested for TMB-H, and whole-slide H&E digital images were obtained from the cohorts. The Japanese CRC (JP-CRC) cohort (N = 201) was evaluated to detect the histopathological characteristics of TMB-H using H&E slides. The JP-CRC cohort and The Cancer Genome Atlas (TCGA) CRC cohort (N = 77) were used to develop a CNN-based TMB-H prediction model from the H&E digital images. RESULTS Tumor-infiltrating lymphocytes (TILs) were significantly associated with TMB-H CRC (P < 0.001). The area under the curve (AUC) for predicting TMB-H CRC was 0.910. We developed a CNN-based TMB-H prediction model. Validation tests were conducted 10 times using randomly selected slides, and the average AUC for predicting TMB-H slides was 0.934. CONCLUSIONS TILs, a histopathological characteristic detected with H&E slides, are associated with TMB-H CRC. Our CNN-based model has the potential to predict TMB-H CRC directly from H&E slides, thereby reducing the burden on pathologists. These approaches will provide clinicians with important information about the applications of ICIs at low cost.
Collapse
Affiliation(s)
- Yoshifumi Shimada
- Division of Digestive and General Surgery, Niigata University Graduate School of Medical and Dental Sciences, 1-757 Asahimachi-dori, Chuo-ku, Niigata, Niigata, 951-8510, Japan.,Medical Genome Center, Niigata University Medical and Dental Hospital, Niigata, Japan
| | - Shujiro Okuda
- Division of Bioinformatics, Niigata University Graduate School of Medical and Dental Sciences, 1-757 Asahimachi-dori, Chuo-ku, Niigata, Niigata, 951-8510, Japan. .,Medical Genome Center, Niigata University Medical and Dental Hospital, Niigata, Japan.
| | - Yu Watanabe
- Division of Bioinformatics, Niigata University Graduate School of Medical and Dental Sciences, 1-757 Asahimachi-dori, Chuo-ku, Niigata, Niigata, 951-8510, Japan.,Division of Cancer Genome Informatics, Niigata University Graduate School of Medical and Dental Sciences, Niigata, Japan
| | - Yosuke Tajima
- Division of Digestive and General Surgery, Niigata University Graduate School of Medical and Dental Sciences, 1-757 Asahimachi-dori, Chuo-ku, Niigata, Niigata, 951-8510, Japan
| | - Masayuki Nagahashi
- Division of Digestive and General Surgery, Niigata University Graduate School of Medical and Dental Sciences, 1-757 Asahimachi-dori, Chuo-ku, Niigata, Niigata, 951-8510, Japan
| | - Hiroshi Ichikawa
- Division of Digestive and General Surgery, Niigata University Graduate School of Medical and Dental Sciences, 1-757 Asahimachi-dori, Chuo-ku, Niigata, Niigata, 951-8510, Japan
| | - Masato Nakano
- Division of Digestive and General Surgery, Niigata University Graduate School of Medical and Dental Sciences, 1-757 Asahimachi-dori, Chuo-ku, Niigata, Niigata, 951-8510, Japan
| | - Jun Sakata
- Division of Digestive and General Surgery, Niigata University Graduate School of Medical and Dental Sciences, 1-757 Asahimachi-dori, Chuo-ku, Niigata, Niigata, 951-8510, Japan
| | - Yasumasa Takii
- Department of Surgery, Niigata Cancer Center Hospital, Niigata, Japan
| | - Takashi Kawasaki
- Department of Pathology, Niigata Cancer Center Hospital, Niigata, Japan
| | - Kei-Ichi Homma
- Department of Pathology, Niigata Cancer Center Hospital, Niigata, Japan
| | - Tomohiro Kamori
- Department of Surgery and Science, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Eiji Oki
- Department of Surgery and Science, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Yiwei Ling
- Division of Bioinformatics, Niigata University Graduate School of Medical and Dental Sciences, 1-757 Asahimachi-dori, Chuo-ku, Niigata, Niigata, 951-8510, Japan
| | - Shiho Takeuchi
- Division of Bioinformatics, Niigata University Graduate School of Medical and Dental Sciences, 1-757 Asahimachi-dori, Chuo-ku, Niigata, Niigata, 951-8510, Japan.,Division of Cancer Genome Informatics, Niigata University Graduate School of Medical and Dental Sciences, Niigata, Japan
| | - Toshifumi Wakai
- Division of Digestive and General Surgery, Niigata University Graduate School of Medical and Dental Sciences, 1-757 Asahimachi-dori, Chuo-ku, Niigata, Niigata, 951-8510, Japan. .,Medical Genome Center, Niigata University Medical and Dental Hospital, Niigata, Japan.
| |
Collapse
|
4
|
Chiang SF, Huang HH, Tsai WS, Chin-Ming Tan B, Yang CY, Huang PJ, Yi-Feng Chang I, Lin J, Lu PS, Chin E, Liu YH, Yu JS, Chiang JM, Hung HY, You JF, Liu H. Comprehensive functional genomic analyses link APC somatic mutation and mRNA-miRNA networks to the clinical outcome of stage-III colorectal cancer patients. Biomed J 2021; 45:347-360. [PMID: 35550340 PMCID: PMC9250073 DOI: 10.1016/j.bj.2021.03.001] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2020] [Revised: 01/25/2021] [Accepted: 03/04/2021] [Indexed: 02/07/2023] Open
Abstract
Background Colorectal cancer (CRC) is a major health concern globally, but exhibits regional and/or environmental distinctions in terms of outcome especially for patients with stage III CRC. Methods From 2014 to 2016, matched pairs of tumor and adjacent normal tissue samples from 60 patients with stage I–IV CRC from Chang Gung Memorial Hospital in Taiwan were analyzed using next-generation sequencing. The DNA, mRNA, and miRNA sequences of paired tumor tissues were profiled. An observational study with survival analysis was done. Online datasets of The Cancer Genome Atlas (TCGA) and The International Cancer Genome Consortium (ICGC) were also integrated and compared. Results The gene that exhibited the highest mutation rate was adenomatous polyposis coli (APC) (75.0%), followed by TP53 (70.0%), KRAS (56.6%), and TTN (48.3%). APC was also the most frequently mutated gene in TCGA and ICGC datasets. Surprisingly, for non-metastatic cases (stages I-III), CRC patients with mutated APC had better outcome in terms of overall survival (p = 0.041) and recurrence free survival (p = 0.0048). Particularly for stage III CRC, the overall survival rate was 94.4% and 67.7%, respectively (p = 0.018), and the recurrence free survival rate was 94.4% and 16.7%, respectively (p = 0.00044). Further clinical and gene expression analyses revealed that the APC wt specimens to a greater extent exhibit poor differentiation state as well as EGFR upregulation, providing molecular basis for the poor prognosis of these patients. Finally, based on integrated transcriptome analysis, we constructed the mRNA-miRNA networks underlying disease recurrence of the stage III CRC and uncovered potential therapeutic targets for this clinical condition. Conclusion For stage III CRC, patients with mutated APC had better overall and recurrence free survival.
Collapse
Affiliation(s)
- Sum-Fu Chiang
- Division of Colon and Rectal Surgery, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan; Graduate Institute of Clinical Medical Sciences, College of Medicine, Chang Gung University, Taoyuan, Taiwan
| | - Heng-Hsuan Huang
- Graduate Institute of Biomedical Sciences, College of Medicine, Chang Gung University, Taoyuan, Taiwan
| | - Wen-Sy Tsai
- Division of Colon and Rectal Surgery, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan
| | - Bertrand Chin-Ming Tan
- Graduate Institute of Biomedical Sciences, College of Medicine, Chang Gung University, Taoyuan, Taiwan; Department of Biomedical Sciences, College of Medicine, Chang Gung University, Taoyuan, Taiwan; Research Center for Emerging Viral Infections, College of Medicine, Chang Gung University, Taoyuan, Taiwan; Department of Neurosurgery, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan
| | - Chia-Yu Yang
- Graduate Institute of Biomedical Sciences, College of Medicine, Chang Gung University, Taoyuan, Taiwan; Department of Microbiology and Immunology, College of Medicine, Chang Gung University, Taoyuan, Taiwan; Department of Otolaryngology-Head & Neck Surgery, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan; Molecular Medicine Research Center, Chang Gung University, Taoyuan, Taiwan
| | - Po-Jung Huang
- Graduate Institute of Biomedical Sciences, College of Medicine, Chang Gung University, Taoyuan, Taiwan; Department of Biomedical Sciences, College of Medicine, Chang Gung University, Taoyuan, Taiwan; Genomic Medicine Research Core Laboratory, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan
| | - Ian Yi-Feng Chang
- Department of Neurosurgery, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan; Molecular Medicine Research Center, Chang Gung University, Taoyuan, Taiwan
| | - Jiarong Lin
- Molecular Medicine Research Center, Chang Gung University, Taoyuan, Taiwan
| | - Pei-Shan Lu
- Molecular Medicine Research Center, Chang Gung University, Taoyuan, Taiwan
| | - En Chin
- Graduate Institute of Biomedical Sciences, College of Medicine, Chang Gung University, Taoyuan, Taiwan
| | - Yu-Hao Liu
- Graduate Institute of Biomedical Sciences, College of Medicine, Chang Gung University, Taoyuan, Taiwan
| | - Jau-Song Yu
- Graduate Institute of Biomedical Sciences, College of Medicine, Chang Gung University, Taoyuan, Taiwan; Molecular Medicine Research Center, Chang Gung University, Taoyuan, Taiwan; Department of Cell and Molecular Biology, College of Medicine, Chang Gung University, Taoyuan, Taiwan; Liver Research Center, Chang Gung Memorial Hospital, Linkou, Taoyuan, Taiwan
| | - Jy-Ming Chiang
- Division of Colon and Rectal Surgery, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan
| | - Hsin-Yuan Hung
- Division of Colon and Rectal Surgery, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan
| | - Jeng-Fu You
- Division of Colon and Rectal Surgery, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan
| | - Hsuan Liu
- Division of Colon and Rectal Surgery, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan; Graduate Institute of Biomedical Sciences, College of Medicine, Chang Gung University, Taoyuan, Taiwan; Molecular Medicine Research Center, Chang Gung University, Taoyuan, Taiwan; Department of Cell and Molecular Biology, College of Medicine, Chang Gung University, Taoyuan, Taiwan.
| |
Collapse
|
5
|
Jin J, Shi Y, Zhang S, Yang S. PIK3CA mutation and clinicopathological features of colorectal cancer: a systematic review and Meta-Analysis. Acta Oncol 2020; 59:66-74. [PMID: 31545109 DOI: 10.1080/0284186x.2019.1664764] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Background: There is conflicting evidence regarding the association between PIK3CA mutations and clinicopathological features of colorectal cancer (CRC). We performed a comprehensive meta-analysis investigating the association between PIK3CA mutations and clinicopathological features in CRC, including subgroup analysis of mutations in exons 9 and 20, to elucidate the role of PIK3CA mutations in CRC.Materials and Methods: A detailed literature search was performed within the PubMed, Web of Science, and Embase databases, examining the associations between PIK3CA mutations and demographic characteristics, clinicopathologic parameters, and molecular features in patients with CRC. The odds ratios with 95% confidence intervals were used to estimate the effect of PIK3CA mutations on outcome parameters.Results: Forty-four studies enrolling 17621 patients were eligible for inclusion. PIK3CA mutations were associated with proximal tumor location, mucinous differentiation, KRAS mutations, and microsatellite instability (MSI). Subgroup analysis demonstrated that PIK3CA exon 9 mutations were positively associated with proximal tumor location and KRAS mutations, and negatively associated with BRAF mutations and MSI; exon 20 mutations were associated with proximal tumor location, KRAS mutations, BRAF mutations and MSI.Conclusions: Our findings suggest that overall or exon-specific PIK3CA mutations showed null associations with key clinicopathological parameters, including disease stage and tumor differentiation, indicating that PIK3CA mutations do not predict aggressive clinicopathological characteristics in CRC. As PIK3CA mutations were found to be closely associated with KRAS mutations, their relationship warrants further investigation. Since PIK3CA exon 9 and 20 mutations showed different tendencies with regard to BRAF mutation and MSI status, they may have distinct molecular impacts on CRC.
Collapse
Affiliation(s)
- Juan Jin
- Department of Medical Oncology, Fudan University Shanghai Cancer Center, Shanghai, China
| | - Yaqin Shi
- Department of Medical Oncology, the First Hospital Affiliated to Soochow University, Suzhou, China
| | - Shu Zhang
- Department of Gynecological Oncology, Fudan University Shanghai Cancer Center, Shanghai, China
| | - Shuofei Yang
- Department of Vascular Surgery, Renji Hospital, School of Medicine, Shanghai Jiaotong University, Shanghai, China
| |
Collapse
|
6
|
Chang SC, Lan YT, Lin PC, Yang SH, Lin CH, Liang WY, Chen WS, Jiang JK, Lin JK. Patterns of germline and somatic mutations in 16 genes associated with mismatch repair function or containing tandem repeat sequences. Cancer Med 2019; 9:476-486. [PMID: 31769227 PMCID: PMC6970039 DOI: 10.1002/cam4.2702] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2019] [Revised: 10/19/2019] [Accepted: 10/28/2019] [Indexed: 12/28/2022] Open
Abstract
BACKGROUND We assumed that targeted next-generation sequencing (NGS) of mismatch repair-associated genes could improve the detection of driving mutations in colorectal cancers (CRC) with microsatellite instability (MSI) and microsatellite alterations at selected tetranucleotide repeats (EMAST) and clarify the somatic mutation patterns of CRC subtypes. MATERIAL AND METHODS DNAs from tumors and white blood cells were obtained from 81 patients with EMAST(+)/MSI-high (MSI-H), 78 patients with EMAST(+)/microsatellite stable (MSS), and 72 patients with EMAST(-)/MSI-H. The germline and somatic mutations were analyzed with a 16-genes NGS panel. RESULTS In total, 284 germline mutations were identified in 161 patients. The most common mutations were in EPCAM (24.8%), MSH6 (24.2%), MLH1 (21.7%), and AXIN2 (21.7%). Germline mutations of AXIN2, POLE, POLD1, and TGFBR2 also resulted in EMAST and MSI. EMAST(+)/MSI-H tumors had a significant higher mutation number (205.9 ± 95.2 mut/MB) than tumors that were only EMAST(+) or MSI-H (118.6 ± 64.2 and 106.2 ± 54.5 mut/MB, respectively; both P < .001). In patients with AXIN2 germline mutations, the number of pathological somatic mutations in the tumors was significantly higher than those without AXIN2 germline mutations (176.7 ± 94.2 mut/MB vs 139.6 ± 85.0 mut/MB, P = .002). CONCLUSION Next-generation sequencing could enhance the detection of familial CRC. The somatic mutation burden might result from not only the affected genes in germline mutations but also through the dysfunction of downstream effectors. The AXIN2 gene might associate with hypermutation in tumors. Further in vitro experiments to confirm the causal relationship is deserved.
Collapse
Affiliation(s)
- Shih-Ching Chang
- Division of Colon & Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan.,Department of Surgery, Faculty of Medicine, School of Medicine, National Yang-Ming University, Taipei, Taiwan
| | - Yuan-Tzu Lan
- Division of Colon & Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan.,Department of Surgery, Faculty of Medicine, School of Medicine, National Yang-Ming University, Taipei, Taiwan
| | - Pei-Ching Lin
- Department of Clinical Pathology, Yang-Ming Branch, Taipei City Hospital, Taipei, Taiwan.,Department of Health and Welfare, University of Taipei, Taipei, Taiwan
| | - Shung-Haur Yang
- Division of Colon & Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan.,National Yang-Ming University Hospital, Yilan, Taiwan
| | - Chien-Hsing Lin
- Division of Genomic Medicine, National Health Research Institutes, Zhunan, Taiwan
| | - Wen-Yi Liang
- Department of Pathology, Taipei Veterans General Hospital, Taipei, Taiwan
| | - Wei-Shone Chen
- Division of Colon & Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan.,Department of Surgery, Faculty of Medicine, School of Medicine, National Yang-Ming University, Taipei, Taiwan
| | - Jeng-Kai Jiang
- Division of Colon & Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan.,Department of Surgery, Faculty of Medicine, School of Medicine, National Yang-Ming University, Taipei, Taiwan
| | - Jen-Kou Lin
- Division of Colon & Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan.,Department of Surgery, Faculty of Medicine, School of Medicine, National Yang-Ming University, Taipei, Taiwan
| |
Collapse
|
7
|
Korphaisarn K, Pongpaibul A, Roothumnong E, Pongsuktavorn K, Thamlikitkul L, Anekpuritanang T, Poungvarin N, Thongnoppakhun W, Pithukpakorn M. High Frequency of KRAS Codon 146 and FBXW7 Mutations in Thai Patients with Stage II-III Colon Cancer. Asian Pac J Cancer Prev 2019; 20:2319-2326. [PMID: 31450901 PMCID: PMC6852819 DOI: 10.31557/apjcp.2019.20.8.2319] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2019] [Indexed: 12/24/2022] Open
Abstract
Background: KRAS, NRAS, and BRAF gene mutations are the most clinically relevant and frequently reported in
colorectal cancer (CRC). Although data on these genes are frequently reported in several counties, data specific to these
genes among Thai population are scarce. The aim of this study was to investigate and identify molecular alterations
associated with colon cancer in Thai population, and to determine the impact of these genetic aberrations on clinical
outcome. Methods: DNA from 108 archived formalin-fixed, paraffin-embedded (FFPE) tissue samples that histologically
confirmed adenocarcinoma of stage II-III colon cancer between 2010 and 2012 at Siriraj Hospital (Bangkok, Thailand)
were extracted. Gene mutational analysis was performed by next-generation sequencing (NGS) using an Oncomine
Solid Tumor DNA kit (Thermo Fisher Scientific, Inc., Waltham, MA, USA). Results: A total of 22 somatic gene
mutations were detected. The mutation frequency observed in KRAS, NRAS, BRAF, PIK3CA, and FBXW7 mutations
was 47.2%, 1.9%, 1.9%, 12%, and 14.8%, respectively. KRAS mutation codon 12, 13, 59, 61, 117, and 146 mutations
were identified in 29.6%, 8.3%, 1.8%, 0.9%, 0.0%, and 8.3%, respectively. KRAS Exon 4 had better DFS compared
with Exon 2 and 3. Conclusions: This study is the first to comprehensively report hotspot mutations using NGS in Thai
colon cancer patients. The most commonly identified gene mutation frequencies among Thai patients (KRAS, NRAS,
BRAF, TP53, and PIK3CA) were similar to the gene mutation frequencies reported in Western population, except for
subgroup of KRAS codon 146 and FBXW7 mutations that had a slightly higher frequency.
Collapse
Affiliation(s)
- Krittiya Korphaisarn
- Division of Medical Oncology, Department of Medicine, Faculty of Medicine, Siriraj Hospital, Mahidol University, Bangkok, Thailand. ,Siriraj Center of Research Excellence in Precision Medicine, Faculty of Medicine, Siriraj Hospital, Mahidol University, Bangkok, Thailand
| | - Ananya Pongpaibul
- Department of Pathology, Faculty of Medicine, Siriraj Hospital, Mahidol University, Bangkok, Thailand
| | - Ekkapong Roothumnong
- Siriraj Center of Research Excellence in Precision Medicine, Faculty of Medicine, Siriraj Hospital, Mahidol University, Bangkok, Thailand.,Division of Medical Genetics, Faculty of Medicine, Siriraj Hospital, Mahidol University, Bangkok, Thailand.,Division of Medical Genetics Research and Laboratory, Faculty of Medicine, Siriraj Hospital, Mahidol University, Bangkok, Thailand
| | - Khontawan Pongsuktavorn
- Siriraj Center of Research Excellence in Precision Medicine, Faculty of Medicine, Siriraj Hospital, Mahidol University, Bangkok, Thailand.,Division of Medical Genetics Research and Laboratory, Faculty of Medicine, Siriraj Hospital, Mahidol University, Bangkok, Thailand
| | - Lucksamon Thamlikitkul
- Division of Medical Oncology, Department of Medicine, Faculty of Medicine, Siriraj Hospital, Mahidol University, Bangkok, Thailand.
| | - Tauangtham Anekpuritanang
- Department of Pathology, Faculty of Medicine, Siriraj Hospital, Mahidol University, Bangkok, Thailand
| | - Naravat Poungvarin
- Department of Clinical Pathology, Faculty of Medicine, Siriraj Hospital, Mahidol University, Bangkok, Thailand
| | - Wanna Thongnoppakhun
- Siriraj Center of Research Excellence in Precision Medicine, Faculty of Medicine, Siriraj Hospital, Mahidol University, Bangkok, Thailand.,Division of Medical Genetics Research and Laboratory, Faculty of Medicine, Siriraj Hospital, Mahidol University, Bangkok, Thailand
| | - Manop Pithukpakorn
- Siriraj Center of Research Excellence in Precision Medicine, Faculty of Medicine, Siriraj Hospital, Mahidol University, Bangkok, Thailand.,Division of Medical Genetics, Faculty of Medicine, Siriraj Hospital, Mahidol University, Bangkok, Thailand.,Division of Medical Genetics Research and Laboratory, Faculty of Medicine, Siriraj Hospital, Mahidol University, Bangkok, Thailand
| |
Collapse
|
8
|
Chen MH, Chang SC, Lin PC, Yang SH, Lin CC, Lan YT, Lin HH, Lin CH, Lai JI, Liang WY, Lu ML, Yang MH, Chao Y. Combined Microsatellite Instability and Elevated Microsatellite Alterations at Selected Tetranucleotide Repeats (EMAST) Might Be a More Promising Immune Biomarker in Colorectal Cancer. Oncologist 2019; 24:1534-1542. [PMID: 31292272 DOI: 10.1634/theoncologist.2019-0171] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2019] [Accepted: 06/06/2019] [Indexed: 01/03/2023] Open
Abstract
BACKGROUND The form of microsatellite instability (MSI) affecting tetranucleotide repeats known as elevated microsatellite alterations at selected tetranucleotide repeats (EMAST) has emerged as a new potential biomarker in multiple cancers. In colorectal cancer (CRC), the correlation between EMAST and MSI mutations remain inconclusive. MATERIALS AND METHODS We evaluated 1,505 patients with CRC using five EMAST markers (D20S82, D20S85, D8S321, D9S242, and MYCL1) and the Bethesda panel of MSI markers. Most commonly, mutations involved in CRCs were identified by MassArray Assay, and DNA repair genes were analyzed by next-generation sequencing. Clinical characteristics and prognostic relevance were correlated with EMAST and MSI. RESULTS Tumors that were EMAST positive and MSI high (MSI-H) were detected in 159 (10.6%) and 154 (10.2%) of 1,505 patients with CRC. Patients were divided into four groups according to EMAST and MSI status (EMAST-positive and MSI-H, EMAST-positive and microsatellite-stable [MSS], EMAST-negative and MSI-H, and EMAST-negative and MSS). The EMAST-positive and MSI-H group was associated with female predominance, higher prevalence of proximal colon tumors, early stage tumors, poorly differentiated tumors, mucinous histology, and higher incidence of mutations in PI3KCA, BRAF, TGFBR, PTEN, and AKT1 compared with other groups. Furthermore, compared with only EMAST-positive tumors or only MSI-H tumors, tumors that were both EMAST-positive and MSI-H had a higher frequency of MLH1, MSH3, MSH6, PMS2, and EXO1 gene mutations. Finally, the presence of EMAST-positive and MSI-H tumors was a good prognostic indicator in CRC. CONCLUSION High mutations in several DNA repair genes in EMAST-positive and MSI-H tumors suggest that this subtype of CRC might be more suitable for treatment with immune therapy. IMPLICATIONS FOR PRACTICE Elevated microsatellite alterations at selected tetranucleotide repeats (EMAST) is a unique molecular subtype of colorectal cancer (CRC). The current study demonstrated that the EMAST-positive and MSI-high (MSI-H) group was associated with female predominance, higher prevalence of proximal colon tumors, early stage tumors, poorly differentiated tumors, mucinous histology, and higher incidence of mutations in PI3KCA, BRAF, TGFBR, PTEN, and AKT1 compared with other groups. Most importantly, high mutations in DNA repair genes and MSI-related genes in EMAST-positive and MSI-H tumors suggest that this subtype of CRC might be more suitable for treatment with immune therapy compared with MSI-H tumors alone.
Collapse
Affiliation(s)
- Ming-Huang Chen
- Division of Medical Oncology, Center for Immuno-Oncology, Department of Oncology, Taipei Veterans General Hospital, Taipei, Taiwan
- School of Medicine, National Yang-Ming University, Taipei, Taiwan
| | - Shih-Ching Chang
- Division of Colon and Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan
- Department of Surgery, Faculty of Medicine, School of Medicine, National Yang-Ming University, Taipei, Taiwan
- School of Medicine, National Yang-Ming University, Taipei, Taiwan
| | - Pei-Ching Lin
- Department of Clinical Pathology, Yang-Ming Branch, Taipei City Hospital, Taipei, Taiwan
- Department of Health and Welfare, University of Taipei, Taipei, Taiwan
| | - Shung-Haur Yang
- Division of Colon and Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan
- Department of Surgery, Faculty of Medicine, School of Medicine, National Yang-Ming University, Taipei, Taiwan
- School of Medicine, National Yang-Ming University, Taipei, Taiwan
| | - Chun-Chi Lin
- Division of Colon and Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan
- Department of Surgery, Faculty of Medicine, School of Medicine, National Yang-Ming University, Taipei, Taiwan
- School of Medicine, National Yang-Ming University, Taipei, Taiwan
| | - Yuan-Tzu Lan
- Division of Colon and Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan
- Department of Surgery, Faculty of Medicine, School of Medicine, National Yang-Ming University, Taipei, Taiwan
- School of Medicine, National Yang-Ming University, Taipei, Taiwan
| | - Hung-Hsin Lin
- Division of Colon and Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan
- Department of Surgery, Faculty of Medicine, School of Medicine, National Yang-Ming University, Taipei, Taiwan
- School of Medicine, National Yang-Ming University, Taipei, Taiwan
| | - Chien-Hsing Lin
- Division of Genomic Medicine, National Health Research Institutes, Zhunan, Taiwan
| | - Jiun-I Lai
- Division of Medical Oncology, Center for Immuno-Oncology, Department of Oncology, Taipei Veterans General Hospital, Taipei, Taiwan
- Institute of Clinical Medicine, School of Medicine, National Yang-Ming University, Taipei, Taiwan
- School of Medicine, National Yang-Ming University, Taipei, Taiwan
| | - Wen-Yi Liang
- Department of Pathology, Taipei Veterans General Hospital, Taipei, Taiwan
| | - Meng-Lun Lu
- Division of Medical Oncology, Center for Immuno-Oncology, Department of Oncology, Taipei Veterans General Hospital, Taipei, Taiwan
| | - Muh-Hwa Yang
- Division of Medical Oncology, Center for Immuno-Oncology, Department of Oncology, Taipei Veterans General Hospital, Taipei, Taiwan
- Institute of Clinical Medicine, School of Medicine, National Yang-Ming University, Taipei, Taiwan
- School of Medicine, National Yang-Ming University, Taipei, Taiwan
| | - Yee Chao
- Division of Medical Oncology, Center for Immuno-Oncology, Department of Oncology, Taipei Veterans General Hospital, Taipei, Taiwan
- School of Medicine, National Yang-Ming University, Taipei, Taiwan
| |
Collapse
|
9
|
Xicola RM, Manojlovic Z, Augustus GJ, Kupfer SS, Emmadi R, Alagiozian-Angelova V, Triche T, Salhia B, Carpten J, Llor X, Ellis NA. Lack of APC somatic mutation is associated with early-onset colorectal cancer in African Americans. Carcinogenesis 2019; 39:1331-1341. [PMID: 30239619 DOI: 10.1093/carcin/bgy122] [Citation(s) in RCA: 31] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2018] [Accepted: 09/11/2018] [Indexed: 02/06/2023] Open
Abstract
African Americans (AAs) have higher incidence and mortality rates of colorectal cancer (CRC) compared with other US populations. They present with more right-sided, microsatellite stable disease and are diagnosed at earlier ages compared with non-Hispanic Whites (NHWs). To gain insight into these trends, we conducted exome sequencing (n = 45), copy number (n = 33) and methylation analysis (n = 11) of microsatellite stable AA CRCs. Results were compared with data from The Cancer Genome Atlas (TCGA). Two of the 45 tumors contained POLE mutations. In the remaining 43 tumors, only 27 (63%) contained loss-of-function mutations in APC compared with 80% of TCGA NHW CRCs. APC-mutation-negative CRCs were associated with an earlier onset of CRC (P = 0.01). They were also associated with lower overall mutation burden, fewer copy number variants and a DNA methylation signature that was distinct from the CpG island methylator phenotype characterized in microsatellite unstable disease. Three of the APC-mutation-negative CRCs had loss-of-function mutations in BCL9L. Mutations in driver genes identified by TCGA exome analysis were less frequent in AA CRC cases than TCGA NHWs. Genes that regulate the WNT signaling pathway, including SOX9, GATA6, TET1, GLIS1 and FAT1, were differentially hypermethylated in APC-mutation-negative CRCs, suggesting a novel mechanism for cancer development in these tumors. In summary, we have identified a subtype of CRC that is associated with younger age of diagnosis, lack of APC mutation, microsatellite and chromosome stability, lower mutation burden and distinctive methylation changes.
Collapse
Affiliation(s)
- Rosa M Xicola
- Department of Internal Medicine and Yale Cancer Center, Yale University, New Haven, CT, USA
| | - Zarko Manojlovic
- Translational Genomics Research Institute, Division of Integrated Cancer Genomics, Phoenix, AZ, USA.,Department of Translational Genomics, Keck School of Medicine of University of Southern California, Los Angeles, CA, USA
| | - Gaius J Augustus
- Cancer Biology Graduate Interdisciplinary Program, University of Arizona, Tucson, AZ, USA
| | - Sonia S Kupfer
- University of Chicago Medicine, Section of Gastroenterology, Hepatology and Nutrition, Chicago, IL, USA
| | - Rajyasree Emmadi
- Department of Pathology, University of Illinois at Chicago, Chicago, IL, USA
| | | | - Tim Triche
- Department of Translational Genomics, Keck School of Medicine of University of Southern California, Los Angeles, CA, USA.,Center for Epigenetics, Van Andel Research Institute, Grand Rapids, MI, USA
| | - Bodour Salhia
- Department of Translational Genomics, Keck School of Medicine of University of Southern California, Los Angeles, CA, USA
| | - John Carpten
- Translational Genomics Research Institute, Division of Integrated Cancer Genomics, Phoenix, AZ, USA.,Department of Translational Genomics, Keck School of Medicine of University of Southern California, Los Angeles, CA, USA
| | - Xavier Llor
- Department of Internal Medicine and Yale Cancer Center, Yale University, New Haven, CT, USA
| | - Nathan A Ellis
- Department of Cellular and Molecular Medicine and University of Arizona Cancer Center, University of Arizona., Tucson, AZ, USA
| |
Collapse
|
10
|
Hsu YL, Lin CC, Jiang JK, Lin HH, Lan YT, Wang HS, Yang SH, Chen WS, Lin TC, Lin JK, Lin PC, Chang SC. Clinicopathological and molecular differences in colorectal cancer according to location. Int J Biol Markers 2019; 34:47-53. [PMID: 30854932 DOI: 10.1177/1724600818807164] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
PURPOSE The incidence, pathogenesis, molecular pathways, and outcomes of colorectal cancer vary depending on the location of the tumor. This study aimed to compare the difference in tumor characteristics and the outcome between right-sided colon cancer and left-sided colorectal cancer (LCRC). MATERIALS AND METHODS A total of 1503 patients with colorectal cancer who underwent surgery at the Taipei Veterans General Hospital between 2000 and 2010 were enrolled in this study. Right-sided colon cancer was defined as cancers in the cecum, ascending colon, and transverse colon, while LCRC was defined as cancers in the splenic flexure colon, descending colon, sigmoid colon, and rectum. The endpoint was overall survival. The mutations were detected via polymerase chain reaction and MASS array. The prognostic value was determined using the log-rank test and the Cox regression analysis. RESULTS A total of 407 and 1096 cases were classified as right-sided colon cancer and LCRC, respectively. Compared to patients with LCRC, those with right-sided colon cancer had more mucinous type cancer (7.4% vs. 3.5%), poorly differentiated tumor (11.5% vs. 3.6%), and advanced tumor-node-metastasis stage. The risk for peritoneal tumor seeding was higher in the right-sided colon cancer group (12.8% vs. 5.7%). Overall survival was better in LCRC than in right-sided colon cancer ( P=0.036). CONCLUSIONS In our study, right-sided colon cancer had a more advanced tumor stage, a higher risk of peritoneal metastasis, and a poorer outcome than LCRC. Moreover, right-sided colon cancer had more gene mutations in BRAF, KRAS, SMAD4, TGF-β, PIK3CA, PTEN, AKT1, and high microsatellite instability.
Collapse
Affiliation(s)
- Yu-Lun Hsu
- 1 Division of Colon & Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan.,2 National Yang-Ming University, School of Medicine, Taipei, Taiwan
| | - Chun-Chi Lin
- 1 Division of Colon & Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan.,2 National Yang-Ming University, School of Medicine, Taipei, Taiwan
| | - Jeng-Kai Jiang
- 1 Division of Colon & Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan.,2 National Yang-Ming University, School of Medicine, Taipei, Taiwan
| | - Hung-Hsin Lin
- 1 Division of Colon & Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan.,2 National Yang-Ming University, School of Medicine, Taipei, Taiwan
| | - Yuan-Tzu Lan
- 1 Division of Colon & Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan.,2 National Yang-Ming University, School of Medicine, Taipei, Taiwan
| | - Huann-Sheng Wang
- 1 Division of Colon & Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan.,2 National Yang-Ming University, School of Medicine, Taipei, Taiwan
| | - Shung-Haur Yang
- 1 Division of Colon & Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan.,2 National Yang-Ming University, School of Medicine, Taipei, Taiwan
| | - Wei-Shone Chen
- 1 Division of Colon & Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan.,2 National Yang-Ming University, School of Medicine, Taipei, Taiwan
| | - Tzu-Chen Lin
- 1 Division of Colon & Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan.,2 National Yang-Ming University, School of Medicine, Taipei, Taiwan
| | - Jen-Kou Lin
- 1 Division of Colon & Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan.,2 National Yang-Ming University, School of Medicine, Taipei, Taiwan
| | - Pei-Ching Lin
- 3 Department of Clinical Pathology, Yang-Ming Branch, Taipei City Hospital, Taiwan.,4 Department of Health and Welfare, University of Taipei, Taiwan
| | - Shih-Ching Chang
- 1 Division of Colon & Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan.,2 National Yang-Ming University, School of Medicine, Taipei, Taiwan
| |
Collapse
|
11
|
Liao X, Hao Y, Zhang X, Ward S, Houldsworth J, Polydorides AD, Harpaz N. Clinicopathological characterization of SMAD4-mutated intestinal adenocarcinomas: A case-control study. PLoS One 2019; 14:e0212142. [PMID: 30730996 PMCID: PMC6366887 DOI: 10.1371/journal.pone.0212142] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2018] [Accepted: 01/28/2019] [Indexed: 02/06/2023] Open
Abstract
The SMAD4 tumor suppressor gene product inhibits transforming growth factor-β-mediated signaling and is mutated in ~10% of colorectal carcinomas. The prognostic significance of SMAD4 mutations has been controversial. We studied the pathological and clinical characteristics of SMAD4-mutated intestinal adenocarcinomas using a retrospective case-control study design. Cases and controls were identified among 443 primary adenocarcinomas that had undergone next generation DNA sequencing (NGS) with the Ion AmpliSeq Cancer Hotspot Panel v2, which evaluates 50 cancer-related genes. Twenty-eight SMAD4-mutated (SMAD4m) patients were matched 1:2 with 56 consecutive SMAD4 wild-type (SMAD4wt) control patients from the same analysis stream. Compared with the SMAD4wt controls, the SMAD4m tumors were of higher stage (P = 0.026) and were more likely to feature mucinous differentiation (P = 0.0000), to occur in the setting of Crohn’s disease (P = 0.0041), and to harbor concurrent RAS mutations (P = 0.0178). Tumor mucin content was significantly correlated with mutations involving the MH2 domain of the SMAD4 protein (P = 0.0338). Correspondence between mutation sites and morphology was demonstrated directly in a mixed adenocarcinoma and neuroendocrine tumor where SMAD4 mutations involving different protein domains were found in histologically disparate tumor regions despite both containing identical KRAS and TP53 mutations.
Collapse
Affiliation(s)
- Xiaoyan Liao
- Department of Pathology, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
- Department of Pathology and Laboratory Medicine, University of Rochester Medical Center, Rochester, New York, United States of America
- * E-mail:
| | - Yansheng Hao
- Department of Pathology, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
| | - Xiaofei Zhang
- Department of Pathology, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
| | - Stephen Ward
- Department of Pathology, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
| | - Jane Houldsworth
- Department of Pathology, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
| | - Alexandros D. Polydorides
- Department of Pathology, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
| | - Noam Harpaz
- Department of Pathology, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
| |
Collapse
|
12
|
Hu Y, Tao SY, Deng JM, Hou ZK, Liang JQ, Huang QG, Li LH, Li HB, Chen YM, Yi H, Chen XL, Liu H. Prognostic Value of NRAS Gene for Survival of Colorectal Cancer Patients: A Systematic Review and Meta-Analysis. Asian Pac J Cancer Prev 2018; 19:3001-3008. [PMID: 30484984 PMCID: PMC6318417 DOI: 10.31557/apjcp.2018.19.11.3001] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2018] [Accepted: 10/20/2018] [Indexed: 12/12/2022] Open
Abstract
Introduction: NRAS gene is associated with malignant proliferation and metastasis of colorectal cancer (CRC). But its prognostic value on CRC is still unknown. The objective of this study is to perform a meta-analysis to obtain its prognostic value on survival of CRC patients. Methods: The systematic review and meta-analysis was designed, undertaken and reported using items from the PRISMA statement. Relevant articles were identified through PubMed (containing Medline), Embase, Web of Science databases and Google scholar search engines from their inception up to October 3, 2016. The articles about NRAS on prognosis of CRC patients were enrolled. The association between NRAS and CRC survival time (including overall survival [OS], progression-free survival [PFS], and disease-free survival [DFS]) was evaluated using hazard ratio (HR) with its corresponding 95% confidence interval (CI). Results: A total of fifteen articles were included. High-expression of NRAS was significantly associated with poor OS (HR: 1.36, 95% CI: 1.15–1.61), and poor PFS (HR: 1.75, 95% CI: 1.04–2.94). The combined HR of NRAS on DFS was 0.87 (95% CI: 0.37–2.03). Subgroup analysis showed that NRAS was significantly associated with poor OS for patients from Western countries (HR: 1.38, 95% CI: 1.09–1.73), but not for those from Asian countries. Conclusions: This meta-analysis demonstrate that NRAS gene could predict the poor prognosis for the CRC patients. More large-sample cohort studies are needed to further confirm this conclusion.
Collapse
Affiliation(s)
- Yue Hu
- School of Basic Medical Science, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Shuang-You Tao
- Spleen and Stomach Institute, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Jie-Min Deng
- School of Basic Medical Science, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Zheng-Kun Hou
- The First Affiliated Hospital, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Jia-Qi Liang
- School of Basic Medical Science, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Qiu-Gu Huang
- The Third Affiliated Hospital, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Liang-Hui Li
- School of Basic Medical Science, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Hui-Biao Li
- The First Affiliated Hospital, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Yi-Ming Chen
- School of Basic Medical Science, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Hua Yi
- School of Basic Medical Science, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Xin-Lin Chen
- School of Basic Medical Science, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Hui Liu
- The Third Affiliated Hospital, Guangzhou University of Chinese Medicine, Guangzhou, China
| |
Collapse
|
13
|
Kuan TC, Lin PC, Yang SH, Lin CC, Lan YT, Lin HH, Liang WY, Chen WS, Lin JK, Jiang JK, Chang SC. Impact of LINE-1 hypomethylation on the clinicopathological and molecular features of colorectal cancer patients. PLoS One 2018; 13:e0197681. [PMID: 29795620 PMCID: PMC5993106 DOI: 10.1371/journal.pone.0197681] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2018] [Accepted: 05/07/2018] [Indexed: 12/17/2022] Open
Abstract
Recent studies suggest that aberrant DNA methylation might occur early and commonly in colorectal tumorigenesis. In 111 normal subjects, the mean LINE-1 methylation level of peripheral blood was 81.0 ± 5.7%. Of 143 colorectal cancer (CRC) patients, the mean level of LINE-1 methylation was 60.5 ± 12.5%. We defined below 60% as cut-off value of LINE-1 hypomethylation, and 93 cases (65.0%) had LINE-1 hypomethylation in the tumor tissue. LINE-1 hypomethylation was not associated with any other clinical features. There was a trend that LINE-1 hypomethylation tumors were associated with advanced disease, but it did not reach statistical significance. There was no significant association between mutations of 12 genes, MSI-high, EMAST, and LINE-1 hypomethylation level. The median follow-up was 61.2 months. Five-year disease-free survival (DFS) and overall survival curves of patients with LINE-1 hypomethylation tumors were significantly lower than those of patients with normal LINE-1 methylation tumors (p = 0.032 and 0.001, respectively). Multivariate analysis showed that only TNM staging was an independent prognostic factor for CRC patients including DFS and overall survival (OS). LINE-1 did not impact patients' outcomes in multivariate analysis including DFS and OS. In conclusion, LINE-1 hypomethylation is marginally related to advanced stage CRC and impacts patients' outcomes in univariate analysis.
Collapse
Affiliation(s)
- Tai-Chuan Kuan
- Division of Colon & Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan
- Department of Surgery, Faculty of Medicine, School of Medicine, National Yang-Ming University,Taipei, Taiwan
| | - Pei-Ching Lin
- Department of Clinical Pathology, Yang-Ming Branch, Taipei City Hospital, Taipei, Taiwan
- Department of Health and Welfare, University of Taipei, Taipei, Taiwan
| | - Shung-Haur Yang
- Division of Colon & Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan
- Department of Surgery, Faculty of Medicine, School of Medicine, National Yang-Ming University,Taipei, Taiwan
| | - Chun-Chi Lin
- Division of Colon & Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan
- Department of Surgery, Faculty of Medicine, School of Medicine, National Yang-Ming University,Taipei, Taiwan
| | - Yuan-Tzu Lan
- Division of Colon & Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan
- Department of Surgery, Faculty of Medicine, School of Medicine, National Yang-Ming University,Taipei, Taiwan
| | - Hung-Hsin Lin
- Division of Colon & Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan
- Department of Surgery, Faculty of Medicine, School of Medicine, National Yang-Ming University,Taipei, Taiwan
| | - Wen-Yi Liang
- Department of Pathology, Taipei Veterans General Hospital, Taipei, Taiwan
| | - Wei-Shone Chen
- Division of Colon & Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan
- Department of Surgery, Faculty of Medicine, School of Medicine, National Yang-Ming University,Taipei, Taiwan
| | - Jen-Kou Lin
- Division of Colon & Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan
- Department of Surgery, Faculty of Medicine, School of Medicine, National Yang-Ming University,Taipei, Taiwan
| | - Jeng-Kai Jiang
- Division of Colon & Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan
- Department of Surgery, Faculty of Medicine, School of Medicine, National Yang-Ming University,Taipei, Taiwan
- * E-mail: (SCC); (JKJ)
| | - Shih-Ching Chang
- Division of Colon & Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan
- Department of Surgery, Faculty of Medicine, School of Medicine, National Yang-Ming University,Taipei, Taiwan
- * E-mail: (SCC); (JKJ)
| |
Collapse
|
14
|
Sayagués JM, Del Carmen S, Del Mar Abad M, Corchete LA, Bengoechea O, Anduaga MF, Baldeón MJ, Cruz JJ, Alcazar JA, Angoso M, González M, García J, Muñoz-Bellvis L, Orfao A, Sarasquete ME. Combined assessment of the TNM stage and BRAF mutational status at diagnosis in sporadic colorectal cancer patients. Oncotarget 2018; 9:24081-24096. [PMID: 29844874 PMCID: PMC5963609 DOI: 10.18632/oncotarget.25300] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2017] [Accepted: 04/06/2018] [Indexed: 12/12/2022] Open
Abstract
The prognostic impact of KRAS mutations and other KRAS-related and non-related genes such as BRAF, NRAS and TP53, on sporadic colorectal cancer (sCRC) remain controversial and/or have not been fully established. Here we investigated the frequency of such mutations in primary sCRC tumors and their impact on patient progression-free survival (PFS) and overall survival (OS). Primary tumor tissues from 87 sCRC patients were analysed using a custom-built next generation sequencing (NGS) panel to assess the hotspot mutated regions of KRAS/NRAS (exons 2, 3 and 4), BRAF (exon 15) and TP53 (all exons). Overall, mutations in these genes were detected in 46/87 sCRC tumors analyzed (53%) with the following frequencies per gene: TP53, 33%; KRAS, 28%; BRAF, 7%; and NRAS, 1%. A significant association was found between KRAS mutations and right side colon tumor location (p=0.05), well-differentiated tumors (p=0.04) and absence of lymphovascular invasion (p=0.05). In turn, BRAF-mutated tumors frequently corresponded to poorly- or moderately-differentiated sCRC (p=0.02) and showed a higher frequency of peritoneal carcinomatosis (p=0.006) and microsatellite instability (p=0.007). From the prognostic point of view, the BRAF mutational status together with the TNM stage were the only variables that showed an independent adverse impact on patient outcome in the multivariate analyses for both PFS and OS. Based on these results a scoring system was built and patients were classified into three prognostic subgroups with different PFS rates at 2 years: 91% vs. 77% vs. 0%, respectively (p<0.0001). Additional prospective studies in larger series of sCRC patients where mutations in genes other than those investigated here are required to validate the utility of the proposed predictive model.
Collapse
Affiliation(s)
- José María Sayagués
- Cytometry Service-NUCLEUS, Department of Medicine, Cancer Research Center (IBMCC-CSIC/USAL), CIBERONC and IBSAL (University Hospital of Salamanca), Salamanca, Spain
| | - Sofía Del Carmen
- Department of Pathology, University Hospital of Salamanca, Salamanca, Spain
| | - María Del Mar Abad
- Department of Pathology, University Hospital of Salamanca, Salamanca, Spain
| | - Luís Antonio Corchete
- Cáncer Research Center and Service of Hematology (University Hospital of Salamanca), Salamanca, Spain
| | - Oscar Bengoechea
- Department of Pathology, University Hospital of Salamanca, Salamanca, Spain
| | - María Fernanda Anduaga
- Service of General and Gastrointestinal Surgery, University Hospital of Salamanca, Salamanca, Spain
| | - María Jesús Baldeón
- Department of Oncology (University Hospital of Salamanca) and IBSAL (University Hospital of Salamanca), Salamanca, Spain
| | - Juan Jesús Cruz
- Department of Oncology (University Hospital of Salamanca) and IBSAL (University Hospital of Salamanca), Salamanca, Spain
| | - Jose Antonio Alcazar
- Service of General and Gastrointestinal Surgery, University Hospital of Salamanca, Salamanca, Spain
| | - María Angoso
- Service of General and Gastrointestinal Surgery, University Hospital of Salamanca, Salamanca, Spain
| | - Marcos González
- Cáncer Research Center and Service of Hematology (University Hospital of Salamanca), Salamanca, Spain
| | - Jacinto García
- Service of General and Gastrointestinal Surgery, University Hospital of Salamanca, Salamanca, Spain
| | - Luís Muñoz-Bellvis
- Service of General and Gastrointestinal Surgery, University Hospital of Salamanca, Salamanca, Spain
| | - Alberto Orfao
- Cytometry Service-NUCLEUS, Department of Medicine, Cancer Research Center (IBMCC-CSIC/USAL), CIBERONC and IBSAL (University Hospital of Salamanca), Salamanca, Spain
| | - María Eugenia Sarasquete
- Cáncer Research Center and Service of Hematology (University Hospital of Salamanca), Salamanca, Spain
| |
Collapse
|
15
|
Testing for NRAS Mutations in Serous Borderline Ovarian Tumors and Low-Grade Serous Ovarian Carcinomas. DISEASE MARKERS 2018; 2018:1497879. [PMID: 29682098 PMCID: PMC5845515 DOI: 10.1155/2018/1497879] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/18/2017] [Revised: 12/31/2017] [Accepted: 01/30/2018] [Indexed: 12/24/2022]
Abstract
The Idylla NRAS Mutation Test, performed on the Biocartis Idylla system, is an in vitro diagnostic tool for the qualitative assessment of 18 NRAS mutations in codons 12, 13, 59, 61, 117, and 146. Low-grade serous ovarian cancer (LGSC) represents less than 10% of all serous ovarian carcinomas. LGSCs are believed to arise from preexisting cystadenomas or serous borderline tumors (SBOTs) that eventually progress to an invasive carcinoma. The molecular analysis of cancer-causing mutations and the development of targeted biological therapies constitute a milestone in the diagnosis and therapy of ovarian malignancies. According to some authors, NRAS may be an important oncogene for the progression of SBOT to a frankly invasive disease. The primary aim of this study was to verify if a fully integrated, real-time PCR-based Idylla system can be used for the rapid determination of the NRAS mutation status in patients with serous borderline ovarian tumors and low-grade serous ovarian carcinomas. The study included tissue specimens from 12 patients with histopathologically verified ovarian masses, operated on at the Department of Obstetrics and Gynecology, Nicolaus Copernicus University, Collegium Medicum in Bydgoszcz (Poland), between January 2009 and June 2012. The mean age of the study patients was 52.5 years (range 27-80 years). NRAS mutation in codon 13 (G13D, p.Gly13Asp; nucleotide: c.38G>A) was found in one patient, a woman with low-grade serous ovarian carcinoma. To the best of our knowledge, our experiment was the first published study using the novel Idylla NRAS Mutation Test for the evaluation of ovarian tumors in a clinical setting. The Idylla platform is an interesting ancillary first-line rapid and fully automated instrument to detect NRAS mutations in SBOTs and LGSCs. However, the clinical usefulness of this method still needs to be verified in larger groups of cancer patients.
Collapse
|
16
|
Tumors with unmethylated MLH1 and the CpG island methylator phenotype are associated with a poor prognosis in stage II colorectal cancer patients. Oncotarget 2018; 7:86480-86489. [PMID: 27880934 PMCID: PMC5349928 DOI: 10.18632/oncotarget.13441] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2016] [Accepted: 11/09/2016] [Indexed: 01/17/2023] Open
Abstract
We previously developed a novel tumor subtype classification model for duodenal adenocarcinomas based on a combination of the CpG island methylator phenotype (CIMP) and MLH1 methylation status. Here, we tested the prognostic value of this model in stage II colorectal cancer (CRC) patients. Tumors were assigned to CIMP+/MLH1-unmethylated (MLH1-U), CIMP+/MLH1-methylated (MLH1-M), CIMP−/MLH1-U, or CIMP−/MLH1-M groups. Age, tumor location, lymphovascular invasion, and mucin production differed among the four patient subgroups, and CIMP+/MLH1-U tumors were more likely to have lymphovascular invasion and mucin production. Kaplan-Meier analyses revealed differences in both disease-free survival (DFS) and overall survival (OS) among the four groups. In a multivariate analysis, CIMP/MLH1 methylation status was predictive of both DFS and OS, and DFS and OS were shortest in CIMP+/MLH1-U stage II CRC patients. These results suggest that tumor subtype classification based on the combination of CIMP and MLH1 methylation status is informative in stage II CRC patients, and that CIMP+/MLH1-U tumors exhibit aggressive features and are associated with poor clinical outcomes.
Collapse
|
17
|
Boeckx N, Janssens K, Van Camp G, Rasschaert M, Papadimitriou K, Peeters M, Op de Beeck K. The predictive value of primary tumor location in patients with metastatic colorectal cancer: A systematic review. Crit Rev Oncol Hematol 2017; 121:1-10. [PMID: 29279095 DOI: 10.1016/j.critrevonc.2017.11.003] [Citation(s) in RCA: 37] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2017] [Revised: 09/22/2017] [Accepted: 11/06/2017] [Indexed: 02/07/2023] Open
Abstract
Colorectal cancer (CRC) is one of the most frequently diagnosed cancers worldwide. It has been reported that left- and right-sided CRC harbor varying disease characteristics, which leads to a difference in prognosis and response to therapy. Recently, there have been retrospective studies about tumor location in metastatic CRC (mCRC) and its potential to predict the effect of anti-vascular endothelial growth factor and anti-epidermal growth factor receptor (anti-EGFR) therapies. In this review, we provide a comprehensive overview of the latest trials studying the predictive value of primary tumor location in mCRC and discuss biomarkers that might be associated with the differences in treatment response. Although data need to be interpreted with caution due to the absence of randomized trials stratified based on tumor location, patients with left-sided CRC seem to benefit more from anti-EGFR therapy than patients with right-sided CRC. Further clinical trials, stratified for tumor location, are warranted.
Collapse
Affiliation(s)
- Nele Boeckx
- Center of Oncological Research (CORE), University of Antwerp, Universiteitsplein 1, 2610 Wilrijk, Belgium; Center of Medical Genetics, University of Antwerp and Antwerp University Hospital, Prins Boudewijnlaan 43/6, 2650 Edegem, Belgium.
| | - Katleen Janssens
- Center of Oncological Research (CORE), University of Antwerp, Universiteitsplein 1, 2610 Wilrijk, Belgium.
| | - Guy Van Camp
- Center of Oncological Research (CORE), University of Antwerp, Universiteitsplein 1, 2610 Wilrijk, Belgium; Center of Medical Genetics, University of Antwerp and Antwerp University Hospital, Prins Boudewijnlaan 43/6, 2650 Edegem, Belgium.
| | - Marika Rasschaert
- Department of Oncology, Antwerp University Hospital, Wilrijkstraat 10, 2650 Edegem, Belgium.
| | | | - Marc Peeters
- Center of Oncological Research (CORE), University of Antwerp, Universiteitsplein 1, 2610 Wilrijk, Belgium; Department of Oncology, Antwerp University Hospital, Wilrijkstraat 10, 2650 Edegem, Belgium.
| | - Ken Op de Beeck
- Center of Oncological Research (CORE), University of Antwerp, Universiteitsplein 1, 2610 Wilrijk, Belgium; Center of Medical Genetics, University of Antwerp and Antwerp University Hospital, Prins Boudewijnlaan 43/6, 2650 Edegem, Belgium.
| |
Collapse
|
18
|
Sharma A, Kumar A, Kumari N, Krishnani N, Rastogi N. Mutational frequency of KRAS, NRAS, IDH2, PIK3CA, and EGFR in North Indian gallbladder cancer patients. Ecancermedicalscience 2017; 11:757. [PMID: 28900470 PMCID: PMC5574655 DOI: 10.3332/ecancer.2017.757] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2017] [Indexed: 01/02/2023] Open
Abstract
BACKGROUND Gallbladder cancer (GBC) has a peculiar geographical distinction, with a high prevalence seen in North India and Chile. There are various aetiopathogenetic mechanisms of GBC causation; one of them is a series of pathogenic mutations, which is responsible for the malignant transformation of gallbladder epithelium. Therefore, the present study aimed to find out cancer-specific hot spot mutations in five major cancer-related genes KRAS exon1 &2, NRAS exon1, IDH2 exon, PIK3CA exon 20, IDH2 exon 4 and EGFR exon 20 in North Indian GBC patients and their association with clinicopathological variables. MATERIAL AND METHODS This study included 34 histopathologically confirmed GBC cases. The clinical material consisted of formalin-fixed paraffin-embedded (FFPE) blocks of the patients. DNA isolation was done from FFPE tissue. DNA sequencing was performed by the capillary electrophoresis method. The chi-square (χ2) test was used to test for a statistically significant relationship between two categorical study variables. RESULTS The overall incidence of somatic mutations in KRAS exon 1&2, NRAS exon1, IDH2 exon4, PIK3CA exon20, and EGFR exon 20 in Indian GBC patients was found in 8/34 (23.5%), 3/34 (8.8%), 4/34 (11.7%), 7/34 (20.6%), 7/34 (20.6%), respectively. KRAS exon 1 and two mutations were found to be significantly associated with advanced stage GBC patients. CONCLUSION KRAS, PIK3CA, and EGFR were found to be the most frequently mutated genes among the five tested in this study.
Collapse
Affiliation(s)
- Aarti Sharma
- Department of Surgical Gastroenterology, Sanjay Gandhi Post Graduate Institute of Medical Sciences (SGPGIMS), Lucknow, Uttar Pradesh, 226014, India
| | - Ashok Kumar
- Department of Surgical Gastroenterology, Sanjay Gandhi Post Graduate Institute of Medical Sciences (SGPGIMS), Lucknow, Uttar Pradesh, 226014, India
| | - Niraj Kumari
- Department of Pathology, Sanjay Gandhi Post Graduate Institute of Medical Sciences (SGPGIMS), Lucknow, Uttar Pradesh, 226014, India
| | - Narendra Krishnani
- Department of Pathology, Sanjay Gandhi Post Graduate Institute of Medical Sciences (SGPGIMS), Lucknow, Uttar Pradesh, 226014, India
| | - Neeraj Rastogi
- Department of Radiotherapy, Sanjay Gandhi Post Graduate Institute of Medical Sciences (SGPGIMS), Lucknow, Uttar Pradesh, 226014, India
| |
Collapse
|
19
|
Chang CC, Lin PC, Lin CC, Lan YT, Lin HH, Lin CH, Yang SH, Liang WY, Chen WS, Jiang JK, Lin JK, Chang SC. Molecular and Clinicopathological Differences by Age at the Diagnosis of Colorectal Cancer. Int J Mol Sci 2017; 18:ijms18071441. [PMID: 28678173 PMCID: PMC5535932 DOI: 10.3390/ijms18071441] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2017] [Revised: 06/27/2017] [Accepted: 06/28/2017] [Indexed: 12/26/2022] Open
Abstract
We compared the clinicopathological and molecular profiles between different age groups of sporadic colorectal cancer (CRC) patients (age <50, 56-60, 60-70, 70-80, and >80); 1475 CRC patients were enrolled after excluding 30 individuals with Lynch syndrome. The mutation spectra for APC, TP53, KRAS, PIK3CA, FBXW7, BRAF, NRAS, HRAS, TGFbR, Akt1, and PTEN were analyzed using polymerase chain reaction (PCR), followed by MassArray and microsatellite (MSI-high) analysis by performing genotyping. Male patients (74.1%) were significantly predominant to females (25.9%) in the older age group (70-80, >80). There was an insignificantly linear trend between TNM staging and age-onset of CRC diagnosis. Patients aged < 50 had 58.7% diseases in the advanced stages (Stage III: 36.5% and IV: 22.2% respectively), while this decreased to 40.2% (Stage III: 26.2% and IV; 14.0% respectively) in patients >80. The distributions of mutation frequency were similar in majority of the genes studied among different age groups. Additionally, patients aged <50 had significantly higher frequency of MSI-high, PTEN, and HRAS mutations than those of other groups. Age-onset at diagnosis significantly affected overall survival (HR = 1.46; 95% CI: 1.35-1.58), but not cancer-specific survival (HR = 1.08; 95% CI: 0.99-1.18) in multivariate analysis. In conclusion, molecular and clinicopathological differences were not as significant among different age groups of CRC patients as previously suspected.
Collapse
Affiliation(s)
- Chu-Cheng Chang
- Division of Colon & Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei 112, Taiwan.
- Department of Surgery, Faculty of Medicine, School of Medicine, National Yang-Ming University, Taipei 112, Taiwan.
| | - Pei-Ching Lin
- Department of Clinical Pathology, Yang-Ming Branch, Taipei City Hospital, Taipei 11146, Taiwan.
| | - Chun-Chi Lin
- Division of Colon & Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei 112, Taiwan.
- Department of Surgery, Faculty of Medicine, School of Medicine, National Yang-Ming University, Taipei 112, Taiwan.
| | - Yuan-Tzu Lan
- Division of Colon & Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei 112, Taiwan.
- Department of Surgery, Faculty of Medicine, School of Medicine, National Yang-Ming University, Taipei 112, Taiwan.
| | - Hung-Hsin Lin
- Division of Colon & Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei 112, Taiwan.
- Department of Surgery, Faculty of Medicine, School of Medicine, National Yang-Ming University, Taipei 112, Taiwan.
| | - Chien-Hsing Lin
- Division of Genomic Medicine, National Health Research Institutes, Zhunan 350, Taiwan.
| | - Shung-Haur Yang
- Division of Colon & Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei 112, Taiwan.
- Department of Surgery, Faculty of Medicine, School of Medicine, National Yang-Ming University, Taipei 112, Taiwan.
| | - Wen-Yi Liang
- Department of Pathology, Taipei Veterans General Hospital, Taipei 112, Taiwan.
| | - Wei-Shone Chen
- Division of Colon & Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei 112, Taiwan.
- Department of Surgery, Faculty of Medicine, School of Medicine, National Yang-Ming University, Taipei 112, Taiwan.
| | - Jeng-Kai Jiang
- Division of Colon & Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei 112, Taiwan.
- Department of Surgery, Faculty of Medicine, School of Medicine, National Yang-Ming University, Taipei 112, Taiwan.
| | - Jen-Kou Lin
- Division of Colon & Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei 112, Taiwan.
- Department of Surgery, Faculty of Medicine, School of Medicine, National Yang-Ming University, Taipei 112, Taiwan.
| | - Shih-Ching Chang
- Division of Colon & Rectal Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei 112, Taiwan.
- Department of Surgery, Faculty of Medicine, School of Medicine, National Yang-Ming University, Taipei 112, Taiwan.
- Endoscopy Center for Diagnosis and Treatment, Taipei Veterans General Hospital, Taipei 112, Taiwan.
| |
Collapse
|
20
|
Khatibi S, Babon J, Wagner J, Manton JH, Tan CW, Zhu HJ, Wormald S, Burgess AW. TGF-β and IL-6 family signalling crosstalk: an integrated model. Growth Factors 2017; 35:100-124. [PMID: 28948853 DOI: 10.1080/08977194.2017.1363746] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
Mathematical models for TGF-β and IL-6 signalling have been linked, providing a platform for analyzing the crosstalk between the systems. An integrated IL-6:TGF-β model was developed via a reduced set of reaction equations which incorporate both feedback loops and appropriate time-delays for transcription and translation processes. The model simulates stable, robust and realistic responses to both ligands. Pulsatile (multiple pulses) inputs for both TGF-β and IL-6 have been simulated to investigate the effects of each ligand on the sensitivity, equilibrium and dynamic responses of the integrated signalling system. In our simulations the crosstalk between constant IL-6 and TGF-β signalling via SMAD7 does not appear to be sufficient to render the cells resistant to TGF-β inhibition. However, the simulations predict that pulsatile IL-6 stimulation would increase SMAD7 levels substantially and consequentially, lead to resistance to TGF-β. The model also allows the prediction of the integrated signalling pathway responses to the mutation of key components, e.g. Gp130 F/F.
Collapse
Affiliation(s)
- Shabnam Khatibi
- a Department of Electrical and Electronic Engineering , University of Melbourne , Parkville , VIC , Australia
- b Structural Biology Division, The Walter and Eliza Hall Institute of Medical Research (WEHI) , Parkville , VIC , Australia
| | - Jeff Babon
- b Structural Biology Division, The Walter and Eliza Hall Institute of Medical Research (WEHI) , Parkville , VIC , Australia
| | - John Wagner
- a Department of Electrical and Electronic Engineering , University of Melbourne , Parkville , VIC , Australia
- c IBM Researchtreetience , Carlton , Australia
- d Department of Medical Biology , University of Melbourne , Parkville , VIC , Australia
| | - Jonathan H Manton
- a Department of Electrical and Electronic Engineering , University of Melbourne , Parkville , VIC , Australia
| | - Chin Wee Tan
- b Structural Biology Division, The Walter and Eliza Hall Institute of Medical Research (WEHI) , Parkville , VIC , Australia
- e IBM Research Collaboratory for Life Sciences Research , Victorian Life Sciences Computation Initiative , Carlton , VIC , Australia
| | - Hong-Jian Zhu
- f Department of Surgery (RMH) , University of Melbourne , Parkville , VIC , Australia
| | - Sam Wormald
- g Division of Cancer and Haematology , The Walter and Eliza Hall Institute of Medical Research (WEHI) , Parkville , VIC , Australia
| | - Antony W Burgess
- b Structural Biology Division, The Walter and Eliza Hall Institute of Medical Research (WEHI) , Parkville , VIC , Australia
- e IBM Research Collaboratory for Life Sciences Research , Victorian Life Sciences Computation Initiative , Carlton , VIC , Australia
| |
Collapse
|
21
|
Shia J, Schultz N, Kuk D, Vakiani E, Middha S, Segal NH, Hechtman JF, Berger MF, Stadler ZK, Weiser MR, Wolchok JD, Boland CR, Gönen M, Klimstra DS. Morphological characterization of colorectal cancers in The Cancer Genome Atlas reveals distinct morphology-molecular associations: clinical and biological implications. Mod Pathol 2017; 30:599-609. [PMID: 27982025 PMCID: PMC5380525 DOI: 10.1038/modpathol.2016.198] [Citation(s) in RCA: 58] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2016] [Revised: 10/19/2016] [Accepted: 10/19/2016] [Indexed: 12/14/2022]
Abstract
The Cancer Genome Atlas data on colorectal carcinoma have provided a comprehensive view of the tumor's genomic alterations and their tumorigenic roles. Tumor morphology, however, has not been fully integrated into the analysis. The aim of this study was to explore relevant associations between tumor morphology and the newly characterized genomic alterations in colorectal carcinoma. Two hundred and seven colorectal carcinomas that had undergone whole-exome sequencing as part of The Cancer Genome Atlas project and had adequate virtual images in the cBioPortal for Cancer Genomics constituted our study population. Upon analysis, a tight association between 'microsatellite instability-high histology' and microsatellite instability-high (P<0.001) was readily detected and helped validate our image-based histology evaluation. Further, we showed, (1) among all histologies, the not otherwise specified type had the lowest overall mutation count (P<0.001 for entire cohort, P<0.03 for the microsatellite-instable group), and among the microsatellite-instable tumors, this type also correlated with fewer frameshift mutations in coding mononucleotide repeats of a defined set of relevant genes (P<0.01); (2) cytosine phosphate guanine island methylator phenotype-high colorectal cancers with or without microsatellite instability tended to have different histological patterns: the former more often mucinous and the latter more often not otherwise specified; (3) mucinous histology was associated with more frequent alterations in BRAF, PIK3CA, and the transforming growth factor-β pathway when compared with non-mucinous histologies (P<0.001, P=0.01, and P<0.001, respectively); and (4) few colorectal cancers (<9%) exhibited upregulation of immune-inhibitory genes including major immune checkpoints; these tumors were primarily microsatellite-instable (up to 43%, vs <3% in microsatellite-stable group) and had distinctly non-mucinous histologies with a solid growth. These morphology-molecular associations are interesting and propose important clinical implications. The morphological patterns associated with alterations of immune checkpoint genes bear the potential to guide patient selection for clinical trials that target immune checkpoints in colorectal cancer, and provide directions for future studies.
Collapse
Affiliation(s)
- Jinru Shia
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Nikolaus Schultz
- Computational Biology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Deborah Kuk
- Department of Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Efsevia Vakiani
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Sumit Middha
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Neil H. Segal
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Jaclyn F. Hechtman
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Michael F. Berger
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Zsofia K. Stadler
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Martin R. Weiser
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Jedd D. Wolchok
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - C. Richard Boland
- GI Cancer Research Laboratory, Baylor University Medical Center; GI Cancer Research Laboratory, Baylor Scott & White Research Institute, Dallas, TX
| | - Mithat Gönen
- Department of Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY
| | - David S. Klimstra
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY
| |
Collapse
|
22
|
Yang ZY, Yang F, Zhang YL, Liu B, Wang M, Hong X, Yu Y, Zhou YH, Zeng H. LncRNA-ANCR down-regulation suppresses invasion and migration of colorectal cancer cells by regulating EZH2 expression. Cancer Biomark 2017; 18:95-104. [PMID: 27983539 DOI: 10.3233/cbm-161715] [Citation(s) in RCA: 45] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
Our study aimed to explore the effects of long noncoding RNA (lncRNA)-ANCR on the invasion and migration of colorectal cancer (CRC) cells by regulating enhancer of zeste homolog 2 (EZH2) expression. CRC tissues and adjacent normal tissues were collected and CRC SW620 cells line and normal human intestinal epithelial cells (HIECs) were incubated. CRC SW620 cells line was transfected with ANCR-siRNA. The expressions of ANCR and EZH2 mRNA were measured by real-time quantitative polymerase chain reaction (RT-qPCR). EZH2 and trimethylation of H3K27 (H3K27me3) protein expressions were detected using Western blotting. The relationship between ANCR and EZH2 was determined through RNA pull-down and co-immunoprecipitation (co-IP) assays. Cell invasion and migration were determined by Trans-well and cell scratch assays. ANCR, EZH2 and H3K27me3 expressions were up-regulated in CRC tissues and SW620 cells (all P < 0.05). After transfected with ANCR-siRNA, SW620 cells showed decreased ANCR expression and EZH2 mRNA and protein expressions (all P < 0.05). According to the results of RNA pull-down and co-IP assays, ANCR could specifically bind to EZH2. The results of Trans-well and cell scratch tests showed that when ANCR expression was decreased, the invasion and migration abilities of SW620 cells significantly declined (both P < 0.05). In conclusion, these results suggest that lncRNA-ANCR could influence the invasion and migration of CRC cells by specifically binding to EZH2.
Collapse
Affiliation(s)
- Zhao-Yang Yang
- Department of First Internal Medicine, Harbin Medical University Cancer Hospital, Harbin, Heilongjiang, China
| | - Fang Yang
- Department of First Internal Medicine, Harbin Medical University Cancer Hospital, Harbin, Heilongjiang, China
| | - Ying-Li Zhang
- Department of Internal Medicine, Harbin Red Cross Central Hospital, Harbin, Heilongjiang, China
| | - Bao Liu
- Department of First Internal Medicine, Harbin Medical University Cancer Hospital, Harbin, Heilongjiang, China
| | - Meng Wang
- Department of First Internal Medicine, Harbin Medical University Cancer Hospital, Harbin, Heilongjiang, China
| | - Xuan Hong
- Department of First Internal Medicine, Harbin Medical University Cancer Hospital, Harbin, Heilongjiang, China
| | - Yan Yu
- Department of Sixth Internal Medicine, Harbin Medical University Cancer Hospital, Harbin, Heilongjiang, China
| | - Yao-Hui Zhou
- Department of Internal Medicine, The First Hospital of Harbin, Harbin, Heilongjiang, China
| | - Hai Zeng
- Department of Internal Medicine, The First Hospital of Harbin, Harbin, Heilongjiang, China
| |
Collapse
|