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Screening and Identification of Molecular Targets Involved in Preventing Gastric Precancerous Lesions in Chronic Atrophic Gastritis by Qilianshupi Decoction. EVIDENCE-BASED COMPLEMENTARY AND ALTERNATIVE MEDICINE 2020; 2019:5804710. [PMID: 31929816 PMCID: PMC6942842 DOI: 10.1155/2019/5804710] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/05/2018] [Revised: 07/22/2019] [Accepted: 10/11/2019] [Indexed: 01/22/2023]
Abstract
Chronic atrophic gastritis (CAG) is a common and possibly precancerous digestive tract disease. Development of drugs with effect of preventing precancerous lesions draws the eyes of global researchers. Qilianshupi decoction (QLSP) is a Traditional Chinese Medicine (TCM) that is commonly used to treat CAG, but few studies have explored the mechanism of QLSP on treating CAG. This study investigated the molecular targets of the component herbs of QLSP in preventing precancerous lesions based on network pharmacology. Network pharmacology analysis revealed that the 6 herbs regulated multiple CAG-related genes, among which the most important were cancer-related pathway (apoptosis, p53, and VEGF) and epithelial cell signaling in Helicobacter pylori infection. Further animal experiments showed that the expression of survivin and p53 in precancerous lesions of CAG rats was significantly increased which was suppressed by QLSP. Moreover, telomerase activity was inhibited in precancerous lesions of CAG rats, and telomere length of gastric mucosa was increased, which was reversed by QLSP. Our results suggest that the components of QLSP prevents gastric precancerous lesions through decreasing the expression of survivin and p53 and regulating telomerase activity and telomere length in CAG.
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Son SY, Choi HY, Lee Y, Park YS, Shin DJ, Oo AM, Jung DH, Ahn SH, Park DJ, Lee HS, Kim HH. Rapid Staining Using the Shorr Method for Intraoperative Peritoneal Washing Cytology in Advanced Gastric Cancer: a Pilot Study from a Single Institution. J Gastric Cancer 2019; 19:173-182. [PMID: 31245162 PMCID: PMC6589424 DOI: 10.5230/jgc.2019.19.e14] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/25/2018] [Revised: 03/03/2019] [Accepted: 03/24/2019] [Indexed: 12/27/2022] Open
Abstract
PURPOSE Intraoperative peritoneal washing cytology (PWC) is used to determine treatment strategies for gastric cancer with suspected serosal invasion. However, a standard staining method for intraoperative PWC remains to be established. We evaluated the feasibility of a rapid and simple staining method using Shorr's stain for intraoperative PWC in advanced gastric cancer. MATERIALS AND METHODS Between November 2012 and December 2014, 77 patients with clinical T3 or higher gastric cancer were enrolled. The sensitivity, specificity, and concordance between the Shorr staining method and conventional Papanicolaou (Pap) staining with carcinoembryonic antigen (CEA) immunohistochemistry (IHC) were analyzed. RESULTS Intraoperative PWC was performed laparoscopically in 69 patients (89.6%). The average time of the procedure was 8.3 minutes, and the average amount of aspirated fluids was 83.3 mL. The average time for Shorr staining and pathologic review was 21.0 minutes. Of the 77 patients, 16 (20.7%) had positive cytology and 7 (9.1%) showed atypical findings; sensitivity and specificity were 73.6% and 98.2% for the Shorr method, and 78.9% and 98.2% for the Pap method with CEA IHC, respectively. Concordance of diagnosis between the 2 methods was observed in 90.9% of cases (weighted κ statistic=0.875) and most disagreements in diagnoses occurred in atypical findings (6/7). In overall survival, there was no significant difference in C-index between the 2 methods (0.459 in Shorr method vs. 0.458 in Pap with CEA IHC method, P=0.987). CONCLUSIONS Shorr staining could be a rapid and reliable method for intraoperative PWC in advanced gastric cancer.
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Affiliation(s)
- Sang-Yong Son
- Department of Surgery, Ajou University Hospital, Suwon, Korea
| | - Hai-Young Choi
- Department of Pathology, Seoul National University Bundang Hospital, Seongnam, Korea
| | - Yoontaek Lee
- Department of Surgery, Seoul National University Bundang Hospital, Seongnam, Korea
| | - Young Suk Park
- Department of Surgery, Seoul National University Bundang Hospital, Seongnam, Korea
| | - Dong Joon Shin
- Department of Surgery, Seoul National University Bundang Hospital, Seongnam, Korea
| | - Aung Myint Oo
- Department of Surgery, Seoul National University Bundang Hospital, Seongnam, Korea
| | - Do Hyun Jung
- Department of Surgery, Seoul National University Bundang Hospital, Seongnam, Korea
| | - Sang-Hoon Ahn
- Department of Surgery, Seoul National University Bundang Hospital, Seongnam, Korea
| | - Do Joong Park
- Department of Surgery, Seoul National University Bundang Hospital, Seongnam, Korea
| | - Hye Seung Lee
- Department of Pathology, Seoul National University Bundang Hospital, Seongnam, Korea
| | - Hyung-Ho Kim
- Department of Surgery, Seoul National University Bundang Hospital, Seongnam, Korea
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Pizzi MP, Bartelli TF, Pelosof AG, Freitas HC, Begnami MD, de Abrantes LLS, Sztokfisz C, Valieris R, Knebel FH, Coelho LGV, da Costa WL, Coimbra FJF, da Silva IT, de Amorim MG, Nunes DN, Dias-Neto E. Identification of DNA mutations in gastric washes from gastric adenocarcinoma patients: Possible implications for liquid biopsies and patient follow-up. Int J Cancer 2019; 145:1090-1098. [PMID: 30779121 DOI: 10.1002/ijc.32217] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2018] [Revised: 01/09/2019] [Accepted: 02/04/2019] [Indexed: 12/12/2022]
Abstract
Whereas cancer patients have benefited from liquid biopsies, the scenario for gastric adenocarcinoma (GAC) is still dismal. We used next-generation deep sequencing of TP53-a highly mutated and informative gene in GAC-to assess mutations in tumor biopsies, plasma (PL) and stomach fluids (gastric wash-GW). We evaluated their potential to reveal tumor-derived mutations, useful for monitoring mutational dynamics at diagnosis, progression and treatment. Exon-capture libraries were constructed from 46 patients including tumor biopsies, GW and PL pre and post-treatment (196 samples), with high vertical coverage >8,000×. At diagnosis, we detected TP53 mutations in 15/46 biopsies (32.6%), 7/46 GW- (15.2%) and 6/46 PL-samples (13%). Biopsies and GW were concordant in 38/46 cases (82.6%) for the presence/absence of mutations and, furthermore, four GW-exclusive mutations were identified, suggesting tumor heterogeneity. Considering the combined analysis of GW and PL, TP53 mutations found in biopsies were also identified in 9/15 (60%) of cases, the highest detection level reported for GAC. Our study indicates that GW could be useful to track DNA alterations, especially if anchored to a comprehensive gene-panel designed for this malignancy.
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Affiliation(s)
- Melissa Pool Pizzi
- Laboratory of Medical Genomics, A.C.Camargo Cancer Center, São Paulo, SP, Brazil
| | | | | | - Helano Carioca Freitas
- Laboratory of Medical Genomics, A.C.Camargo Cancer Center, São Paulo, SP, Brazil.,Department of Clinical Oncology, A.C.Camargo Cancer Center, São Paulo, SP, Brazil
| | | | | | | | - Renan Valieris
- Laboratory of Computational Biology, A.C.Camargo Cancer Center, São Paulo, SP, Brazil
| | | | - Luiz Gonzaga Vaz Coelho
- Instituto Alfa de Gastroenterologia, Hospital das Clínicas, Faculdade de Medicina da Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil
| | - Wilson Luiz da Costa
- Department of Abdominal Surgery, A.C.Camargo Cancer Center, São Paulo, SP, Brazil
| | - Felipe J F Coimbra
- Department of Abdominal Surgery, A.C.Camargo Cancer Center, São Paulo, SP, Brazil
| | - Israel Tojal da Silva
- Laboratory of Computational Biology, A.C.Camargo Cancer Center, São Paulo, SP, Brazil
| | | | - Diana Noronha Nunes
- Laboratory of Medical Genomics, A.C.Camargo Cancer Center, São Paulo, SP, Brazil
| | - Emmanuel Dias-Neto
- Laboratory of Medical Genomics, A.C.Camargo Cancer Center, São Paulo, SP, Brazil.,Laboratory of Neurosciences Alzira Denise Hertzog Silva (LIM-27), Instituto de Psiquiatria, Faculdade de Medicina da Universidade de São Paulo, São Paulo, SP, Brazil
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Detection of digestive malignancies and post-gastrectomy complications via gastrointestinal fluid examination. Front Med 2017; 11:20-31. [PMID: 28213880 DOI: 10.1007/s11684-016-0493-4] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2016] [Accepted: 09/01/2016] [Indexed: 01/19/2023]
Abstract
To date, gastric carcinoma (GC) is one of the common and fatal digestive malignancies worldwide. The prognosis of GC is not always satisfactory because of late diagnosis. Scholars are keen on discovering novel accurate and economical biomarkers in body liquids for GC screening to detect and evaluate the lesion before the results of imaging techniques are obtained. While traditional serum assays have limited sensitivity and specificity, gastrointestinal juice may provide relevant specific biomarkers because of its close contact with the tumor. Herein, the current progress in the relationship between gastrointestinal fluid analyses and GC is systematically and comprehensively reviewed. The detection of gastric juice pH, fluorescence spectrum, cytology, Helicobacter pylori-associated markers, nitrosamines, conventional tumor markers, amino acids, proteomics, microRNAs, long noncoding RNAs, protein-coding genes, vitamin C, etc., and combination tests of different category markers could provide important diagnostic and prognostic clues for gastrointestinal diseases. Particularly, early GC may be efficiently screened using gastric juice. Gastrointestinal fluid examination could also predict the adverse effects of postgastrectomy, such as pancreatic leakage, fistula, and abscess. Gastric fluid markers should be further studied to reveal the early predicators of malignancy and complications. The methods for obtaining the samples of gastrointestinal juice with minimum incision should also be comprehensively investigated.
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Yoneda A, Taniguchi K, Torashima Y, Susumu S, Kanetaka K, Kuroki T, Eguchi S. The detection of gastric cancer cells in intraoperative peritoneal lavage using the reverse transcription--loop-mediated isothermal amplification method. J Surg Res 2013; 187:e1-6. [PMID: 24360119 DOI: 10.1016/j.jss.2013.01.001] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2012] [Revised: 12/29/2012] [Accepted: 01/03/2013] [Indexed: 10/27/2022]
Abstract
INTRODUCTION To detect a small number of malignant cells, we used a highly sensitive detection system that measures the expression levels of cytokeratin (CK) 19 messenger RNA by reverse transcription-loop-mediated isothermal amplification (RT-LAMP). MATERIALS AND METHODS We evaluated the clinical relevance of our novel diagnostic method with an RT-LAMP assay using CK19 as a target gene for the detection of free cancer cells in peritoneal lavage and assessed the clinical significance of the molecular diagnosis by survival analysis and frequency of recurrence, with a median follow-up period of 39 mo. We observed 52 patients with gastric cancer who underwent gastrectomy, bypass operation, and exploratory laparotomy. RESULTS Those 52 patients, who were subjected to both RT-LAMP and cytologic examination, were divided into the following three groups: (1) patients positive by cytology and RT-LAMP (CY+/LAMP+) (n = 9), (2) patients positive by LAMP and negative by cytology (CY-/LAMP+) (n = 12), and (3) patients negative by both cytology and LAMP (CY-/LAMP-) (n = 31). All patients with simultaneous peritoneal dissemination and positive cytology were positive on RT-LAMP. The results of RT-LAMP were statistically significant for recurrence by univariate analysis (P < 0.005). Cytology-positive cases had a very poor prognosis, and RT-LAMP-positive cases had a worse prognosis than RT-LAMP-negative cases. CONCLUSIONS Our findings suggest that CK19 RT-LAMP would be useful as an intraoperative diagnostic modality to detect patients with a high risk of recurrence even after clinically curative surgery, who thus require proper adjuvant therapy.
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Affiliation(s)
- Akira Yoneda
- Department of Surgery, Nagasaki University Graduate School of Biomedical Sciences, Nagasaki, Japan.
| | - Ken Taniguchi
- Department of Surgery, Nagasaki University Graduate School of Biomedical Sciences, Nagasaki, Japan
| | - Yasuhiro Torashima
- Department of Surgery, Nagasaki University Graduate School of Biomedical Sciences, Nagasaki, Japan
| | - Seiya Susumu
- Department of Surgery, Nagasaki University Graduate School of Biomedical Sciences, Nagasaki, Japan
| | - Kengo Kanetaka
- Department of Surgery, Nagasaki University Graduate School of Biomedical Sciences, Nagasaki, Japan
| | - Tamotsu Kuroki
- Department of Surgery, Nagasaki University Graduate School of Biomedical Sciences, Nagasaki, Japan
| | - Susumu Eguchi
- Department of Surgery, Nagasaki University Graduate School of Biomedical Sciences, Nagasaki, Japan
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Chen CH, Chen RJ. Prevalence of telomerase activity in human cancer. J Formos Med Assoc 2011; 110:275-89. [PMID: 21621148 DOI: 10.1016/s0929-6646(11)60043-0] [Citation(s) in RCA: 56] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2010] [Revised: 10/30/2010] [Accepted: 12/01/2010] [Indexed: 12/13/2022] Open
Abstract
Telomerase activity has been measured in a wide variety of cancerous and non-cancerous tissue types, and the vast majority of clinical studies have shown a direct correlation between it and the presence of cancerous cells. Telomerase plays a key role in cellular immortality and tumorigenesis. Telomerase is activated in 80-90% of human carcinomas, but not in normal somatic cells, therefore, its detection holds promise as a diagnostic marker for cancer. Measurable levels of telomerase have been detected in malignant cells from various samples: tissue from gestational trophoblastic neoplasms; squamous carcinoma cells from oral rinses; lung carcinoma cells from bronchial washings; colorectal carcinoma cells from colonic luminal washings; bladder carcinoma cells from urine or bladder washings; and breast carcinoma or thyroid cancer cells from fine needle aspirations. Such clinical tests for telomerase can be useful as non-invasive and cost-effective methods for early detection and monitoring of cancer. In addition, telomerase activity has been shown to correlate with poor clinical outcome in late-stage diseases such as non-small cell lung cancer, colorectal cancer, and soft tissue sarcomas. In such cases, testing for telomerase activity can be used to identify patients with a poor prognosis and to select those who might benefit from adjuvant treatment. Our review of the latest medical advances in this field reveals that telomerase holds great promise as a biomarker for early cancer detection and monitoring, and has considerable potential as the basis for developing new anticancer therapies.
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Affiliation(s)
- Chi-Hau Chen
- Department of Obstetrics and Gynecology, National Taiwan University College of Medicine and National Taiwan University Hospital, National Taiwan University, Taipei, Taiwan
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Abstract
Telomeres are nucleoprotein structures that protect the ends of human chromosomes through the formation of a 'cap', thus preventing exonucleolytic degradation, inter- and intra-chromosomal fusion, and subsequent chromosomal instability. During aging, telomere shortening correlates with tissue dysfunction and loss of renewal capacity. In human cancer, telomere dysfunction is involved in early chromosome instability, long-term cellular proliferation, and possibly other processes related to cell survival and microenvironment. Telomeres constitute an attractive target for the development of novel small-molecule anti-cancer drugs. In particular, individual protein components of the core telomere higher-order chromatin structure (known as the telosome or 'shelterin' complex) are promising candidate targets for cancer therapy.
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Deng X, Liang J, Liu D, Zhu C, Li L, Qin L. An experimental research of Weining granule in treating gastric precancerous lesions. ACTA ACUST UNITED AC 2009. [DOI: 10.1007/s10330-009-0012-z] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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Botchkina IL, Rivadeneira DE, Watkins K, Karpeh MS, Botchkina GI. Clinical significance of telomerase activity in peritoneal disseminated cells: gastrointestinal cancers. Mol Med 2007; 14:45-54. [PMID: 17973027 DOI: 10.2119/2007-00069.botchkina] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2007] [Accepted: 10/22/2007] [Indexed: 11/06/2022] Open
Abstract
Early detection and accurate staging of gastrointestinal (GI) cancers are difficult. The aim of this study was to evaluate whether telomerase activity (TA) in exfoliated/disseminated epithelial cells could be used as a reliable marker for GI cancers. TA was evaluated with the real-time RTQ-TRAP in immunomagnetically sorted peritoneal epithelial cells from 60 patients undergoing surgical treatment. Thirty-two patients were clinically diagnosed with a variety of GI cancers: 1 had premalignant disease, 2 had history of GI cancers, and 25 patients were clinically negative for cancer. Here we report that all types and all cases of gastrointestinal cancers were telomerase positive, thereby demonstrating 100% sensitivity for cancer. Eighteen of 25 nonmalignant cases had undetectable levels of TA, 2 had low, and 5 of 25 expressed high TA levels. Because normal epithelial cells usually have low TA and a lesser tendency to exfoliate compared with cancer cells, it is of great importance to have close follow-up for these patients to exclude possible malignant disease. We conclude that RTQ-TRAP assessment of TA in immunomagnetically sorted peritoneal epithelial cells has 100% sensitivity and 100% negative predictive value for GI cancers, and therefore, can be considered as a valuable tool and useful addition to current standard diagnostic methods. Clinical significance of unusually high telomerase activity in some clinically negative for cancer cases requires further study.
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Affiliation(s)
- Inna L Botchkina
- Department of Physiology, University of California San Francisco, San Francisco, California, USA.
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Sun YQ, Guo TK, Xi YM, Chen C, Wang J, Wang ZR. Effects of AZT and RNA-protein complex (FA-2-b-β) extracted from Liang Jin mushroom on apoptosis of gastric cancer cells. World J Gastroenterol 2007; 13:4185-91. [PMID: 17696246 PMCID: PMC4250616 DOI: 10.3748/wjg.v13.i31.4185] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
AIM: To investigate the synergistic effects of 3'-azido-3'-deoxythymidine (AZT) and FA-2-b-β extracted from Ling Jin mushroom on apoptosis of gastric cancer cells MKN45 in vitro.
METHODS: MTT analysis was made to examine the inhibition rate of MKN45 cells treated with AZT (2.5, 5, 10 and 20 mg/L) and FA-2-b-β (5, 10, 20 and 40 mg/L) singly and combinatively for 24, 48 and 72 h. Apoptotic effects were evaluated by morphological methods, DNA agarose gel electrophoresis and flow cytometry, respectively. Telomerase activity was estimated by TRAP-ELISA. The mRNA expression of caspase-3 and Bcl-2 were detected by RT-PCR.
RESULTS: AZT and FA-2-b-β could significantly inhibit MKN45 cell proliferation and induce its apoptosis. MKN45 cells were inhibited in dose- and time- dependent manner. The inhibition effect of AZT combined with FA-2-b-β was obviously better than that used singly (0.469 ±0.022 vs 1.075 ± 0.055, P < 0.05, 0.325 ± 0.029 vs 0.469± 0.022 P < 0.01). AZT used singly and combination of FA-2-b-β could decrease the activity of tumor cell telomerase, and AZT has synergistic function with FA-2-b-β. A certain concentration of AZT could up-regulate the expression of caspase-3 mRNA (r = 0.9969, P < 0.01), which was positively related to apoptosis rate, and could down-regulate the expression of Bcl-2 mRNA, which was negatively related to apoptosis rate (r = 0.926, P < 0.01). Furthermore, the effect of AZT combined with FA-2-b-β was significantly higher than that used singly.
CONCLUSION: Combination of AZT and FA-2-b-β has an obviously synergetic effect in the gastric cancer cells MKN45, which has provided a new approach to the treatment of gastric cancer clinically.
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Affiliation(s)
- Yan-Qing Sun
- School of Life Science, Lanzhou University, Lanzhou 730000, Gansu Province, China
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Lee BT, Song CM, Yeo BH, Chung CW, Chan YL, Lim TT, Chua YB, Loh MC, Ang BK, Vijayakumar P, Liew L, Lim J, Lim YP, Wong CH, Chuon D, Rajagopal G, Hill J. Gastric Cancer (Biomarkers) Knowledgebase (GCBKB): A Curated and Fully Integrated Knowledgebase of Putative Biomarkers Related to Gastric Cancer. Biomark Insights 2006. [DOI: 10.1177/117727190600100005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
The Gastric Cancer (Biomarkers) Knowledgebase (GCBKB) ( http://biomarkers.bii.a-star.edu.sg/background/gastricCancerBiomarkersKb.php ) is a curated and fully integrated knowledgebase that provides data relating to putative biomarkers that may be used in the diagnosis and prognosis of gastric cancer. It is freely available to all users. The data contained in the knowledgebase was derived from a large literature source and the putative biomarkers therein have been annotated with data from the public domain. The knowledgebase is maintained by a curation team who update the data from a defined source. As well as mining data from the literature, the knowledgebase will also be populated with unpublished experimental data from investigators working in the gastric cancer biomarker discovery field. Users can perform searches to identify potential markers defined by experiment type, tissue type and disease state. Search results may be saved, manipulated and retrieved at a later date. As far as the authors are aware this is the first open access database dedicated to the discovery and investigation of gastric cancer biomarkers.
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Affiliation(s)
- Bernett T.K. Lee
- Bioinformatics Institute, 30 Biopolis Street, #07–01 Matrix, Singapore 138671, Singapore
| | - Chun Meng Song
- Bioinformatics Institute, 30 Biopolis Street, #07–01 Matrix, Singapore 138671, Singapore
| | - Boon Huat Yeo
- Bioinformatics Institute, 30 Biopolis Street, #07–01 Matrix, Singapore 138671, Singapore
| | - Cheuk Wang Chung
- Bioinformatics Institute, 30 Biopolis Street, #07–01 Matrix, Singapore 138671, Singapore
| | - Ying Leong Chan
- Bioinformatics Institute, 30 Biopolis Street, #07–01 Matrix, Singapore 138671, Singapore
| | - Teng Ting Lim
- Bioinformatics Institute, 30 Biopolis Street, #07–01 Matrix, Singapore 138671, Singapore
| | - Yen Bing Chua
- Bioinformatics Institute, 30 Biopolis Street, #07–01 Matrix, Singapore 138671, Singapore
| | - Marie C.S. Loh
- Bioinformatics Institute, 30 Biopolis Street, #07–01 Matrix, Singapore 138671, Singapore
| | - Boon Keong Ang
- Bioinformatics Institute, 30 Biopolis Street, #07–01 Matrix, Singapore 138671, Singapore
| | - Praveen Vijayakumar
- Bioinformatics Institute, 30 Biopolis Street, #07–01 Matrix, Singapore 138671, Singapore
| | - Lailing Liew
- Bioinformatics Institute, 30 Biopolis Street, #07–01 Matrix, Singapore 138671, Singapore
| | - Jiahao Lim
- Bioinformatics Institute, 30 Biopolis Street, #07–01 Matrix, Singapore 138671, Singapore
| | - Yun Ping Lim
- Bioinformatics Institute, 30 Biopolis Street, #07–01 Matrix, Singapore 138671, Singapore
| | - Chee Hong Wong
- Bioinformatics Institute, 30 Biopolis Street, #07–01 Matrix, Singapore 138671, Singapore
| | - Danny Chuon
- Bioinformatics Institute, 30 Biopolis Street, #07–01 Matrix, Singapore 138671, Singapore
| | - Gunaretnam Rajagopal
- Bioinformatics Institute, 30 Biopolis Street, #07–01 Matrix, Singapore 138671, Singapore
| | - Jeffrey Hill
- Bioinformatics Institute, 30 Biopolis Street, #07–01 Matrix, Singapore 138671, Singapore
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