1
|
Deng Y, Qin HY, Zhou YY, Liu HH, Jiang Y, Liu JP, Bao J. Artificial intelligence applications in pathological diagnosis of gastric cancer. Heliyon 2022; 8:e12431. [PMID: 36619448 PMCID: PMC9816967 DOI: 10.1016/j.heliyon.2022.e12431] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2022] [Revised: 09/29/2022] [Accepted: 12/09/2022] [Indexed: 12/23/2022] Open
Abstract
Globally, gastric cancer is the third leading cause of death from tumors. Prevention and individualized treatment are considered to be the best options for reducing the mortality rate of gastric cancer. Artificial intelligence (AI) technology has been widely used in the field of gastric cancer, including diagnosis, prognosis, and image analysis. Eligible papers were identified from PubMed and IEEE up to April 13, 2022. Through the comparison of these articles, the application status of AI technology in the diagnosis of gastric cancer was summarized, including application types, application scenarios, advantages and limitations. This review presents the current state and role of AI in the diagnosis of gastric cancer based on four aspects: 1) accurate sampling from early diagnosis (endoscopy), 2) digital pathological diagnosis, 3) molecules and genes, and 4) clinical big data analysis and prognosis prediction. AI plays a very important role in facilitating the diagnosis of gastric cancer; however, it also has shortcomings such as interpretability. The purpose of this review is to provide assistance to researchers working in this domain.
Collapse
Affiliation(s)
- Yang Deng
- Institute of Clinical Pathology, West China Hospital, Sichuan University, Chengdu 610041, Sichuan Province, China
| | - Hang-Yu Qin
- Institute of Clinical Pathology, West China Hospital, Sichuan University, Chengdu 610041, Sichuan Province, China
| | - Yan-Yan Zhou
- Institute of Clinical Pathology, West China Hospital, Sichuan University, Chengdu 610041, Sichuan Province, China
| | - Hong-Hong Liu
- Institute of Clinical Pathology, West China Hospital, Sichuan University, Chengdu 610041, Sichuan Province, China
| | - Yong Jiang
- Department of Pathology, West China Hospital, Sichuan University, Chengdu 610041, Sichuan Province, China
| | - Jian-Ping Liu
- Department of Pathology, West China Hospital, Sichuan University, Chengdu 610041, Sichuan Province, China
| | - Ji Bao
- Institute of Clinical Pathology, West China Hospital, Sichuan University, Chengdu 610041, Sichuan Province, China,Corresponding author.
| |
Collapse
|
2
|
Pan Y, Wang X, He Y, Lin S, Zhu M, Li Y, Wang J, Wang J, Ma X, Xu J, Yang L, Yang G, Huang J, Lu Y, Sheng J. Tumor suppressor ATP4B serve as a promising biomarker for worsening of gastric atrophy and poor differentiation. Gastric Cancer 2021; 24:314-326. [PMID: 33111209 DOI: 10.1007/s10120-020-01128-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/01/2020] [Accepted: 09/01/2020] [Indexed: 02/07/2023]
Abstract
BACKGROUND Hydrogen/potassium ATPase β (ATP4B) is a proton pump acting an essential role in gastric acid secretion. This study aimed to investigate the diagnostic performance of ATP4B and its biological role in tumor progression in gastric cancer. METHODS The correlations between ATP4B expression level and clinicopathologic parameters, as well as the relevance of ATP4B expression with overall survival were assessed. The functional roles of ATP4B in gastric cancer were verified by gain- and loss-of-function cell models and tumor xenograft models. The possible downstream effects of ATP4B were analyzed by iTRAQ-based quantitative proteomics analysis. RESULTS A dramatic decrease in ATP4B was associated with malignant transformation in gastric mucosa lesions and correlated with poor differentiation. Restoration of ATP4B expression in gastric cancer cells significantly suppressed cell proliferation, cell viability, migration, invasion, tumorigenicity and induced apoptosis, whereas ATP4B silencing exerted the opposite effects. Mechanistically, we found a quality control on mitochondrial metabolism and functions in ATP4B-overexpression GC cells. CONCLUSIONS Our data suggest that decreasing ATP4B is an indicator for gastric mucosa malignant transformation and GC aggressive phenotype and it plays an inhibitory role in gastric cancer as a tumor suppressor via regulating mitochondrial metabolism and apoptosis pathway.
Collapse
Affiliation(s)
- Yuanming Pan
- Department of Gastroenterology, the 7th Medical Center of Chinese PLA General Hospital, No. 5 Nanmencang, Dongcheng District, Beijing, 100700, China.,Laboratory of Molecular Oncology, Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Peking University Cancer Hospital/Institute, No. 52 Fucheng Road, Haidian District, Beijing, 100142, China
| | - Xin Wang
- Department of Gastroenterology, the 7th Medical Center of Chinese PLA General Hospital, No. 5 Nanmencang, Dongcheng District, Beijing, 100700, China
| | - Yuqi He
- Department of Gastroenterology, the 7th Medical Center of Chinese PLA General Hospital, No. 5 Nanmencang, Dongcheng District, Beijing, 100700, China.,The Second School of Clinical Medicine, Southern Medical University, 253 Middle Industrial Avenue, Guangzhou, 510282, Guangdong, China
| | - Shuye Lin
- Laboratory of Molecular Oncology, Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Peking University Cancer Hospital/Institute, No. 52 Fucheng Road, Haidian District, Beijing, 100142, China.,College of Life Sciences and Bioengineering, School of Science, Beijing Jiaotong University, 3 Shangyuan Residence, Haidian District, Beijing, 100044, China
| | - Min Zhu
- Laboratory of Molecular Oncology, Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Peking University Cancer Hospital/Institute, No. 52 Fucheng Road, Haidian District, Beijing, 100142, China
| | - Yangjie Li
- Department of Gastroenterology, the 7th Medical Center of Chinese PLA General Hospital, No. 5 Nanmencang, Dongcheng District, Beijing, 100700, China.,The Second School of Clinical Medicine, Southern Medical University, 253 Middle Industrial Avenue, Guangzhou, 510282, Guangdong, China
| | - Jianxun Wang
- School of Basic Medical Sciences, Qingdao University, Qingdao, China.,Center for Regenerative Medicine, Institute for Translational Medicine, Qingdao University, Qingdao, China
| | - Jiheng Wang
- Department of Gastroenterology, the 7th Medical Center of Chinese PLA General Hospital, No. 5 Nanmencang, Dongcheng District, Beijing, 100700, China
| | - Xianzong Ma
- Department of Gastroenterology, the 7th Medical Center of Chinese PLA General Hospital, No. 5 Nanmencang, Dongcheng District, Beijing, 100700, China
| | - Junfeng Xu
- Department of Gastroenterology, the 7th Medical Center of Chinese PLA General Hospital, No. 5 Nanmencang, Dongcheng District, Beijing, 100700, China
| | - Lang Yang
- Department of Gastroenterology, the 7th Medical Center of Chinese PLA General Hospital, No. 5 Nanmencang, Dongcheng District, Beijing, 100700, China
| | - Guibin Yang
- Department of Gastroenterology, Aerospace Clinic Medical College of Peking University, No. 15 Yuanquan Road, Haidian District, Beijing, 100049, China
| | - Jiaqiang Huang
- College of Life Sciences and Bioengineering, School of Science, Beijing Jiaotong University, 3 Shangyuan Residence, Haidian District, Beijing, 100044, China. .,Cancer and Inflammation Program (CIP), Center for Cancer Research (CCR), National Cancer Institute (NCI), Frederick, MD, USA.
| | - Youyong Lu
- Laboratory of Molecular Oncology, Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Peking University Cancer Hospital/Institute, No. 52 Fucheng Road, Haidian District, Beijing, 100142, China.
| | - Jianqiu Sheng
- Department of Gastroenterology, the 7th Medical Center of Chinese PLA General Hospital, No. 5 Nanmencang, Dongcheng District, Beijing, 100700, China.
| |
Collapse
|
3
|
Bourgot I, Primac I, Louis T, Noël A, Maquoi E. Reciprocal Interplay Between Fibrillar Collagens and Collagen-Binding Integrins: Implications in Cancer Progression and Metastasis. Front Oncol 2020; 10:1488. [PMID: 33014790 PMCID: PMC7461916 DOI: 10.3389/fonc.2020.01488] [Citation(s) in RCA: 58] [Impact Index Per Article: 11.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2020] [Accepted: 07/13/2020] [Indexed: 12/14/2022] Open
Abstract
Cancers are complex ecosystems composed of malignant cells embedded in an intricate microenvironment made of different non-transformed cell types and extracellular matrix (ECM) components. The tumor microenvironment is governed by constantly evolving cell-cell and cell-ECM interactions, which are now recognized as key actors in the genesis, progression and treatment of cancer lesions. The ECM is composed of a multitude of fibrous proteins, matricellular-associated proteins, and proteoglycans. This complex structure plays critical roles in cancer progression: it functions as the scaffold for tissues organization and provides biochemical and biomechanical signals that regulate key cancer hallmarks including cell growth, survival, migration, differentiation, angiogenesis, and immune response. Cells sense the biochemical and mechanical properties of the ECM through specialized transmembrane receptors that include integrins, discoidin domain receptors, and syndecans. Advanced stages of several carcinomas are characterized by a desmoplastic reaction characterized by an extensive deposition of fibrillar collagens in the microenvironment. This compact network of fibrillar collagens promotes cancer progression and metastasis, and is associated with low survival rates for cancer patients. In this review, we highlight how fibrillar collagens and their corresponding integrin receptors are modulated during cancer progression. We describe how the deposition and alignment of collagen fibers influence the tumor microenvironment and how fibrillar collagen-binding integrins expressed by cancer and stromal cells critically contribute in cancer hallmarks.
Collapse
Affiliation(s)
| | | | | | | | - Erik Maquoi
- Laboratory of Tumor and Development Biology, GIGA-Cancer, University of Liège, Liège, Belgium
| |
Collapse
|
4
|
Ding L, Tian Y, Wang L, Bi M, Teng D, Hong S. Hypermethylated long noncoding RNA MEG3 promotes the progression of gastric cancer. Aging (Albany NY) 2019; 11:8139-8155. [PMID: 31584879 PMCID: PMC6814614 DOI: 10.18632/aging.102309] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2019] [Accepted: 09/21/2019] [Indexed: 12/16/2022]
Abstract
This study aims to explore the expression and degree of methylation of lncRNA MEG3 in gastric cancer tissues and to analyze its effect on the migration and proliferation of gastric cancer patients and the mechanism by which this occurs. The targeting relationship between MEG3, miR-181a-5p and ATP4B was detected through molecular biology experiments. Wound healing, transwell, colony formation and flow cytometry assays were used to analyze the effects of lncRNA MEG3 and methylation on tumor cell migration, invasion, proliferation and apoptosis. In addition, a tumor xenotransplantation model was established to study the influence of MEG3 on tumor growth in vivo. Bioinformatics analysis showed that lncRNA MEG3 and ATP4B were downregulated in gastric cancer tissues compared with normal tissues. Bioinformatics predicted that ATP4B might be regulated by targeting miR-181a-5p. The overexpression of MEG3 and the application of 5-Aza treatment inhibited the migration, invasion and proliferation of MGC-803 cells and promoted apoptosis. In gastric cancer tissues, MEG3 is hypermethylated to decrease expression. Once the expression of MEG3 is restored or methylation is inhibited, tumor growth can be inhibited both in vivo and in vitro. This finding could be utilized as a clinical reference for gastric cancer treatment in the future.
Collapse
Affiliation(s)
- Lei Ding
- Department of Radiology, China-Japan Union Hospital of Jilin University, Changchun 130022, Jilin, China
| | - Yuan Tian
- Department of Medical Examination, China-Japan Union Hospital of Jilin University, Changchun 130022, Jilin,China
| | - Ling Wang
- Department of Gynecology and Obstetrics, The Second Hospital of Jilin University, Changchun 130041, Jilin, China
| | - Miaomiao Bi
- Department of Ophthalmology, China-Japan Union Hospital of Jilin University, Changchun, 130022, Jilin, China
| | - Dengke Teng
- Department of Ultrasonography, China-Japan Union Hospital of Jilin University, Changchun 130022, Jilin, China
| | - Sen Hong
- Department of Colorectal and Anal Surgery, The First Hospital of Jilin University, Changchun 130000, Jilin, China
| |
Collapse
|
5
|
The use of high-throughput screening in identifying chemotherapeutic agents for gastric cancer. Future Med Chem 2015; 6:2103-12. [PMID: 25531971 DOI: 10.4155/fmc.14.131] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
Gastric cancer claims many lives around the world, particularly in Asia. Although diagnosis and treatment has improved, long-term survival of patients is still poor and there is an urgent need to develop more effective treatments for this disease. This review outlines some of the more innovative high-throughput screening-based approaches and strategies that may be used to identify compounds that have new or novel mechanisms of action and could be developed further as possible gastric cancer treatments in the future.
Collapse
|
6
|
Hochart A, Dieux A, Coucke P, Fron D, Fayoux P, Labalette P, Boutry N, Escande F, Aubert S, Renaud F, Rocourt N, Vinchon M, Leblond P. Association between Kniest dysplasia and chondrosarcoma in a child. Am J Med Genet A 2015; 167A:3204-8. [PMID: 26345137 DOI: 10.1002/ajmg.a.37361] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2015] [Accepted: 08/21/2015] [Indexed: 11/08/2022]
Abstract
Constitutive COL2A1 mutations are associated with a wide variety of clinical manifestations known as type II collagenopathies. Among them is Kniest dysplasia, which is phenotypically variable and includes both skeletal (short trunk and limbs, kyphoscoliosis, prominent joints, and osteoarthritis) and craniofacial characteristics. Kniest dysplasia mutations primarily arise in the triple-helicoidal region of the alpha 1 (II) chain in COL2A1 between exons 12 and 24. Somatic COL2A1 mutations have been identified in chondrosarcoma, a rare cartilage forming neoplasm, with a hypermutability of the gene reported in 37% of cases. However, to the best of our knowledge, there is no reported increase in predisposition to chondrosarcoma in human collagenopathies, and no reported clinical association between these congenital diseases and cartilaginous tumors. In the case study presented here, we report the first description of an association between these two rare diseases involving COL2A1, in a child presenting with Kniest dysplasia and a grade I sphenoethmoidal chondrosarcoma. We also describe a new constitutive mutation in COL2A1.
Collapse
Affiliation(s)
- Audrey Hochart
- Pediatric Oncology Unit, Oscar Lambret Center, Lille, France
| | - Anne Dieux
- Department of Clinical Genetic, Lille University Hospital, Lille, France
| | - Paul Coucke
- Department of Medical Genetic, Ghent University Hospital, Ghent, Belgium
| | - Damien Fron
- Department of Pediatric Orthopedic Surgery, Lille University Hospital, France
| | - Pierre Fayoux
- Department of Otolaryngology-Head and Neck Surgery, Lille University Hospital, Lille, France
| | - Pierre Labalette
- Department of Ophthalmology, Lille University Hospital, Lille, France
| | - Nathalie Boutry
- Department of Pediatric Radiology, Lille University Hospital, Lille, France
| | - Fabienne Escande
- Biochemistry and Molecular Biology Department, Lille University Hospital, Lille, France
| | - Sébastien Aubert
- Department of Neuropathology, Biology and Pathology Center, Lille University Hospital, Lille, France
| | - Florence Renaud
- Department of Neuropathology, Biology and Pathology Center, Lille University Hospital, Lille, France
| | | | - Matthieu Vinchon
- Department of Pediatric Neurosurgery, Lille University Hospital, Lille, France
| | - Pierre Leblond
- Pediatric Oncology Unit, Oscar Lambret Center, Lille, France.,Unité Tumorigénèse et Résistance aux Traitements, INSERM U908, Oscar Lambret Center, Lille, France
| |
Collapse
|
7
|
miRegulome: a knowledge-base of miRNA regulomics and analysis. Sci Rep 2015; 5:12832. [PMID: 26243198 PMCID: PMC4525332 DOI: 10.1038/srep12832] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2014] [Accepted: 07/06/2015] [Indexed: 12/21/2022] Open
Abstract
UNLABELLED miRNAs regulate post transcriptional gene expression by targeting multiple mRNAs and hence can modulate multiple signalling pathways, biological processes, and patho-physiologies. Therefore, understanding of miRNA regulatory networks is essential in order to modulate the functions of a miRNA. The focus of several existing databases is to provide information on specific aspects of miRNA regulation. However, an integrated resource on the miRNA regulome is currently not available to facilitate the exploration and understanding of miRNA regulomics. miRegulome attempts to bridge this gap. The current version of miRegulome v1.0 provides details on the entire regulatory modules of miRNAs altered in response to chemical treatments and transcription factors, based on validated data manually curated from published literature. Modules of miRegulome (upstream regulators, downstream targets, miRNA regulated pathways, functions, diseases, etc) are hyperlinked to an appropriate external resource and are displayed visually to provide a comprehensive understanding. Four analysis tools are incorporated to identify relationships among different modules based on user specified datasets. miRegulome and its tools are helpful in understanding the biology of miRNAs and will also facilitate the discovery of biomarkers and therapeutics. With added features in upcoming releases, miRegulome will be an essential resource to the scientific community. AVAILABILITY http://bnet.egr.vcu.edu/miRegulome.
Collapse
|
8
|
In silico analysis of stomach lineage specific gene set expression pattern in gastric cancer. Biochem Biophys Res Commun 2013; 439:539-46. [DOI: 10.1016/j.bbrc.2013.09.007] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2013] [Accepted: 09/02/2013] [Indexed: 01/28/2023]
|