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Liu H, Sun X, Dong B, Zhang J, Zhang J, Gu Y, Chen L, Pang X, Ye J, Wang X, Rong Z. Systematic Characterisation and Analysis of Lysyl Oxidase Family Members as Drivers of Tumour Progression and Multiple Drug Resistance. J Cell Mol Med 2025; 29:e70536. [PMID: 40179101 PMCID: PMC11967703 DOI: 10.1111/jcmm.70536] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2024] [Revised: 03/18/2025] [Accepted: 03/24/2025] [Indexed: 04/05/2025] Open
Abstract
The intricacies of tumour microenvironment, particularly the extracellular matrix (ECM), underscore its pivotal function in modulating tumour progression and drug resistance. Among the key regulators of ECM remodelling and homeostasis, the lysyl oxidases (LOXs) emerge as promising therapeutic targets of tumour treatment. Despite their significance, a holistic evaluation of the LOX family's genomics and clinical implications across diverse cancer types remains elusive. Herein, this study aimed to investigate the correlation between LOX family expression and patient outcomes, drug responsiveness and tumour microenvironment (TME) characteristics in a cohort of 33 tumours based on The Cancer Genome Atlas (TCGA) database. Notably, patients exhibiting elevated LOX family expression suffer from worse prognosis and resistance to a spectrum of antitumor therapies, encompassing chemotherapy, endocrine therapy, targeted therapy and immunotherapy, in contrast to counterparts with subdued LOX family expression levels. Furthermore, enrichment analysis indicated that the LOX family fosters tumour progression and drug resistance. These findings were further validated by multiplex immunofluorescence staining in breast, gastric and rectal cancer, as well as breast cancer organoids. Altogether, this study unravels the intricate association between the LOX family and tumour progression, alongside multidrug resistance. We have gained further insights into the roles of LOX family genes in various tumour types, offering a novel avenue for future research into the relationship between LOX family genes and tumorigenesis.
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Affiliation(s)
- Hongjin Liu
- Department of Gastrointestinal SurgeryPeking University First HospitalBeijingChina
| | - Xiaojiao Sun
- School of Pharmaceutical Sciences, Peking UniversityBeijingChina
| | - Bingqi Dong
- Department of Gastrointestinal SurgeryPeking University First HospitalBeijingChina
| | - Jixin Zhang
- Department of PathologyPeking University First HospitalBeijingChina
| | - Junling Zhang
- Department of Gastrointestinal SurgeryPeking University First HospitalBeijingChina
| | - Yanlun Gu
- Department of PharmacyPeking University First HospitalBeijingChina
- Beijing Key Laboratory of Clinical Pharmacology and Translation of Innovative DrugsPeking University First HospitalBeijingChina
| | - Lin Chen
- Department of PharmacyPeking University First HospitalBeijingChina
| | - Xiaocong Pang
- Department of PharmacyPeking University First HospitalBeijingChina
- Beijing Key Laboratory of Clinical Pharmacology and Translation of Innovative DrugsPeking University First HospitalBeijingChina
| | - Jingming Ye
- Department of Thyroid and Breast SurgeryPeking University First HospitalBeijingChina
| | - Xin Wang
- Department of Gastrointestinal SurgeryPeking University First HospitalBeijingChina
| | - Zhuona Rong
- Department of PharmacyPeking University First HospitalBeijingChina
- Beijing Key Laboratory of Clinical Pharmacology and Translation of Innovative DrugsPeking University First HospitalBeijingChina
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Yuan GQ, Zhang G, Nie Q, Wang Z, Gao HZ, Jin GS, Zheng ZQ. Lysyl oxidase-like 1 predicts the prognosis of patients with primary glioblastoma and promotes tumor invasion via EMT pathway. PeerJ 2024; 12:e17579. [PMID: 38978755 PMCID: PMC11229686 DOI: 10.7717/peerj.17579] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2023] [Accepted: 05/25/2024] [Indexed: 07/10/2024] Open
Abstract
Background Lysyl oxidase enzymes (LOXs), as extracellular matrix (ECM) protein regulators, play vital roles in tumor progression by remodeling the tumor microenvironment. However, their roles in glioblastoma (GBM) have not been fully elucidated. Methods The genetic alterations and prognostic value of LOXs were investigated via cBioPortal. The correlations between LOXs and biological functions/molecular tumor subtypes were explored in The Cancer Genome Atlas (TCGA) and the Chinese Glioma Genome Atlas (CGGA). After Kaplan‒Meier and Cox survival analyses, a Loxl1-based nomogram and prognostic risk score model (PRSM) were constructed and evaluated by time-dependent receiver operating characteristic curves, calibration curves, and decision curve analyses. Tumor enrichment pathways and immune infiltrates were explored by single-cell RNA sequencing and TIMER. Loxl1-related changes in tumor viability/proliferation and invasion were further validated by CCK-8, western blot, wound healing, and Transwell invasion assays. Results GBM patients with altered LOXs had poor survival. Upregulated LOXs were found in IDH1-wildtype and mesenchymal (not Loxl1) GBM subtypes, promoting ECM receptor interactions in GBM. The Loxl1-based nomogram and the PRSM showed high accuracy, reliability, and net clinical benefits. Loxl1 expression was related to tumor invasion and immune infiltration (B cells, neutrophils, and dendritic cells). Loxl1 knockdown suppressed GBM cell proliferation and invasion by inhibiting the EMT pathway (through the downregulation of N-cadherin/Vimentin/Snai1 and the upregulation of E-cadherin). Conclusion The Loxl1-based nomogram and PRSM were stable and individualized for assessing GBM patient prognosis, and the invasive role of Loxl1 could provide a promising therapeutic strategy.
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Affiliation(s)
- Gui-Qiang Yuan
- Beijing Neurosurgical Institute, Department of Neurosurgery, Beijing Tiantan Hospital Affiliated to Capital Medical University, Capital Medical University, Beijing, China
- Department of Neurosurgery & Brain and Nerve Research Laboratory, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu, China
| | - Guoguo Zhang
- Department of Neurosurgery & Brain and Nerve Research Laboratory, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu, China
| | - Qianqian Nie
- Department of Neurosurgery & Brain and Nerve Research Laboratory, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu, China
| | - Zhong Wang
- Department of Neurosurgery & Brain and Nerve Research Laboratory, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu, China
| | - Hong-Zhi Gao
- Department of Neurosurgery, The Second Affiliated Hospital of Fujian Medical University, Quanzhou, Fujian, China
| | - Gui-Shan Jin
- Beijing Neurosurgical Institute, Department of Neurosurgery, Beijing Tiantan Hospital Affiliated to Capital Medical University, Capital Medical University, Beijing, China
| | - Zong-Qing Zheng
- Department of Neurosurgery, The Second Affiliated Hospital of Fujian Medical University, Quanzhou, Fujian, China
- Department of Neurosurgery, Neurosurgery Research Institute & Binhai Branch of National Regional Medical Center, The First Affiliated Hospital, Fujian Medical University, Fujian, Fuzhou, China
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Xie W, Peng Z, Zhou X, Xia Q, Chen M, Zheng X, Sun H, Zou H, Xu L, Du Z, Li E, Wu B. The Expression Pattern and Clinical Significance of Lysyl Oxidase Family in Gliomas. DOKL BIOCHEM BIOPHYS 2023; 510:132-143. [PMID: 37582875 DOI: 10.1134/s1607672922600269] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2023] [Revised: 03/03/2023] [Accepted: 03/09/2023] [Indexed: 08/17/2023]
Abstract
LOX (Lysyl oxidase) family participates in the catalysis of collagen and elastin to maintain ECM homeostasis. Glioma is the most common primary brain tumor and LOX family has not been systemic studied in glioma. In this study, we found LOX family members are upregulated expressed in gliomas samples. A protein-protein interaction network (PPIN) was construct to visualize and understand the differential expression pattern, as well as functional annotation, for LOX family and their interacting proteins, which involved in collagen fibril organization and MAPK signaling pathway. Through subcellular localization distribution, the LOX family members distribute both intracellular and extracellular. All five LOX members are consistently significantly correlate with dendritic cell both in immune infiltrate of GBM and LGG. Survival analysis showed that high expression of LOX family is associated with a poor prognosis of gliomas patients. These analyses provide important clues to identify the potential biological roles for LOX family in gliomas, which might serve as diagnosis markers.
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Affiliation(s)
- Weijie Xie
- Department of Biochemistry and Molecular Biology, Shantou University Medical College, 515041, Shantou, China
| | - Zhongte Peng
- Department of Biochemistry and Molecular Biology, Shantou University Medical College, 515041, Shantou, China
| | - Xiao Zhou
- Department of Central Laboratory, Shantou Central Hospital, 515041, Shantou, China
| | - Qiaoxi Xia
- Department of Central Laboratory, Shantou Central Hospital, 515041, Shantou, China
| | - Mantong Chen
- Department of Biochemistry and Molecular Biology, Shantou University Medical College, 515041, Shantou, China
| | - Xiaoqi Zheng
- Department of Biochemistry and Molecular Biology, Shantou University Medical College, 515041, Shantou, China
| | - Hong Sun
- Department of Biochemistry and Molecular Biology, Shantou University Medical College, 515041, Shantou, China
| | - Haiying Zou
- Department of Biochemistry and Molecular Biology, Shantou University Medical College, 515041, Shantou, China
| | - Liyan Xu
- Institute of Oncologic Pathology, Shantou University Medical College, 515041, Shantou, China
| | - Zepeng Du
- Department of Central Laboratory, Shantou Central Hospital, 515041, Shantou, China
| | - Enmin Li
- Department of Biochemistry and Molecular Biology, Shantou University Medical College, 515041, Shantou, China.
| | - Bingli Wu
- Department of Biochemistry and Molecular Biology, Shantou University Medical College, 515041, Shantou, China.
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Yu H, Wang M, Wang X, Jiang X. Immune-related matrisomes are potential biomarkers to predict the prognosis and immune microenvironment of glioma patients. FEBS Open Bio 2022; 13:307-322. [PMID: 36560848 PMCID: PMC9900094 DOI: 10.1002/2211-5463.13541] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2022] [Revised: 11/11/2022] [Accepted: 12/21/2022] [Indexed: 12/24/2022] Open
Abstract
The extracellular matrix (ECM) plays a vital role in the progression and metastasis of glioma and is an important part of the tumor microenvironment. The matrisome is composed of ECM components and related proteins. There have been several studies on the effects of matrisomes on the glioma immune microenvironment, but most of these studies were performed on individual glioma immune-related matrisomes rather than integral analysis. Hence, an overall analysis of all potential immune-related matrisomes in gliomas is needed. Here, we divided 667 glioma patients in The Cancer Genome Atlas (TCGA) database into low, moderate, and high immune infiltration groups. Immune-related matrisomes differentially expressed among the three groups were analyzed, and a risk signature was established. Eight immune-related matrisomes were screened, namely, LIF, LOX, MMP9, S100A4, SRPX2, SLIT1, SMOC1, and TIMP1. Kaplan-Meier analysis, operating characteristic curve analysis, and nomogram were constructed to analyze the relationships between risk signatures and the prognosis of glioma patients. The risk signature was significantly correlated with the overall survival of glioma patients. Both high- and low-risk signatures were also associated with some immune checkpoints. In addition, analysis of somatic mutations and anti-PD1/L1 immunotherapy responses in the high- and low-risk groups showed that the high-risk group had worse prognosis and a higher response to anti-PD1/L1 immunotherapy. Our analysis of immune-related matrisomes may improve understanding of the characteristics of the glioma immune microenvironment and provide direction for glioma immunotherapy development in the future.
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Affiliation(s)
- Hao Yu
- Department of Neurosurgery, Union Hospital, Tongji Medical CollegeHuazhong University of Science and TechnologyWuhanChina
| | - Minjie Wang
- Department of Neurosurgery, Union Hospital, Tongji Medical CollegeWuhanChina
| | - Xuan Wang
- Department of Neurosurgery, Union Hospital, Tongji Medical CollegeWuhanChina
| | - Xiaobing Jiang
- Department of Neurosurgery, Union Hospital, Tongji Medical CollegeHuazhong University of Science and TechnologyWuhanChina
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Laurentino TDS, Soares RDS, Marie SKN, Oba-Shinjo SM. Correlation of Matrisome-Associatted Gene Expressions with LOX Family Members in Astrocytomas Stratified by IDH Mutation Status. Int J Mol Sci 2022; 23:ijms23179507. [PMID: 36076905 PMCID: PMC9455728 DOI: 10.3390/ijms23179507] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2022] [Revised: 08/02/2022] [Accepted: 08/16/2022] [Indexed: 12/05/2022] Open
Abstract
Tumor cell infiltrative ability into surrounding brain tissue is a characteristic of diffusely infiltrative astrocytoma and is strongly associated with extracellular matrix (ECM) stiffness. Collagens are the most abundant ECM scaffolding proteins and contribute to matrix organization and stiffness. LOX family members, copper-dependent amine oxidases, participate in the collagen and elastin crosslinking that determine ECM tensile strength. Common IDH mutations in lower-grade gliomas (LGG) impact prognosis and have been associated with ECM stiffness. We analyzed the expression levels of LOX family members and matrisome-associated genes in astrocytoma stratified by malignancy grade and IDH mutation status. A progressive increase in expression of all five LOX family members according to malignancy grade was found. LOX, LOXL1, and LOXL3 expression correlated with matrisome gene expressions. LOXL1 correlations were detected in LGG with IDH mutation (IDHmut), LOXL3 correlations in LGG with IDH wild type (IDHwt) and strong LOX correlations in glioblastoma (GBM) were found. These increasing correlations may explain the increment of ECM stiffness and tumor aggressiveness from LGG-IDHmut and LGG-IDHwt through to GBM. The expression of the mechanosensitive transcription factor, β-catenin, also increased with malignancy grade and was correlated with LOXL1 and LOXL3 expression, suggesting involvement of this factor in the outside–in signaling pathway.
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Ye M, Song Y, Pan S, Chu M, Wang ZW, Zhu X. Evolving roles of lysyl oxidase family in tumorigenesis and cancer therapy. Pharmacol Ther 2020; 215:107633. [PMID: 32693113 DOI: 10.1016/j.pharmthera.2020.107633] [Citation(s) in RCA: 60] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2020] [Accepted: 07/15/2020] [Indexed: 12/21/2022]
Abstract
The lysyl oxidase (LOX) family is comprised of LOX and four LOX-like proteins (LOXL1, LOXL2, LOXL3, and LOXL4), and mainly functions in the remodeling of extracellular matrix (ECM) and the cross-linking of collagen and elastic fibers. Recently, a growing body of research has demonstrated that LOX family is critically involved in the regulation of cancer cell proliferation, migration, invasion and metastasis. In this review, we discuss the roles of LOX family members in the development and progression of different types of human cancers. Furthermore, we also describe the potential inhibitors of LOX family proteins and highlight that LOX family might be an important therapeutic target for cancer therapy.
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Affiliation(s)
- Miaomiao Ye
- Departmant of Obstetrics and Gynecology, The Second Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang 325027, China
| | - Yizuo Song
- Departmant of Obstetrics and Gynecology, The Second Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang 325027, China
| | - Shuya Pan
- Departmant of Obstetrics and Gynecology, The Second Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang 325027, China
| | - Man Chu
- Center of Scientific Research, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou, Zhejiang 325027, China
| | - Zhi-Wei Wang
- Center of Scientific Research, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou, Zhejiang 325027, China..
| | - Xueqiong Zhu
- Departmant of Obstetrics and Gynecology, The Second Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang 325027, China.
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Yang N, Cao DF, Yin XX, Zhou HH, Mao XY. Lysyl oxidases: Emerging biomarkers and therapeutic targets for various diseases. Biomed Pharmacother 2020; 131:110791. [PMID: 33152948 DOI: 10.1016/j.biopha.2020.110791] [Citation(s) in RCA: 27] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2020] [Revised: 09/11/2020] [Accepted: 09/17/2020] [Indexed: 12/12/2022] Open
Abstract
Therapeutic targeting of extracellular proteins has attracted huge attention in treating human diseases. The lysyl oxidases (LOXs) are a family of secreted copper-dependent enzymes which initiate the covalent crosslinking of collagen and elastin fibers in the extracellular microenvironment, thereby facilitating extracellular matrix (ECM) remodeling and ECM homeostasis. Apart from ECM-dependent roles, LOXs are also involved in other biological processes such as epithelial-to-mesenchymal transition (EMT) and transcriptional regulation, especially following hypoxic stress. Dysregulation of LOXs is found to underlie the onset and progression of multiple pathologies, such as carcinogenesis and cancer metastasis, fibrotic diseases, neurodegeneration and cardiovascular diseases. In this review, we make a comprehensive summarization of clinical and experimental evidences that support roles of for LOXs in disease pathology and points out LOXs as promising therapeutic targets for improving prognosis. Additionally, we also propose that LOXs reshape cell-ECM interaction or cell-cell interaction due to ECM-dependent and ECM-independent roles for LOXs. Therapeutic intervention of LOXs may have advantages in the maintenance of communication between ECM and cell or intercellular signaling, finally recovering organ function.
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Affiliation(s)
- Nan Yang
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, 87 Xiangya Road, Changsha, 410008, PR China; Institute of Clinical Pharmacology, Central South University, Hunan Key Laboratory of Pharmacogenetics, 110 Xiangya Road, Changsha, 410078, PR China; Engineering Research Center of Applied Technology of Pharmacogenomics, Ministry of Education, 110 Xiangya Road, Changsha, 410078, PR China; National Clinical Research Center for Geriatric Disorders, 87 Xiangya Road, Changsha, 410008, Hunan, PR China
| | - Dan-Feng Cao
- Xiangya International Academy of Translational Medicine, Central South University, Changsha, Hunan, 410013, PR China
| | - Xi-Xi Yin
- Department of Pediatrics, Xiangya Hospital, Central South University, 87 Xiangya Road, Changsha, 410008, Hunan, PR China
| | - Hong-Hao Zhou
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, 87 Xiangya Road, Changsha, 410008, PR China; Institute of Clinical Pharmacology, Central South University, Hunan Key Laboratory of Pharmacogenetics, 110 Xiangya Road, Changsha, 410078, PR China; Engineering Research Center of Applied Technology of Pharmacogenomics, Ministry of Education, 110 Xiangya Road, Changsha, 410078, PR China; National Clinical Research Center for Geriatric Disorders, 87 Xiangya Road, Changsha, 410008, Hunan, PR China
| | - Xiao-Yuan Mao
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, 87 Xiangya Road, Changsha, 410008, PR China; Institute of Clinical Pharmacology, Central South University, Hunan Key Laboratory of Pharmacogenetics, 110 Xiangya Road, Changsha, 410078, PR China; Engineering Research Center of Applied Technology of Pharmacogenomics, Ministry of Education, 110 Xiangya Road, Changsha, 410078, PR China; National Clinical Research Center for Geriatric Disorders, 87 Xiangya Road, Changsha, 410008, Hunan, PR China.
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D'Angelo E, Lindoso RS, Sensi F, Pucciarelli S, Bussolati B, Agostini M, Collino F. Intrinsic and Extrinsic Modulators of the Epithelial to Mesenchymal Transition: Driving the Fate of Tumor Microenvironment. Front Oncol 2020; 10:1122. [PMID: 32793478 PMCID: PMC7393251 DOI: 10.3389/fonc.2020.01122] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2020] [Accepted: 06/04/2020] [Indexed: 12/11/2022] Open
Abstract
The epithelial to mesenchymal transition (EMT) is an evolutionarily conserved process. In cancer, EMT can activate biochemical changes in tumor cells that enable the destruction of the cellular polarity, leading to the acquisition of invasive capabilities. EMT regulation can be triggered by intrinsic and extrinsic signaling, allowing the tumor to adapt to the microenvironment demand in the different stages of tumor progression. In concomitance, tumor cells undergoing EMT actively interact with the surrounding tumor microenvironment (TME) constituted by cell components and extracellular matrix as well as cell secretome elements. As a result, the TME is in turn modulated by the EMT process toward an aggressive behavior. The current review presents the intrinsic and extrinsic modulators of EMT and their relationship with the TME, focusing on the non-cell-derived components, such as secreted metabolites, extracellular matrix, as well as extracellular vesicles. Moreover, we explore how these modulators can be suitable targets for anticancer therapy and personalized medicine.
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Affiliation(s)
- Edoardo D'Angelo
- First Surgical Clinic, Department of Surgery, Oncology and Gastroenterology, University of Padova, Padua, Italy
- LIFELAB Program, Consorzio per la Ricerca Sanitaria–CORIS, Veneto Region, Padua, Italy
- Institute of Pediatric Research, Fondazione Citta della Speranza, Padua, Italy
| | - Rafael Soares Lindoso
- Institute of Biophysics Carlos Chagas Filho, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil
- National Institute of Science and Technology for Regenerative Medicine–REGENERA, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil
- Division of Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, Utrecht, Netherlands
| | - Francesca Sensi
- Institute of Pediatric Research, Fondazione Citta della Speranza, Padua, Italy
- Department of Molecular Sciences and Nanosystems, Cà Foscari University of Venice, Venice, Italy
| | - Salvatore Pucciarelli
- First Surgical Clinic, Department of Surgery, Oncology and Gastroenterology, University of Padova, Padua, Italy
| | - Benedetta Bussolati
- Department of Medical Sciences, Molecular Biotechnology Center, University of Torino, Turin, Italy
| | - Marco Agostini
- First Surgical Clinic, Department of Surgery, Oncology and Gastroenterology, University of Padova, Padua, Italy
- LIFELAB Program, Consorzio per la Ricerca Sanitaria–CORIS, Veneto Region, Padua, Italy
- Institute of Pediatric Research, Fondazione Citta della Speranza, Padua, Italy
| | - Federica Collino
- Institute of Biophysics Carlos Chagas Filho, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil
- Department of Biomedical Sciences, University of Padova, Padua, Italy
- Pediatric Nephrology, Dialysis and Transplant Unit, Fondazione Ca' Granda, IRCCS Policlinico di Milano, Milan, Italy
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Liu Z, Zhang J. Radiogenomics correlation between MR imaging features and mRNA-based subtypes in lower-grade glioma. BMC Neurol 2020; 20:259. [PMID: 32600353 PMCID: PMC7322922 DOI: 10.1186/s12883-020-01838-6] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2019] [Accepted: 06/22/2020] [Indexed: 11/30/2022] Open
Abstract
Background To investigate associations between lower-grade glioma (LGG) mRNA-based subtypes (R1-R4) and MR features. Methods mRNA-based subtyping was obtained from the LGG dataset in The Cancer Genome Atlas (TCGA). We identified matching patients (n = 145) in The Cancer Imaging Archive (TCIA) who underwent MR imaging. The associations between mRNA-based subtypes and MR features were assessed. Results In the TCGA-LGG dataset, patients with the R2 subtype had the shortest median OS months (P < 0.05). The time-dependent ROC for the R2 subtype was 0.78 for survival at 12 months, 0.76 for survival at 24 months, and 0.76 for survival at 36 months. In the TCIA-LGG dataset, 41 (23.7%) R1 subtype, 40 (23.1%) R2 subtype, 19 (11.0%) R3 subtype and 45 (26.0%) R4 subtype cases were identified. Multivariate analysis revealed that enhancing margin (ill-defined, OR: 9.985; P = 0.003) and T1 + C/T2 mismatch (yes, OR: 0.091; P = 0.023) were associated with the R1 subtype (AUC: 0.708). The average accuracy of the ten-fold cross validation was 71%. Proportion of contrast-enhanced (CE) tumour (> 5%, OR: 14.733; P < 0.001) and necrosis/cystic changes (yes, OR: 0.252; P = 0.009) were associated with the R2 subtype (AUC: 0.832). The average accuracy of the ten-fold cross validation was 82%. Haemorrhage (yes, OR: 8.55; P < 0.001) was positively associated with the R3 subtype (AUC: 0.689). The average accuracy of the ten-fold cross validation was 87%. Proportion of CE tumour (> 5%, OR: 0.14; P < 0.001) was negatively associated with the R4 subtype (AUC: 0.672). The average accuracy of the ten-fold cross validation was 71%. For the prediction of the R2 subtype, the nomogram showed good discrimination and calibration. Decision curve analysis demonstrated that prediction with the R2 model was clinically useful. Conclusions Patients with the R2 subtype had the worst prognosis. We demonstrated that MRI features can identify distinct LGG mRNA-based molecular subtypes.
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Affiliation(s)
- Zhenyin Liu
- Department of Medical Imaging, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, 9 Jinsui Road, Guangzhou City, 510623, PR China
| | - Jing Zhang
- Department of Medical Imaging, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, 9 Jinsui Road, Guangzhou City, 510623, PR China.
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Ghosh MK, Chakraborty D, Sarkar S, Bhowmik A, Basu M. The interrelationship between cerebral ischemic stroke and glioma: a comprehensive study of recent reports. Signal Transduct Target Ther 2019; 4:42. [PMID: 31637020 PMCID: PMC6799849 DOI: 10.1038/s41392-019-0075-4] [Citation(s) in RCA: 41] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2019] [Revised: 08/26/2019] [Accepted: 08/29/2019] [Indexed: 12/16/2022] Open
Abstract
Glioma and cerebral ischemic stroke are two major events that lead to patient death worldwide. Although these conditions have different physiological incidences, ~10% of ischemic stroke patients develop cerebral cancer, especially glioma, in the postischemic stages. Additionally, the high proliferation, venous thrombosis and hypercoagulability of the glioma mass increase the significant risk of thromboembolism, including ischemic stroke. Surprisingly, these events share several common pathways, viz. hypoxia, cerebral inflammation, angiogenesis, etc., but the proper mechanism behind this co-occurrence has yet to be discovered. The hypercoagulability and presence of the D-dimer level in stroke are different in cancer patients than in the noncancerous population. Other factors such as atherosclerosis and coagulopathy involved in the pathogenesis of stroke are partially responsible for cancer, and the reverse is also partially true. Based on clinical and neurosurgical experience, the neuronal structures and functions in the brain and spine are observed to change after a progressive attack of ischemia that leads to hypoxia and atrophy. The major population of cancer cells cannot survive in an adverse ischemic environment that excludes cancer stem cells (CSCs). Cancer cells in stroke patients have already metastasized, but early-stage cancer patients also suffer stroke for multiple reasons. Therefore, stroke is an early manifestation of cancer. Stroke and cancer share many factors that result in an increased risk of stroke in cancer patients, and vice-versa. The intricate mechanisms for stroke with and without cancer are different. This review summarizes the current clinical reports, pathophysiology, probable causes of co-occurrence, prognoses, and treatment possibilities.
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Affiliation(s)
- Mrinal K. Ghosh
- Signal Transduction in Cancer and Stem Cells Laboratory, Division of Cancer Biology and Inflammatory Disorder, Council of Scientific and Industrial Research-Indian Institute of Chemical Biology (CSIR-IICB), 4 Raja S.C. Mullick Road, Kolkata 700032 and CN-06, Sector-V, Salt Lake, Kolkata, 700091 India
| | - Dipankar Chakraborty
- Signal Transduction in Cancer and Stem Cells Laboratory, Division of Cancer Biology and Inflammatory Disorder, Council of Scientific and Industrial Research-Indian Institute of Chemical Biology (CSIR-IICB), 4 Raja S.C. Mullick Road, Kolkata 700032 and CN-06, Sector-V, Salt Lake, Kolkata, 700091 India
| | - Sibani Sarkar
- Signal Transduction in Cancer and Stem Cells Laboratory, Division of Cancer Biology and Inflammatory Disorder, Council of Scientific and Industrial Research-Indian Institute of Chemical Biology (CSIR-IICB), 4 Raja S.C. Mullick Road, Kolkata 700032 and CN-06, Sector-V, Salt Lake, Kolkata, 700091 India
| | - Arijit Bhowmik
- Department of Cancer Chemoprevention, Chittaranjan National Cancer Institute, 37 S. P. Mukherjee Road, Kolkata, 700 026 India
| | - Malini Basu
- Department of Microbiology, Dhruba Chand Halder College, Dakshin Barasat, South 24, Paraganas, 743372 India
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