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Amgalan B, Day CP, Przytycka TM. Exploring tumor-normal cross-talk with TranNet: Role of the environment in tumor progression. PLoS Comput Biol 2023; 19:e1011472. [PMID: 37721939 PMCID: PMC10538798 DOI: 10.1371/journal.pcbi.1011472] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2023] [Revised: 09/28/2023] [Accepted: 08/23/2023] [Indexed: 09/20/2023] Open
Abstract
There is a growing awareness that tumor-adjacent normal tissues used as control samples in cancer studies do not represent fully healthy tissues. Instead, they are intermediates between healthy tissues and tumors. The factors that contribute to the deviation of such control samples from healthy state include exposure to the tumor-promoting factors, tumor-related immune response, and other aspects of tumor microenvironment. Characterizing the relation between gene expression of tumor-adjacent control samples and tumors is fundamental for understanding roles of microenvironment in tumor initiation and progression, as well as for identification of diagnostic and prognostic biomarkers for cancers. To address the demand, we developed and validated TranNet, a computational approach that utilizes gene expression in matched control and tumor samples to study the relation between their gene expression profiles. TranNet infers a sparse weighted bipartite graph from gene expression profiles of matched control samples to tumors. The results allow us to identify predictors (potential regulators) of this transition. To our knowledge, TranNet is the first computational method to infer such dependencies. We applied TranNet to the data of several cancer types and their matched control samples from The Cancer Genome Atlas (TCGA). Many predictors identified by TranNet are genes associated with regulation by the tumor microenvironment as they are enriched in G-protein coupled receptor signaling, cell-to-cell communication, immune processes, and cell adhesion. Correspondingly, targets of inferred predictors are enriched in pathways related to tissue remodelling (including the epithelial-mesenchymal Transition (EMT)), immune response, and cell proliferation. This implies that the predictors are markers and potential stromal facilitators of tumor progression. Our results provide new insights into the relationships between tumor adjacent control sample, tumor and the tumor environment. Moreover, the set of predictors identified by TranNet will provide a valuable resource for future investigations.
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Affiliation(s)
- Bayarbaatar Amgalan
- National Center for Biotechnology Information/National Library of Medicine, National Institutes of Health, Bethesda, Maryland, United States of America
| | - Chi-Ping Day
- Laboratory of Cancer Biology and Genetics/Center for Cancer Research/National Cancer Institute, National Institutes of Health, Bethesda, Maryland, United States of America
| | - Teresa M. Przytycka
- National Center for Biotechnology Information/National Library of Medicine, National Institutes of Health, Bethesda, Maryland, United States of America
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Wu T, Liu Y, Ali NM, Zhang B, Cui X. Effects of Exosomes on Tumor Bioregulation and Diagnosis. ACS OMEGA 2023; 8:5157-5168. [PMID: 36816660 PMCID: PMC9933233 DOI: 10.1021/acsomega.2c06567] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/12/2022] [Accepted: 12/21/2022] [Indexed: 06/18/2023]
Abstract
Exosomes are lipid bilayer vesicles in biological fluids, which can participate in biological processes by mediating intercellular communication and activating intracellular signaling pathways, especially cancerogenic processes, such as proliferation, metastasis, invasion, and immune regulation of cancer cells. Besides, cancer-derived exosomes are also involved in tumor diagnosis and therapy as biomarkers and nanotransport devices. This article reviews the latest research progress on the biological regulation and disease diagnosis of exosomes in tumors, with the aim of providing new ideas for the clinical treatment of cancers.
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Affiliation(s)
- Tong Wu
- Department
of Oncology, First Affiliated Hospital of
Dalian Medical University, Dalian 116011, P.R. China
| | - Ying Liu
- Department
of Oncology, First Affiliated Hospital of
Dalian Medical University, Dalian 116011, P.R. China
- Department
of Oncology, Affiliated Zhongshan Hospital
of Dalian University, Dalian 116011, P.R. China
| | - Nasra Mohamoud Ali
- Department
of Oncology, First Affiliated Hospital of
Dalian Medical University, Dalian 116011, P.R. China
| | - Bin Zhang
- Department
of Oncology, First Affiliated Hospital of
Dalian Medical University, Dalian 116011, P.R. China
| | - Xiaonan Cui
- Department
of Oncology, First Affiliated Hospital of
Dalian Medical University, Dalian 116011, P.R. China
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Zhan CH, Ding DS, Zhang W, Wang HL, Mao ZY, Liu GJ. The cancer-testis antigen a-kinase anchor protein 3 facilitates breast cancer progression via activation of the PTEN/PI3K/AKT/mTOR signaling. Bioengineered 2022; 13:8478-8489. [PMID: 35322748 PMCID: PMC9161980 DOI: 10.1080/21655979.2022.2051687] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023] Open
Abstract
The cancer-testis antigen A-kinase anchor protein 3 (AKAP3) has been shown to have a strong association with breast cancer (BC). However, its role in BC progression received scant attention. We aimed to explore the prognostic implication of aberrant AKAP3 expression for a better knowledge of BC progression and improved treatment. AKAP3 expression was quantitated using tissue microarrays and immunohistochemistry (IHC). Cell viability, invasion, migration, apoptosis, and expressions of PTEN/PI3K/AKT/mTOR signaling components were assessed in AKAP3-overexpressed or si-AKAP3-transfected BC cells. Finally, elevated AKAP3 expression was observed in BC versus paracancerous tissues. BC patients with high AKAP3 expression showed a worse prognosis than low expression patients (P < 0.0001). AKAP3 overexpressions fueled cell growth, proliferation, migration, and invasion in HCC1937 and MDA-MB-468 BC cell lines, alongside increased expressions of PI3K/AKT/mTOR signaling components and PTEN suppression. These effects were pronouncedly reversed, together with elevated apoptosis, in cells transfected with si-AKAP3. Therefore, AKAP3 is upregulated in BC and promotes BC cell growth, invasion, and migration via PTEN/PI3K/AKT/mTOR signaling activation. It may serve as a prognosis indicator for BC survival.
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Affiliation(s)
- Chuan-Hua Zhan
- Department of Clinical Laboratory, Huangshi Central Hospital, Affiliated Hospital of Hubei Polytechnic University, Edong Healthcare Group, Huangshi, P.R. China.,Hubei Key Laboratory of Kidney Disease Pathogenesis and Intervention, Huangshi, P.R. China
| | - Dong-Shen Ding
- Hubei Key Laboratory of Kidney Disease Pathogenesis and Intervention, Huangshi, P.R. China.,Department of Medical Oncology, Huangshi Central Hospital, Affiliated Hospital of Hubei Polytechnic University, Edong Healthcare Group, Huangshi, P.R. China
| | - Wei Zhang
- Department of Clinical Laboratory, Huangshi Central Hospital, Affiliated Hospital of Hubei Polytechnic University, Edong Healthcare Group, Huangshi, P.R. China.,Hubei Key Laboratory of Kidney Disease Pathogenesis and Intervention, Huangshi, P.R. China
| | - Hong-Liang Wang
- Department of Clinical Laboratory, Huangshi Central Hospital, Affiliated Hospital of Hubei Polytechnic University, Edong Healthcare Group, Huangshi, P.R. China.,Hubei Key Laboratory of Kidney Disease Pathogenesis and Intervention, Huangshi, P.R. China
| | - Zhe-Yu Mao
- Hubei Key Laboratory of Kidney Disease Pathogenesis and Intervention, Huangshi, P.R. China.,Department of Breast Cancer Surgery, Huangshi Central Hospital, Affiliated Hospital of Hubei Polytechnic University, Edong Healthcare Group, Huangshi, P.R. China
| | - Guo-Jun Liu
- Hubei Key Laboratory of Kidney Disease Pathogenesis and Intervention, Huangshi, P.R. China.,Department of Breast Cancer Surgery, Huangshi Central Hospital, Affiliated Hospital of Hubei Polytechnic University, Edong Healthcare Group, Huangshi, P.R. China
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