Non-Invasive and Real-Time Monitoring of the Breast Cancer Metastasis Degree via Metabolomics

被引:2
作者
Zhu, Wanfang [1 ,2 ]
Qian, Wenxin [1 ]
Liao, Wenting [1 ]
Huang, Xiaoxian [3 ]
Xu, Jiawen [1 ]
Qu, Wei [3 ]
Xue, Jingwei [4 ]
Feng, Feng [3 ,5 ]
Liu, Wenyuan [1 ,6 ]
Liu, Fulei [4 ,7 ]
Han, Lingfei [1 ]
机构
[1] China Pharmaceut Univ, Dept Pharmaceut Anal, Nanjing 210009, Peoples R China
[2] Changchun Univ Chinese Med, Coll Pharm, Changchun 130117, Peoples R China
[3] China Pharmaceut Univ, Dept Nat Med Chem, Nanjing 210009, Peoples R China
[4] Qingdao Univ, Affiliated Taian City Cent Hosp, Tumor Precise Intervent & Translat Med Lab, Tai An 271000, Shandong, Peoples R China
[5] Nanjing Med Univ, Sch Pharm, Nanjing 210029, Peoples R China
[6] Zhejiang Ctr Safety Study Drug Subst, Ind Technol Innovat Platform, Hangzhou 310018, Peoples R China
[7] Qingdao Univ, Affiliated Taian City Cent Hosp, Pharmaceut Dept, Tai An 271000, Shandong, Peoples R China
基金
中国国家自然科学基金; 中国博士后科学基金;
关键词
breast cancer; liquid biopsy; metabolomics; metastasis; tumor microenvironment; INTERNATIONAL EXPERT CONSENSUS; TUMOR MICROENVIRONMENT; GENE-EXPRESSION; PRIMARY THERAPY; PET-CT; GROWTH; STAGE; ADENOCARCINOMA; OVEREXPRESSION; CELLS;
D O I
10.3390/cancers14225589
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Simple Summary Breast cancer (BC) is a serious threat to women's health and metastasis is the major cause of BC-associated mortality. Failure to detect and remove occult micrometastases limits the control of tumor recurrences. More precise non-invasive strategy needs to be developed for the detection of the tumor metastasis in lymph nodes and distant organs. Here, we suppose that the metabolomic method can be used to achieve non-invasive and real-time monitoring of BC metastatic status. We firstly described the metastatic status of BC mouse models with different tumor-bearing times. Secondly, metabonomics analysis and metastasis-related changes in the tumor microenvironment (TME) were performed in tumor-bearing mice with different metastatic states. The results showed that TME evolution can establish a link between metabolomics characteristics and tumor metastatic status. Finally, the changes of differential metabolite levels were also preliminarily confirmed in clinical BC samples and found that metabolite lysoPC (16:0) can be used for clinical N-stage diagnosis, and the possible causes of its changes was analyzed through bioinformatics technology. Breast cancer (BC) is a serious threat to women's health and metastasis is the major cause of BC-associated mortality. Various techniques are currently used to preoperatively describe the metastatic status of tumors, based on which a comprehensive treatment protocol was determined. However, accurately staging a tumor before surgery remains a challenge, which may lead to the miss of optimal treatment options. More severely, the failure to detect and remove occult micrometastases often causes tumor recurrences. There is an urgent need to develop a more precise and non-invasive strategy for the detection of the tumor metastasis in lymph nodes and distant organs. Based on the facts that tumor metastasis is closely related to the primary tumor microenvironment (TME) evolutions and that metabolomics profiling of the circulatory system can precisely reflect subtle changes within TME, we suppose whether metabolomic technology can be used to achieve non-invasive and real-time monitoring of BC metastatic status. In this study, the metastasis status of BC mouse models with different tumor-bearing times was firstly depicted to mimic clinical anatomic TNM staging system. Metabolomic profiling together with metastasis-related changes in TME among tumor-bearing mice with different metastatic status was conducted. A range of differential metabolites reflecting tumor metastatic states were screened and in vivo experiments proved that two main metastasis-driving factors in TME, TGF-beta and hypoxia, were closely related to the regular changes of these metabolites. The differential metabolites level changes were also preliminarily confirmed in a limited number of clinical BC samples. Metabolite lysoPC (16:0) was found to be useful for clinical N stage diagnosis and the possible cause of its changes was analyzed by bioinformatics techniques.
引用
收藏
页数:22
相关论文
共 81 条
[51]   Ribosome biogenesis during cell cycle arrest fuels EMT in development and disease [J].
Prakash, Varsha ;
Carson, Brittany B. ;
Feenstra, Jennifer M. ;
Dass, Randall A. ;
Sekyrova, Petra ;
Hoshino, Ayuko ;
Petersen, Julian ;
Guo, Yuan ;
Parks, Matthew M. ;
Kurylo, Chad M. ;
Batchelder, Jake E. ;
Haller, Kristian ;
Hashimoto, Ayako ;
Rundqivst, Helene ;
Condeelis, John S. ;
Allis, C. David ;
Drygin, Denis ;
Nieto, M. Angela ;
Andang, Michael ;
Percipalle, Piergiorgio ;
Bergh, Jonas ;
Adameyko, Igor ;
Farrants, Ann-Kristin Ostlund ;
Hartman, Johan ;
Lyden, David ;
Pietras, Kristian ;
Blanchard, Scott C. ;
Vincent, C. Theresa .
NATURE COMMUNICATIONS, 2019, 10 (1)
[52]   High Resolution Ultrasound and Photoacoustic Imaging of Orthotopic Lung Cancer in Mice: New Perspectives for Onco-Pharmacology [J].
Raes, Florian ;
Sobilo, Julien ;
Le Mee, Marilyne ;
Retif, Stephanie ;
Natkunarajah, Sharuja ;
Lerondel, Stephanie ;
Le Pape, Alain .
PLOS ONE, 2016, 11 (04)
[53]   Plumbagin (5-hydroxy-2-methyl-1,4-naphthoquinone), isolated from Plumbago zeylanica, inhibits ultraviolet radiation-induced development of squamous cell carcinomas [J].
Sand, Jordan M. ;
Bin Hafeez, Bilal ;
Jamal, Mohammad Sarwar ;
Witkowsky, Olya ;
Siebers, Emily M. ;
Fischer, Joseph ;
Verma, Ajit K. .
CARCINOGENESIS, 2012, 33 (01) :184-190
[54]   Metabolic Remodeling as a Way of Adapting to Tumor Microenvironment (TME), a Job of Several Holders [J].
Serpa, Jacinta .
TUMOR MICROENVIRONMENT: THE MAIN DRIVER OF METABOLIC ADAPTATION, 2020, 1219 :1-34
[55]   Cancer Statistics, 2021 [J].
Siegel, Rebecca L. ;
Miller, Kimberly D. ;
Fuchs, Hannah E. ;
Jemal, Ahmedin .
CA-A CANCER JOURNAL FOR CLINICIANS, 2021, 71 (01) :7-33
[56]   FDG PET-CT in follicular lymphoma: a case-based evidence review [J].
Smith, Stephen D. ;
Redman, Mary ;
Dunleavy, Kieron .
BLOOD, 2015, 125 (07) :1078-1082
[57]   Patients With Merkel Cell Carcinoma Tumors ≤ 1.0 cm in Diameter Are Unlikely to Harbor Regional Lymph Node Metastasis [J].
Stokes, Jayme B. ;
Graw, Katherine S. ;
Dengel, Lynn T. ;
Swenson, Brian R. ;
Bauer, Todd W. ;
Slingluff, Craig L., Jr. ;
Ledesma, Elihu J. .
JOURNAL OF CLINICAL ONCOLOGY, 2009, 27 (23) :3772-3777
[58]   Ki-67: more than a proliferation marker [J].
Sun, Xiaoming ;
Kaufman, Paul D. .
CHROMOSOMA, 2018, 127 (02) :175-186
[59]   Clinical Impact of Immune Microenvironment in Stage I Lung Adenocarcinoma: Tumor Interleukin-12 Receptor β2 (IL-12Rβ2), IL-7R, and Stromal FoxP3/CD3 Ratio Are Independent Predictors of Recurrence [J].
Suzuki, Kei ;
Kadota, Kyuichi ;
Sima, Camelia S. ;
Nitadori, Jun-ichi ;
Rusch, Valerie W. ;
Travis, William D. ;
Sadelain, Michel ;
Adusumilli, Prasad S. .
JOURNAL OF CLINICAL ONCOLOGY, 2013, 31 (04) :490-498
[60]   Recurrence after sentinel lymph node biopsy with or without axillary lymph node dissection in patients with breast cancer. [J].
Takei H. ;
Suemasu K. ;
Kurosumi M. ;
Horii Y. ;
Yoshida T. ;
Ninomiya J. ;
Yoshida M. ;
Hagiwara Y. ;
Kamimura M. ;
Hayashi Y. ;
Inoue K. ;
Tabei T. .
Breast Cancer, 2007, 14 (1) :16-24