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Sakuma H, Tomiyasu H, Tani A, Goto-Koshino Y, Tani H, Ohno K, Tsujimoto H, Bonkobara M, Okuda M. Antitumor effects of inhibitors of ERK and Akt pathways in canine histiocytic sarcoma cell lines. Vet J 2024; 308:106264. [PMID: 39505062 DOI: 10.1016/j.tvjl.2024.106264] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2024] [Revised: 11/01/2024] [Accepted: 11/03/2024] [Indexed: 11/08/2024]
Abstract
Canine histiocytic sarcoma (CHS) is characterized by aggressive biological behavior. In our previous study, ERK and Akt pathways were found to be activated in CHS tissues. Thus, the objective of this study was set to investigate the relationships between the activation status of these pathways and the proliferation of CHS cell lines by examining the effects of single and co-administrations of drugs targeting these pathways. First, we evaluated the changes in cell proliferations and the activations of ERK and Akt pathways after treatments with ERK and Akt-specific inhibitors in CHS cells. Then, these changes after treatments with dasatinib and trametinib were also examined in CHS cells. Inhibitors specific to ERK and Akt pathways successfully inhibited the respective pathways in CHS cell lines. It was also indicated that these pathways were associated with the regulations of proliferations of CHS cells, although the anti-proliferative effect was not necessarily observed by inhibition of Akt pathway alone. Dasatinib and trametinib also showed the inhibitions of Akt and ERK pathway activations, respectively, in CHS cells. However, the anti-proliferative effects of these drugs varied among CHS cell lines, and co-administration showed enhanced anti-proliferative effects in only a part of CHS cell lines. Further studies are needed to investigate the molecular mechanisms associated with the sensitivities to these molecular-targeted drugs in CHS cells.
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Affiliation(s)
- H Sakuma
- Laboratory of Veterinary Internal Medicine, Department of Veterinary Medical Sciences, Graduate School of Agricultural and Life Sciences, The University of Tokyo, Bunkyo-ku, Tokyo 113-8657, Japan
| | - H Tomiyasu
- Laboratory of Veterinary Internal Medicine, Department of Veterinary Medical Sciences, Graduate School of Agricultural and Life Sciences, The University of Tokyo, Bunkyo-ku, Tokyo 113-8657, Japan.
| | - A Tani
- Laboratory of Veterinary Internal Medicine, Department of Veterinary Medical Sciences, Graduate School of Agricultural and Life Sciences, The University of Tokyo, Bunkyo-ku, Tokyo 113-8657, Japan
| | - Y Goto-Koshino
- Laboratory of Veterinary Internal Medicine, Department of Veterinary Medical Sciences, Graduate School of Agricultural and Life Sciences, The University of Tokyo, Bunkyo-ku, Tokyo 113-8657, Japan
| | - H Tani
- Laboratory of Veterinary Radiology, Department of Veterinary Medicine, College of Bioresource Sciences, Nihon University, Fujisawa, Kanagawa 252-0880, Japan
| | - K Ohno
- Laboratory of Veterinary Internal Medicine, Department of Veterinary Medical Sciences, Graduate School of Agricultural and Life Sciences, The University of Tokyo, Bunkyo-ku, Tokyo 113-8657, Japan
| | - H Tsujimoto
- Laboratory of Veterinary Internal Medicine, Department of Veterinary Medical Sciences, Graduate School of Agricultural and Life Sciences, The University of Tokyo, Bunkyo-ku, Tokyo 113-8657, Japan
| | - M Bonkobara
- Department of Veterinary Clinical Pathology, Nippon Veterinary and Life Science University, Musashino-shi, Tokyo 180-8602, Japan
| | - M Okuda
- Laboratory of Veterinary Internal Medicine, Department of Veterinary Medical Sciences, Graduate School of Agricultural and Life Sciences, The University of Tokyo, Bunkyo-ku, Tokyo 113-8657, Japan
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Golbourn B, Ho B, Bondoc A, Luck A, Fan X, Richardson E, Marcellus R, Prakesch M, Halbert M, Agrawal N, Smith C, Huang A, Rutka JT. A kinome drug screen identifies multi-TKI synergies and ERBB2 signaling as a therapeutic vulnerability in MYC/TYR subgroup atypical teratoid rhabdoid tumors. Neuro Oncol 2024; 26:1895-1911. [PMID: 38981018 PMCID: PMC11448967 DOI: 10.1093/neuonc/noae120] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2022] [Indexed: 07/11/2024] Open
Abstract
BACKGROUND Atypical teratoid rhabdoid tumor (ATRT) is a rare, devastating, and largely incurable pediatric brain tumor. Although recent studies have uncovered 3 molecular subgroups of ATRTs with distinct disease patterns, and signaling features, the therapeutic profiles of ATRT subgroups remain incompletely elucidated. METHODS We examined the effect of 465 kinase inhibitors on a panel of ATRT subgroup-specific cell lines. We then applied multiomics analyses to investigate the underlying molecular mechanism of kinase inhibitor efficacy in ATRT subgroups. RESULTS We observed that ATRT cell lines are broadly sensitive to inhibitors of the PI3K and MAPK signaling pathways, as well as CDKs, AURKA/B kinases, and polo-like kinase 1. We identified 2 classes of multikinase inhibitors predominantly targeting receptor tyrosine kinases including PDGFR and EGFR/ERBB2 in MYC/TYR ATRT cells. The PDGFRB inhibitor, Dasatinib, synergistically affected MYC/TYR ATRT cell growth when combined with broad-acting PI3K and MAPK pathway inhibitors, including Rapamycin and Trametinib. We observed that MYC/TYR ATRT cells were also distinctly sensitive to various inhibitors of ERBB2 signaling. Transcriptional, H3K27Ac ChIPSeq, ATACSeq, and HiChIP analyses of primary MYC/TYR ATRTs revealed ERBB2 expression, which correlated with differential methylation and activation of a distinct enhancer element by DNA looping. Significantly, we show the brain penetrant EGFR/ERBB2 inhibitor, Afatinib, specifically inhibited in vitro and in vivo growth of MYC/TYR ATRT cells. CONCLUSIONS Taken together, our studies suggest combined treatments with PDGFR and ERBB2-directed TKIs with inhibitors of the PI3K and MAPK pathways as an important new therapeutic strategy for the MYC/TYR subgroup of ATRTs.
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Affiliation(s)
- Brian Golbourn
- John G. Rangos Sr. Research Center, Children’s Hospital of Pittsburgh, Pittsburgh, Pennsylvania, USA
- Department of Neurological Surgery, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
- Cell Biology Research Program, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Ben Ho
- Department of Laboratory Medicine and Pathobiology, Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
- Division of Hematology and Oncology, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Andrew Bondoc
- Cell Biology Research Program, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Amanda Luck
- Cell Biology Research Program, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Xiaolian Fan
- Cell Biology Research Program, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Elizabeth Richardson
- Cell Biology Research Program, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Richard Marcellus
- Drug Discovery Program, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Michael Prakesch
- Drug Discovery Program, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Mathew Halbert
- John G. Rangos Sr. Research Center, Children’s Hospital of Pittsburgh, Pittsburgh, Pennsylvania, USA
- Department of Neurological Surgery, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Nishant Agrawal
- John G. Rangos Sr. Research Center, Children’s Hospital of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Christian Smith
- Cell Biology Research Program, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Annie Huang
- Department of Laboratory Medicine and Pathobiology, Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
- Division of Hematology and Oncology, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Medical Biophysics, Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
- Department of Pediatrics, Hospital for Sick Children, University of Toronto, Toronto, Ontario, Canada
| | - James T Rutka
- Cell Biology Research Program, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Laboratory Medicine and Pathobiology, Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
- Division of Neurosurgery, The Hospital for Sick Children, Toronto, Ontario, Canada
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3
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Islam R, Yen KP, Rani NN'IM, Hossain MS. Recent advancement in developing small molecular inhibitors targeting key kinase pathways against triple-negative breast cancer. Bioorg Med Chem 2024; 112:117877. [PMID: 39159528 DOI: 10.1016/j.bmc.2024.117877] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2024] [Revised: 08/05/2024] [Accepted: 08/13/2024] [Indexed: 08/21/2024]
Abstract
Triple-negative breast cancer (TNBC) stands out as the most formidable variant of breast cancer, predominantly affecting younger women and characterized by a bleak outlook and a high likelihood of spreading. The absence of safe and effective targeted treatments leaves standard cytotoxic chemotherapy as the primary option. The role of protein kinases, frequently altered in many cancers, is significant in the advancement and drug resistance of TNBC, making them a logical target for creating new, potent therapies against TNBC. Recently, an array of promising small molecules aimed at various kinases have been developed specifically for TNBC, with combination studies showing a synergistic improvement in combatting this condition. This review underscores the effectiveness of small molecule kinase inhibitors in battling the most lethal form of breast cancer and sheds light on prospective pathways for crafting novel treatments.
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Affiliation(s)
- Rajibul Islam
- School of Pharmacy, Monash University Malaysia, Jalan Lagoon Selatan, Bandar Sunway, Selangor Darul Ehsan 47500, Malaysia.
| | - Khor Poh Yen
- Faculty of Pharmacy and Health Sciences, Universiti Kuala Lumpur, Royal College of Medicine Perak, 30450 Ipoh, Perak, Malaysia
| | - Nur Najihah 'Izzati Mat Rani
- Faculty of Pharmacy and Health Sciences, Universiti Kuala Lumpur, Royal College of Medicine Perak, 30450 Ipoh, Perak, Malaysia
| | - Md Selim Hossain
- Vascular Biology Centre, Medical College of Georgia, Augusta University, Augusta, GA, USA
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4
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Taoma K, Ruengjitchatchawalya M, Liangruksa M, Laomettachit T. Boolean modeling of breast cancer signaling pathways uncovers mechanisms of drug synergy. PLoS One 2024; 19:e0298788. [PMID: 38394152 PMCID: PMC10889607 DOI: 10.1371/journal.pone.0298788] [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: 09/25/2023] [Accepted: 01/30/2024] [Indexed: 02/25/2024] Open
Abstract
Breast cancer is one of the most common types of cancer in females. While drug combinations have shown potential in breast cancer treatments, identifying new effective drug pairs is challenging due to the vast number of possible combinations among available compounds. Efforts have been made to accelerate the process with in silico predictions. Here, we developed a Boolean model of signaling pathways in breast cancer. The model was tailored to represent five breast cancer cell lines by integrating information about cell-line specific mutations, gene expression, and drug treatments. The models reproduced cell-line specific protein activities and drug-response behaviors in agreement with experimental data. Next, we proposed a calculation of protein synergy scores (PSSs), determining the effect of drug combinations on individual proteins' activities. The PSSs of selected proteins were used to investigate the synergistic effects of 150 drug combinations across five cancer cell lines. The comparison of the highest single agent (HSA) synergy scores between experiments and model predictions from the MDA-MB-231 cell line achieved the highest Pearson's correlation coefficient of 0.58 with a great balance among the classification metrics (AUC = 0.74, sensitivity = 0.63, and specificity = 0.64). Finally, we clustered drug pairs into groups based on the selected PSSs to gain further insights into the mechanisms underlying the observed synergistic effects of drug pairs. Clustering analysis allowed us to identify distinct patterns in the protein activities that correspond to five different modes of synergy: 1) synergistic activation of FADD and BID (extrinsic apoptosis pathway), 2) synergistic inhibition of BCL2 (intrinsic apoptosis pathway), 3) synergistic inhibition of MTORC1, 4) synergistic inhibition of ESR1, and 5) synergistic inhibition of CYCLIN D. Our approach offers a mechanistic understanding of the efficacy of drug combinations and provides direction for selecting potential drug pairs worthy of further laboratory investigation.
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Affiliation(s)
- Kittisak Taoma
- Bioinformatics and Systems Biology Program, School of Bioresources and Technology, King Mongkut’s University of Technology Thonburi, Bangkok, Thailand
- School of Information Technology, King Mongkut’s University of Technology Thonburi, Bangkok, Thailand
| | - Marasri Ruengjitchatchawalya
- Bioinformatics and Systems Biology Program, School of Bioresources and Technology, King Mongkut’s University of Technology Thonburi, Bangkok, Thailand
- Biotechnology Program, School of Bioresources and Technology, King Mongkut’s University of Technology Thonburi, Bangkok, Thailand
| | - Monrudee Liangruksa
- National Nanotechnology Center, National Science and Technology Development Agency (NSTDA), Pathum Thani, Thailand
| | - Teeraphan Laomettachit
- Bioinformatics and Systems Biology Program, School of Bioresources and Technology, King Mongkut’s University of Technology Thonburi, Bangkok, Thailand
- Theoretical and Computational Physics Group, Center of Excellence in Theoretical and Computational Science, King Mongkut’s University of Technology Thonburi, Bangkok, Thailand
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5
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Bolf EL, Beadnell TC, Rose MM, D’Alessandro A, Nemkov T, Hansen KC, Schweppe RE. Dasatinib and Trametinib Promote Anti-Tumor Metabolic Activity. Cells 2023; 12:1374. [PMID: 37408209 PMCID: PMC10216321 DOI: 10.3390/cells12101374] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2023] [Revised: 04/26/2023] [Accepted: 05/02/2023] [Indexed: 07/07/2023] Open
Abstract
Thyroid cancer is the most common endocrine neoplasm, and despite its overall high survival rate, patients with metastatic disease or tumors that resist radioactive iodine experience a significantly worse prognosis. Helping these patients requires a better understanding of how therapeutics alter cellular function. Here, we describe the change in metabolite profiles after treating thyroid cancer cells with the kinase inhibitors dasatinib and trametinib. We reveal alterations to glycolysis, the TCA cycle, and amino acid levels. We also highlight how these drugs promote short-term accumulation of the tumor-suppressive metabolite 2-oxoglutarate, and demonstrate that it reduces the viability of thyroid cancer cells in vitro. These results show that kinase inhibition profoundly alters the metabolome of cancer cells and highlight the need to better understand how therapeutics reprogram metabolic processes, and ultimately, cancer cell behavior.
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Affiliation(s)
- Eric L. Bolf
- Division of Endocrinology, Metabolism, and Diabetes, School of Medicine, University of Colorado Anschutz Medical Campus, Mail Stop 8106, Aurora, CO 80045, USA (T.C.B.); (M.M.R.)
| | - Thomas C. Beadnell
- Division of Endocrinology, Metabolism, and Diabetes, School of Medicine, University of Colorado Anschutz Medical Campus, Mail Stop 8106, Aurora, CO 80045, USA (T.C.B.); (M.M.R.)
| | - Madison M. Rose
- Division of Endocrinology, Metabolism, and Diabetes, School of Medicine, University of Colorado Anschutz Medical Campus, Mail Stop 8106, Aurora, CO 80045, USA (T.C.B.); (M.M.R.)
| | - Angelo D’Alessandro
- Department of Biochemistry and Molecular Genetics, School of Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO 80045, USA; (A.D.); (T.N.); (K.C.H.)
| | - Travis Nemkov
- Department of Biochemistry and Molecular Genetics, School of Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO 80045, USA; (A.D.); (T.N.); (K.C.H.)
| | - Kirk C. Hansen
- Department of Biochemistry and Molecular Genetics, School of Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO 80045, USA; (A.D.); (T.N.); (K.C.H.)
| | - Rebecca E. Schweppe
- Division of Endocrinology, Metabolism, and Diabetes, School of Medicine, University of Colorado Anschutz Medical Campus, Mail Stop 8106, Aurora, CO 80045, USA (T.C.B.); (M.M.R.)
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6
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de Paula B, Kieran R, Koh SSY, Crocamo S, Abdelhay E, Muñoz-Espín D. Targeting Senescence as a Therapeutic Opportunity for Triple-Negative Breast Cancer. Mol Cancer Ther 2023; 22:583-598. [PMID: 36752780 PMCID: PMC10157365 DOI: 10.1158/1535-7163.mct-22-0643] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2022] [Revised: 11/21/2022] [Accepted: 01/19/2023] [Indexed: 02/09/2023]
Abstract
Triple-negative breast cancer (TNBC) is associated with an elevated risk of recurrence and poor prognosis. Historically, only chemotherapy was available as systemic treatment, but immunotherapy and targeted therapies currently offer prolonged benefits. TNBC is a group of diseases with heterogeneous treatment sensitivity, and resistance is inevitable and early for a large proportion of the intrinsic subtypes. Although senescence induction by anticancer therapy offers an immediate favorable clinical outcome once the rate of tumor progression reduces, these cells are commonly dysfunctional and metabolically active, culminating in treatment-resistant repopulation associated with worse prognosis. This heterogeneous response can also occur without therapeutic pressure in response to damage or oncogenic stress, playing a relevant role in the carcinogenesis. Remarkably, there is preclinical and exploratory clinical evidence to support a relevant role of senescence in treatment resistance. Therefore, targeting senescent cells has been a scientific effort in many malignant tumors using a variety of targets and strategies, including increasing proapoptotic and decreasing antiapoptotic stimuli. Despite promising results, there are some challenges to applying this technology, including the best schedule of combination, assessment of senescence, specific vulnerabilities, and the best clinical scenarios. This review provides an overview of senescence in TNBC with a focus on future-proofing senotherapy strategies.
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Affiliation(s)
- Bruno de Paula
- Breast Cancer Research Unit, Instituto Nacional de Cancer, Rio de Janeiro, Brazil
| | - Rosalind Kieran
- Early Cancer Institute, Department of Oncology, Cambridge University Hospitals Foundation Trust, Cambridge, United Kingdom
| | - Samantha Shui Yuan Koh
- Department of Medicine, Cambridge University Hospitals Foundation Trust, Cambridge, United Kingdom
| | - Susanne Crocamo
- Breast Cancer Research Unit, Instituto Nacional de Cancer, Rio de Janeiro, Brazil
| | | | - Daniel Muñoz-Espín
- Early Cancer Institute, Department of Oncology, Cambridge University Hospitals Foundation Trust, Cambridge, United Kingdom
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7
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Wang L, Yang X, Zhou F, Sun X, Li S. Circular RNA UBAP2 facilitates the cisplatin resistance of triple-negative breast cancer via microRNA-300/anti-silencing function 1B histone chaperone/PI3K/AKT/mTOR axis. Bioengineered 2022; 13:7197-7208. [PMID: 35263216 PMCID: PMC8973968 DOI: 10.1080/21655979.2022.2036894] [Citation(s) in RCA: 29] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023] Open
Abstract
Circular RNAs (CircRNAs) have attracted increasing attention in the diagnosis and treatment of human cancers. CircUBAP2 has been identified to promote the progression of triple-negative breast cancer (TNBC), but the function of circUBAP2 in the cisplatin (DDP) resistance of TNBC remains obscure. Our investigation showed that circUBAP2 was significantly upregulated in DDP-resistant TNBC and TNBC sensitivity to DDP could be enhanced by silencing of circUBAP2. Moreover, circUBAP2 was revealed to be a ceRNA for miR-300 to upregulate the expression of anti-silencing function 1B histone chaperone (ASF1B). The effect of circUBAP2/miR-300/ASF1B axis on DDP resistance of TNBC was evaluated by rescue experiments, which demonstrated that circUBAP2 inhibited TNBC sensitivity to DDP through miR-300/ASF1B axis. Furthermore, it was discovered that ASF1B activated PI3K/AKT/mTOR signaling to facilitate the DDP resistance of TNBC cells. In summary, this research revealed a novel regulatory mechanism that circUBAP2 functioned as ceRNA of miR-300 to upregulate ASF1B, which further triggered the PI3K/AKT/mTOR (PAM) signaling to enhance the DDP resistance of TNBC.
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Affiliation(s)
- Leiming Wang
- Department of General Surgery, The Affiliated Shuyang Hospital of Xuzhou Medical University, Suqian City, Jiangsu Province 223600, China
| | - Xi Yang
- Department of General Surgery, The Affiliated Shuyang Hospital of Xuzhou Medical University, Suqian City, Jiangsu Province 223600, China
| | - Fei Zhou
- Department of General Surgery, The Affiliated Shuyang Hospital of Xuzhou Medical University, Suqian City, Jiangsu Province 223600, China
| | - Xuesi Sun
- Department of General Surgery, The Affiliated Shuyang Hospital of Xuzhou Medical University, Suqian City, Jiangsu Province 223600, China
| | - Shulin Li
- Department of General Surgery, The Affiliated Shuyang Hospital of Xuzhou Medical University, Suqian City, Jiangsu Province 223600, China
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8
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Al-Taie Z, Hannink M, Mitchem J, Papageorgiou C, Shyu CR. Drug Repositioning and Subgroup Discovery for Precision Medicine Implementation in Triple Negative Breast Cancer. Cancers (Basel) 2021; 13:6278. [PMID: 34944904 PMCID: PMC8699385 DOI: 10.3390/cancers13246278] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2021] [Revised: 11/30/2021] [Accepted: 12/02/2021] [Indexed: 12/29/2022] Open
Abstract
Breast cancer (BC) is the leading cause of death among female patients with cancer. Patients with triple-negative breast cancer (TNBC) have the lowest survival rate. TNBC has substantial heterogeneity within the BC population. This study utilized our novel patient stratification and drug repositioning method to find subgroups of BC patients that share common genetic profiles and that may respond similarly to the recommended drugs. After further examination of the discovered patient subgroups, we identified five homogeneous druggable TNBC subgroups. A drug repositioning algorithm was then applied to find the drugs with a high potential for each subgroup. Most of the top drugs for these subgroups were chemotherapy used for various types of cancer, including BC. After analyzing the biological mechanisms targeted by these drugs, ferroptosis was the common cell death mechanism induced by the top drugs in the subgroups with neoplasm subdivision and race as clinical variables. In contrast, the antioxidative effect on cancer cells was the common targeted mechanism in the subgroup of patients with an age less than 50. Literature reviews were used to validate our findings, which could provide invaluable insights to streamline the drug repositioning process and could be further studied in a wet lab setting and in clinical trials.
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Affiliation(s)
- Zainab Al-Taie
- Institute for Data Science & Informatics, University of Missouri, Columbia, MO 65211, USA; (Z.A.-T.); (J.M.)
- Department of Computer Science, College of Science for Women, University of Baghdad, Baghdad 10070, Iraq
| | - Mark Hannink
- Department of Biochemistry, University of Missouri, Columbia, Missouri, MO 65211, USA;
- Department of Animal Sciences, Bond Life Sciences Center, University of Missouri, 1201 Rollins Street, Columbia, MO 65211, USA
| | - Jonathan Mitchem
- Institute for Data Science & Informatics, University of Missouri, Columbia, MO 65211, USA; (Z.A.-T.); (J.M.)
- Department of Surgery, School of Medicine, University of Missouri, Columbia, MO 65212, USA
- Department of Research Service, Harry S. Truman Memorial Veterans’ Hospital, Columbia, MO 65201, USA
| | - Christos Papageorgiou
- Department of Surgery, School of Medicine, University of Missouri, Columbia, MO 65212, USA
| | - Chi-Ren Shyu
- Institute for Data Science & Informatics, University of Missouri, Columbia, MO 65211, USA; (Z.A.-T.); (J.M.)
- Electrical Engineering and Computer Science Department, University of Missouri, Columbia, MO 65211, USA
- Department of Medicine, School of Medicine, University of Missouri, Columbia, MO 65212, USA
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Pathogenesis and Potential Therapeutic Targets for Triple-Negative Breast Cancer. Cancers (Basel) 2021; 13:cancers13122978. [PMID: 34198652 PMCID: PMC8232221 DOI: 10.3390/cancers13122978] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2021] [Revised: 06/10/2021] [Accepted: 06/12/2021] [Indexed: 12/29/2022] Open
Abstract
Triple negative breast cancer (TNBC) is a heterogeneous tumor characterized by early recurrence, high invasion, and poor prognosis. Currently, its treatment includes chemotherapy, which shows a suboptimal efficacy. However, with the increasing studies on TNBC subtypes and tumor molecular biology, great progress has been made in targeted therapy for TNBC. The new developments in the treatment of breast cancer include targeted therapy, which has the advantages of accurate positioning, high efficiency, and low toxicity, as compared to surgery, radiotherapy, and chemotherapy. Given its importance as cancer treatment, we review the latest research on the subtypes of TNBC and relevant targeted therapies.
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