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Wu S, Xu J, Ma Y, Liang G, Wang J, Sun T. Advances in the mechanism of CDK4/6 inhibitor resistance in HR+/HER2- breast cancer. Ther Adv Med Oncol 2024; 16:17588359241282499. [PMID: 39371618 PMCID: PMC11450575 DOI: 10.1177/17588359241282499] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2024] [Accepted: 08/24/2024] [Indexed: 10/08/2024] Open
Abstract
Among women, breast cancer is the most prevalent form of a malignant tumour. Among the subtypes of breast cancer, hormone receptor (HR) positive and human epidermal growth factor receptor (HER2) negative kinds make up the biggest proportion. The advent of cyclin-dependent kinase 4 and 6 (CDK4/6) inhibitors, which are dependent on cell cycle proteins, has greatly enhanced the prognosis of patients with advanced HR+/HER2- breast cancer. This is a specific treatment that stops the growth of cancer cells by preventing them from dividing. Nevertheless, the drug resistance of the disease unavoidably impacts the effectiveness of treatment and the prognosis of patients. This report provides a thorough analysis of the current research advancements about the resistance mechanism of CDK4/6 inhibitors in HR+/HER2- breast cancer. It presents an in-depth discussion from numerous viewpoints, such as aberrant cell cycle regulation and changes in signalling pathways. In response to the drug resistance problem, subsequent treatment strategies are also being explored, including switching to other CDK4/6 inhibitor drugs, a combination of novel endocrine therapeutic agents, an optimal combination of targeted therapies and switching to chemotherapy. An in-depth study of the resistance mechanism can assist in identifying creative tactics that can overcome or postpone drug resistance, alleviate the problem of restricted treatment strategies following drug resistance and enhance the prognosis of patients.
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Affiliation(s)
- Sijia Wu
- Breast Medicine Section One, Liaoning Cancer Hospital, Shenyang, Liaoning, China
| | - Junnan Xu
- Breast Medicine Section One, Liaoning Cancer Hospital, Shenyang, Liaoning, China
| | - Yiwen Ma
- Breast Medicine Section One, Liaoning Cancer Hospital, Shenyang, Liaoning, China
| | - Guilian Liang
- Breast Medicine Section One, Liaoning Cancer Hospital, Shenyang, Liaoning, China
| | - Jiaxing Wang
- Breast Medicine Section One, Liaoning Cancer Hospital, Shenyang, Liaoning, China
| | - Tao Sun
- Breast Medicine Section One, Liaoning Cancer Hospital, Shenyang, Liaoning 110000, China
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2
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Talia M, Cirillo F, Scordamaglia D, Di Dio M, Zicarelli A, De Rosis S, Miglietta AM, Capalbo C, De Francesco EM, Belfiore A, Grande F, Rizzuti B, Occhiuzzi MA, Fortino G, Guzzo A, Greco G, Maggiolini M, Lappano R. The G Protein Estrogen Receptor (GPER) is involved in the resistance to the CDK4/6 inhibitor palbociclib in breast cancer. J Exp Clin Cancer Res 2024; 43:171. [PMID: 38886784 PMCID: PMC11184778 DOI: 10.1186/s13046-024-03096-7] [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: 02/19/2024] [Accepted: 06/10/2024] [Indexed: 06/20/2024] Open
Abstract
BACKGROUND The cyclin D1-cyclin dependent kinases (CDK)4/6 inhibitor palbociclib in combination with endocrine therapy shows remarkable efficacy in the management of estrogen receptor (ER)-positive and HER2-negative advanced breast cancer (BC). Nevertheless, resistance to palbociclib frequently arises, highlighting the need to identify new targets toward more comprehensive therapeutic strategies in BC patients. METHODS BC cell lines resistant to palbociclib were generated and used as a model system. Gene silencing techniques and overexpression experiments, real-time PCR, immunoblotting and chromatin immunoprecipitation studies as well as cell viability, colony and 3D spheroid formation assays served to evaluate the involvement of the G protein-coupled estrogen receptor (GPER) in the resistance to palbociclib in BC cells. Molecular docking simulations were also performed to investigate the potential interaction of palbociclib with GPER. Furthermore, BC cells co-cultured with cancer-associated fibroblasts (CAFs) isolated from mammary carcinoma, were used to investigate whether GPER signaling may contribute to functional cell interactions within the tumor microenvironment toward palbociclib resistance. Finally, by bioinformatics analyses and k-means clustering on clinical and expression data of large cohorts of BC patients, the clinical significance of novel mediators of palbociclib resistance was explored. RESULTS Dissecting the molecular events that characterize ER-positive BC cells resistant to palbociclib, the down-regulation of ERα along with the up-regulation of GPER were found. To evaluate the molecular events involved in the up-regulation of GPER, we determined that the epidermal growth factor receptor (EGFR) interacts with the promoter region of GPER and stimulates its expression toward BC cells resistance to palbociclib treatment. Adding further cues to these data, we ascertained that palbociclib does induce pro-inflammatory transcriptional events via GPER signaling in CAFs. Of note, by performing co-culture assays we demonstrated that GPER contributes to the reduced sensitivity to palbociclib also facilitating the functional interaction between BC cells and main components of the tumor microenvironment named CAFs. CONCLUSIONS Overall, our results provide novel insights on the molecular events through which GPER may contribute to palbociclib resistance in BC cells. Additional investigations are warranted in order to assess whether targeting the GPER-mediated interactions between BC cells and CAFs may be useful in more comprehensive therapeutic approaches of BC resistant to palbociclib.
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Affiliation(s)
- Marianna Talia
- Department of Pharmacy, Health and Nutritional Sciences, University of Calabria, Rende, 87036, Italy
| | - Francesca Cirillo
- Department of Pharmacy, Health and Nutritional Sciences, University of Calabria, Rende, 87036, Italy
| | - Domenica Scordamaglia
- Department of Pharmacy, Health and Nutritional Sciences, University of Calabria, Rende, 87036, Italy
| | - Marika Di Dio
- Department of Pharmacy, Health and Nutritional Sciences, University of Calabria, Rende, 87036, Italy
| | - Azzurra Zicarelli
- Department of Pharmacy, Health and Nutritional Sciences, University of Calabria, Rende, 87036, Italy
| | - Salvatore De Rosis
- Department of Pharmacy, Health and Nutritional Sciences, University of Calabria, Rende, 87036, Italy
| | - Anna Maria Miglietta
- Breast and General Surgery Unit, Regional Hospital Cosenza, Cosenza, 87100, Italy
| | - Carlo Capalbo
- Department of Pharmacy, Health and Nutritional Sciences, University of Calabria, Rende, 87036, Italy
- Complex Operative Oncology Unit, Regional Hospital Cosenza, Cosenza, 87100, Italy
| | | | - Antonino Belfiore
- Department of Clinical and Experimental Medicine, University of Catania, Garibaldi-Nesima Hospital, Catania, 95122, Italy
| | - Fedora Grande
- Department of Pharmacy, Health and Nutritional Sciences, University of Calabria, Rende, 87036, Italy
| | - Bruno Rizzuti
- Department of Physics, CNR-NANOTEC, SS Rende (CS), University of Calabria, Rende, CS, 87036, Italy
- Institute of Biocomputation and Physics of Complex Systems (BIFI), Joint Unit GBsC-CSIC-BIFI, University of Zaragoza, Zaragoza, 50018, Spain
| | | | - Giancarlo Fortino
- Department of Informatics, Modeling, Electronic, and System Engineering, University of Calabria, Rende, 87036, Italy
| | - Antonella Guzzo
- Department of Informatics, Modeling, Electronic, and System Engineering, University of Calabria, Rende, 87036, Italy
| | - Gianluigi Greco
- Department of Mathematics and Computer Science, University of Calabria, Cosenza, Italy
| | - Marcello Maggiolini
- Department of Pharmacy, Health and Nutritional Sciences, University of Calabria, Rende, 87036, Italy.
| | - Rosamaria Lappano
- Department of Pharmacy, Health and Nutritional Sciences, University of Calabria, Rende, 87036, Italy.
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Li K, Yang H, Lin A, Xie J, Wang H, Zhou J, Carr SR, Liu Z, Li X, Zhang J, Cheng Q, Schrump DS, Luo P, Wei T. CPADS: a web tool for comprehensive pancancer analysis of drug sensitivity. Brief Bioinform 2024; 25:bbae237. [PMID: 38770717 PMCID: PMC11106634 DOI: 10.1093/bib/bbae237] [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: 11/17/2023] [Revised: 04/07/2024] [Accepted: 05/01/2024] [Indexed: 05/22/2024] Open
Abstract
Drug therapy is vital in cancer treatment. Accurate analysis of drug sensitivity for specific cancers can guide healthcare professionals in prescribing drugs, leading to improved patient survival and quality of life. However, there is a lack of web-based tools that offer comprehensive visualization and analysis of pancancer drug sensitivity. We gathered cancer drug sensitivity data from publicly available databases (GEO, TCGA and GDSC) and developed a web tool called Comprehensive Pancancer Analysis of Drug Sensitivity (CPADS) using Shiny. CPADS currently includes transcriptomic data from over 29 000 samples, encompassing 44 types of cancer, 288 drugs and more than 9000 gene perturbations. It allows easy execution of various analyses related to cancer drug sensitivity. With its large sample size and diverse drug range, CPADS offers a range of analysis methods, such as differential gene expression, gene correlation, pathway analysis, drug analysis and gene perturbation analysis. Additionally, it provides several visualization approaches. CPADS significantly aids physicians and researchers in exploring primary and secondary drug resistance at both gene and pathway levels. The integration of drug resistance and gene perturbation data also presents novel perspectives for identifying pivotal genes influencing drug resistance. Access CPADS at https://smuonco.shinyapps.io/CPADS/ or https://robinl-lab.com/CPADS.
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Affiliation(s)
- Kexin Li
- Department of Oncology, Zhujiang Hospital, Southern Medical University, No. 253, Industrial Avenue Zhong, Guangzhou, Guangdong, China
- The Second School of Clinical Medicine, Southern Medical University, No. 253, Industrial Avenue Zhong, Guangzhou, Guangdong, China
| | - Hong Yang
- Department of Oncology, Zhujiang Hospital, Southern Medical University, No. 253, Industrial Avenue Zhong, Guangzhou, Guangdong, China
| | - Anqi Lin
- Department of Oncology, Zhujiang Hospital, Southern Medical University, No. 253, Industrial Avenue Zhong, Guangzhou, Guangdong, China
| | - Jiayi Xie
- Department of Oncology, Zhujiang Hospital, Southern Medical University, No. 253, Industrial Avenue Zhong, Guangzhou, Guangdong, China
| | - Haitao Wang
- Thoracic Surgery Branch Center for Cancer Research, National Cancer Institute, National Institutes of Health, 9609 Medical Center Drive, Rockville, Maryland 20850, United States
| | - Jianguo Zhou
- Department of Oncology, The Second Affiliated Hospital of Zunyi Medical University, Intersection of Xinlong Avenue and Xinpu Avenue, Honghuagang District, Zunyi City 563000, China
| | - Shamus R Carr
- Thoracic Surgery Branch Center for Cancer Research, National Cancer Institute, National Institutes of Health, 9609 Medical Center Drive, Rockville, Maryland 20850, United States
| | - Zaoqu Liu
- State Key Laboratory of Proteomics, Beijing Proteome Research Center, National Center for Protein Sciences (Beijing), Beijing Institute of Lifeomics, No. 33, Life Park Road, Zhongguancun, Changping District, Beijing 102206, China
- State Key Laboratory of Medical Molecular Biology, Institute of Basic Medical Sciences, Chinese Academy of Medical Sciences, Department of Pathophysiology, Peking Union Medical College, No. 1 Shuaifuyuan Wangfujing Dongcheng District, Beijing 100730, China
| | - Xiaohua Li
- Department of Respiratory and Critical Care Medicine, Sixth People’s Hospital of Chengdu, No. 16, Jianjian South Street, Chengdu, Sichuan Province 610051, China
| | - Jian Zhang
- Department of Oncology, Zhujiang Hospital, Southern Medical University, No. 253, Industrial Avenue Zhong, Guangzhou, Guangdong, China
| | - Quan Cheng
- Department of Neurosurgery, National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, No. 87 Xiangya Road, Changsha, Hunan, China
- Xiangya Hospital, Central South University, No. 87 Xiangya Road, Changsha, Hunan, China
| | - David S Schrump
- Thoracic Surgery Branch Center for Cancer Research, National Cancer Institute, National Institutes of Health, 9609 Medical Center Drive, Rockville, Maryland 20850, United States
| | - Peng Luo
- Department of Oncology, Zhujiang Hospital, Southern Medical University, No. 253, Industrial Avenue Zhong, Guangzhou, Guangdong, China
| | - Ting Wei
- Department of Oncology, Zhujiang Hospital, Southern Medical University, No. 253, Industrial Avenue Zhong, Guangzhou, Guangdong, China
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Torrisi R, Vaira V, Giordano L, Fernandes B, Saltalamacchia G, Palumbo R, Carnaghi C, Basilico V, Gentile F, Masci G, De Sanctis R, Santoro A. Identification of a Panel of miRNAs Associated with Resistance to Palbociclib and Endocrine Therapy. Int J Mol Sci 2024; 25:1498. [PMID: 38338777 PMCID: PMC10855102 DOI: 10.3390/ijms25031498] [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: 12/06/2023] [Revised: 01/18/2024] [Accepted: 01/22/2024] [Indexed: 02/12/2024] Open
Abstract
We investigated whether we could identify a panel of miRNAs associated with response to treatment in tumor tissues of patients with Hormone Receptor-positive/HER2-negative metastatic breast cancer treated with endocrine therapy (ET) and the CDK4/6 inhibitor (CDK4/6i)i palbociclib. In total, 52 patients were evaluated, with 41 receiving treatment as the first line. The overall median PFS was 20.8 months (range 2.5-66.6). In total, 23% of patients experienced early progression (<6 months). Seven miRNAs (miR-378e, miR-1233, miR-99b-5p, miR-1260b, miR-448, -miR-1252-5p, miR-324-3p, miR-1233-3p) showed a statistically significant negative association with PFS. When we considered PFS < 6 months, miR-378e, miR-99b-5p, miR-877-5p, miR-1297, miR-455-5p, and miR-4536-5p were statistically associated with a poor outcome. In the multivariate analysis, the first three miRNAs confirmed a significant and independent impact on PFS. The literature data and bioinformatic tools provide an underlying molecular rationale for most of these miRNAs, mainly involving the PI3K/AKT/mTOR pathway and cell-cycle machinery as cyclin D1, CDKN1B, and protein p27Kip1 and autophagy. Our findings propose a novel panel of miRNAs associated with a higher likelihood of early progression in patients treated with ET and Palbociclib and may contribute to shed some light on the mechanisms of de novo resistance to CDK4/6i, but this should be considered exploratory and evaluated in larger cohorts.
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Affiliation(s)
- Rosalba Torrisi
- Medical Oncology and Hematology Unit, Cancer Center, IRCCS Humanitas Research Hospital, Rozzano, 20089 Milano, Italy; (G.S.); (G.M.); (R.D.S.); (A.S.)
| | - Valentina Vaira
- Division of Pathology, Fondazione IRCCS Ca’ Granda-Ospedale Maggiore Policlinico, 20122 Milano, Italy; (V.V.); (F.G.)
- Department of Pathophysiology and Transplantation, University of Milan, 20122 Milano, Italy
| | - Laura Giordano
- Biostatistic Unit, IRCCS Humanitas Research Hospital, Rozzano, 20089 Milano, Italy;
| | - Bethania Fernandes
- Pathology Department, IRCCS Humanitas Research Hospital, Rozzano, 20089 Milano, Italy;
| | - Giuseppe Saltalamacchia
- Medical Oncology and Hematology Unit, Cancer Center, IRCCS Humanitas Research Hospital, Rozzano, 20089 Milano, Italy; (G.S.); (G.M.); (R.D.S.); (A.S.)
| | | | - Carlo Carnaghi
- Clinical Trials Unit, Istituto Clinico Humanitas, Centro Catanese di Oncologia, 20072 Catania, Italy;
| | - Vera Basilico
- Medical Oncology Unit, Istituto Clinico Mater Domini Humanitas, Castellanza, 21100 Varese, Italy;
| | - Francesco Gentile
- Division of Pathology, Fondazione IRCCS Ca’ Granda-Ospedale Maggiore Policlinico, 20122 Milano, Italy; (V.V.); (F.G.)
| | - Giovanna Masci
- Medical Oncology and Hematology Unit, Cancer Center, IRCCS Humanitas Research Hospital, Rozzano, 20089 Milano, Italy; (G.S.); (G.M.); (R.D.S.); (A.S.)
| | - Rita De Sanctis
- Medical Oncology and Hematology Unit, Cancer Center, IRCCS Humanitas Research Hospital, Rozzano, 20089 Milano, Italy; (G.S.); (G.M.); (R.D.S.); (A.S.)
- Department of Biomedical Sciences, Humanitas University, 20072 Pieve Emanuele, Italy
| | - Armando Santoro
- Medical Oncology and Hematology Unit, Cancer Center, IRCCS Humanitas Research Hospital, Rozzano, 20089 Milano, Italy; (G.S.); (G.M.); (R.D.S.); (A.S.)
- Department of Biomedical Sciences, Humanitas University, 20072 Pieve Emanuele, Italy
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5
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Sanchez-Lopez JM, Juarez-Mancera MA, Bustamante B, Ruiz-Silvestre A, Espinosa M, Mendoza-Almanza G, Ceballos-Cancino G, Melendez-Zajgla J, Maldonado V, Lizarraga F. Decoding LINC00052 role in breast cancer by bioinformatic and experimental analyses. RNA Biol 2024; 21:1-11. [PMID: 38832821 PMCID: PMC11152094 DOI: 10.1080/15476286.2024.2355393] [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] [Accepted: 05/09/2024] [Indexed: 06/06/2024] Open
Abstract
LncRNA is a group of transcripts with a length exceeding 200 nucleotides that contribute to tumour development. Our research group found that LINC00052 expression was repressed during the formation of breast cancer (BC) multicellular spheroids. Intriguingly, LINC00052 precise role in BC remains uncertain. We explored LINC00052 expression in BC patients` RNA samples (TCGA) in silico, as well as in an in-house patient cohort, and inferred its cellular and molecular mechanisms. In vitro studies evaluated LINC00052 relevance in BC cells viability, cell cycle and DNA damage. Results. Bioinformatic RNAseq analysis of BC patients showed that LINC00052 is overexpressed in samples from all BC molecular subtypes. A similar LINC00052 expression pattern was observed in an in-house patient cohort. In addition, higher LINC00052 levels are related to better BC patient´s overall survival. Remarkably, MCF-7 and ZR-75-1 cells treated with estradiol showed increased LINC00052 expression compared to control, while these changes were not observed in MDA-MB-231 cells. In parallel, bioinformatic analyses indicated that LINC00052 influences DNA damage and cell cycle. MCF-7 cells with low LINC00052 levels exhibited increased cellular protection against DNA damage and diminished growth capacity. Furthermore, in cisplatin-resistant MCF-7 cells, LINC00052 expression was downregulated. Conclusion. This work shows that LINC00052 expression is associated with better BC patient survival. Remarkably, LINC00052 expression can be regulated by Estradiol. Additionally, assays suggest that LINC00052 could modulate MCF-7 cells growth and DNA damage repair. Overall, this study highlights the need for further research to unravel LINC00052 molecular mechanisms and potential clinical applications in BC.
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Affiliation(s)
- Jose Manuel Sanchez-Lopez
- Laboratorio de Epigenetica, Instituto Nacional de Medicina Genomica (INMEGEN), Ciudad de México, Mexico
| | | | - Benjamin Bustamante
- Laboratorio de Genomica Funcional del Cancer, Instituto Nacional de Medicina Genomica (INMEGEN), Ciudad de México, Mexico
| | - Araceli Ruiz-Silvestre
- Laboratorio de Epigenetica, Instituto Nacional de Medicina Genomica (INMEGEN), Ciudad de México, Mexico
| | - Magali Espinosa
- Laboratorio de Genomica Funcional del Cancer, Instituto Nacional de Medicina Genomica (INMEGEN), Ciudad de México, Mexico
| | - Gretel Mendoza-Almanza
- Laboratorio de Epigenetica, Instituto Nacional de Medicina Genomica (INMEGEN), Ciudad de México, Mexico
| | - Gisela Ceballos-Cancino
- Laboratorio de Genomica Funcional del Cancer, Instituto Nacional de Medicina Genomica (INMEGEN), Ciudad de México, Mexico
| | - Jorge Melendez-Zajgla
- Laboratorio de Genomica Funcional del Cancer, Instituto Nacional de Medicina Genomica (INMEGEN), Ciudad de México, Mexico
| | - Vilma Maldonado
- Laboratorio de Epigenetica, Instituto Nacional de Medicina Genomica (INMEGEN), Ciudad de México, Mexico
| | - Floria Lizarraga
- Laboratorio de Epigenetica, Instituto Nacional de Medicina Genomica (INMEGEN), Ciudad de México, Mexico
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Cordani N, Mologni L, Piazza R, Tettamanti P, Cogliati V, Mauri M, Villa M, Malighetti F, Di Bella C, Jaconi M, Cerrito MG, Cavaletti G, Lavitrano M, Cazzaniga ME. TWIST1 Upregulation Is a Potential Target for Reversing Resistance to the CDK4/6 Inhibitor in Metastatic Luminal Breast Cancer Cells. Int J Mol Sci 2023; 24:16294. [PMID: 38003483 PMCID: PMC10671583 DOI: 10.3390/ijms242216294] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2023] [Revised: 11/08/2023] [Accepted: 11/10/2023] [Indexed: 11/26/2023] Open
Abstract
Cyclin-dependent kinase (CDK) 4/6 inhibitors have significantly improved progression-free survival in hormone-receptor-positive (HR+), human-epidermal-growth-factor-receptor-type-2-negative (HER2-) metastatic luminal breast cancer (mLBC). Several studies have shown that in patients with endocrine-sensitive or endocrine-resistant LBC, the addition of CDK4/6 inhibitors to endocrine therapy significantly prolongs progression-free survival. However, the percentage of patients who are unresponsive or refractory to these therapies is as high as 40%, and no reliable and reproducible biomarkers have been validated to select a priori responders or refractory patients. The selection of mutant clones in the target oncoprotein is the main cause of resistance. Other mechanisms such as oncogene amplification/overexpression or mutations in other pathways have been described in several models. In this study, we focused on palbociclib, a selective CDK4/6 inhibitor. We generated a human MCF-7 luminal breast cancer cell line that was able to survive and proliferate at different concentrations of palbociclib and also showed cross-resistance to abemaciclib. The resistant cell line was characterized via RNA sequencing and was found to strongly activate the epithelial-to-mesenchymal transition. Among the top deregulated genes, we found a dramatic downregulation of the CDK4 inhibitor CDKN2B and an upregulation of the TWIST1 transcription factor. TWIST1 was further validated as a target for the reversal of palbociclib resistance. This study provides new relevant information about the mechanisms of resistance to CDK4/6 inhibitors and suggests potential new markers for patients' follow-up care during treatment.
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Affiliation(s)
- Nicoletta Cordani
- School of Medicine and Surgery, Milano-Bicocca University, 20900 Monza, Italy; (L.M.); (R.P.); (P.T.); (M.M.); (M.V.); (F.M.); (M.G.C.); (G.C.); (M.L.); (M.E.C.)
| | - Luca Mologni
- School of Medicine and Surgery, Milano-Bicocca University, 20900 Monza, Italy; (L.M.); (R.P.); (P.T.); (M.M.); (M.V.); (F.M.); (M.G.C.); (G.C.); (M.L.); (M.E.C.)
| | - Rocco Piazza
- School of Medicine and Surgery, Milano-Bicocca University, 20900 Monza, Italy; (L.M.); (R.P.); (P.T.); (M.M.); (M.V.); (F.M.); (M.G.C.); (G.C.); (M.L.); (M.E.C.)
| | - Pietro Tettamanti
- School of Medicine and Surgery, Milano-Bicocca University, 20900 Monza, Italy; (L.M.); (R.P.); (P.T.); (M.M.); (M.V.); (F.M.); (M.G.C.); (G.C.); (M.L.); (M.E.C.)
| | - Viola Cogliati
- Phase 1 Research Centre, Fondazione IRCCS San Gerardo dei Tintori, 20900 Monza, Italy (C.D.B.); (M.J.)
| | - Mario Mauri
- School of Medicine and Surgery, Milano-Bicocca University, 20900 Monza, Italy; (L.M.); (R.P.); (P.T.); (M.M.); (M.V.); (F.M.); (M.G.C.); (G.C.); (M.L.); (M.E.C.)
| | - Matteo Villa
- School of Medicine and Surgery, Milano-Bicocca University, 20900 Monza, Italy; (L.M.); (R.P.); (P.T.); (M.M.); (M.V.); (F.M.); (M.G.C.); (G.C.); (M.L.); (M.E.C.)
| | - Federica Malighetti
- School of Medicine and Surgery, Milano-Bicocca University, 20900 Monza, Italy; (L.M.); (R.P.); (P.T.); (M.M.); (M.V.); (F.M.); (M.G.C.); (G.C.); (M.L.); (M.E.C.)
| | - Camillo Di Bella
- Phase 1 Research Centre, Fondazione IRCCS San Gerardo dei Tintori, 20900 Monza, Italy (C.D.B.); (M.J.)
| | - Marta Jaconi
- Phase 1 Research Centre, Fondazione IRCCS San Gerardo dei Tintori, 20900 Monza, Italy (C.D.B.); (M.J.)
| | - Maria Grazia Cerrito
- School of Medicine and Surgery, Milano-Bicocca University, 20900 Monza, Italy; (L.M.); (R.P.); (P.T.); (M.M.); (M.V.); (F.M.); (M.G.C.); (G.C.); (M.L.); (M.E.C.)
| | - Guido Cavaletti
- School of Medicine and Surgery, Milano-Bicocca University, 20900 Monza, Italy; (L.M.); (R.P.); (P.T.); (M.M.); (M.V.); (F.M.); (M.G.C.); (G.C.); (M.L.); (M.E.C.)
| | - Marialuisa Lavitrano
- School of Medicine and Surgery, Milano-Bicocca University, 20900 Monza, Italy; (L.M.); (R.P.); (P.T.); (M.M.); (M.V.); (F.M.); (M.G.C.); (G.C.); (M.L.); (M.E.C.)
| | - Marina Elena Cazzaniga
- School of Medicine and Surgery, Milano-Bicocca University, 20900 Monza, Italy; (L.M.); (R.P.); (P.T.); (M.M.); (M.V.); (F.M.); (M.G.C.); (G.C.); (M.L.); (M.E.C.)
- Phase 1 Research Centre, Fondazione IRCCS San Gerardo dei Tintori, 20900 Monza, Italy (C.D.B.); (M.J.)
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7
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Gomes I, Abreu C, Costa L, Casimiro S. The Evolving Pathways of the Efficacy of and Resistance to CDK4/6 Inhibitors in Breast Cancer. Cancers (Basel) 2023; 15:4835. [PMID: 37835528 PMCID: PMC10571967 DOI: 10.3390/cancers15194835] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2023] [Revised: 09/28/2023] [Accepted: 09/30/2023] [Indexed: 10/15/2023] Open
Abstract
The approval of cyclin-dependent kinase 4 and 6 inhibitors (CDK4/6i) in combination with endocrine therapy (ET) has remarkably improved the survival outcomes of patients with advanced hormone receptor-positive (HR+) breast cancer (BC), becoming the new standard of care treatment in these patients. Despite the efficacy of this therapeutic combination, intrinsic and acquired resistance inevitably occurs and represents a major clinical challenge. Several mechanisms associated with resistance to CDK4/6i have been identified, including both cell cycle-related and cell cycle-nonspecific mechanisms. This review discusses new insights underlying the mechanisms of action of CDK4/6i, which are more far-reaching than initially thought, and the currently available evidence of the mechanisms of resistance to CDK4/6i in BC. Finally, it highlights possible treatment strategies to improve CDK4/6i efficacy, summarizing the most relevant clinical data on novel combination therapies involving CDK4/6i.
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Affiliation(s)
- Inês Gomes
- Luis Costa Lab, Instituto de Medicina Molecular, Faculdade de Medicina de Lisboa, Universidade de Lisboa, 1649-028 Lisbon, Portugal;
| | - Catarina Abreu
- Oncology Division, Hospital de Santa Maria—Centro Hospitalar Universitário Lisboa Norte, 1649-028 Lisbon, Portugal;
| | - Luis Costa
- Luis Costa Lab, Instituto de Medicina Molecular, Faculdade de Medicina de Lisboa, Universidade de Lisboa, 1649-028 Lisbon, Portugal;
- Oncology Division, Hospital de Santa Maria—Centro Hospitalar Universitário Lisboa Norte, 1649-028 Lisbon, Portugal;
| | - Sandra Casimiro
- Luis Costa Lab, Instituto de Medicina Molecular, Faculdade de Medicina de Lisboa, Universidade de Lisboa, 1649-028 Lisbon, Portugal;
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Wu Q, Sharma D. Autophagy and Breast Cancer: Connected in Growth, Progression, and Therapy. Cells 2023; 12:1156. [PMID: 37190065 PMCID: PMC10136604 DOI: 10.3390/cells12081156] [Citation(s) in RCA: 23] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2023] [Revised: 03/29/2023] [Accepted: 04/05/2023] [Indexed: 05/17/2023] Open
Abstract
Despite an increase in the incidence of breast cancer worldwide, overall prognosis has been consistently improving owing to the development of multiple targeted therapies and novel combination regimens including endocrine therapies, aromatase inhibitors, Her2-targeted therapies, and cdk4/6 inhibitors. Immunotherapy is also being actively examined for some breast cancer subtypes. This overall positive outlook is marred by the development of resistance or reduced efficacy of the drug combinations, but the underlying mechanisms are somewhat unclear. It is interesting to note that cancer cells quickly adapt and evade most therapies by activating autophagy, a catabolic process designed to recycle damaged cellular components and provide energy. In this review, we discuss the role of autophagy and autophagy-associated proteins in breast cancer growth, drug sensitivity, tumor dormancy, stemness, and recurrence. We further explore how autophagy intersects and reduces the efficacy of endocrine therapies, targeted therapies, radiotherapy, chemotherapies as well as immunotherapy via modulating various intermediate proteins, miRs, and lncRNAs. Lastly, the potential application of autophagy inhibitors and bioactive molecules to improve the anticancer effects of drugs by circumventing the cytoprotective autophagy is discussed.
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Affiliation(s)
| | - Dipali Sharma
- Department of Oncology, Johns Hopkins University School of Medicine and the Sidney Kimmel Comprehensive Cancer Center at Johns Hopkins, Baltimore, MD 21287-0013, USA
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9
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Tracy EP, Nair R, Rowe G, Beare JE, Beyer A, LeBlanc AJ. Adipose stromal vascular fraction reverses mitochondrial dysfunction and hyperfission in aging-induced coronary microvascular disease. Am J Physiol Heart Circ Physiol 2022; 323:H749-H762. [PMID: 36018760 PMCID: PMC9529257 DOI: 10.1152/ajpheart.00311.2022] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/23/2022] [Revised: 08/22/2022] [Accepted: 08/22/2022] [Indexed: 01/28/2023]
Abstract
Aging is associated with blunted coronary microvascular vasodilatory function. Previously, systemically administered adipose stromal vascular fraction (SVF) therapy reversed aging-induced attenuation of β1-adrenergic- and flow-mediated dilation dependent on reducing mitochondrial reactive oxygen species. We hypothesized that SVF-mediated recovery of microvascular dilatory function is dependent on recovery of mitochondrial function, specifically by reducing mitochondrial hyperfission. Female Fischer-344 rats were allocated into young control, old control, and old + SVF therapy groups. Pressure myography, immunofluorescent staining, Western blot analysis, and RNA sequencing were performed to determine coronary microvascular mitochondrial dynamics and function. Gene and protein expression of fission-mediator DRP-1 was enhanced with aging but reversed by SVF therapy. SVF facilitated an increase in fusion-mediator MFN-1 gene and protein expression. Mitochondrial morphology was characterized as rod-like and densely networked in young controls, isolated circular and punctate with aging, and less circularity with partially restored mitochondrial branch density with SVF therapy. Decreased mitochondrial membrane potential and ATP bioavailability in aged animals at baseline and during flow-mediated dilation were reversed by SVF and accompanied with enhanced oxygen consumption. Dilation to norepinephrine and flow in young controls were dependent on uninhibited mitochondrial fusion, whereas inhibiting fission did not restore aged microvessel response to norepinephrine or flow. SVF-mediated recovery of β-adrenergic function was dependent on uninhibited mitochondrial fusion, whereas recovery of flow-mediated dilation was dependent on maintained mitochondrial fission. Impaired dilation in aging is mitigated by SVF therapy, which recovers mitochondrial function and fission/fusion balance.NEW & NOTEWORTHY We elucidated the consequences of aging on coronary microvascular mitochondrial health as well as SVF's ability to reverse these effects. Aging shifts gene/protein expression and mitochondrial morphology indicating hyperfission, alongside attenuated mitochondrial membrane potential and ATP bioavailability, all reversed using SVF therapy. Mitochondrial membrane potential and ATP levels correlated with vasodilatory efficiency. Mitochondrial dysfunction is a contributing pathological factor in aging that can be targeted by therapeutic SVF to preserve microvascular dilative function.
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Affiliation(s)
- Evan Paul Tracy
- Department of Physiology, University of Louisville, Louisville, Kentucky
| | - Rajeev Nair
- Department of Physiology, University of Louisville, Louisville, Kentucky
| | - Gabrielle Rowe
- Department of Physiology, University of Louisville, Louisville, Kentucky
| | - Jason E Beare
- Department of Cardiovascular and Thoracic Surgery, University of Louisville, Louisville, Kentucky
- Kentucky Spinal Cord Injury Research Center, University of Louisville, Louisville, Kentucky
| | - Andreas Beyer
- Department of Medicine, Medical College of Wisconsin, Milwaukee, Wisconsin
- Cardiovascular Center, Medical College of Wisconsin, Milwaukee, Wisconsin
- Department of Physiology, Medical College of Wisconsin, Milwaukee, Wisconsin
| | - Amanda Jo LeBlanc
- Department of Cardiovascular and Thoracic Surgery, University of Louisville, Louisville, Kentucky
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10
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Gopinath P, Veluswami S, Gopisetty G, Sundersingh S, Rajaraman S, Thangarajan R. Identification of tumor biomarkers for pathological complete response to neoadjuvant treatment in locally advanced breast cancer. Breast Cancer Res Treat 2022; 194:207-220. [PMID: 35597840 DOI: 10.1007/s10549-022-06617-0] [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: 01/19/2022] [Accepted: 04/30/2022] [Indexed: 11/26/2022]
Abstract
BACKGROUND Therapeutic response predictors like age, nodal status, and tumor grade and markers, like ER/PR, HER2, and Ki67, are not reliable in predicting the response to a specific form of chemotherapy. The current study aims to identify and validate reliable markers that can predict pathological complete response (pCR) in fluorouracil, epirubicin, and cyclophosphamide (FEC)-based neoadjuvant therapy with (NACT/RT) and without concurrent radiation (NACT). MATERIALS AND METHODS Tandem mass tag (TMT) quantitative liquid chromatography-tandem mass spectrometry (LC-MS/MS) was used to identify differentially expressed proteins from core needle breast biopsy between pCR (n = 4) and no-pCR (n = 4). Immunoblotting of shortlisted proteins with the tissue lysates confirmed the differential expression of the markers. Further, immunohistochemistry (IHC) was performed on formalin-fixed paraffin-embedded sections of treatment-naive core needle biopsies. In the NACT, 29 pCR and 130 no-pCR and in NACT/RT, 32 pCR and 71 no-pCR were used. RESULTS 733 and 807 proteins were identified in NACT and NACT/RT groups, respectively. Ten proteins were shortlisted for validation as potential pCR-predictive markers. THBS1, TNC, and DCN were significantly overexpressed in no-pCR in both the groups. In NACT, CPA3 was significantly upregulated in the no-pCR. In NACT/RT, HnRNPAB was significantly upregulated and HMGB1 significantly downregulated in the no-pCR. HMGB1 was the only marker to show prognostic significance. CONCLUSION Quantitative proteomics followed by IHC identified and validated potential biomarkers for predicting patient response to therapy. These markers can be used, following larger-scale validation, in combination with routine histological analysis providing vital indications of treatment response.
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Affiliation(s)
- Prarthana Gopinath
- Department of Molecular Oncology, Cancer Institute WIA, Chennai, 600036, Tamil Nadu, India
| | - Sridevi Veluswami
- Department of Surgical Oncology, Cancer Institute WIA, Chennai, 600036, Tamil Nadu, India.
| | - Gopal Gopisetty
- Department of Molecular Oncology, Cancer Institute WIA, Chennai, 600036, Tamil Nadu, India.
| | - Shirley Sundersingh
- Department of Oncopatholology, Cancer Institute WIA, Chennai, Tamil Nadu, India
| | - Swaminathan Rajaraman
- Department of Epidemiology, Biostatistics and Cancer Registry, Cancer Institute WIA, Chennai, Tamil Nadu, India
| | - Rajkumar Thangarajan
- Department of Molecular Oncology, Cancer Institute WIA, Chennai, 600036, Tamil Nadu, India
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11
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Scheidemann ER, Shajahan-Haq AN. Resistance to CDK4/6 Inhibitors in Estrogen Receptor-Positive Breast Cancer. Int J Mol Sci 2021; 22:12292. [PMID: 34830174 PMCID: PMC8625090 DOI: 10.3390/ijms222212292] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2021] [Revised: 11/09/2021] [Accepted: 11/10/2021] [Indexed: 12/12/2022] Open
Abstract
Estrogen receptor-positive (ER+) breast cancer is the most common form of breast cancer. Antiestrogens were the first therapy aimed at treating this subtype, but resistance to these warranted the development of a new treatment option. CDK4/6 inhibitors address this problem by halting cell cycle progression in ER+ cells, and have proven to be successful in the clinic. Unfortunately, both intrinsic and acquired resistance to CDK4/6 inhibitors are common. Numerous mechanisms of how resistance occurs have been identified to date, including the activation of prominent growth signaling pathways, the loss of tumor-suppressive genes, and noncanonical cell cycle function. Many of these have been successfully targeted and demonstrate the ability to overcome resistance to CDK4/6 inhibitors in preclinical and clinical trials. Future studies should focus on the development of biomarkers so that patients likely to be resistant to CDK4/6 inhibition can initially be given alternative methods of treatment.
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Affiliation(s)
| | - Ayesha N. Shajahan-Haq
- Lombardi Comprehensive Cancer Center, Department of Oncology, Georgetown University Medical Center, Washington, DC 20057, USA;
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12
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Rowe G, Tracy E, Beare JE, LeBlanc AJ. Cell therapy rescues aging-induced beta-1 adrenergic receptor and GRK2 dysfunction in the coronary microcirculation. GeroScience 2021; 44:329-348. [PMID: 34608562 DOI: 10.1007/s11357-021-00455-6] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2021] [Accepted: 09/03/2021] [Indexed: 01/08/2023] Open
Abstract
Our past study showed that coronary arterioles isolated from adipose-derived stromal vascular fraction (SVF)-treated rats showed amelioration of the age-related decrease in vasodilation to beta-adrenergic receptor (β-AR) agonist and improved β-AR-dependent coronary flow and microvascular function in a model of advanced age. We hypothesized that intravenously (i.v.) injected SVF improves coronary microvascular function in aged rats by re-establishing the equilibrium of the negative regulators of the internal adrenergic signaling cascade, G-protein receptor kinase 2 (GRK2) and G-alpha inhibitory (Gαi) proteins, back to youthful levels. Female Fischer-344 rats aged young (3 months, n = 24), old (24 months, n = 26), and old animals that received 1 × 107 green fluorescent protein (GFP+) SVF cells (O + SVF, n = 11) 4 weeks prior to sacrifice were utilized. Overnight urine was collected prior to sacrifice for catecholamine measurements. Cardiac samples were used for western blotting while coronary arterioles were isolated for pressure myography studies, immunofluorescence staining, and RNA sequencing. Coronary microvascular levels of the β1 adrenergic receptor are decreased with advancing age, but this decreased expression was rescued by SVF treatment. Aging led to a decrease in phosphorylated GRK2 in cardiomyocytes vs. young control with restoration of phosphorylation status by SVF. In vessels, there was no change in genetic transcription (RNAseq) or protein expression (immunofluorescence); however, inhibition of GRK2 (paroxetine) led to improved vasodilation to norepinephrine in the old control (OC) and O + SVF, indicating greater GRK2 functional inhibition of β1-AR in aging. SVF works to improve adrenergic-mediated vasodilation by restoring the β1-AR population and mitigating signal cascade inhibitors to improve vasodilation.
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Affiliation(s)
- Gabrielle Rowe
- Cardiovascular Innovation Institute, University of Louisville, 302 E Muhammad Ali Blvd, Louisville, KY, 40202, USA
- Department of Physiology, University of Louisville, Louisville, KY, 40292, USA
| | - Evan Tracy
- Cardiovascular Innovation Institute, University of Louisville, 302 E Muhammad Ali Blvd, Louisville, KY, 40202, USA
- Department of Physiology, University of Louisville, Louisville, KY, 40292, USA
| | - Jason E Beare
- Cardiovascular Innovation Institute, University of Louisville, 302 E Muhammad Ali Blvd, Louisville, KY, 40202, USA
- Kentucky Spinal Cord Injury Research Center, University of Louisville, Louisville, KY, 40292, USA
| | - Amanda J LeBlanc
- Cardiovascular Innovation Institute, University of Louisville, 302 E Muhammad Ali Blvd, Louisville, KY, 40202, USA.
- Department of Physiology, University of Louisville, Louisville, KY, 40292, USA.
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13
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Differential gene expression analysis of palbociclib-resistant TNBC via RNA-seq. Breast Cancer Res Treat 2021; 186:677-686. [PMID: 33599863 PMCID: PMC8019424 DOI: 10.1007/s10549-021-06127-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2020] [Accepted: 02/02/2021] [Indexed: 11/05/2022]
Abstract
Purpose The management of triple-negative breast cancer (TNBC) remains a significant clinical challenge due to the lack of effective targeted therapies. Inhibitors of the cyclin-dependent kinases 4 and 6 (CDK4/6) are emerging as promising therapeutic agents against TNBC; however, cells can rapidly acquire resistance through multiple mechanisms that are yet to be identified. Therefore, determining the mechanisms underlying resistance to CDK4/6 inhibition is crucial to develop combination therapies that can extend the efficacy of the CDK4/6 inhibitors or delay resistance. This study aims to identify differentially expressed genes (DEG) associated with acquired resistance to palbociclib in ER− breast cancer cells. Methods We performed next-generation transcriptomic sequencing (RNA-seq) and pathway analysis in ER− MDA-MB-231 palbociclib-sensitive (231/pS) and palbociclib-resistant (231/pR) cells. Results We identified 2247 up-regulated and 1427 down-regulated transcripts in 231/pR compared to 231/pS cells. DEGs were subjected to functional analysis using Gene Ontology (GO) and the KEGG database which identified many transduction pathways associated with breast cancer, including the PI3K/AKT, PTEN and mTOR pathways. Additionally, Ingenuity Pathway Analysis (IPA) revealed that resistance to palbociclib is closely associated with altered cholesterol and fatty acid biosynthesis suggesting that resistance to palbociclib may be dependent on lipid metabolic reprograming. Conclusion This study provides evidence that lipid metabolism is altered in TNBC with acquired resistance to palbociclib. Further studies are needed to determine if the observed lipid metabolic rewiring can be exploited to overcome therapy resistance in TNBC. Supplementary Information The online version contains supplementary material available at 10.1007/s10549-021-06127-5.
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A New Computational Approach to Evaluating Systemic Gene–Gene Interactions in a Pathway Affected by Drug LY294002. Processes (Basel) 2020. [DOI: 10.3390/pr8101230] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
In this study, we investigate how drugs systemically affect genes via pathways by integrating information from interactions between chemical compounds and molecular expression datasets, and from pathway information such as gene sets using mathematical models. First, we adopt drug-induced gene expression datasets; then, employ gene set enrichment analysis tools for selecting candidate enrichment pathways; and lastly, implement the inverse algorithm package for identifying gene–gene regulatory networks in a pathway. We tested LY294002-induced datasets of the MCF7 breast cancer cell lines, and found a CELL CYCLE pathway with 101 genes, ERBB signaling pathway consisting of 82 genes, and MTOR pathway consisting of 45 genes. We consider two interactions: quantity strength depending on number of interactions, and quality strength depending on weight of interaction as positive (+) and negative (−) interactions. Our methods revealed ANAPC1-CDK6 (−0.412) and ORC2L- CHEK1(0.951) for the CELL CYCLE pathway; INS-RPS6 (−3.125) and PRKAA2-PRKAA2 (+1.319) for the MTOR pathway; and CBLB-RPS6KB1 (−0.141), RPS6KB1-CBLC (+0.238) for the ERBB signaling pathway to be top quality interactions. Top quantity interactions discovered include 12; the CDC (−,+) gene family for the CELL CYCLE pathway, 20; PIK3 (−), 23; PIK3CG (+) for the MTOR pathway, 11; PAK (−), 10; PIK3 (+) for the ERBB signaling pathway.
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15
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Hwang SH, Yeom H, Han BI, Ham BJ, Lee YM, Han MR, Lee M. Predicting Carcinogenic Mechanisms of Non-Genotoxic Carcinogens via Combined Analysis of Global DNA Methylation and In Vitro Cell Transformation. Int J Mol Sci 2020; 21:ijms21155387. [PMID: 32751172 PMCID: PMC7432388 DOI: 10.3390/ijms21155387] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2020] [Revised: 07/17/2020] [Accepted: 07/27/2020] [Indexed: 12/13/2022] Open
Abstract
An in vitro cell transformation assay (CTA) is useful for the detection of non-genotoxic carcinogens (NGTXCs); however, it does not provide information on their modes of action. In this study, to pursue a mechanism-based approach in the risk assessment of NGTXCs, we aimed to develop an integrated strategy comprising an in vitro Bhas 42 CTA and global DNA methylation analysis. For this purpose, 10 NGTXCs, which were also predicted to be negative through Derek/Sarah structure-activity relationship analysis, were first tested for transforming activity in Bhas 42 cells. Methylation profiles using reduced representation bisulfite sequencing were generated for seven NGTXCs that were positive in CTAs. In general, the differentially methylated regions (DMRs) within promoter regions showed slightly more bias toward hypermethylation than the DMRs across the whole genome. We also identified 13 genes associated with overlapping DMRs within the promoter regions in four NGTXCs, of which seven were hypermethylated and six were hypomethylated. Using ingenuity pathway analysis, the genes with DMRs at the CpG sites were found to be enriched in cancer-related categories, including "cell-to-cell signaling and interaction" as well as "cell death and survival". Moreover, the networks related to "cell death and survival", which were considered to be associated with carcinogenesis, were identified in six NGTXCs. These results suggest that epigenetic changes supporting cell transformation processes occur during non-genotoxic carcinogenesis. Taken together, our combined system can become an attractive component for an integrated approach for the testing and assessment of NGTXCs.
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Affiliation(s)
- Sung-Hee Hwang
- Division of Life Sciences, College of Life Sciences and Bioengineering, Incheon National University, Incheon 22012, Korea; (S.-H.H.); (H.Y.)
| | - Hojin Yeom
- Division of Life Sciences, College of Life Sciences and Bioengineering, Incheon National University, Incheon 22012, Korea; (S.-H.H.); (H.Y.)
| | - Byeal-I Han
- Institute for New Drug Development, Incheon National University, Incheon 22012, Korea;
| | - Byung-Joo Ham
- Department of Psychiatry, Korea University Anam Hospital, Korea University College of Medicine, Seoul 02841, Korea;
| | - Yong-Moon Lee
- College of Pharmacy and Medical Research Center, Chungbuk National University, Cheoungju-si, Chungcheongbuk-do 28160, Korea;
| | - Mi-Ryung Han
- Division of Life Sciences, College of Life Sciences and Bioengineering, Incheon National University, Incheon 22012, Korea; (S.-H.H.); (H.Y.)
- Institute for New Drug Development, Incheon National University, Incheon 22012, Korea;
- INU Human Genome Center, Incheon National University, Incheon 22012, Korea
- Correspondence: (M.-R.H.); (M.L.); Tel.: +82-32-835-8247 (M.L.)
| | - Michael Lee
- Division of Life Sciences, College of Life Sciences and Bioengineering, Incheon National University, Incheon 22012, Korea; (S.-H.H.); (H.Y.)
- Institute for New Drug Development, Incheon National University, Incheon 22012, Korea;
- INU Human Genome Center, Incheon National University, Incheon 22012, Korea
- Correspondence: (M.-R.H.); (M.L.); Tel.: +82-32-835-8247 (M.L.)
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