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Petre I, Negru S, Dragomir R, Bordianu A, Petre I, Marc L, Vlad DC. Artificial Intelligence Algorithms in Predictive Factors for Hematologic Toxicities During Concurrent Chemoradiation for Cervical Cancer. Cureus 2024; 16:e70665. [PMID: 39493069 PMCID: PMC11528638 DOI: 10.7759/cureus.70665] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/01/2024] [Indexed: 11/05/2024] Open
Abstract
The most recent research conducted for the International Federation of Gynecology and Obstetrics indicates that, depending on the stage of cervical cancer (CC), several therapies can provide similar overall survival and progression-free survival rates. To determine the hematologic toxicities during concurrent chemotherapy for cervical cancer, we evaluated these two therapies (cisplatin or carboplatin). Hematologic markers have been studied using statistical models and descriptive statistics. Artificial intelligence models were built using the treatment data and all the information gathered from each patient after one or more administrations to forecast the CC stage. The information was gathered from stage III cervical cancer patients and provided by Oncohelp Hospital from the West Region of Romania. Many traditional machine learning techniques, such as naïve Bayes (NB), random forest (RF), decision trees (DTs), and a trained transformer called TabPFN, were used in the current study to obtain the tabular data. The algorithms NB, RF, and DTs yielded the greatest classification score of 100% when it came to cervical cancer prediction. On the other hand, TabPFN demonstrated an accuracy of 88%. The effectiveness of the models was evaluated by computing the computational complexity of traditional machine learning methods. Early detection increases the likelihood of a good prognosis during the precancerous and malignant stages. Being aware of any indications and symptoms of cervical cancer can also help to prevent delays in diagnosis. These hematologic toxicities, which have been demonstrated to grow linearly with lowering hematologic markers below their normal expectations, would significantly impair patients' quality of life.
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Affiliation(s)
- Ion Petre
- Department of Biostatistics, Victor Babes University of Medicine and Pharmacy, Timisoara, ROU
- Department of Functional Science, Medical Informatics and Biostatistics, Victor Babes University of Medicine and Pharmacy, Timisoara, ROU
| | - Serban Negru
- Department of Medical Oncology, Oncohelp Oncology Center, Timisoara, ROU
- Department of Oncology, Victor Babes University of Medicine and Pharmacy, Timisoara, ROU
| | - Radu Dragomir
- Department of Obstetrics and Gynecology, Victor Babes University of Medicine and Pharmacy, Timisoara, ROU
| | - Anca Bordianu
- Department of Plastic and Reconstructive, Bagdasar-Arseni Emergency Hospital, Carol Davila University of Medicine and Pharmacy, Bucharest, ROU
| | - Izabella Petre
- Department of Obstetrics and Gynecology, Victor Babes University of Medicine and Pharmacy, Timisoara, ROU
- Department of Obstetrics and Gynecology, Pius Brinzeu Emergency County Clinical Hospital, Timisoara, ROU
| | - Luciana Marc
- Department of Internal Medicine, Victor Babes University of Medicine and Pharmacy, Timisoara, ROU
| | - Daliborca Cristina Vlad
- Department of Pharmacology, Victor Babes University of Medicine and Pharmacy, Timisoara, ROU
- Department of Laboratory Medicine, Pius Brinzeu Emergency County Clinical Hospital, Timisoara, ROU
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Santos JAV, Silva D, Marques MPM, Batista de Carvalho LAE. Platinum-based chemotherapy: trends in organic nanodelivery systems. NANOSCALE 2024; 16:14640-14686. [PMID: 39037425 DOI: 10.1039/d4nr01483a] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/23/2024]
Abstract
Despite the investment in platinum drugs research, cisplatin, carboplatin and oxaliplatin are still the only Pt-based compounds used as first line treatments for several cancers, with a few other compounds being approved for administration in some Asian countries. However, due to the severe and worldwide impact of oncological diseases, there is an urge for improved chemotherapeutic approaches. Furthermore, the pharmaceutical application of platinum complexes is hindered by their inherent toxicity and acquired resistance. Nanodelivery systems rose as a key strategy to overcome these challenges, with recognized versatility and ability towards improving the safety, bioavailability and efficacy of the available drugs. Among the known nanocarriers, organic systems have been widely applied, taking advantage of their potential as drug vehicles. Researchers have mainly focused on the development of lipidic and polymeric carriers, including supramolecular structures, with an overall improvement of encapsulated platinum complexes. Herein, an overview of recent trends and strategies is presented, with the main focus on the encapsulation of platinum compounds into organic nanocarriers, showcasing the evolution in the design and development of these promising systems. This comprehensive review highlights formulation methods as well as characterization procedures, providing insights that may be helpful for the development of novel platinum nanocarriers aiming at future pharmaceutical applications.
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Affiliation(s)
- João A V Santos
- Molecular Physical-Chemistry R&D Unit, Department of Chemistry, University of Coimbra, 3004-535 Coimbra, Portugal.
| | - Daniela Silva
- Molecular Physical-Chemistry R&D Unit, Department of Chemistry, University of Coimbra, 3004-535 Coimbra, Portugal.
| | - Maria Paula M Marques
- Molecular Physical-Chemistry R&D Unit, Department of Chemistry, University of Coimbra, 3004-535 Coimbra, Portugal.
- Department of Life Sciences, University of Coimbra, 3000-456 Coimbra, Portugal
| | - Luís A E Batista de Carvalho
- Molecular Physical-Chemistry R&D Unit, Department of Chemistry, University of Coimbra, 3004-535 Coimbra, Portugal.
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Hokmabadi A, Ranjbar E, Alipour F, Ebrahimzadeh-Bideskan A, Afshari JT, Rezaei MM, Shafieian R. Protective effect of dental pulp stem cells' conditioned medium against cisplatin-induced testicular damage in rats. Toxicology 2024; 504:153788. [PMID: 38527609 DOI: 10.1016/j.tox.2024.153788] [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: 01/27/2024] [Revised: 03/21/2024] [Accepted: 03/22/2024] [Indexed: 03/27/2024]
Abstract
Cisplatin is a highly effective chemotherapy drug used to treat most solid tumors. However, one of its side effects is testicular toxicity, which can lead to fertility abnormalities. This study investigated the effectiveness of dental pulp mesenchymal stem cells conditioned medium (DPSC-CM) on cisplatin-induced testicular toxicity. In this study, 36 eight-week-old male Wistar rats were randomly divided into three groups equally (n = 12). Group 1 control "CTR", which received normal saline (0.5 ml) intraperitoneally (i.p), group 2 "Cis" which received an intraperitoneal dose of cisplatin (7 mg/kg), and group 3 "Cis+CM" which received an i.p injection of DPSC-CM (0.5 mg/kg) after cisplatin injection. Biochemical, histomorphometric, and histopathological studies were performed on the testis. Our results exhibited that cis administration led to a decline in total body weight, testis weight, diameter, and volume. A decrease in testosterone and IL-6 serum levels, as well as a decrease in IL-6 and TNFα levels, the activity of catalase and SOD enzymes, and an increase in MDA in testicular tissue were detected. Testicular tissue damage was associated with a significant decrease in tube diameter, germinal epithelium height, number of spermatogonia and Sertoli cells, along with a noticeable increase in basement membrane thickness, and perivascular fibrosis. DMSC-CM improved all the mentioned parameters. Taken together, our results demonstrated that DMSC-CM due to its antioxidant and anti-inflammatory properties, could be effective in reversing cisplatin-induced testicular toxicity.
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Affiliation(s)
- Afsaneh Hokmabadi
- Department of Anatomy and Cell Biology, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Esmaeil Ranjbar
- Department of Anatomy and Cell Biology, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran; Student Research Committee, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Fatemeh Alipour
- Department of Anatomy and Cell Biology, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Alireza Ebrahimzadeh-Bideskan
- Department of Anatomy and Cell Biology, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran; Applied Biomedical Research Center, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Jalil Tavakol Afshari
- Immunology Research Center, Mashhad University of Medical Sciences, Mashhad, Iran; Department of Immunology, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Mohammad Morteza Rezaei
- Department of Anatomy and Cell Biology, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran; Student Research Committee, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Reyhaneh Shafieian
- Department of Anatomy and Cell Biology, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran; Stem Cell and Regenerative Medicine Research Center, Mashhad University of Medical Sciences, Mashhad, Iran.
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4
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Ferraro MG, Piccolo M, Misso G, Santamaria R, Irace C. Bioactivity and Development of Small Non-Platinum Metal-Based Chemotherapeutics. Pharmaceutics 2022; 14:pharmaceutics14050954. [PMID: 35631543 PMCID: PMC9147010 DOI: 10.3390/pharmaceutics14050954] [Citation(s) in RCA: 28] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2022] [Revised: 04/22/2022] [Accepted: 04/25/2022] [Indexed: 02/04/2023] Open
Abstract
Countless expectations converge in the multidisciplinary endeavour for the search and development of effective and safe drugs in fighting cancer. Although they still embody a minority of the pharmacological agents currently in clinical use, metal-based complexes have great yet unexplored potential, which probably hides forthcoming anticancer drugs. Following the historical success of cisplatin and congeners, but also taking advantage of conventional chemotherapy limitations that emerged with applications in the clinic, the design and development of non-platinum metal-based chemotherapeutics, either as drugs or prodrugs, represents a rapidly evolving field wherein candidate compounds can be fine-tuned to access interactions with druggable biological targets. Moving in this direction, over the last few decades platinum family metals, e.g., ruthenium and palladium, have been largely proposed. Indeed, transition metals and molecular platforms where they originate are endowed with unique chemical and biological features based on, but not limited to, redox activity and coordination geometries, as well as ligand selection (including their inherent reactivity and bioactivity). Herein, current applications and progress in metal-based chemoth are reviewed. Converging on the recent literature, new attractive chemotherapeutics based on transition metals other than platinum—and their bioactivity and mechanisms of action—are examined and discussed. A special focus is committed to anticancer agents based on ruthenium, palladium, rhodium, and iridium, but also to gold derivatives, for which more experimental data are nowadays available. Next to platinum-based agents, ruthenium-based candidate drugs were the first to reach the stage of clinical evaluation in humans, opening new scenarios for the development of alternative chemotherapeutic options to treat cancer.
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Affiliation(s)
- Maria Grazia Ferraro
- BioChemLab, Department of Pharmacy, School of Medicine and Surgery, University of Naples “Federico II”, Via D. Montesano 49, 80131 Naples, Italy; (M.G.F.); (M.P.); (R.S.)
| | - Marialuisa Piccolo
- BioChemLab, Department of Pharmacy, School of Medicine and Surgery, University of Naples “Federico II”, Via D. Montesano 49, 80131 Naples, Italy; (M.G.F.); (M.P.); (R.S.)
| | - Gabriella Misso
- Department of Precision Medicine, School of Medicine and Surgery, University of Campania “Luigi Vanvitelli”, 80138 Naples, Italy
- Correspondence: (G.M.); (C.I.)
| | - Rita Santamaria
- BioChemLab, Department of Pharmacy, School of Medicine and Surgery, University of Naples “Federico II”, Via D. Montesano 49, 80131 Naples, Italy; (M.G.F.); (M.P.); (R.S.)
| | - Carlo Irace
- BioChemLab, Department of Pharmacy, School of Medicine and Surgery, University of Naples “Federico II”, Via D. Montesano 49, 80131 Naples, Italy; (M.G.F.); (M.P.); (R.S.)
- Correspondence: (G.M.); (C.I.)
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5
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Limagne E, Nuttin L, Thibaudin M, Jacquin E, Aucagne R, Bon M, Revy S, Barnestein R, Ballot E, Truntzer C, Derangère V, Fumet JD, Latour C, Rébé C, Bellaye PS, Kaderbhaï CG, Spill A, Collin B, Callanan MB, Lagrange A, Favier L, Coudert B, Arnould L, Ladoire S, Routy B, Joubert P, Ghiringhelli F. MEK inhibition overcomes chemoimmunotherapy resistance by inducing CXCL10 in cancer cells. Cancer Cell 2022; 40:136-152.e12. [PMID: 35051357 DOI: 10.1016/j.ccell.2021.12.009] [Citation(s) in RCA: 124] [Impact Index Per Article: 41.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/11/2021] [Revised: 10/21/2021] [Accepted: 12/10/2021] [Indexed: 12/17/2022]
Abstract
Chemotherapy with anti PD-1/PD-L1 antibodies has become the standard of care for patients with metastatic non-small cell lung cancer (mNSCLC). Using lung tumor models, where pemetrexed and cisplatin (PEM/CDDP) chemotherapy remains unable to synergize with immune checkpoint inhibitors (ICIs), we linked the failure of this treatment with its inability to induce CXCL10 expression and CD8+ T cell recruitment. Using drug screening, we showed that combining a MEK inhibitor (MEKi) with PEM/CDDP triggers CXCL10 secretion by cancer cells and CD8+ T cell recruitment, sensitizing it to ICIs. PEM/CDDP plus a MEKi promotes optineurin (OPTN)-dependent mitophagy, resulting in CXCL10 production in a mitochondrial DNA- and TLR9-dependent manner. TLR9 or autophagy/mitophagy inhibition abolishes the anti-tumor efficacy of PEM/CDDP plus MEKi/anti-PD-L1 therapy. In human NSCLCs, high OPTN, TLR9, and CXCL10 expression is associated with a better response to ICIs. Our results underline the role of TLR9- and OPTN-dependent mitophagy in enhancing chemoimmunotherapy efficacy.
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Affiliation(s)
- Emeric Limagne
- University of Bourgogne Franche-Comté, 21000 Dijon, France; Cancer Biology Transfer Platform, Centre Georges-François Leclerc, Equipe Labellisée Ligue Contre le Cancer, 21000 Dijon, France; Centre de Recherche INSERM LNC-UMR1231, 21000 Dijon, France; Genetic and Immunology Medical Institute, Dijon, France.
| | - Lisa Nuttin
- University of Bourgogne Franche-Comté, 21000 Dijon, France; Cancer Biology Transfer Platform, Centre Georges-François Leclerc, Equipe Labellisée Ligue Contre le Cancer, 21000 Dijon, France; Centre de Recherche INSERM LNC-UMR1231, 21000 Dijon, France; Genetic and Immunology Medical Institute, Dijon, France
| | - Marion Thibaudin
- University of Bourgogne Franche-Comté, 21000 Dijon, France; Cancer Biology Transfer Platform, Centre Georges-François Leclerc, Equipe Labellisée Ligue Contre le Cancer, 21000 Dijon, France; Centre de Recherche INSERM LNC-UMR1231, 21000 Dijon, France; Genetic and Immunology Medical Institute, Dijon, France
| | - Elise Jacquin
- University of Bourgogne Franche-Comté, 21000 Dijon, France; Centre de Recherche INSERM LNC-UMR1231, 21000 Dijon, France; INSERM UMR-S 1193, Université Paris-Saclay, Châtenay-Malabry, France
| | - Romain Aucagne
- University of Bourgogne Franche-Comté, 21000 Dijon, France; Centre de Recherche INSERM LNC-UMR1231, 21000 Dijon, France; Genetic and Immunology Medical Institute, Dijon, France; CRISPR Innovative Genomics (CRIGEN) Platform, Unit for Innovation in Genetics and Epigenetics in Oncology (IGEO), Dijon University Hospital, 21000 Dijon, France
| | - Marjorie Bon
- University of Bourgogne Franche-Comté, 21000 Dijon, France; Cancer Biology Transfer Platform, Centre Georges-François Leclerc, Equipe Labellisée Ligue Contre le Cancer, 21000 Dijon, France; Centre de Recherche INSERM LNC-UMR1231, 21000 Dijon, France; Genetic and Immunology Medical Institute, Dijon, France
| | - Solène Revy
- University of Bourgogne Franche-Comté, 21000 Dijon, France; Cancer Biology Transfer Platform, Centre Georges-François Leclerc, Equipe Labellisée Ligue Contre le Cancer, 21000 Dijon, France; Centre de Recherche INSERM LNC-UMR1231, 21000 Dijon, France; Genetic and Immunology Medical Institute, Dijon, France
| | - Robby Barnestein
- University of Bourgogne Franche-Comté, 21000 Dijon, France; Cancer Biology Transfer Platform, Centre Georges-François Leclerc, Equipe Labellisée Ligue Contre le Cancer, 21000 Dijon, France; Centre de Recherche INSERM LNC-UMR1231, 21000 Dijon, France; Genetic and Immunology Medical Institute, Dijon, France
| | - Elise Ballot
- University of Bourgogne Franche-Comté, 21000 Dijon, France; Cancer Biology Transfer Platform, Centre Georges-François Leclerc, Equipe Labellisée Ligue Contre le Cancer, 21000 Dijon, France; Centre de Recherche INSERM LNC-UMR1231, 21000 Dijon, France; Genetic and Immunology Medical Institute, Dijon, France
| | - Caroline Truntzer
- University of Bourgogne Franche-Comté, 21000 Dijon, France; Cancer Biology Transfer Platform, Centre Georges-François Leclerc, Equipe Labellisée Ligue Contre le Cancer, 21000 Dijon, France; Centre de Recherche INSERM LNC-UMR1231, 21000 Dijon, France; Genetic and Immunology Medical Institute, Dijon, France
| | - Valentin Derangère
- University of Bourgogne Franche-Comté, 21000 Dijon, France; Cancer Biology Transfer Platform, Centre Georges-François Leclerc, Equipe Labellisée Ligue Contre le Cancer, 21000 Dijon, France; Centre de Recherche INSERM LNC-UMR1231, 21000 Dijon, France; Genetic and Immunology Medical Institute, Dijon, France
| | - Jean-David Fumet
- University of Bourgogne Franche-Comté, 21000 Dijon, France; Department of Medical Oncology, Centre Georges-François Leclerc, 21000 Dijon, France; Cancer Biology Transfer Platform, Centre Georges-François Leclerc, Equipe Labellisée Ligue Contre le Cancer, 21000 Dijon, France; Centre de Recherche INSERM LNC-UMR1231, 21000 Dijon, France; Genetic and Immunology Medical Institute, Dijon, France
| | - Charlène Latour
- University of Bourgogne Franche-Comté, 21000 Dijon, France; Cancer Biology Transfer Platform, Centre Georges-François Leclerc, Equipe Labellisée Ligue Contre le Cancer, 21000 Dijon, France; Centre de Recherche INSERM LNC-UMR1231, 21000 Dijon, France; Genetic and Immunology Medical Institute, Dijon, France
| | - Cédric Rébé
- University of Bourgogne Franche-Comté, 21000 Dijon, France; Cancer Biology Transfer Platform, Centre Georges-François Leclerc, Equipe Labellisée Ligue Contre le Cancer, 21000 Dijon, France; Centre de Recherche INSERM LNC-UMR1231, 21000 Dijon, France; Genetic and Immunology Medical Institute, Dijon, France
| | - Pierre-Simon Bellaye
- University of Bourgogne Franche-Comté, 21000 Dijon, France; Centre de Recherche INSERM LNC-UMR1231, 21000 Dijon, France; Nuclear Medicine Unit, Preclinical Imagery and Radiotherapy Platform, Centre Georges-François Leclerc, 21000 Dijon, France
| | | | - Aodrenn Spill
- University of Bourgogne Franche-Comté, 21000 Dijon, France; Cancer Biology Transfer Platform, Centre Georges-François Leclerc, Equipe Labellisée Ligue Contre le Cancer, 21000 Dijon, France; Centre de Recherche INSERM LNC-UMR1231, 21000 Dijon, France; Genetic and Immunology Medical Institute, Dijon, France
| | - Bertrand Collin
- University of Bourgogne Franche-Comté, 21000 Dijon, France; Nuclear Medicine Unit, Preclinical Imagery and Radiotherapy Platform, Centre Georges-François Leclerc, 21000 Dijon, France; Institut de Chimie Moléculaire de l'Université; de Bourgogne, UMR CNRS 6302, 21000, Dijon, France
| | - Mary B Callanan
- University of Bourgogne Franche-Comté, 21000 Dijon, France; Centre de Recherche INSERM LNC-UMR1231, 21000 Dijon, France; Genetic and Immunology Medical Institute, Dijon, France; CRISPR Innovative Genomics (CRIGEN) Platform, Unit for Innovation in Genetics and Epigenetics in Oncology (IGEO), Dijon University Hospital, 21000 Dijon, France
| | - Aurélie Lagrange
- Department of Medical Oncology, Centre Georges-François Leclerc, 21000 Dijon, France
| | - Laure Favier
- Department of Medical Oncology, Centre Georges-François Leclerc, 21000 Dijon, France
| | - Bruno Coudert
- Department of Medical Oncology, Centre Georges-François Leclerc, 21000 Dijon, France
| | - Laurent Arnould
- University of Bourgogne Franche-Comté, 21000 Dijon, France; Unit of Pathology, Department of Biology and Pathology of the Tumors, Centre Georges-François Leclerc, 21000 Dijon, France
| | - Sylvain Ladoire
- University of Bourgogne Franche-Comté, 21000 Dijon, France; Department of Medical Oncology, Centre Georges-François Leclerc, 21000 Dijon, France; Cancer Biology Transfer Platform, Centre Georges-François Leclerc, Equipe Labellisée Ligue Contre le Cancer, 21000 Dijon, France; Centre de Recherche INSERM LNC-UMR1231, 21000 Dijon, France; Genetic and Immunology Medical Institute, Dijon, France
| | - Bertrand Routy
- University of Montreal Research Center (CRCHUM), Montreal, QC, Canada
| | - Philippe Joubert
- Institut Universitaire de Cardiologie et de Pneumologie de Québec, Laval University, Quebec City, QC, Canada
| | - François Ghiringhelli
- University of Bourgogne Franche-Comté, 21000 Dijon, France; Department of Medical Oncology, Centre Georges-François Leclerc, 21000 Dijon, France; Cancer Biology Transfer Platform, Centre Georges-François Leclerc, Equipe Labellisée Ligue Contre le Cancer, 21000 Dijon, France; Centre de Recherche INSERM LNC-UMR1231, 21000 Dijon, France; Genetic and Immunology Medical Institute, Dijon, France.
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Zazuli Z, Kos R, Veltman JD, Uyterlinde W, Longo C, Baas P, Masereeuw R, Vijverberg SJH, Maitland-van der Zee AH. Comparison of Myelotoxicity and Nephrotoxicity Between Daily Low-Dose Cisplatin With Concurrent Radiation and Cyclic High-Dose Cisplatin in Non-Small Cell Lung Cancer Patients. Front Pharmacol 2020; 11:975. [PMID: 32670072 PMCID: PMC7332698 DOI: 10.3389/fphar.2020.00975] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2020] [Accepted: 06/15/2020] [Indexed: 12/25/2022] Open
Abstract
Aim Antineoplastic effect of cisplatin, the first line treatment in non-small cell lung cancer (NSCLC), is hindered by its nephrotoxicity and myelotoxicity. Both low-dose and high-dose regimens are used in the management of NSCLC. The aim of this study is to assess the risk on myelotoxicity and nephrotoxicity from the daily low-dose cisplatin (DLD) treatment as compared to cyclic high-dose cisplatin (CHD). Methods A retrospective cohort study was conducted. NSCLC patients treated with cisplatin between 2011 and 2018 in the Amsterdam UMC or Antoni van Leeuwenhoek cancer hospital were studied. Myelotoxicity and nephrotoxicity were defined based on common terminology criteria (CTCAE v4.03) and categorized as ≥grade 1 and ≥grade 2. Modified Poisson regression and Cox proportional hazards model were used to estimate relative risks and cumulative hazard respectively. Results Of the 115 NSCLC patients receiving DLD (N=62) and CHD (N=53), 60% had ≥grade 1 anemia, 33.9% leukopenia, 31.3% neutropenia, 27.8% thrombocytopenia, 32.2% acute nephrotoxicity with combined definition (Cr-electrolyte nephrotoxicity), and 58.3% chronic nephrotoxicity. The DLD group was older, had an earlier cancer stage, had more comorbidities, and had higher baseline albumin levels. In the DLD group less ≥grade 2 toxicities were reported compared to the CHD group except for Cr-electrolyte nephrotoxicity. However, there was a stronger association in the DLD group with ≥grade 1 leukopenia, thrombocytopenia, and Cr-electrolyte nephrotoxicity. The DLD group developed significantly more ≥grade 1 leukopenia [adjusted relative risk (adjRR)=1.83, 95% CI 1.02-3.27], thrombocytopenia (adjRR=3.43, 95% CI 1.64-7.15), and ≥grade 2 Cr-electrolyte nephrotoxicity (adjRR=3.02, 95% CI 1.20-7.56). The DLD group had a lower adjusted cumulative hazard for developing ≥grade 2 myelotoxicity and chronic nephrotoxicity but not for Cr-electrolyte nephrotoxicity [adjusted hazard ratio (adjHR)=3.90, 95% CI 1.35-11.23]. In contrast, DLD showed protective effect to ≥grade 2 nephrotoxicity when definition was restricted to the traditional creatinine-based definition (adjRR=0.07, 95% CI 0.01-0.86; adjHR=0.05, 95% CI 0.01-0.56). Conclusions Overall, the DLD regimen was safer than the CHD regimen when assessing the risk of ≥grade 2 myelotoxicity and nephrotoxicity. However, this might not be the case in patients with a higher risk of electrolyte abnormalities.
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Affiliation(s)
- Zulfan Zazuli
- Department of Respiratory Medicine, Amsterdam UMC, University of Amsterdam, Amsterdam, Netherlands.,Department of Pharmacology-Clinical Pharmacy, School of Pharmacy, Bandung Institute of Technology, Bandung, Indonesia
| | - Renate Kos
- Department of Respiratory Medicine, Amsterdam UMC, University of Amsterdam, Amsterdam, Netherlands
| | - Joris D Veltman
- Department of Respiratory Medicine, Amsterdam UMC, University of Amsterdam, Amsterdam, Netherlands
| | - Wilma Uyterlinde
- Department of Thoracic Oncology, The Netherlands Cancer Institute/Antoni van Leeuwenhoek Hospital, Amsterdam, Netherlands
| | - Cristina Longo
- Department of Respiratory Medicine, Amsterdam UMC, University of Amsterdam, Amsterdam, Netherlands
| | - Paul Baas
- Department of Thoracic Oncology, The Netherlands Cancer Institute/Antoni van Leeuwenhoek Hospital, Amsterdam, Netherlands
| | - Rosalinde Masereeuw
- Division of Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Utrecht, Netherlands
| | - Susanne J H Vijverberg
- Department of Respiratory Medicine, Amsterdam UMC, University of Amsterdam, Amsterdam, Netherlands
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7
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Gersten BK, Fitzgerald TS, Fernandez KA, Cunningham LL. Ototoxicity and Platinum Uptake Following Cyclic Administration of Platinum-Based Chemotherapeutic Agents. J Assoc Res Otolaryngol 2020; 21:303-321. [PMID: 32583132 PMCID: PMC7445222 DOI: 10.1007/s10162-020-00759-y] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2020] [Accepted: 05/22/2020] [Indexed: 01/04/2023] Open
Abstract
Cisplatin is a widely used anti-cancer drug used to treat a variety of cancer types. One of the side effects of this life-saving drug is irreversible ototoxicity, resulting in permanent hearing loss in many patients. In order to understand why cisplatin is particularly toxic to the inner ear, we compared the hearing loss and cochlear uptake of cisplatin to that of two related drugs, carboplatin and oxaliplatin. These three drugs are similar in that each contains a core platinum atom; however, carboplatin and oxaliplatin are considered less ototoxic than cisplatin. We delivered these three drugs to mice using a 6-week cyclic drug administration protocol. We performed the experiment twice, once using equimolar concentrations of the drugs and once using concentrations of the drugs more proportional to those used in the clinic. For both concentrations, we detected a significant hearing loss caused by cisplatin and no hearing loss caused by carboplatin or oxaliplatin. Cochlear uptake of each drug was measured using inductively coupled plasma mass spectrometry (ICP-MS) to detect platinum. Cochlear platinum levels were highest in mice treated with cisplatin followed by oxaliplatin, while carboplatin was largely excluded from the cochlea. Even when the drug doses were increased, cochlear platinum remained low in mice treated with oxaliplatin or carboplatin. We also examined drug clearance from the inner ear by measuring platinum levels at 1 h and 24 h after drug administration. Our findings suggest that the reduced cochlear platinum we observed with oxaliplatin and carboplatin were not due to increased clearance of these drugs relative to cisplatin. Taken together, our data indicate that the differential ototoxicity among cisplatin, carboplatin, and oxaliplatin is attributable to differences in cochlear uptake of these three drugs.
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Affiliation(s)
- Benjamin K Gersten
- Section on Sensory Cell Biology, National Institute on Deafness and Other Communication Disorders, National Institutes of Health, Bethesda, MD, 20814, USA
| | - Tracy S Fitzgerald
- Mouse Auditory Testing Core, National Institute on Deafness and Other Communication Disorders, National Institutes of Health, Bethesda, MD, 20814, USA
| | - Katharine A Fernandez
- Section on Sensory Cell Biology, National Institute on Deafness and Other Communication Disorders, National Institutes of Health, Bethesda, MD, 20814, USA. .,Porter Neuroscience Research Center, 35A Convent Drive, Room 1D-955, Bethesda, MD, 20892, USA.
| | - Lisa L Cunningham
- Section on Sensory Cell Biology, National Institute on Deafness and Other Communication Disorders, National Institutes of Health, Bethesda, MD, 20814, USA
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8
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Liu W, Wang Y, Luo J, Yuan H, Luo Z. Genetic Polymorphisms and Platinum-Based Chemotherapy-Induced Toxicities in Patients With Lung Cancer: A Systematic Review and Meta-Analysis. Front Oncol 2020; 9:1573. [PMID: 32257953 PMCID: PMC7090160 DOI: 10.3389/fonc.2019.01573] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2019] [Accepted: 12/30/2019] [Indexed: 12/27/2022] Open
Abstract
Background: Platinum-based agents, including cisplatin, carboplatin, and oxaliplatin, are indispensable for the treatment of lung cancer. The development of toxicity frequently necessitates dose reduction or discontinuation of therapy, despite the clinical response. Pharmacogenomics studies were reviewed to identify the possible genetic variants that underlie individual susceptibility to platinum-related toxicities. Method: We conducted a systematic search in PubMed and Embase for pharmacogenomics reports that focused on commonly reported platinum-induced toxicities, such as gastrointestinal (GI), hematological, neurological, and other toxicities, in patients diagnosed with lung cancer. Meta-analyses were conducted to determine the association between genetic polymorphisms and platinum-induced toxicity by checking the odds ratio (OR) and 95% confidence interval (CI) using random or fixed-effects models as appropriate. Results: Twenty eligible studies that met the inclusion criteria with sufficient data were extracted and presented comprehensively. A total of 16 polymorphisms from 11 genes were included in the meta-analysis. MTHFR rs1801131 and MDM2 rs1690924 were significantly correlated with platinum-induced GI toxicity (P = 0.04 and P = 0.02, respectively). Patients with the MTHFR rs1801131AA and MDM2 rs1690924TC/CC genotype tended to have a higher risk of GI toxicity than patients with other genotypes did (OR = 1.73, 95% CI = 0.86-2.18; and OR = 0.51, 95% CI = 0.29-0.88, respectively). Compared to carriers of the MTHFR rs1801133CC genotype, carriers of the CT/TT genotype had a significantly increased risk of hematological toxicity (P = 0.01, OR = 1.68, 95% CI = 1.12-2.52). Conclusion: In the future, physicians should pay careful attention to MTHFR and MDM2 for personalized chemotherapy treatment among patients with lung cancer.
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Affiliation(s)
- Wenhui Liu
- Department of Pharmacy, The Second Xiangya Hospital, Central South University, Changsha, China
- Institute of Clinical Pharmacy, Central South University, Changsha, China
| | - Ying Wang
- Department of Pharmacy, The Second Xiangya Hospital, Central South University, Changsha, China
- Institute of Clinical Pharmacy, Central South University, Changsha, China
| | - Jianquan Luo
- Department of Pharmacy, The Second Xiangya Hospital, Central South University, Changsha, China
- Institute of Clinical Pharmacy, Central South University, Changsha, China
| | - Haiyan Yuan
- Department of Pharmacy, The Second Xiangya Hospital, Central South University, Changsha, China
- Institute of Clinical Pharmacy, Central South University, Changsha, China
| | - Zhiying Luo
- Department of Pharmacy, The Second Xiangya Hospital, Central South University, Changsha, China
- Institute of Clinical Pharmacy, Central South University, Changsha, China
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9
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Han L, Wei ZX, Lv YF, Jiang AY. Efficacy of carboplatin plus S-1 for the treatment of non-small cell lung cancer: A protocol for a systematic review of randomized controlled trial. Medicine (Baltimore) 2019; 98:e15099. [PMID: 30946371 PMCID: PMC6455708 DOI: 10.1097/md.0000000000015099] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
Abstract
BACKGROUND Non-small cell lung cancer (NSCLC) is the most common lung cancer. Numerous clinical studies have reported that the combination of carboplatin and S-1 (CS) can be used to treat NSCLC effectively. However, no systematic review has been conducted to assess its efficacy and safety for NSCLC. This systematic review aims to evaluate the efficacy and safety of CS for treatment of patients with NSCLC. METHODS This study will retrieve the following electronic databases from inception to the February 1, 2019: Cochrane Library, EMBASE, MEDILINE, CINAHL, AMED, and 4 Chinese databases without any language limitations. This systematic review will include randomized controlled trials (RCTs) and case-control studies for assessing the efficacy and safety of CS for the treatment of NSCLC. Cochrane risk of bias will be used as methodological quality assessment for each qualified study. The RevMan V.5.3 software will be utilized to synthesize the data and conduct the meta-analysis if it is allowed. The data will be pooled by using the random-effects model or fixed-effects model. RESULTS The primary outcome is overall response rate. The secondary outcomes are overall survival, progression-free survival, the disease control rate, and any adverse events. CONCLUSION It will provide latest evidence to determine the efficacy and safety of CS for treatment of patients with NSCLC. ETHICS AND DISSEMINATION No research ethic approval is needed in this study because this study will not analyze individual patient data. The results are expected to disseminate through peer-reviewed journals. SYSTEMATIC REVIEW REGISTRATION PROSPERO CRD42019124860.
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Affiliation(s)
- Lei Han
- Department of Respiratory Medicine, The Affiliated Hongqi Hospital of Mudanjiang Medical University, Mudanjiang
| | - Zhou-Xia Wei
- Department of General Medicine, The First Hospital of Jilin University, Changchun, China
| | - Yu-Feng Lv
- Department of Respiratory Medicine, The Affiliated Hongqi Hospital of Mudanjiang Medical University, Mudanjiang
| | - Ai-Ying Jiang
- Department of Respiratory Medicine, The Affiliated Hongqi Hospital of Mudanjiang Medical University, Mudanjiang
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10
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Ray B, Gupta B, Mehrotra R. Binding of platinum derivative, oxaliplatin to deoxyribonucleic acid: structural insight into antitumor action. J Biomol Struct Dyn 2018; 37:3838-3847. [PMID: 30282523 DOI: 10.1080/07391102.2018.1531059] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
Platinum-derived chemodrugs constitute an active class in cancer therapeutics. Besides being potent against various solid tumors, oxaliplatin has been recognized as the first platinum compound to be approved for the treatment of colorectal cancer. Structurally, oxaliplatin consists of a platinum metal complexed to oxalate and diaminocyclohexane (DACH) and exert its anticancer action by inhibiting DNA replication and transcription. The present study highlights the binding properties of oxaliplatin with calf thymus DNA using spectroscopic methods to comprehend its binding mechanism at molecular level to overcome associated cellular resistance and side effects. Attenuated total reflection-Fourier transform infrared (ATR-FTIR) spectroscopic outcomes confirm that oxaliplatin is a covalent binding agent and also provide sequence specificity in DNA molecule. Infrared spectral results further indicate that oxaliplatin alkylates purine nitrogenous bases majorly guanine residues (G) in the major groove via formation of either interstrand or intrastrand guanine-guanine d(GpG) and guanine-adenine d(GpA) (N7 position) crosslinks accompanied with a slight external binding to sugar-phosphate backbone. Again, circular dichroism (CD) spectroscopic results suggest subtle conformational changes in DNA molecule due to its complexation with oxaliplatin and duplex attains an intermediate conformational state, having characteristics of both B- and C-forms. Further, a moderate binding strength of 4.12 ± 0.2 × 104 M-1 for the interaction has been estimated via ultraviolet-visible spectroscopy. The inferences obtained from these investigations are encouraging and can form the basis for further exploration in the field of rational drug development based on platinum compounds possessing preferential binding for nucleic acid with improved competence. Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Bhumika Ray
- a Physico Mechanical Metrology Division, CSIR-National Physical Laboratory , New Delhi , India
| | - Bhumika Gupta
- a Physico Mechanical Metrology Division, CSIR-National Physical Laboratory , New Delhi , India
| | - Ranjana Mehrotra
- a Physico Mechanical Metrology Division, CSIR-National Physical Laboratory , New Delhi , India
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Dabbagh A, Abu Kasim NH, Yeong CH, Wong TW, Abdul Rahman N. Critical Parameters for Particle-Based Pulmonary Delivery of Chemotherapeutics. J Aerosol Med Pulm Drug Deliv 2017; 31:139-154. [PMID: 29022837 DOI: 10.1089/jamp.2017.1382] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Targeted delivery of chemotherapeutics through the respiratory system is a potential approach to improve drug accumulation in the lung tumor, while decreasing their negative side effects. However, elimination by the pulmonary clearance mechanisms, including the mucociliary transport system, and ingestion by the alveolar macrophages, rapid absorption into the blood, enzymatic degradation, and low control over the deposition rate and location remain the main complications for achieving an effective pulmonary drug delivery. Therefore, particle-based delivery systems have emerged to minimize pulmonary clearance mechanisms, enhance drug therapeutic efficacy, and control the release behavior. A successful implementation of a particle-based delivery system requires understanding the influential parameters in terms of drug carrier, inhalation technology, and health status of the patient's respiratory system. This review aims at investigating the parameters that significantly drive the clinical outcomes of various particle-based pulmonary delivery systems. This should aid clinicians in appropriate selection of a delivery system according to their clinical setting. It will also guide researchers in addressing the remaining challenges that need to be overcome to enhance the efficiency of current pulmonary delivery systems for aerosols.
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Affiliation(s)
- Ali Dabbagh
- 1 Wellness Research Cluster, Institute of Research Management and Services, University of Malaya , Kuala Lumpur, Malaysia
| | - Noor Hayaty Abu Kasim
- 1 Wellness Research Cluster, Institute of Research Management and Services, University of Malaya , Kuala Lumpur, Malaysia
| | - Chai Hong Yeong
- 2 Department of Biomedical Imaging, Faculty of Medicine, University of Malaya , Kuala Lumpur, Malaysia
| | - Tin Wui Wong
- 3 Department of Pharmaceutics and Pharmaceutical Biotechnology, Faculty of Pharmacy, Universiti Teknologi MARA , Puncak Alam, Malaysia
| | - Noorsaadah Abdul Rahman
- 4 Department of Chemistry, Faculty of Science, University of Malaya , Kuala Lumpur, Malaysia .,5 Drug Design and Development Research Group (DDDRG), University of Malaya , Kuala Lumpur, Malaysia
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Chiorazzi A, Semperboni S, Marmiroli P. Current View in Platinum Drug Mechanisms of Peripheral Neurotoxicity. TOXICS 2015; 3:304-321. [PMID: 29051466 PMCID: PMC5606682 DOI: 10.3390/toxics3030304] [Citation(s) in RCA: 37] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 06/12/2015] [Revised: 07/22/2015] [Accepted: 07/31/2015] [Indexed: 02/06/2023]
Abstract
Peripheral neurotoxicity is the dose-limiting factor for clinical use of platinum derivatives, a class of anticancer drugs which includes cisplatin, carboplatin, and oxaliplatin. In particular cisplatin and oxaliplatin induce a severe peripheral neurotoxicity while carboplatin is less neurotoxic. The mechanisms proposed to explain these drugs' neurotoxicity are dorsal root ganglia alteration, oxidative stress involvement, and mitochondrial dysfunction. Oxaliplatin also causes an acute and reversible neuropathy, supposed to be due by transient dysfunction of the voltage-gated sodium channels of sensory neurons. Recent studies suggest that individual genetic variation may play a role in the pathogenesis of platinum drug neurotoxicity. Even though all these mechanisms have been investigated, the pathogenesis is far from clearly defined. In this review we will summarize the current knowledge and the most up-to-date hypotheses on the mechanisms of platinum drug-induced peripheral neurotoxicity.
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Affiliation(s)
- Alessia Chiorazzi
- Experimental Neurology Unit and Milan Center for Neuroscience, Department of Surgery and Translational Medicine, University of Milano-Bicocca, Monza (MB) 20900, Italy.
| | - Sara Semperboni
- Experimental Neurology Unit and Milan Center for Neuroscience, Department of Surgery and Translational Medicine, University of Milano-Bicocca, Monza (MB) 20900, Italy.
- PhD Program in Neuroscience, University of Milano-Bicocca, Monza (MB) 20900, Italy.
| | - Paola Marmiroli
- Experimental Neurology Unit and Milan Center for Neuroscience, Department of Surgery and Translational Medicine, University of Milano-Bicocca, Monza (MB) 20900, Italy.
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