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Xu Z, Qi G, Liu X, Li Z, Zhang A, Ma J, Li Z. Hepatotoxicity in immune checkpoint inhibitors: A pharmacovigilance study from 2014-2021. PLoS One 2023; 18:e0281983. [PMID: 36881599 PMCID: PMC9990950 DOI: 10.1371/journal.pone.0281983] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2022] [Accepted: 01/30/2023] [Indexed: 03/08/2023] Open
Abstract
Adverse events(AEs) related to hepatotoxicity have been reported in patients treated with immune checkpoint inhibitors (ICIs). As the number of adverse events increases, it is necessary to assess the differences in each immune checkpoint inhibitor regimen. The purpose of this study was to examine the relationship between ICIs and hepatotoxicity in a scientific and systematic manner. Data were obtained from the FDA Adverse Event Reporting System database (FAERS) and included data from the first quarter of 2014 to the fourth quarter of 2021. Disproportionality analysis assessed the association between drugs and adverse reactions based on the reporting odds ratio (ROR) and information components (IC). 9,806 liver adverse events were reported in the FAERS database. A strong signal was detected in older patients (≥65 years) associated with ICIs. hepatic adverse events were most frequently reported with Nivolumab (36.17%). Abnormal liver function, hepatitis, and autoimmune hepatitis were most frequently reported, and hepatitis and immune-mediated hepatitis signals were generated in all regimens. In clinical use, patients should be alert to these adverse effects, especially in elderly patients, who may be aggravated by the use of ICI.
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Affiliation(s)
- Ze Xu
- Department of Pharmaceutical informatics, School of Shenyang Pharmaceutical University, Shenyang, Liaoning, China
| | - Guanpeng Qi
- Department of Pharmaceutical informatics, School of Shenyang Pharmaceutical University, Shenyang, Liaoning, China
| | - Xin Liu
- Department of Pharmaceutical informatics, School of Shenyang Pharmaceutical University, Shenyang, Liaoning, China
| | - Zhaohang Li
- Department of Pharmaceutical informatics, School of Shenyang Pharmaceutical University, Shenyang, Liaoning, China
| | - Aijun Zhang
- Department of Pharmaceutical informatics, School of Shenyang Pharmaceutical University, Shenyang, Liaoning, China
| | - Juman Ma
- Department of Pharmaceutical informatics, School of Shenyang Pharmaceutical University, Shenyang, Liaoning, China
| | - Zuojing Li
- Department of Pharmaceutical informatics, School of Shenyang Pharmaceutical University, Shenyang, Liaoning, China
- * E-mail:
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Cui C, Deng L, Wang W, Ren X, Wang Y, Cui W. Respiratory system toxicity induced by immune checkpoint inhibitors: A real-world study based on the FDA adverse event reporting system database. Front Oncol 2022; 12:941079. [PMID: 36059699 PMCID: PMC9437516 DOI: 10.3389/fonc.2022.941079] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2022] [Accepted: 07/28/2022] [Indexed: 11/13/2022] Open
Abstract
Background Immune checkpoint inhibitors (ICIs), the treatment of multiple cancer types, can be associated with respiratory system adverse events (AEs). The aim of this study is to quantify the association of respiratory system AEs and ICIs and to characterize the profiles of ICI-related respiratory system complications from Food and Drug Administration Adverse Event Reporting System (FAERS) data. Methods The disproportionality of respiratory system AE-related ICIs based on FAERS data from January 2014 to September 2021 was analyzed using the reporting odds ratio (ROR) and information component (IC) as measures of potential risk increase. Results A total of 38,415,849 records were involved; among these, 36,923 records related to respiratory system AEs after ICI treatment were identified. In the first 3 months, the cumulative proportion of respiratory system AEs was 75.40%. Men had a slightly higher reporting frequency than that of women (ROR = 1.74, 95% CI: 1.70–1.78). Death cases had a slightly higher reporting frequency in ICI-associated respiratory system AEs than that of other drug-associated respiratory system AEs (ROR = 1.40, 95% CI: 1.38–1.41). Anti-programmed cell death 1 (PD-1) drugs and anti-programmed cell death ligand 1 (PD-L1) drugs were significantly associated with respiratory system toxicities. However, anti-cytotoxic T lymphocyte-associated protein 4 (CTLA-4) drugs did not demonstrate an association with respiratory system toxicities. Interstitial lung disease and pneumonitis were found to be significantly associated with all eight types of ICIs. In addition, 7 in 10 class-specific respiratory system AEs (lower respiratory tract disorders, pleural disorders, pulmonary vascular disorders, respiratory disorders not elsewhere classified (NEC), respiratory tract infections, respiratory tract neoplasms, and thoracic disorders) were associated with ICIs. The signal values of IC025 were from 0.08 to 2.66. Conclusions Overall, this study showed a high reporting frequency of respiratory system toxicities caused by ICIs. Early recognition and management of ICI-related respiratory system AEs are of vital importance in practice. Maximizing the benefit while reducing potential respiratory system toxicities of ICIs should become a priority.
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Affiliation(s)
- Chanjuan Cui
- Department of Laboratory Medicine, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Lei Deng
- Department of Radiation Oncology, National Cancer Center and Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Wenqing Wang
- Department of Radiation Oncology, National Cancer Center and Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Xiayang Ren
- Department of Pharmacy, National Cancer Center and Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Yanfeng Wang
- Department of Comprehensive Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
- *Correspondence: Wei Cui, ; Yanfeng Wang,
| | - Wei Cui
- Department of Laboratory Medicine, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
- *Correspondence: Wei Cui, ; Yanfeng Wang,
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2021 White Paper on Recent Issues in Bioanalysis: Mass Spec of Proteins, Extracellular Vesicles, CRISPR, Chiral Assays, Oligos; Nanomedicines Bioanalysis; ICH M10 Section 7.1; Non-Liquid & Rare Matrices; Regulatory Inputs ( Part 1A - Recommendations on Endogenous Compounds, Small Molecules, Complex Methods, Regulated Mass Spec of Large Molecules, Small Molecule, PoC & Part 1B - Regulatory Agencies' Inputs on Bioanalysis, Biomarkers, Immunogenicity, Gene & Cell Therapy and Vaccine). Bioanalysis 2022; 14:505-580. [PMID: 35578993 DOI: 10.4155/bio-2022-0078] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023] Open
Abstract
The 15th edition of the Workshop on Recent Issues in Bioanalysis (15th WRIB) was held on 27 September to 1 October 2021. Even with a last-minute move from in-person to virtual, an overwhelmingly high number of nearly 900 professionals representing pharma and biotech companies, contract research organizations (CROs), and multiple regulatory agencies still eagerly convened to actively discuss the most current topics of interest in bioanalysis. The 15th WRIB included 3 Main Workshops and 7 Specialized Workshops that together spanned 1 week in order to allow exhaustive and thorough coverage of all major issues in bioanalysis, biomarkers, immunogenicity, gene therapy, cell therapy and vaccines. Moreover, in-depth workshops on biomarker assay development and validation (BAV) (focused on clarifying the confusion created by the increased use of the term "Context of Use - COU"); mass spectrometry of proteins (therapeutic, biomarker and transgene); state-of-the-art cytometry innovation and validation; and, critical reagent and positive control generation were the special features of the 15th edition. This 2021 White Paper encompasses recommendations emerging from the extensive discussions held during the workshop, and is aimed to provide the bioanalytical community with key information and practical solutions on topics and issues addressed, in an effort to enable advances in scientific excellence, improved quality and better regulatory compliance. Due to its length, the 2021 edition of this comprehensive White Paper has been divided into three parts for editorial reasons. This publication (Part 1A) covers the recommendations on Endogenous Compounds, Small Molecules, Complex Methods, Regulated Mass Spec of Large Molecules, Small Molecule, PoC. Part 1B covers the Regulatory Agencies' Inputs on Bioanalysis, Biomarkers, Immunogenicity, Gene & Cell Therapy and Vaccine. Part 2 (ISR for Biomarkers, Liquid Biopsies, Spectral Cytometry, Inhalation/Oral & Multispecific Biotherapeutics, Accuracy/LLOQ for Flow Cytometry) and Part 3 (TAb/NAb, Viral Vector CDx, Shedding Assays; CRISPR/Cas9 & CAR-T Immunogenicity; PCR & Vaccine Assay Performance; ADA Assay Comparabil ity & Cut Point Appropriateness) are published in volume 14 of Bioanalysis, issues 10 and 11 (2022), respectively.
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Araujo DV, Oliva M, Li K, Fazelzad R, Liu ZA, Siu LL. Contemporary dose-escalation methods for early phase studies in the immunotherapeutics era. Eur J Cancer 2021; 158:85-98. [PMID: 34656816 DOI: 10.1016/j.ejca.2021.09.016] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2021] [Revised: 09/01/2021] [Accepted: 09/09/2021] [Indexed: 11/21/2022]
Abstract
Phase 1 dose-escalation trials are crucial to drug development by providing a framework to assess the toxicity of novel agents in a stepwise and monitored fashion. Despite widely adopted, rule-based dose-escalation methods (such as 3 + 3) are limited in finding the maximum tolerated dose (MTD) and tend to treat a significant number of patients at subtherapeutic doses. Newer methods of dose escalation, such as model-based and model-assisted designs, have emerged and are more accurate in finding MTD. However, these designs have not yet been broadly embraced by investigators. In this review, we summarise the advantages and disadvantages of contemporary dose-escalation methods, with emphasis on model-assisted designs, including time-to-event designs and hybrid methods involving optimal biological dose (OBD). The methods reviewed include mTPI, keyboard, BOIN, and their variations. In addition, the challenges of drug development (and dose-escalation) in the era of immunotherapeutics are discussed, where many of these agents typically have a wide therapeutic window. Fictional examples of how the dose-escalation method chosen can alter the outcomes of a phase 1 study are described, including the number of patients enrolled, the trial's timeframe, and the dose level chosen as MTD. Finally, the recent trends in dose-escalation methods applied in phase 1 trials in the immunotherapeutics era are reviewed. Among 856 phase I trials from 2014 to 2019, a trend towards the increased use of model-based and model-assisted designs over time (OR = 1.24) was detected. However, only 8% of the studies used non-rule-based dose-escalation methods. Increasing familiarity with such dose-escalation methods will likely facilitate their uptake in clinical trials.
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Affiliation(s)
- Daniel V Araujo
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, Toronto, ON, Canada; Department of Medical Oncology, Hospital de Base, São José Do Rio Preto, SP, Brazil
| | - Marc Oliva
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, Toronto, ON, Canada; Department of Medical Oncology, Institut Catala d' Oncologia, L'Hospitalet de Llobregat, Barcelona, Spain
| | - Kecheng Li
- Department of Biostatistics, Princess Margaret Cancer Centre, Toronto, ON, Canada
| | - Rouhi Fazelzad
- Library and Information Services, University Health Network, Toronto, ON, Canada
| | - Zhihui Amy Liu
- Department of Biostatistics, Princess Margaret Cancer Centre, Toronto, ON, Canada; Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada
| | - Lillian L Siu
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, Toronto, ON, Canada.
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Salvo M, González-Feliú E, Toro J, Gallegos I, Maureira I, Miranda-González N, Barajas O, Bustamante E, Ahumada M, Colombo A, Armisén R, Villamán C, Ibañez C, Bravo ML, Sanhueza V, Spencer ML, de Toro G, Morales E, Bizama C, García P, Carrasco AM, Gutiérrez L, Bermejo JL, Verdugo RA, Marcelain K. Validation of an NGS Panel Designed for Detection of Actionable Mutations in Tumors Common in Latin America. J Pers Med 2021; 11:jpm11090899. [PMID: 34575676 PMCID: PMC8472524 DOI: 10.3390/jpm11090899] [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: 07/07/2021] [Revised: 08/29/2021] [Accepted: 09/03/2021] [Indexed: 12/24/2022] Open
Abstract
Next-generation sequencing (NGS) is progressively being used in clinical practice. However, several barriers preclude using this technology for precision oncology in most Latin American countries. To overcome some of these barriers, we have designed a 25-gene panel that contains predictive biomarkers for most current and near-future available therapies in Chile and Latin America. Library preparation was optimized to account for low DNA integrity observed in formalin-fixed paraffin-embedded tissue. The workflow includes an automated bioinformatic pipeline that accounts for the underrepresentation of Latin Americans in genome databases. The panel detected small insertions, deletions, and single nucleotide variants down to allelic frequencies of 0.05 with high sensitivity, specificity, and reproducibility. The workflow was validated in 272 clinical samples from several solid tumor types, including gallbladder (GBC). More than 50 biomarkers were detected in these samples, mainly in BRCA1/2, KRAS, and PIK3CA genes. In GBC, biomarkers for PARP, EGFR, PIK3CA, mTOR, and Hedgehog signaling inhibitors were found. Thus, this small NGS panel is an accurate and sensitive method that may constitute a more cost-efficient alternative to multiple non-NGS assays and costly, large NGS panels. This kind of streamlined assay with automated bioinformatics analysis may facilitate the implementation of precision medicine in Latin America.
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Affiliation(s)
- Mauricio Salvo
- Department of Basic and Clinical Oncology, Faculty of Medicine, Universidad de Chile, Santiago 8330015, Chile; (M.S.); (E.G.-F.); (J.T.); (I.G.); (I.M.); (N.M.-G.); (O.B.); (M.A.); (A.C.); (C.V.)
| | - Evelin González-Feliú
- Department of Basic and Clinical Oncology, Faculty of Medicine, Universidad de Chile, Santiago 8330015, Chile; (M.S.); (E.G.-F.); (J.T.); (I.G.); (I.M.); (N.M.-G.); (O.B.); (M.A.); (A.C.); (C.V.)
| | - Jessica Toro
- Department of Basic and Clinical Oncology, Faculty of Medicine, Universidad de Chile, Santiago 8330015, Chile; (M.S.); (E.G.-F.); (J.T.); (I.G.); (I.M.); (N.M.-G.); (O.B.); (M.A.); (A.C.); (C.V.)
| | - Iván Gallegos
- Department of Basic and Clinical Oncology, Faculty of Medicine, Universidad de Chile, Santiago 8330015, Chile; (M.S.); (E.G.-F.); (J.T.); (I.G.); (I.M.); (N.M.-G.); (O.B.); (M.A.); (A.C.); (C.V.)
- Department of Pathology, Hospital Clínico de la Universidad de Chile, Santiago 8380456, Chile
| | - Ignacio Maureira
- Department of Basic and Clinical Oncology, Faculty of Medicine, Universidad de Chile, Santiago 8330015, Chile; (M.S.); (E.G.-F.); (J.T.); (I.G.); (I.M.); (N.M.-G.); (O.B.); (M.A.); (A.C.); (C.V.)
- Department of Medical Technology, Faculty of Medicine, Universidad de Chile, Santiago 8330015, Chile
| | - Nicolás Miranda-González
- Department of Basic and Clinical Oncology, Faculty of Medicine, Universidad de Chile, Santiago 8330015, Chile; (M.S.); (E.G.-F.); (J.T.); (I.G.); (I.M.); (N.M.-G.); (O.B.); (M.A.); (A.C.); (C.V.)
| | - Olga Barajas
- Department of Basic and Clinical Oncology, Faculty of Medicine, Universidad de Chile, Santiago 8330015, Chile; (M.S.); (E.G.-F.); (J.T.); (I.G.); (I.M.); (N.M.-G.); (O.B.); (M.A.); (A.C.); (C.V.)
- Department of Internal Medicine, Hospital Clínico Universidad de Chile, Santiago 8380456, Chile
- Fundación Arturo López Pérez, Santiago 7500921, Chile; (E.B.); (A.M.C.)
| | - Eva Bustamante
- Fundación Arturo López Pérez, Santiago 7500921, Chile; (E.B.); (A.M.C.)
| | - Mónica Ahumada
- Department of Basic and Clinical Oncology, Faculty of Medicine, Universidad de Chile, Santiago 8330015, Chile; (M.S.); (E.G.-F.); (J.T.); (I.G.); (I.M.); (N.M.-G.); (O.B.); (M.A.); (A.C.); (C.V.)
- Department of Internal Medicine, Hospital Clínico Universidad de Chile, Santiago 8380456, Chile
| | - Alicia Colombo
- Department of Basic and Clinical Oncology, Faculty of Medicine, Universidad de Chile, Santiago 8330015, Chile; (M.S.); (E.G.-F.); (J.T.); (I.G.); (I.M.); (N.M.-G.); (O.B.); (M.A.); (A.C.); (C.V.)
- Department of Pathology, Hospital Clínico de la Universidad de Chile, Santiago 8380456, Chile
| | - Ricardo Armisén
- Center for Genetics and Genomics, Instituto de Ciencias e Innovación en Medicina, Facultad de Medicina Clínica Alemana, Universidad del Desarrollo, Santiago 8320000, Chile;
| | - Camilo Villamán
- Department of Basic and Clinical Oncology, Faculty of Medicine, Universidad de Chile, Santiago 8330015, Chile; (M.S.); (E.G.-F.); (J.T.); (I.G.); (I.M.); (N.M.-G.); (O.B.); (M.A.); (A.C.); (C.V.)
| | - Carolina Ibañez
- Department of Hematology & Oncology, Faculty of Medicine, Pontificia Universidad Católica de Chile (PUC), Santiago 3580000, Chile; (C.I.); (M.L.B.)
| | - María Loreto Bravo
- Department of Hematology & Oncology, Faculty of Medicine, Pontificia Universidad Católica de Chile (PUC), Santiago 3580000, Chile; (C.I.); (M.L.B.)
| | - Verónica Sanhueza
- Department of Pathology, Hospital Padre Hurtado, Santiago 8710022, Chile;
| | - M. Loreto Spencer
- Department of Pathology, Hospital Clínico Regional Guillermo Grant Benavente, Concepción 4070038, Chile;
| | - Gonzalo de Toro
- School of Medical Technology, Universidad Austral de Chile at Puerto Montt, Puerto Montt 5110566, Chile;
| | - Erik Morales
- Department of Pathology, Hospital Regional de Talca, Talca 3460000, Chile;
- Department of Preclinical Sciences, Faculty of Medicine, Universidad Católica del Maule, Talca 3460000, Chile
| | - Carolina Bizama
- Department of Pathology, Faculty of Medicine, Pontificia Universidad Católica de Chile, Santiago 3580000, Chile; (C.B.); (P.G.)
| | - Patricia García
- Department of Pathology, Faculty of Medicine, Pontificia Universidad Católica de Chile, Santiago 3580000, Chile; (C.B.); (P.G.)
| | | | - Lorena Gutiérrez
- Department of Pathology, Hospital San Juan de Dios, Santiago 8320000, Chile;
| | | | - Ricardo A. Verdugo
- Department of Basic and Clinical Oncology, Faculty of Medicine, Universidad de Chile, Santiago 8330015, Chile; (M.S.); (E.G.-F.); (J.T.); (I.G.); (I.M.); (N.M.-G.); (O.B.); (M.A.); (A.C.); (C.V.)
- Human Genetics Program, ICBM, Faculty of Medicine, Universidad de Chile, Santiago 8330015, Chile
- Correspondence: (R.A.V.); (K.M.); Tel.: +56-22978-9527 (R.A.V.); +56-22978-9562 (K.M.)
| | - Katherine Marcelain
- Department of Basic and Clinical Oncology, Faculty of Medicine, Universidad de Chile, Santiago 8330015, Chile; (M.S.); (E.G.-F.); (J.T.); (I.G.); (I.M.); (N.M.-G.); (O.B.); (M.A.); (A.C.); (C.V.)
- Correspondence: (R.A.V.); (K.M.); Tel.: +56-22978-9527 (R.A.V.); +56-22978-9562 (K.M.)
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Abstract
The term "undruggable" is used to describe a protein that is not pharmacologically capable of being targeted; recently, however, substantial efforts have been made to turn these proteins into "druggable" targets. Thus, "difficult to drug" or "yet to be drugged" are perhaps more appropriate terms. In cancer, a number of elusive targets fall into this category, including transcription factors such as STAT3, TP53, and MYC. Pharmacologically targeting these intractable proteins is now a key challenge of modern drug development, requiring innovation and the development of new technologies. In this article, we discuss some of the recent technologic and pharmacologic advances that have underpinned the erosion of the concept of undruggability. We describe recent successes in drugging the undruggable RAS (KRAS G12C and HRAS), and discuss the advances that have led to the validation of further targets previously believed to be undruggable, such as HIF-2α, BCL-2, MDM2, and MLL. Finally, we look to the future and describe important advances that are likely to have a major impact on targeting undruggable targets, such as the advent of proteolysis-targeting chimeras and protein-protein modulators, which are leading to considerable excitement surrounding the development of cancer targets.
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Affiliation(s)
- Niamh Coleman
- Division of Cancer Medicine, Department of Investigational Cancer Therapeutics, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Jordi Rodon
- Division of Cancer Medicine, Department of Investigational Cancer Therapeutics, The University of Texas MD Anderson Cancer Center, Houston, TX
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Chen C, Wu B, Zhang C, Xu T. Immune-related adverse events associated with immune checkpoint inhibitors: An updated comprehensive disproportionality analysis of the FDA adverse event reporting system. Int Immunopharmacol 2021; 95:107498. [PMID: 33725634 DOI: 10.1016/j.intimp.2021.107498] [Citation(s) in RCA: 49] [Impact Index Per Article: 16.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2020] [Revised: 02/06/2021] [Accepted: 02/08/2021] [Indexed: 02/08/2023]
Abstract
BACKGROUNDS Immune-related adverse events were reported in patients treated with immune checkpoint inhibitors (ICIs). However, with the increasing number of immune-related adverse events (irAEs), the differences of each immune checkpoint inhibitor regimen had not been fully assessed. METHODS Disproportionality analysis was used in data mining of the suspected adverse events after ICIs administration based on the Food and Drug Administration Adverse Event Reporting System (FAERS) from January 2004 to December 2019. The onset time and fatality proportion of ICI-associated irAEs were further evaluated. RESULTS A total of 32,441 reports of ICI-associated irAEs were gathered. This study showed that all ICI regimens generated lung toxicity and endocrine toxicity signals. Colitis, pneumonitis and interstitial lung disease were the most common ICI-associated irAEs. Five regimens including durvalumab monotherapy, ipilimumab monotherapy, ipilimumab plus nivolumab, ipilimumab plus pembrolizumab, durvalumab plus tremelimumab were associated with irAEs. Anti-PD-1 agents generated more signals of ocular toxicities than anti-PD-L1 agents, while anti-PD-L1 agents reported more signals of hematologic toxicities. Anti-CTLA-4 agents showed more signals of gastrointestinal toxicities compared with anti-PD-1 or anti-PD-L1 agents. The highest fatality proportion of lung toxicities with durvalumab monotherapy, hematological toxicities with avelumab monotherapy, renal and skin toxicities with cemiplimab monotherapy were found. CONCLUSION Our results demonstrated that each ICI regimen had different characteristics of irAEs. Pembrolizumab had the highest fatality proportion. Ipilimumab plus pembrolizumab had the shortest median time to onset irAEs. Further studies were expected to assess whether there were clinically relevant differences exist among ICIs.
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Affiliation(s)
- Chen Chen
- Department of Pharmacy, West China Hospital, Sichuan University, Chengdu, Sichuan 610041, China; West China School of Pharmacy, Sichuan University, Chengdu, Sichuan 610041, China
| | - Bin Wu
- Department of Pharmacy, West China Hospital, Sichuan University, Chengdu, Sichuan 610041, China.
| | - ChenYu Zhang
- Department of Pharmacy, West China Hospital, Sichuan University, Chengdu, Sichuan 610041, China; West China School of Pharmacy, Sichuan University, Chengdu, Sichuan 610041, China
| | - Ting Xu
- Department of Pharmacy, West China Hospital, Sichuan University, Chengdu, Sichuan 610041, China; West China School of Pharmacy, Sichuan University, Chengdu, Sichuan 610041, China.
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Bae JH, Baek YH, Lee JE, Song I, Lee JH, Shin JY. Machine Learning for Detection of Safety Signals From Spontaneous Reporting System Data: Example of Nivolumab and Docetaxel. Front Pharmacol 2021; 11:602365. [PMID: 33628176 PMCID: PMC7898680 DOI: 10.3389/fphar.2020.602365] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2020] [Accepted: 11/02/2020] [Indexed: 12/14/2022] Open
Abstract
Introduction: Various methods have been implemented to detect adverse drug reaction (ADR) signals. However, the applicability of machine learning methods has not yet been fully evaluated. Objective: To evaluate the feasibility of machine learning algorithms in detecting ADR signals of nivolumab and docetaxel, new and old anticancer agents. Methods: We conducted a safety surveillance study of nivolumab and docetaxel using the Korea national spontaneous reporting database from 2009 to 2018. We constructed a novel input dataset for each study drug comprised of known ADRs that were listed in the drug labels and unknown ADRs. Given the known ADRs, we trained machine learning algorithms and evaluated predictive performance in generating safety signals of machine learning algorithms (gradient boosting machine [GBM] and random forest [RF]) compared with traditional disproportionality analysis methods (reporting odds ratio [ROR] and information component [IC]) by using the area under the curve (AUC). Each method then was implemented to detect new safety signals from the unknown ADR datasets. Results: Of all methods implemented, GBM achieved the best average predictive performance (AUC: 0.97 and 0.93 for nivolumab and docetaxel). The AUC achieved by each method was 0.95 and 0.92 (RF), 0.55 and 0.51 (ROR), and 0.49 and 0.48 (IC) for respective drug. GBM detected additional 24 and nine signals for nivolumab and 82 and 76 for docetaxel compared to ROR and IC, respectively, from the unknown ADR datasets. Conclusion: Machine learning algorithm based on GBM performed better and detected more new ADR signals than traditional disproportionality analysis methods.
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Affiliation(s)
- Ji-Hwan Bae
- School of Pharmacy, Sungkyunkwan University, Suwon-si, South Korea
| | - Yeon-Hee Baek
- School of Pharmacy, Sungkyunkwan University, Suwon-si, South Korea
| | - Jeong-Eun Lee
- School of Pharmacy, Sungkyunkwan University, Suwon-si, South Korea
| | - Inmyung Song
- Department of Health Administration, College of Nursing and Health, Kongju National University, Gongju-si, South Korea
| | - Jee-Hyong Lee
- Department of Artificial Intelligence, Sungkyunkwan University, Suwon-si, South Korea
| | - Ju-Young Shin
- School of Pharmacy, Sungkyunkwan University, Suwon-si, South Korea.,Samsung Advanced Institute for Health Sciences and Technology, Sungkyunkwan University, Jongno-gu, South Korea
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Bai X, Chen X, Wu X, Huang Y, Zhuang Y, Chen Y, Feng C, Lin X. Immune checkpoint inhibitor-associated pituitary adverse events: an observational, retrospective, disproportionality study. J Endocrinol Invest 2020; 43:1473-1483. [PMID: 32239475 DOI: 10.1007/s40618-020-01226-4] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/23/2019] [Accepted: 03/16/2020] [Indexed: 12/13/2022]
Abstract
PURPOSE The aim of this study was to identify and characterize immune checkpoint inhibitors (ICIs)-associated pituitary adverse events (AEs). METHODS This is a retrospective disproportionality study based on VigiBase, the World Health Organization (WHO) global database of individual case safety reports (ICSRs), with a study period from January 1, 2011 to March 6, 2019. Information component (IC) and reporting odds ratio (ROR) are measures of disproportionate analysis. IC was used to evaluate the association between ICIs and pituitary AEs, while ROR was used to evaluate the differences in reporting of pituitary AEs between different ICI subgroups. RESULTS The following ICI-associated pituitary diseases have been increasingly reported: hypophysitis (835 reports; information component 6.74 [95% CI 6.63-6.83]), hypopituitarism (268; 6.12 [95% CI 5.92-6.27]), pituitary enlargement (28; 5.19 [95% CI 4.57-5.63]). The anti-CTLA-4 subgroup had a stronger association with hypophysitis/hypopituitarism than the anti-PD (anti-PD-1 or anti-PD-L1) subgroup (ROR 8.0 [95% CI 6.7-9.6]). Among ICI-associated hypophysitis/hypopituitarism cases, the proportion of male was higher than female (630 [63.9%] vs 356 [36.1%]). Anti-CTLA-4 subgroup and ICI combination (nivolumab plus ipilimumab) subgroup both had a significantly earlier onset time than anti-PD subgroup (67 days [IQR 48-87]; 90 [IQR 34-155]; 140 [IQR 62-218], both p < 0.05). Other endocrinopathies that co-occurred with hypophysitis/hypopituitarism were adrenal insufficiency, thyroid dysfunction, diabetes mellitus and diabetes insipidus. Gastrointestinal disorder was the most common concurrent disease except for endocrinopathies. CONCLUSIONS ICI-associated pituitary adverse events have significantly increased, and their clinical characteristics should be kept in mind by oncologists and endocrinologists who manage patients treated by immunotherapy.
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Affiliation(s)
- X Bai
- Department of Endocrinology, Second Affiliated Hospital of Fujian Medical University, No. 950 Donghai Street, Fengze, Quanzhou, Fujian, China
| | - X Chen
- Department of Endocrinology, Second Affiliated Hospital of Fujian Medical University, No. 950 Donghai Street, Fengze, Quanzhou, Fujian, China
| | - X Wu
- Department of Endocrinology, Second Affiliated Hospital of Fujian Medical University, No. 950 Donghai Street, Fengze, Quanzhou, Fujian, China
| | - Y Huang
- Department of Endocrinology, Second Affiliated Hospital of Fujian Medical University, No. 950 Donghai Street, Fengze, Quanzhou, Fujian, China
| | - Y Zhuang
- Department of Endocrinology, Second Affiliated Hospital of Fujian Medical University, No. 950 Donghai Street, Fengze, Quanzhou, Fujian, China
| | - Y Chen
- Department of Endocrinology, Second Affiliated Hospital of Fujian Medical University, No. 950 Donghai Street, Fengze, Quanzhou, Fujian, China
| | - C Feng
- Department of Endocrinology, Second Affiliated Hospital of Fujian Medical University, No. 950 Donghai Street, Fengze, Quanzhou, Fujian, China
| | - Xiahong Lin
- Department of Endocrinology, Second Affiliated Hospital of Fujian Medical University, No. 950 Donghai Street, Fengze, Quanzhou, Fujian, China.
- Department of Medical Administration, Second Affiliated Hospital of Fujian Medical University, No. 950 Donghai Street, Fengze, Quanzhou, Fujian, China.
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Toxicities with Immune Checkpoint Inhibitors: Emerging Priorities From Disproportionality Analysis of the FDA Adverse Event Reporting System. Target Oncol 2020; 14:205-221. [PMID: 30927173 DOI: 10.1007/s11523-019-00632-w] [Citation(s) in RCA: 62] [Impact Index Per Article: 15.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
BACKGROUND Immune checkpoint inhibitors (ICIs), including antibodies targeting cytotoxic T-lymphocyte associated protein 4 (CTLA4) and programmed cell death 1 or its ligand (PD1/PDL1), elicit different immune-related adverse events (irAEs), but their global safety is incompletely characterized. OBJECTIVE The aim of this study was to characterize the spectrum, frequency, and clinical features of ICI-related adverse events (AEs) reported to the FDA Adverse Event Reporting System (FAERS). PATIENTS AND METHODS AEs from FAERS (up to June 2018) recording ICIs (ipilimumab, nivolumab, pembrolizumab, atezolizumab, avelumab, durvalumab) as suspect were extracted. Comprehensive disproportionality analyses were performed through the reporting odds ratio (ROR) with 95% confidence interval (95% CI), using other oncological drugs as comparison. An overview of systematic reviews (OoSRs) was also undertaken to identify irAEs with consistent positive associations. RESULTS ICIs were recorded in 47,266 reports, submitted mainly by consumers receiving monotherapy with anti-PD1/PDL1 drugs. Three areas of toxicity emerged from both disproportionality analysis and the OoSRs (32 studies): endocrine (N = 2863; ROR = 6.91; 95% CI 6.60-7.23), hepatobiliary (2632; 1.33; 1.28-1.39), and respiratory disorders (7240; 1.04; 1.01-1.06). Different reporting patterns emerged for anti-CTLA4 drugs (e.g., hypophysitis, adrenal insufficiency, hypopituitarism, and prescribed overdose) and anti-PD1/PDL1 agents (e.g., pneumonitis, cholangitis, vanishing bile duct syndrome, tumor pseudoprogression, and inappropriate schedule of drug administration). No increased reporting emerged when comparing combination with monotherapy regimens, but multiple hepatobiliary/endocrine/respiratory irAEs were recorded. CONCLUSIONS This parallel approach through contemporary post-marketing analysis and OoSRs confirmed that ICIs are associated with a multitude of irAEs, with different reporting patterns between anti-CTLA4 and anti-PD1/PDL1 medications. Close clinical monitoring is warranted to early diagnose and timely manage irAEs, especially respiratory, endocrine, and hepatic toxicities, which warrant further characterization; patient- and drug-related risk factors should be assessed through analytical pharmaco-epidemiological studies and prospective multicenter registries.
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13
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Branchoux S, Bellera C, Italiano A, Rustand D, Gaudin AF, Rondeau V. Immune-checkpoint inhibitors and candidate surrogate endpoints for overall survival across tumour types: A systematic literature review. Crit Rev Oncol Hematol 2019; 137:35-42. [PMID: 31014514 DOI: 10.1016/j.critrevonc.2019.02.013] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2018] [Revised: 02/26/2019] [Accepted: 02/27/2019] [Indexed: 12/14/2022] Open
Abstract
BACKGROUND Surrogate endpoints (SEs) for overall survival (OS) are specific to therapeutic class. The objective of this review was to document all alternative endpoints studied for their association with OS in Immune-Checkpoint Inhibitors (ICI)-treated patients. METHODS We searched PubMed and Embase for publications reporting the association between a clinical endpoint and OS in ICI-treated populations from 01/01/2003 to 03/31/2018. RESULTS Out of 6,335 references identified, 24 were selected. Only 3 studies assessed surrogacy at both the patient and trial levels. The main traditional alternative endpoints included progression-free survival (N = 10) and objective response rate (N = 8). New alternative endpoints, such as durable response rate (N = 1) and intermediate response endpoint (N = 1) statistically better correlate with OS in the cancer types analysed. CONCLUSION Based on the published evidence, there is insufficient data to support validated SE for OS. Adequate surrogacy assessment of promising composite endpoints which consider a duration component is encouraged.
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Affiliation(s)
- Sébastien Branchoux
- Department of Health Economics & Outcomes Research, Bristol-Myers Squibb, Rueil-Malmaison, France; Biostatistic Team, Bordeaux Population Health Center, ISPED, Centre INSERM U1219, INSERM, Bordeaux, France; Epicene Team (Cancer & Environnement), Bordeaux Population Health Center, ISPED, Centre INSERM U1219, INSERM, Bordeaux, France.
| | - Carine Bellera
- Epicene Team (Cancer & Environnement), Bordeaux Population Health Center, ISPED, Centre INSERM U1219, INSERM, Bordeaux, France; Clinical and Epidemiological Research Unit, Institut Bergonié, Comprehensive Cancer Center, Bordeaux, France; Department of Clinical Epidemiology, INSERM CIC-EC 14.01, Bordeaux, France
| | - Antoine Italiano
- Department of Early Phase Trial Unit, Institut Bergonié Comprehensive Cancer Centre, Bordeaux, France
| | - Denis Rustand
- Biostatistic Team, Bordeaux Population Health Center, ISPED, Centre INSERM U1219, INSERM, Bordeaux, France
| | - Anne-Françoise Gaudin
- Department of Health Economics & Outcomes Research, Bristol-Myers Squibb, Rueil-Malmaison, France
| | - Virginie Rondeau
- Biostatistic Team, Bordeaux Population Health Center, ISPED, Centre INSERM U1219, INSERM, Bordeaux, France; Epicene Team (Cancer & Environnement), Bordeaux Population Health Center, ISPED, Centre INSERM U1219, INSERM, Bordeaux, France
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14
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Garralda E, Dienstmann R, Piris-Giménez A, Braña I, Rodon J, Tabernero J. New clinical trial designs in the era of precision medicine. Mol Oncol 2019; 13:549-557. [PMID: 30698321 PMCID: PMC6396357 DOI: 10.1002/1878-0261.12465] [Citation(s) in RCA: 69] [Impact Index Per Article: 13.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2018] [Accepted: 01/06/2019] [Indexed: 11/09/2022] Open
Abstract
Cancer treatment has made significant strides towards the promise of personalized medicine. Recent scientific advances have shown that there are numerous genetic deregulations that are common in multiple cancer types, raising the possibility of developing drugs targeting those deregulations irrespective of the tumour type. Precision Cancer Medicine (PCM) was born out of accumulated evidence matching targeted agents with these tumour molecular deregulations. At the same time, the therapeutic armamentarium is rapidly increasing and the number of new drugs (including immune-oncology agents) entering drug development continues to rise. These factors, added to strong collaboration with regulatory agencies, which have approved novel agents based on data obtained from phase 1/2 trials, have led to unprecedented evolution in the design of early-stage clinical trials. Currently, we have seen rapid phase 1 dose-escalation trials followed by remarkably large expansion cohorts, and are witnessing the emergence of new trials, such as adaptive studies with basket and umbrella designs aimed at optimizing the biomarker-drug co-development process. Alongside the growing complexity of these clinical trials, new frameworks for stronger and faster collaboration between all stakeholders in drug development, including academic institutions and frameworks, clinicians, pharma companies and regulatory agencies, have been established. In this review article, we describe the main challenges and opportunities that these new trial designs may provide for a more efficient drug development process, which may ultimately help ensure that PCM becomes a reality for patients.
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Affiliation(s)
- Elena Garralda
- Medical Oncology Department, Vall d'Hebron University Hospital and Institute of Oncology (VHIO), Universitat Autònoma de Barcelona, Spain.,Early Drug Development Unit (UITM), Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain
| | - Rodrigo Dienstmann
- Medical Oncology Department, Vall d'Hebron University Hospital and Institute of Oncology (VHIO), Universitat Autònoma de Barcelona, Spain.,Oncology Data Science (ODysSey) Group, Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain
| | - Alejandro Piris-Giménez
- Medical Oncology Department, Vall d'Hebron University Hospital and Institute of Oncology (VHIO), Universitat Autònoma de Barcelona, Spain
| | - Irene Braña
- Medical Oncology Department, Vall d'Hebron University Hospital and Institute of Oncology (VHIO), Universitat Autònoma de Barcelona, Spain.,Early Drug Development Unit (UITM), Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain
| | - Jordi Rodon
- Medical Oncology Department, Vall d'Hebron University Hospital and Institute of Oncology (VHIO), Universitat Autònoma de Barcelona, Spain.,MD Anderson Cancer Center, Houston, USA
| | - Josep Tabernero
- Medical Oncology Department, Vall d'Hebron University Hospital and Institute of Oncology (VHIO), Universitat Autònoma de Barcelona, Spain
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Hierro C, Matos I, Martin-Liberal J, Ochoa de Olza M, Garralda E. Agnostic-Histology Approval of New Drugs in Oncology: Are We Already There? Clin Cancer Res 2019; 25:3210-3219. [DOI: 10.1158/1078-0432.ccr-18-3694] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2018] [Revised: 12/23/2018] [Accepted: 01/18/2019] [Indexed: 11/16/2022]
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Martin-Liberal J, Pérez E, García Del Muro X. Investigational therapies in phase II clinical trials for the treatment of soft tissue sarcoma. Expert Opin Investig Drugs 2018; 28:39-50. [DOI: 10.1080/13543784.2019.1555236] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
Affiliation(s)
- Juan Martin-Liberal
- Sarcoma, Melanoma and Genitourinary Tumors Unit, Institut Català d’Oncologia (ICO) L’Hospitalet, Barcelona, Spain
- Molecular Therapeutics Research Unit (UITM), Vall d’Hebron Institute of Oncology (VHIO), Barcelona, Spain
- Institut d’Investigació Biomèdica de Bellvitge (IDIBELL), CIBERONC, Barcelona, Spain
| | - Ezequiel Pérez
- Department of Medical Oncology, Institute of Oncology Ángel H Roffo, Buenos Aires, Argentina
| | - Xavier García Del Muro
- Sarcoma, Melanoma and Genitourinary Tumors Unit, Institut Català d’Oncologia (ICO) L’Hospitalet, Barcelona, Spain
- Institut d’Investigació Biomèdica de Bellvitge (IDIBELL), CIBERONC, Barcelona, Spain
- Universitat de Barcelona, Barcelona, Spain
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17
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Ochoa de Olza M, Oliva M, Hierro C, Matos I, Martin-Liberal J, Garralda E. Early-drug development in the era of immuno-oncology: are we ready to face the challenges? Ann Oncol 2018; 29:1727-1740. [PMID: 29945232 DOI: 10.1093/annonc/mdy225] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
The classical development of drugs has progressively faded away, and we are currently in an era of seamless drug-development, where first-in-human trials include unusually big expansion cohorts in the search for early signs of activity and rapid regulatory approval. The fierce competition between different pharmaceutical companies and the hype for immune combinations obliges us to question the current way in which we are evaluating these drugs. In this review, we discuss critical issues and caveats in immunotherapy development. A particular emphasis is put on the limitations of pre-clinical toxicology studies, where both murine models and cynomolgus monkeys have underpredicted toxicity in humans. Moreover, relevant issues surrounding dose determination during phase I trials, such as dose-escalation methods or flat versus body-weight dosing, are discussed. A proposal of how to face these different challenges is offered, in order to achieve maximum efficacy with minimum toxicity for our patients.
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Affiliation(s)
- M Ochoa de Olza
- Medical Oncology Department, Vall d'Hebron University Hospital, Barcelona, Spain; Molecular Therapeutics Research Unit, Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain.
| | - M Oliva
- Drug Development Program, Department of Medical Oncology and Haematology, Princess Margaret Hospital, University of Toronto, Toronto, Canada
| | - C Hierro
- Medical Oncology Department, Vall d'Hebron University Hospital, Barcelona, Spain; Molecular Therapeutics Research Unit, Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain
| | - I Matos
- Medical Oncology Department, Vall d'Hebron University Hospital, Barcelona, Spain; Molecular Therapeutics Research Unit, Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain
| | - J Martin-Liberal
- Molecular Therapeutics Research Unit, Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain; Medical Oncology Department, Catalan Institute of Oncology (ICO), l'Hospitalet de Llobregat, Barcelona, Spain
| | - E Garralda
- Medical Oncology Department, Vall d'Hebron University Hospital, Barcelona, Spain; Molecular Therapeutics Research Unit, Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain
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Immunotherapies: Exploiting the Immune System for Cancer Treatment. J Immunol Res 2018; 2018:9585614. [PMID: 29725606 PMCID: PMC5872614 DOI: 10.1155/2018/9585614] [Citation(s) in RCA: 69] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2017] [Revised: 12/21/2017] [Accepted: 01/11/2018] [Indexed: 12/31/2022] Open
Abstract
Cancer is a condition that has plagued humanity for thousands of years, with the first depictions dating back to ancient Egyptian times. However, not until recent decades have biological therapeutics been developed and refined enough to safely and effectively combat cancer. Three unique immunotherapies have gained traction in recent decades: adoptive T cell transfer, checkpoint inhibitors, and bivalent antibodies. Each has led to clinically approved therapies, as well as to therapies in preclinical and ongoing clinical trials. In this review, we outline the method by which these 3 immunotherapies function as well as any major immunotherapeutic drugs developed for treating a variety of cancers.
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Molecularly targeted therapies in cancer: a guide for the nuclear medicine physician. Eur J Nucl Med Mol Imaging 2017; 44:41-54. [PMID: 28396911 PMCID: PMC5541087 DOI: 10.1007/s00259-017-3695-3] [Citation(s) in RCA: 46] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2017] [Accepted: 03/27/2017] [Indexed: 01/01/2023]
Abstract
Molecular imaging continues to influence every aspect of cancer care including detection, diagnosis, staging and therapy response assessment. Recent advances in the understanding of cancer biology have prompted the introduction of new targeted therapy approaches. Precision medicine in oncology has led to rapid advances and novel approaches optimizing the use of imaging modalities in cancer care, research and development. This article focuses on the concept of targeted therapy in cancer and the challenges that exist for molecular imaging in cancer care.
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