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Deem JD, Hepp Z, Carlson JJ. Real-World Treatment Patterns and Outcomes Among Patients with Early Non-Small Cell Lung Cancer. Curr Oncol 2025; 32:239. [PMID: 40277795 PMCID: PMC12026175 DOI: 10.3390/curroncol32040239] [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] [Subscribe] [Scholar Register] [Received: 02/25/2025] [Revised: 04/10/2025] [Accepted: 04/16/2025] [Indexed: 04/26/2025] Open
Abstract
Worldwide, about two million people are diagnosed with lung cancer each year, 85% of whom have non-small cell lung cancer (NSCLC). Recent progress in treating advanced/metastatic NSCLC with targeted therapies has shifted attention to early NSCLC (Stages I-IIIA) and perioperative (neoadjuvant and adjuvant) systemic therapies. However, our comprehension of how targeted therapeutics are incorporated into care and their impact on patient outcomes is just starting to unfold. METHODS This retrospective observational study used a US nationwide electronic health record-derived deidentified database spanning January 2019-March 2024 and aimed to describe (1) eNSCLC patient demographic and clinical characteristics, (2) real-world neoadjuvant and adjuvant use, and (3) patient outcomes. RESULTS The study population included 4841 Stage IB-IIIA NSCLC patients with a mean age of 70.9 ± 8.6 years. The majority (69.9%) received definitive treatment: surgery (n = 2280), definitive radiation (n = 320), or definitive chemoradiation (n = 783), while 30.1% (n = 1458) did not. Many definitive treatment patients received some perioperative systemic therapy (surgery: 52.6%, radiation: 52.2%, chemoradiation: 75.5%). Neoadjuvant use was limited in all groups (surgery: 8.2%, radiation: 6.1%, chemoradiation: 11.6%). Among the 54.6% receiving adjuvant, immune checkpoint inhibitors were the most common choice for definitive radiation (39.1%) and chemoradiation (73.7%) patients, while surgical patients predominantly received platinum-doublet therapy (37.0%). Surgical patient outcomes were similar across all groups, while definitive chemoradiation or radiation patients without systemic therapy had lower survival rates. CONCLUSIONS In this study, we found that although the majority of patients underwent some form of definitive treatment, adjuvant use was limited, and neoadjuvant use was rarely included in care. A crucial initial step in improving patient outcomes is to understand and address the underutilization of neoadjuvant/adjuvant systemic therapy for eNSCLC patients.
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Affiliation(s)
- Jennifer D. Deem
- CHOICE Institute, School of Pharmacy, University of Washington, Seattle, WA 98195, USA;
| | | | - Joshua J. Carlson
- CHOICE Institute, School of Pharmacy, University of Washington, Seattle, WA 98195, USA;
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2
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de Oliveira Chagas MB, Mendonca da Costa VDC, Montenegro C, de Lima MDCA, da Rosa MM, Pereira MC, de Melo Rego MJB, da Rocha Pitta MG. The Imidazacridine Derivative LPSF/AC-05 Induces Apoptosis, Cell Cycle Arrest, and Topoisomerase II Inhibition in Breast Cancer, Leukemia, and Lymphoma. Curr Cancer Drug Targets 2025; 25:431-444. [PMID: 38982694 DOI: 10.2174/0115680096290753240613114122] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2024] [Revised: 04/11/2024] [Accepted: 05/14/2024] [Indexed: 07/11/2024]
Abstract
INTRODUCTION Cancer is one of the major causes of morbidity and mortality worldwide. Current treatments for both solid and hematological tumors are associated with severe adverse effects and drug resistance, necessitating the development of novel selective antineoplastic drugs. METHODS The present study describes the antitumor activity of the imidazacridine derivative 5- acridin-9-ylmethylidene-2-thioxoimidazolidin-4-one (LPSF/AC05) in breast cancer, leukemia, and lymphoma cells. Cytotoxicity assays were performed in PBMC and in breast cancer, leukemia, and lymphoma cell lines using the MTT method. Changes in cell cycle progression and apoptosis were assessed using flow cytometry. Moreover, topoisomerase II inhibition assays were performed. LPSF/AC05 exhibited cytotoxicity in six of the nine cell lines tested. RESULTS The best results for leukemia and lymphoma were observed in the Toledo, Jurkat, and Raji cell lines (IC50 = 27.18, 31.04, and 33.36 µM, respectively). For breast cancer, the best results were observed in the triple-negative cell line MDA-MB-231 (IC50 = 27.54 μM). The compound showed good selectivity, with no toxicity to normal human cells (IC50 > 100µM; selectivity index > 3). Cell death was primarily induced by apoptosis in all cell lines. Furthermore, LPSF/AC05 treatment induced cell cycle arrest at the G0/G1 phase in leukemia/lymphoma and at the G2/M phase in breast cancer. Finally, topoisomerase II was inhibited. CONCLUSION These results indicate the potential application of LPSF/AC05 in cancer therapy.
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Affiliation(s)
- Mardonny Bruno de Oliveira Chagas
- Laboratory for Immunomodulation and New Therapeutic Approaches, Therapeutic Innovation Research Center (NUPIT-SG), Federal University of Pernambuco (UFPE), Recife, Brazil
| | - Valecia de Cassia Mendonca da Costa
- Laboratory for Immunomodulation and New Therapeutic Approaches, Therapeutic Innovation Research Center (NUPIT-SG), Federal University of Pernambuco (UFPE), Recife, Brazil
| | - Claudio Montenegro
- Laboratory for Immunomodulation and New Therapeutic Approaches, Therapeutic Innovation Research Center (NUPIT-SG), Federal University of Pernambuco (UFPE), Recife, Brazil
| | - Maria do Carmo Alves de Lima
- Laboratory of chemistry and Therapeutic Innovation (LQIT), Federal University of Pernambuco (UFPE), Recife, Brazil
| | - Michelle Melgarejo da Rosa
- Laboratory for Immunomodulation and New Therapeutic Approaches, Therapeutic Innovation Research Center (NUPIT-SG), Federal University of Pernambuco (UFPE), Recife, Brazil
| | - Michelly Cristiny Pereira
- Laboratory for Immunomodulation and New Therapeutic Approaches, Therapeutic Innovation Research Center (NUPIT-SG), Federal University of Pernambuco (UFPE), Recife, Brazil
| | - Moacyr Jesus Barreto de Melo Rego
- Laboratory for Immunomodulation and New Therapeutic Approaches, Therapeutic Innovation Research Center (NUPIT-SG), Federal University of Pernambuco (UFPE), Recife, Brazil
| | - Maira Galdino da Rocha Pitta
- Laboratory for Immunomodulation and New Therapeutic Approaches, Therapeutic Innovation Research Center (NUPIT-SG), Federal University of Pernambuco (UFPE), Recife, Brazil
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Navarro Martín A, Rodriguez de Dios N, Lopez Guerra JL, Couñago Lorenzo F. Multidisciplinary approach for locally advanced non-small cell lung cancer (NSCLC): 2023 expert consensus of the Spanish lung cancer group GECP. Controversies and discussion. Clin Transl Oncol 2025; 27:393-394. [PMID: 38967740 DOI: 10.1007/s12094-024-03540-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2024] [Accepted: 05/27/2024] [Indexed: 07/06/2024]
Affiliation(s)
| | | | - Jose Luis Lopez Guerra
- Department of Radiation Oncology, University Hospital Virgen del Rocío, Manuel Siurot Avenue, S/N. 41013, Seville, Spain.
| | - Felipe Couñago Lorenzo
- Genesiscare-Hospital Universitario San Francisco de Asís y Vithas Madrid La Milagrosa, Madrid, Spain
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Nakagawa K, Yotsukura M, Mimae T, Hattori A, Miyoshi T, Isaka M, Endo M, Tsutani Y, Isaka T, Maniwa T, Nakajima R, Yoshioka H, Takei H, Aokage K, Watanabe SI. The Lung Cancer Surgical Study Group of the Japan Clinical Oncology Group: outstanding contribution and entering a new phase. Jpn J Clin Oncol 2024; 54:1237-1243. [PMID: 39158320 DOI: 10.1093/jjco/hyae100] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2024] [Accepted: 07/15/2024] [Indexed: 08/20/2024] Open
Abstract
The Lung Cancer Surgical Study Group (LCSSG) of the Japan Clinical Oncology Group (JCOG) was organized in 1986 and initially included 26 collaborative institutions, which has increased to 52 institutions currently. JCOG-LCSSG includes thoracic surgeons, medical oncologists, pathologists, and radiotherapists. In the early period, the JCOG-LCSSG mainly focused on combined modality therapies for lung cancer. Since the 2000s, the JCOG-LCSSG has investigated adequate modes of surgical resection for small-sized and peripheral non-small cell lung cancer and based on the radiological findings of whole tumor size and ground-glass opacity. Trials, such as JCOG0802, JCOG0804, and JCOG1211, have shown the appropriateness of sublobar resection, which has significantly influenced routine clinical practice. With the introduction of targeted therapy and immunotherapy, treatment strategies for lung cancer have changed significantly. Additionally, with the increasing aging population and medical costs, tailored medicine is strongly recommended to address medical issues. To ensure comprehensive treatment, strategies, including surgical and nonsurgical approaches, should be developed. Currently, the JCOG-LCSSG has conducted numerous clinical trials to adjust the diversity of lung cancer treatment strategies. This review highlights recent advancements in the surgical field, current status, and future direction of the JCOG-LCSSG.
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Affiliation(s)
- Kazuo Nakagawa
- Department of Thoracic Surgery, National Cancer Center Hospital, 5-1-1, Tsukiji, Chuo-ku, Tokyo 104-0045, Japan
- Department of Thoracic Surgery, Tokyo Metropolitan Cancer and Infectious Diseases Center Komagome Hospital, 3-18-22, Honkomagome, Bunkyo-ku, Tokyo 113-8677, Japan
| | - Masaya Yotsukura
- Department of Thoracic Surgery, National Cancer Center Hospital, 5-1-1, Tsukiji, Chuo-ku, Tokyo 104-0045, Japan
| | - Takahiro Mimae
- Department of Surgical Oncology, Hiroshima University Hospital, 1-2-3, Kasumi, MInami-ku, Hiroshima 734-8551, Japan
| | - Aritoshi Hattori
- Department of General Thoracic Surgery, Juntendo University School of Medicine, 1-3, Hongo 3-chome, Bunkyoku, Tokyo 113-8431, Japan
| | - Tomohiro Miyoshi
- Division of Thoracic Surgery, National Cancer Center Hospital East, 6-5-1, Kashiwanoha, Kashiwa, Chiba 277-8577, Japan
| | - Mitsuhiro Isaka
- Department of Thoracic Surgery, Shizuoka Cancer Center Hospital, 1007 Shimonagakubo, Nagaizumi-cho, Sunto-gun, Shizuoka, 411-8777, Japan
| | - Makoto Endo
- Department of Thoracic Surgery, Yamagata Prefectural Central Hospital, 1800, Oazaaoyagi, Yamagata, 990-2292, Japan
| | - Yasuhiro Tsutani
- Division of Thoracic Surgery, Department of Surgery, Kindai University Faculty of Medicine, 377-2, Ohno-Higashi, Osaka-Sayama, Osaka 589-8511, Japan
| | - Tetsuya Isaka
- Department of Thoracic Surgery, Kanagawa Cancer Center, 2-3-2 Nakao, Asahi-ku, Yokohama-shi, Kanagawa 241-8515, Japan
| | - Tomohiro Maniwa
- Department of Thoracic Surgery, Osaka International Cancer Institute, 3-1-69 Otemae, Chuo-Ku, Osaka 541-8567, Japan
| | - Ryu Nakajima
- Department of General Thoracic Surgery, Osaka City General Hospital, 13-22, Miyakojimahondori 2 chome, Miyakojima-ku, Osaka 534-0021, Japan
| | - Hiroshige Yoshioka
- Department of Thoracic Oncology, Kansai Medical University Hospital, 2-5-1, Shin-machi Hirakata, Osaka 573-1010, Japan
| | - Hidefumi Takei
- Department of Thoracic Surgery, Showa University, 1-5-8 Hatanodai, Shinagawa-ku, Tokyo 142-8666, Japan
| | - Keiju Aokage
- Division of Thoracic Surgery, National Cancer Center Hospital East, 6-5-1, Kashiwanoha, Kashiwa, Chiba 277-8577, Japan
| | - Shun-Ichi Watanabe
- Department of Thoracic Surgery, National Cancer Center Hospital, 5-1-1, Tsukiji, Chuo-ku, Tokyo 104-0045, Japan
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Bhuyan T, Choudhury K, Das P, Sharma S, Mazumder JA, Mohanta YK. Biosynthesis of pH-Responsive Mesoporous Silica Nanoparticles from Cucumber Peels for Targeting 3D Lung Tumor Spheroids. ACS APPLIED BIO MATERIALS 2024; 7:7494-7508. [PMID: 39467160 DOI: 10.1021/acsabm.4c01092] [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] [Indexed: 10/30/2024]
Abstract
Lung adenocarcinoma is considered to be one of the primary causes of cancer-related deaths globally. Conventional treatments, such as chemotherapy and radiation therapy taken together, have not significantly lowered mortality rates. Repositioning of authorized anticancer medications supported by nanotechnology has therefore emerged as an effective strategy to close such gaps. In this context, mesoporous silica nanoparticles (MSNs) were biosynthesized from cucumber peels and were loaded with doxorubicin, a common anticancer drug to form doxorubicin-bound mesoporous silica nanoparticles (DMSNs). The study addresses a sustainable method for turning waste materials into MSNs, which can be used to create multifunctional nanosystems. The therapeutic module (DMSNs) was designed specifically to target 2D monolayer cells and 3D tumor spheroids of lung adenocarcinoma cancer. The DMSNs demonstrated notable antiproliferative activity and effective intracellular localization in addition to being biocompatible and innately fluorescent. Subsequent investigations revealed significant antibacterial activity against Staphylococcal infection, which is primarily prevalent in lung cancer patients. Thus, the developed MSNs held promising potential for anticancer drug delivery systems and have antibacterial potential to treat bacterial infections in patients with lung cancer. Furthermore, the cucumber peel-mediated synthesis of MSNs could also aid in the management of food waste and promote the adoption of the waste-to-health paradigm for sustainable solutions.
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Affiliation(s)
- Tamanna Bhuyan
- Nanobiotechnology and Translational Knowledge Laboratory, Department of Applied Biology, School of Biological Sciences, University of Science and Technology Meghalaya (USTM), Ninth Mile, Technocity, Baridua, Ri-Bhoi, 793101 Meghalaya, India
| | - Konika Choudhury
- Centre for Nanotechnology, Indian Institute of Technology Guwahati, Guwahati 781039, Assam, India
| | - Pranjoli Das
- Centre for Nanotechnology, Indian Institute of Technology Guwahati, Guwahati 781039, Assam, India
| | - Sanathoibi Sharma
- Nanobiotechnology and Translational Knowledge Laboratory, Department of Applied Biology, School of Biological Sciences, University of Science and Technology Meghalaya (USTM), Ninth Mile, Technocity, Baridua, Ri-Bhoi, 793101 Meghalaya, India
| | - Jahirul Ahmed Mazumder
- Department of Chemical Engineering, Khalifa University of Science and Technology, Abu Dhabi 127788, United Arab Emirates
| | - Yugal Kishore Mohanta
- Nanobiotechnology and Translational Knowledge Laboratory, Department of Applied Biology, School of Biological Sciences, University of Science and Technology Meghalaya (USTM), Ninth Mile, Technocity, Baridua, Ri-Bhoi, 793101 Meghalaya, India
- Centre for Herbal Pharmacology and Environmental Sustainability, Chettinad Hospital and Research Institute, Chettinad Academy of Research and Education, Kelambakkam603103, Tamil Nadu, India
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Gallina FT, Cecere FL, Tajè R, Bertolaccini L, Casiraghi M, Spaggiari L, Cannone G, Busetto A, Rea F, Martucci N, De Luca G, Mercadante E, Mazzoni F, Bongiolatti S, Voltolini L, Melis E, Sperduti I, Cappuzzo F, Rayes R, Ferri L, Facciolo F, Spicer J. Predictive and prognostic factors in patients with anaplastic lymphoma kinase rearranged early-stage lung adenocarcinoma. Eur J Cardiothorac Surg 2024; 66:ezae406. [PMID: 39531280 DOI: 10.1093/ejcts/ezae406] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/18/2024] [Revised: 10/15/2024] [Accepted: 11/09/2024] [Indexed: 11/16/2024] Open
Abstract
OBJECTIVES This study aimed to evaluate the predictive and prognostic factors in clinical stage I, anaplastic lymphoma kinase (ALK)-rearranged lung adenocarcinoma following radical surgery. Additionally, it sought to compare these factors with an external cohort of ALK wild-type patients. METHODS A multicentric, retrospective, case-control analysis was conducted on patients with clinical T1-2 N0 ALK-rearranged lung adenocarcinoma who underwent anatomical resection and radical lymphadenectomy. Data were collected from 5 high-volume oncological centres. An external cohort of ALK wild-type patients was also analysed for comparison. Survival analyses were performed using the Kaplan-Meier method, and multivariable Cox regression analysis was used to identify prognostic factors. RESULTS From January 2016 to December 2022, 63 patients with ALK-rearranged lung adenocarcinoma were included. High-grade tumours (G3) significantly associated with upstaging (odds ratio = 3.904, P = 0.04). Disease-free survival (DFS) and overall survival were significantly improved in upstaged patients receiving adjuvant treatment [hazard ratio (HR) = 0.18, P = 0.0042; HR = 0.24, P = 0.0004, respectively]. The solid or micropapillary histological subtypes were independently associated with worse DFS (HR = 3.41, P = 0.022). Comparison with 435 ALK wild-type patients showed worse DFS in the ALK-rearranged group (HR = 2.09, P = 0.0003). ALK-rearranged patients had higher rates of nodal upstaging, systemic and brain recurrences. CONCLUSIONS Clinical T1-2 N0 ALK-rearranged lung adenocarcinoma is an aggressive disease with a specific tropism for lymph nodes and the brain. High-grade tumours are predictive of nodal upstaging. Adjuvant treatment significantly improves DFS and overall survival in upstaged patients, highlighting the need for personalized preoperative staging and post-surgical management in this cohort.
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Affiliation(s)
| | - Fabiana Letizia Cecere
- Department of Medical Oncology 2, IRCCS Regina Elena National Cancer Institute, Rome, Italy
| | - Riccardo Tajè
- Department of Thoracic Surgery, IRCCS Regina Elena National Cancer Institute, Rome, Italy
| | - Luca Bertolaccini
- Department of Thoracic Surgery, IEO, European Institute of Oncology IRCCS, Milan, Italy
| | - Monica Casiraghi
- Department of Thoracic Surgery, IEO, European Institute of Oncology IRCCS, Milan, Italy
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
| | - Lorenzo Spaggiari
- Department of Thoracic Surgery, IEO, European Institute of Oncology IRCCS, Milan, Italy
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
| | - Giorgio Cannone
- Thoracic Surgery and Lung Transplantation Unit, University-Hospital of Padova, Padova, Italy
| | - Alberto Busetto
- Thoracic Surgery and Lung Transplantation Unit, University-Hospital of Padova, Padova, Italy
| | - Federico Rea
- Thoracic Surgery and Lung Transplantation Unit, University-Hospital of Padova, Padova, Italy
| | - Nicola Martucci
- Thoracic Surgery Unit, Istituto Nazionale Tumori, "Fondazione G. Pascale"-IRCCS, Napoli, Italy
| | - Giuseppe De Luca
- Thoracic Surgery Unit, Istituto Nazionale Tumori, "Fondazione G. Pascale"-IRCCS, Napoli, Italy
| | - Edoardo Mercadante
- Thoracic Surgery Unit, Istituto Nazionale Tumori, "Fondazione G. Pascale"-IRCCS, Napoli, Italy
| | - Francesca Mazzoni
- Oncology Unit, Azienda Ospedaliero Universitaria Careggi, Florence, Italy
| | | | - Luca Voltolini
- Thoracic Surgery Unit, University Hospital Careggi, Florence, Italy
| | - Enrico Melis
- Department of Thoracic Surgery, IRCCS Regina Elena National Cancer Institute, Rome, Italy
| | - Isabella Sperduti
- Biostatistics, IRCCS Regina Elena National Cancer Institute, Rome, Italy
| | - Federico Cappuzzo
- Department of Medical Oncology 2, IRCCS Regina Elena National Cancer Institute, Rome, Italy
| | - Roni Rayes
- Division of Thoracic Surgery, Department of Surgery, McGill University Health Centre, Montreal, QC, Canada
| | - Lorenzo Ferri
- Division of Thoracic Surgery, Department of Surgery, McGill University Health Centre, Montreal, QC, Canada
| | - Francesco Facciolo
- Department of Thoracic Surgery, IRCCS Regina Elena National Cancer Institute, Rome, Italy
| | - Jonathan Spicer
- Division of Thoracic Surgery, Department of Surgery, McGill University Health Centre, Montreal, QC, Canada
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Chaudhary V, Taha BA, Lucky, Rustagi S, Khosla A, Papakonstantinou P, Bhalla N. Nose-on-Chip Nanobiosensors for Early Detection of Lung Cancer Breath Biomarkers. ACS Sens 2024; 9:4469-4494. [PMID: 39248694 PMCID: PMC11443536 DOI: 10.1021/acssensors.4c01524] [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] [Subscribe] [Scholar Register] [Received: 06/22/2024] [Revised: 08/15/2024] [Accepted: 08/21/2024] [Indexed: 09/10/2024]
Abstract
Lung cancer remains a global health concern, demanding the development of noninvasive, prompt, selective, and point-of-care diagnostic tools. Correspondingly, breath analysis using nanobiosensors has emerged as a promising noninvasive nose-on-chip technique for the early detection of lung cancer through monitoring diversified biomarkers such as volatile organic compounds/gases in exhaled breath. This comprehensive review summarizes the state-of-the-art breath-based lung cancer diagnosis employing chemiresistive-module nanobiosensors supported by theoretical findings. It unveils the fundamental mechanisms and biological basis of breath biomarker generation associated with lung cancer, technological advancements, and clinical implementation of nanobiosensor-based breath analysis. It explores the merits, challenges, and potential alternate solutions in implementing these nanobiosensors in clinical settings, including standardization, biocompatibility/toxicity analysis, green and sustainable technologies, life-cycle assessment, and scheming regulatory modalities. It highlights nanobiosensors' role in facilitating precise, real-time, and on-site detection of lung cancer through breath analysis, leading to improved patient outcomes, enhanced clinical management, and remote personalized monitoring. Additionally, integrating these biosensors with artificial intelligence, machine learning, Internet-of-things, bioinformatics, and omics technologies is discussed, providing insights into the prospects of intelligent nose-on-chip lung cancer sniffing nanobiosensors. Overall, this review consolidates knowledge on breathomic biosensor-based lung cancer screening, shedding light on its significance and potential applications in advancing state-of-the-art medical diagnostics to reduce the burden on hospitals and save human lives.
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Affiliation(s)
- Vishal Chaudhary
- Physics
Department, Bhagini Nivedita College, University
of Delhi, 110043 Delhi, India
- Centre
for Research Impact & Outcome, Chitkara
University, Punjab 140401, India
| | - Bakr Ahmed Taha
- Department
of Electrical, Electronic and Systems Engineering, Faculty of Engineering
and Built Environment, Universiti Kebangsaan
Malaysia, UKM, 43600 Bangi, Malaysia
| | - Lucky
- Dr.
B. R. Ambedkar Center for Biomedical Research, University of Delhi, 110007 Delhi, India
| | - Sarvesh Rustagi
- School
of Applied and Life Sciences, Uttaranchal
University, Dehradun, Uttarakhand 248007, India
| | - Ajit Khosla
- School of
Advanced Materials and Nanotechnology, Xidian
University, Xi’an 710126, China
| | - Pagona Papakonstantinou
- Nanotechnology
and Integrated Bioengineering Centre (NIBEC), School of Engineering, Ulster University, 2-24 York Street, Belfast, Northern Ireland BT15 1AP, United Kingdom
| | - Nikhil Bhalla
- Nanotechnology
and Integrated Bioengineering Centre (NIBEC), School of Engineering, Ulster University, 2-24 York Street, Belfast, Northern Ireland BT15 1AP, United Kingdom
- Healthcare
Technology Hub, Ulster University, 2-24 York Street, Belfast, Northern Ireland BT15 1AP, United Kingdom
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Garg P, Singhal S, Kulkarni P, Horne D, Malhotra J, Salgia R, Singhal SS. Advances in Non-Small Cell Lung Cancer: Current Insights and Future Directions. J Clin Med 2024; 13:4189. [PMID: 39064229 PMCID: PMC11278207 DOI: 10.3390/jcm13144189] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2024] [Revised: 07/11/2024] [Accepted: 07/17/2024] [Indexed: 07/28/2024] Open
Abstract
The leading cause of cancer deaths worldwide is attributed to non-small cell lung cancer (NSCLC), necessitating a continual focus on improving the diagnosis and treatment of this disease. In this review, the latest breakthroughs and emerging trends in managing NSCLC are highlighted. Major advancements in diagnostic methods, including better imaging technologies and the utilization of molecular biomarkers, are discussed. These advancements have greatly enhanced early detection and personalized treatment plans. Significant improvements in patient outcomes have been achieved by new targeted therapies and immunotherapies, providing new hope for individuals with advanced NSCLC. This review discusses the persistent challenges in accessing advanced treatments and their associated costs despite recent progress. Promising research into new therapies, such as CAR-T cell therapy and oncolytic viruses, which could further revolutionize NSCLC treatment, is also highlighted. This review aims to inform and inspire continued efforts to improve outcomes for NSCLC patients globally, by offering a comprehensive overview of the current state of NSCLC treatment and future possibilities.
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Affiliation(s)
- Pankaj Garg
- Department of Chemistry, GLA University, Mathura 281406, Uttar Pradesh, India
| | - Sulabh Singhal
- Department of Internal Medicine, Drexel University College of Medicine, Philadelphia, PA 19104, USA
| | - Prakash Kulkarni
- Departments of Medical Oncology & Therapeutics Research, Beckman Research Institute of City of Hope, Comprehensive Cancer Center and National Medical Center, Duarte, CA 91010, USA
| | - David Horne
- Departments of Molecular Medicine, Beckman Research Institute of City of Hope, Comprehensive Cancer Center and National Medical Center, Duarte, CA 91010, USA
| | - Jyoti Malhotra
- Departments of Medical Oncology & Therapeutics Research, Beckman Research Institute of City of Hope, Comprehensive Cancer Center and National Medical Center, Duarte, CA 91010, USA
| | - Ravi Salgia
- Departments of Medical Oncology & Therapeutics Research, Beckman Research Institute of City of Hope, Comprehensive Cancer Center and National Medical Center, Duarte, CA 91010, USA
| | - Sharad S. Singhal
- Departments of Medical Oncology & Therapeutics Research, Beckman Research Institute of City of Hope, Comprehensive Cancer Center and National Medical Center, Duarte, CA 91010, USA
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9
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Ohta R, Sano C. Disparity of the Treatment of Unresectable Non-small Cell Lung Cancer Regarding Chemotherapy: A Systematic Review and Meta-Analysis. Cureus 2024; 16:e60635. [PMID: 38899245 PMCID: PMC11185987 DOI: 10.7759/cureus.60635] [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: 05/19/2024] [Indexed: 06/21/2024] Open
Abstract
This study investigates disparities in chemotherapy treatment for unresectable non-small cell lung cancer (NSCLC) between urban and rural populations. Despite advancements in NSCLC treatments enhancing survival, significant inequities persist, notably in rural areas where access to care is often limited, resulting in poorer outcomes. Through a systematic review and meta-analysis, we analyzed data from selected studies that compare chemotherapy access and usage between these populations from 2010 to 2024. Our findings indicate that rural patients are consistently less likely to receive advanced chemotherapy treatments than urban counterparts, with a pooled odds ratio of 0.91 (95% confidence interval (CI): 0.83-1.00), suggesting a marginal but noticeable disparity. This highlights a crucial gap in healthcare provision, underscoring the need for policy interventions and improved healthcare practices to ensure equitable treatment access. This research calls for further investigation into socioeconomic and cultural factors contributing to these disparities to inform targeted improvement strategies.
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Affiliation(s)
| | - Chiaki Sano
- Community Medicine Management, Shimane University Faculty of Medicine, Izumo, JPN
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Houda I, Dickhoff C, Uyl-de Groot CA, Reguart N, Provencio M, Levy A, Dziadziuszko R, Pompili C, Di Maio M, Thomas M, Brunelli A, Popat S, Senan S, Bahce I. New systemic treatment paradigms in resectable non-small cell lung cancer and variations in patient access across Europe. THE LANCET REGIONAL HEALTH. EUROPE 2024; 38:100840. [PMID: 38476748 PMCID: PMC10928304 DOI: 10.1016/j.lanepe.2024.100840] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/22/2023] [Revised: 01/07/2024] [Accepted: 01/08/2024] [Indexed: 03/14/2024]
Abstract
The treatment landscape of resectable early-stage non-small cell lung cancer (NSCLC) is set to change significantly due to encouraging results from randomized trials evaluating neoadjuvant and adjuvant immunotherapy, as well as adjuvant targeted therapy. As of January 2024, marketing authorization has been granted for four new indications in Europe, and regulatory approvals for other study regimens are expected. Because cost-effectiveness and reimbursement criteria for novel treatments often differ between European countries, access to emerging developments may lead to inequalities due to variations in recommended and available lung cancer care throughout Europe. This Series paper (i) highlights the clinical studies reshaping the treatment landscape in resectable early-stage NSCLC, (ii) compares and contrasts approaches taken by the European Medicines Agency (EMA) for drug approval to that taken by the United States Food and Drug Administration (FDA), and (iii) evaluates the differences in access to emerging treatments from an availability perspective across European countries.
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Affiliation(s)
- Ilias Houda
- Department of Pulmonary Medicine, Amsterdam UMC, Location VU Medical Center, Cancer Center Amsterdam, de Boelelaan 1117, 1081HV, Amsterdam, the Netherlands
| | - Chris Dickhoff
- Department of Cardiothoracic Surgery, Amsterdam UMC, Location VU Medical Center, Cancer Center Amsterdam, de Boelelaan 1117, 1081HV, Amsterdam, the Netherlands
| | - Carin A. Uyl-de Groot
- Erasmus School of Health Policy & Management/Institute for Medical Technology Assessment, Erasmus University Rotterdam, P.O. Box 1738, 3000 DR, Rotterdam, the Netherlands
| | - Noemi Reguart
- Department of Medical Oncology, Hospital Clínic de Barcelona, C. de Villarroel, 170, 08036, Barcelona, Spain
| | - Mariano Provencio
- Department of Medical Oncology, Hospital Universitario Puerta De Hierro, C. Joaquín Rodrigo, 1, 28222, Majadahonda, Madrid, Spain
| | - Antonin Levy
- Department of Radiation Oncology, International Center for Thoracic Cancers (CICT), Université Paris Saclay, Gustave Roussy, 114 Rue Edouard Vaillant, 94805, Villejuif, France
| | - Rafal Dziadziuszko
- Department of Oncology and Radiotherapy, Faculty of Medicine, Medical University of Gdańsk, 80-210, Gdańsk, Poland
| | - Cecilia Pompili
- Department of Thoracic Surgery, University and Hospital Trust – Ospedale Borgo Trento, P.Le A. Stefani, 1, 37126, Verona, Italy
| | - Massimo Di Maio
- Department of Oncology, University of Turin, Medical Oncology 1U, AOU Città della Salute e della Scienza di Torino, 10126, Turin, Italy
| | - Michael Thomas
- Department of Thoracic Oncology, Thoraxklinik, Heidelberg University Hospital and National Center for Tumor Diseases (NCT), NCT Heidelberg, a Partnership Between DKFZ and Heidelberg University Hospital, Im Neuenheimer Feld 672, 69120, Heidelberg, Germany
- Translational Lung Research Center Heidelberg (TLRC-H), Member of the German Center for Lung Research, Heidelberg, Germany
| | - Alessandro Brunelli
- Department of Thoracic Surgery, St. James's University Hospital, Beckett Street, LS9 7TF, Leeds, United Kingdom
| | - Sanjay Popat
- Lung Unit, The Royal Marsden NHS Foundation Trust, Fulham Road, London, SW3 6JJ, UK
| | - Suresh Senan
- Department of Radiation Oncology, Amsterdam UMC, Location VU Medical Center, Cancer Center Amsterdam, de Boelelaan 1117, 1081HV, Amsterdam, the Netherlands
| | - Idris Bahce
- Department of Pulmonary Medicine, Amsterdam UMC, Location VU Medical Center, Cancer Center Amsterdam, de Boelelaan 1117, 1081HV, Amsterdam, the Netherlands
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Brooks ED, De Leo AN. Solving access to lung cancer care across Europe. THE LANCET REGIONAL HEALTH. EUROPE 2024; 38:100873. [PMID: 38476754 PMCID: PMC10928264 DOI: 10.1016/j.lanepe.2024.100873] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 02/05/2024] [Accepted: 02/05/2024] [Indexed: 03/14/2024]
Affiliation(s)
- Eric D. Brooks
- Department of Radiation Oncology, University of Florida College of Medicine, Gainesville and Jacksonville, FL, USA
- Premier Radiation Oncology Associates, Clearwater, FL, USA
| | - Alexandra N. De Leo
- Department of Radiation Oncology, University of Florida College of Medicine, Gainesville and Jacksonville, FL, USA
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12
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de Jager VD, Timens W, Bayle A, Botling J, Brcic L, Büttner R, Fernandes MGO, Havel L, Hochmair MJ, Hofman P, Janssens A, Johansson M, van Kempen L, Kern I, Lopez-Rios F, Lüchtenborg M, Machado JC, Mohorcic K, Paz-Ares L, Popat S, Ryška A, Taniere P, Wolf J, Schuuring E, van der Wekken AJ. Developments in predictive biomarker testing and targeted therapy in advanced stage non-small cell lung cancer and their application across European countries. THE LANCET REGIONAL HEALTH. EUROPE 2024; 38:100838. [PMID: 38476742 PMCID: PMC10928289 DOI: 10.1016/j.lanepe.2024.100838] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/29/2023] [Revised: 11/16/2023] [Accepted: 01/08/2024] [Indexed: 03/14/2024]
Abstract
In the past two decades, the treatment of metastatic non-small cell lung cancer (NSCLC), has undergone significant changes due to the introduction of targeted therapies and immunotherapy. These advancements have led to the need for predictive molecular tests to identify patients eligible for targeted therapy. This review provides an overview of the development and current application of targeted therapies and predictive biomarker testing in European patients with advanced stage NSCLC. Using data from eleven European countries, we conclude that recommendations for predictive testing are incorporated in national guidelines across Europe, although there are differences in their comprehensiveness. Moreover, the availability of recently EMA-approved targeted therapies varies between European countries. Unfortunately, routine assessment of national/regional molecular testing rates is limited. As a result, it remains uncertain which proportion of patients with metastatic NSCLC in Europe receive adequate predictive biomarker testing. Lastly, Molecular Tumor Boards (MTBs) for discussion of molecular test results are widely implemented, but national guidelines for their composition and functioning are lacking. The establishment of MTB guidelines can provide a framework for interpreting rare or complex mutations, facilitating appropriate treatment decision-making, and ensuring quality control.
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Affiliation(s)
- Vincent D. de Jager
- Department of Pathology and Medical Biology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Wim Timens
- Department of Pathology and Medical Biology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Arnaud Bayle
- Oncostat U1018, Inserm, Paris-Saclay University, Gustave Roussy, Villejuif, France
| | - Johan Botling
- Department of Laboratory Medicine, Institute of Biomedicine, Sahlgrenska Academy of University of Gothenburg, Gothenburg, Sweden
| | - Luka Brcic
- Diagnostic and Research Institute of Pathology, Medical University of Graz, Graz, Austria
| | - Reinhard Büttner
- Institute of Medical Genetics and Applied Genomics, University of Tuebingen, Tuebingen, Germany
| | | | - Libor Havel
- Charles University and Thomayer Hospital, Prague, Czech Republic
| | - Maximilian J. Hochmair
- Karl Landsteiner Institute of Lung Research and Pulmonary Oncology, Klinik Floridsdorf, Vienna, Austria
- Department of Respiratory and Critical Care Medicine, Klinik Floridsdorf, Vienna Healthcare Group, Vienna, Austria
| | - Paul Hofman
- IHU RespirERA, FHU OncoAge, Nice University Hospital, Côte d’Azur University, Nice, France
| | - Annelies Janssens
- Department of Oncology, University Hospital Antwerp, University of Antwerp, Edegem, Belgium
| | - Mikael Johansson
- Department of Radiation Sciences, Oncology, Umeå University, Umeå, Sweden
| | - Léon van Kempen
- Department of Pathology, University Hospital Antwerp, University of Antwerp, Edegem, Belgium
| | - Izidor Kern
- Laboratory for Cytology and Pathology, University Clinic Golnik, Golnik, Slovenia
| | - Fernando Lopez-Rios
- Hospital Universitario 12 de Octubre, Universidad Complutense de Madrid, Research Institute Hospital 12 de Octubre (i+12), Ciberonc, Madrid, Spain
| | - Margreet Lüchtenborg
- National Disease Registration Service, NHS England, London, United Kingdom
- Centre for Cancer, Society & Public Health, King’s College London, London, United Kingdom
| | - José Carlos Machado
- Institute of Molecular Pathology and Immunology of the University of Porto (IPATIMUP), Porto, Portugal
- Faculty of Medicine of the University of Porto, Institute for Research and Innovation in Health (i3S), Porto, Portugal
| | - Katja Mohorcic
- University Clinic of Respiratory and Allergic Diseases, Golnik, Slovenia
| | - Luis Paz-Ares
- Hospital Universitario 12 de Octubre, Universidad Complutense de Madrid, H12O-CNIO Lung Cancer Clinical Research Unit, Research Institute Hospital 12 de Octubre (i+12)/Spanish National Cancer Research Center (CNIO), Ciberonc, Madrid, Spain
| | - Sanjay Popat
- Lung Unit, Royal Marsden NHS Trust, London, United Kingdom
| | - Aleš Ryška
- The Fingerland Department of Pathology, Charles University Medical Faculty and University Hospital, Czech Republic
| | - Phillipe Taniere
- Department of Histopathology, University Hospitals Birmingham NHS Foundation Trust, Birmingham, United Kingdom
| | - Jürgen Wolf
- Lung Cancer Group Cologne, Department I for Internal Medicine and Center for Integrated Oncology Cologne/Bonn, University Hospital Cologne, Cologne, Germany
| | - Ed Schuuring
- Department of Pathology and Medical Biology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Anthonie J. van der Wekken
- Department of Pulmonary Diseases and Tuberculosis, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
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13
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de Jager VD, Timens W, Bayle A, Botling J, Brcic L, Büttner R, Fernandes MGO, Havel L, Hochmair M, Hofman P, Janssens A, van Kempen L, Kern I, Machado JC, Mohorčič K, Popat S, Ryška A, Wolf J, Schuuring E, van der Wekken AJ. Future perspective for the application of predictive biomarker testing in advanced stage non-small cell lung cancer. THE LANCET REGIONAL HEALTH. EUROPE 2024; 38:100839. [PMID: 38476751 PMCID: PMC10928270 DOI: 10.1016/j.lanepe.2024.100839] [Citation(s) in RCA: 11] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/15/2023] [Revised: 11/16/2023] [Accepted: 01/08/2024] [Indexed: 03/14/2024]
Abstract
For patients with advanced stage non-small cell lung cancer (NSCLC), treatment strategies have changed significantly due to the introduction of targeted therapies and immunotherapy. In the last few years, we have seen an explosive growth of newly introduced targeted therapies in oncology and this development is expected to continue in the future. Besides primary targetable aberrations, emerging diagnostic biomarkers also include relevant co-occurring mutations and resistance mechanisms involved in disease progression, that have impact on optimal treatment management. To accommodate testing of pending biomarkers, it is necessary to establish routine large-panel next-generation sequencing (NGS) for all patients with advanced stage NSCLC. For cost-effectiveness and accessibility, it is recommended to implement predictive molecular testing using large-panel NGS in a dedicated, centralized expert laboratory within a regional oncology network. The central molecular testing center should host a regional Molecular Tumor Board and function as a hub for interpretation of rare and complex testing results and clinical decision-making.
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Affiliation(s)
- Vincent D. de Jager
- Department of Pathology and Medical Biology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Wim Timens
- Department of Pathology and Medical Biology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Arnaud Bayle
- Oncostat U1018, Inserm, Paris-Saclay University, Gustave Roussy, Villejuif, France
| | - Johan Botling
- Department of Laboratory Medicine, Institute of Biomedicine, Sahlgrenska Academy of University of Gothenburg, Gothenburg, Sweden
| | - Luka Brcic
- Diagnostic and Research Institute of Pathology, Medical University of Graz, Graz, Austria
| | - Reinhard Büttner
- Institute of Medical Genetics and Applied Genomics, University of Tuebingen, Tuebingen, Germany
| | | | - Libor Havel
- Charles University and Thomayer Hospital, Prague, Czech Republic
| | - Maximilian Hochmair
- Karl Landsteiner Institute of Lung Research and Pulmonary Oncology, Klinik Floridsdorf, Vienna, Austria
- Department of Respiratory and Critical Care Medicine, Klinik Floridsdorf, Vienna Healthcare Group, Vienna, Austria
| | - Paul Hofman
- IHU RespirERA, FHU OncoAge, Nice University Hospital, Côte d’Azur University, Nice, France
| | - Annelies Janssens
- Department of Oncology, University Hospital Antwerp, University of Antwerp, Edegem, Belgium
| | - Léon van Kempen
- Department of Pathology, University Hospital Antwerp, University of Antwerp, Edegem, Belgium
| | - Izidor Kern
- Laboratory for Cytology and Pathology, University Clinic Golnik, Golnik, Slovenia
| | - José Carlos Machado
- Institute of Molecular Pathology and Immunology of the University of Porto (IPATIMUP), Porto, Portugal
- Faculty of Medicine of the University of Porto, Portugal
- Institute for Research and Innovation in Health (i3S), Porto, Portugal
| | - Katja Mohorčič
- University Clinic of Respiratory and Allergic Diseases, Golnik, Slovenia
| | - Sanjay Popat
- Lung Unit, Royal Marsden NHS Trust, London, England, UK
| | - Aleš Ryška
- The Fingerland Department of Pathology, Charles University Medical Faculty and University Hospital, Czech Republic
| | - Jürgen Wolf
- Lung Cancer Group Cologne, Department I for Internal Medicine and Center for Integrated Oncology Cologne/Bonn, University Hospital Cologne, Cologne, Germany
| | - Ed Schuuring
- Department of Pathology and Medical Biology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Anthonie J. van der Wekken
- Department of Pulmonary Diseases and Tuberculosis, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
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14
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Ten Berge H, Willems B, Pan X, Dvortsin E, Aerts J, Postma MJ, Prokop M, van den Heuvel MM. Cost-effectiveness analysis of a lung cancer screening program in the netherlands: a simulation based on NELSON and NLST study outcomes. J Med Econ 2024; 27:1197-1211. [PMID: 39291295 DOI: 10.1080/13696998.2024.2404359] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/15/2024] [Revised: 09/09/2024] [Accepted: 09/11/2024] [Indexed: 09/19/2024]
Abstract
BACKGROUND In the Netherlands, lung cancer is the leading cause of cancer-related death, accounting for more than 10,000 annual deaths. Lung cancer screening (LCS) studies using low-dose computed tomography (LDCT) have demonstrated that early detection reduces lung cancer mortality. However, no LCS program has been implemented yet in the Netherlands. A national LCS program has the potential to enhance the health outcomes for lung cancer patients in the Netherlands. OBJECTIVE AND METHODS This study evaluates the cost-effectiveness of LCS compared to no-screening in the Netherlands, by simulating the screening outcomes based on data from NEderlands-Leuvens Longkanker Screenings ONderzoek (NELSON) and National Lung Screening Trial (NLST). We simulated annual screening up to 74 years of age, using inclusion criteria from the respective studies. A decision tree and Markov model was used to predict the incremental costs, quality-adjusted life-years (QALYs), and incremental cost-effectiveness ratio (ICERs) for the screening population. The analysis used a lifetime horizon and a societal perspective. RESULTS Compared to no-screening, LCS resulted in an ICER of €5,169 per QALY for the NELSON simulation, and an ICER of €17,119 per QALY for the NLST simulation. The screening costs were highly impactful for the cost-effectiveness. The most influential parameter was the CT scan cost. Cost reduction for CT from €201 to €101 per scan would reduce the ICER to €2,335 using NELSON criteria. Additionally, LCS could prevent 15,115 and 12,611 premature lung cancer deaths, accompanied by 1.66 and 1.31 QALYs gained per lung cancer case for the NELSON and NLST simulations, respectively. CONCLUSION LCS was estimated to be cost-effective in the Netherlands for both simulations at a willingness-to-pay threshold of €20,000 per QALY. Using the NELSON criteria, less than €5,500 per QALY had to be spent. Lowering the cost per CT exam would lead to a further reduction of this amount.
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Affiliation(s)
- Hilde Ten Berge
- Institute for Diagnostic Accuracy, Groningen, The Netherlands
| | - Bo Willems
- Department of Pulmonary Medicine, Erasmus University Medical Center, Rotterdam, The Netherlands
- AstraZeneca, Oncology Business Unit, The Netherlands
| | - Xuanqi Pan
- Institute for Diagnostic Accuracy, Groningen, The Netherlands
- Unit of Global Health, Faculty of Medical Sciences, University of Groningen, Groningen, The Netherlands
| | - Evgeni Dvortsin
- Institute for Diagnostic Accuracy, Groningen, The Netherlands
| | - Joachim Aerts
- Department of Pulmonary Medicine, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Maarten J Postma
- Unit of Global Health, Faculty of Medical Sciences, University of Groningen, Groningen, The Netherlands
- Department of Economics, Econometrics & Finance, Faculty of Economics & Business, University of Groningen, Groningen, The Netherlands
| | - Mathias Prokop
- Department of Medical Imaging, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Michel M van den Heuvel
- Department of Pulmonary Diseases, Radboud University Medical Center, Nijmegen, The Netherlands
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