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Wang X, Yao C, Quan L, Zhou J. A review on intrathecal administration of medications for leptomeningeal metastases in solid tumors. Front Pharmacol 2025; 16:1472945. [PMID: 39981182 PMCID: PMC11841460 DOI: 10.3389/fphar.2025.1472945] [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] [Received: 07/30/2024] [Accepted: 01/08/2025] [Indexed: 02/22/2025] Open
Abstract
Leptomeningeal disease (LMD) is a particular mode of central metastasis in malignant tumors. It occurs when tumor cells infiltrate the subarachnoid space and cerebrospinal fluid (CSF), spreading throughout the central nervous system (CNS). LMD is a rare but devastating complication of malignant tumors. It can occur in various types of cancers, with lung and breast cancer being the most frequently associated. The treatment approach for LMD includes a combination of supportive care, surgery, chemotherapy, radiotherapy, targeted therapy, immunotherapy, and intrathecal (IT) therapy, among other modalities. Despite the challenges in determining the optimal treatment for LMD, IT therapy remains one of the primary therapeutic strategies. This therapy can directly circumvent the blood-brain barrier. Moreover, a low-dose medication can achieve a higher drug concentration in the CSF, resulting in better cytotoxic effects. Chemotherapy drugs such as methotrexate, cytarabine, and thiotepa have been widely studied as traditional IT therapies. In recent years, the advent of novel anti-tumor drugs has led to a growing number of agents being employed for IT administration in the treatment of malignant tumors with LMD. This article presents a comprehensive review of the current advancements in IT administration of chemotherapy, targeted, and immunotherapy drugs for the treatment of LMD in solid tumors. In addition, we also discuss the safety issues associated with IT therapy, summarize the advantages of IT administration of different types of anti-tumor drugs, and put forward some suggestions for reducing adverse reactions. It is hoped that future research will focus on exploring more potentially effective anti-tumor drugs for IT treatment, conducting in-depth pharmacokinetic studies, and developing long-acting and low-toxic IT administration regimens for the treatment of meningeal metastases.
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Affiliation(s)
- Xuemei Wang
- Department of Clinical Pharmacy, Shifang People’s Hospital, North Sichuan Medical College, Deyang, China
| | - Chi Yao
- Department of Hepatobiliary Surgery, Shifang People’s Hospital, North Sichuan Medical College, Deyang, China
| | - Li Quan
- Department of Clinical Pharmacy, Shifang People’s Hospital, North Sichuan Medical College, Deyang, China
| | - Junxiang Zhou
- Department of Pharmacy, Sichuan Clinical Research Center for Cancer, Sichuan Cancer Hospital & Institute, Sichuan Cancer Center, Afffliated Cancer Hospital of University of Electronic Science and Technology of China, Chengdu, China
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Jin I, Lee S, Schmuhalek M, Nam H. DD-PRiSM: a deep learning framework for decomposition and prediction of synergistic drug combinations. Brief Bioinform 2024; 26:bbae717. [PMID: 39800875 PMCID: PMC11725392 DOI: 10.1093/bib/bbae717] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2024] [Revised: 12/27/2024] [Accepted: 12/30/2024] [Indexed: 01/16/2025] Open
Abstract
Combination therapies have emerged as a promising approach for treating complex diseases, particularly cancer. However, predicting the efficacy and safety profiles of these therapies remains a significant challenge, primarily because of the complex interactions among drugs and their wide-ranging effects. To address this issue, we introduce DD-PRiSM (Decomposition of Drug-Pair Response into Synergy and Monotherapy effect), a deep-learning pipeline that predicts the effects of combination therapy. DD-PRiSM consists of two predictive models. The first is the Monotherapy model, which predicts parameters of the drug response curve based on drug structure and cell line gene expression. This reconstructed curve is then used to predict cell viability at the given drug dosage. The second is the Combination therapy model, which predicts the efficacy of drug combinations by analyzing individual drug effects and their synergistic interactions with a specific dosage level of individual drugs. The efficacy of DD-PRiSM is demonstrated through its performance metrics, achieving a root mean square error of 0.0854, a Pearson correlation coefficient of 0.9063, and an R2 of 0.8209 for unseen pairs. Furthermore, DD-PRiSM distinguishes itself by its capability to decompose combination therapy efficacy, successfully identifying synergistic drug pairs. We demonstrated synergistic responses vary across cancer types and identified hub drugs that trigger synergistic effects. Finally, we suggested a promising drug pair through our case study.
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Affiliation(s)
- Iljung Jin
- School of Electrical Engineering and Computer Science, Gwangju Institute of Science and Technology (GIST),Buk-gu, Gwangju 61005, Republic of Korea
| | - Songyeon Lee
- School of Electrical Engineering and Computer Science, Gwangju Institute of Science and Technology (GIST),Buk-gu, Gwangju 61005, Republic of Korea
| | - Martin Schmuhalek
- AI Graduate School, Gwangju Institute of Science and Technology (GIST), Buk-gu, Gwangju 61005, Republic of Korea
| | - Hojung Nam
- School of Electrical Engineering and Computer Science, Gwangju Institute of Science and Technology (GIST),Buk-gu, Gwangju 61005, Republic of Korea
- AI Graduate School, Gwangju Institute of Science and Technology (GIST), Buk-gu, Gwangju 61005, Republic of Korea
- Center for AI-Applied High Efficiency Drug Discovery (AHEDD), Gwangju Institute of Science and Technology (GIST), Buk-gu, Gwangju 61005, Republic of Korea
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Deng W, Wang K, Jiang Y, Li D, Bao C, Luo J, Liu L, Huang B, Kong J. Erlotinib plus bevacizumab versus erlotinib alone in patients with EGFR-positive advanced non-small-cell lung cancer: a systematic review and meta-analysis of randomised controlled trials. BMJ Open 2022; 12:e062036. [PMID: 35985780 PMCID: PMC9396158 DOI: 10.1136/bmjopen-2022-062036] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
OBJECTIVES Combination treatment with erlotinib plus bevacizumab has the potential to become a standard treatment regimen for patients with epidermal growth factor receptor mutation-positive (EGFRm+) advanced non-small cell lung cancer (NSCLC). This study aimed to investigate the efficacy and safety of erlotinib plus bevacizumab in patients with EGFRm+ advanced NSCLC. DESIGN Systematic review and meta-analysis. DATA SOURCES The PubMed, Embase, Web of Science and Cochrane Library databases were searched, from inception to 15 January 2022. ELIGIBILITY CRITERIA We included randomised controlled trials (RCTs), reported in English, assessing the efficacy of erlotinib plus bevacizumab versus erlotinib monotherapy in patients with EGFRm + advanced NSCLC. DATA EXTRACTION AND SYNTHESIS The main objective was to assess overall survival (OS), progression-free survival (PFS), objective response rate (ORR) and adverse events (AEs). Two independent reviewers extracted data and assessed the risk of bias. A random-effects model was used where there was evidence for homogeneous effects. RESULTS Four RCTs (reported across six publications) were included in the meta-analysis, with a total of 775 patients included in the pooled analyses of PFS, OS and ORR (387 in the erlotinib plus bevacizumab intervention group and 388 in the erlotinib group). Compared with the erlotinib alone group, the erlotinib plus bevacizumab group achieved a significantly prolonged PFS (HR: 0.59; 95% CI 0.49 to 0.72; p<0.00001; I2=0%), but OS (HR: 0.95; 95% CI 0.78 to 1.15; p=0.59; I2=0%) and ORR (OR: 1.25; 95% CI 0.89 to 1.74; p=0.19; I2=0%) were not significantly prolonged. A total of 776 cases were used for a pooled analysis of AEs. Regarding AEs, combined treatment significantly increased the incidence of diarrhoea (51% vs 43%, 95% CI 1.03 to 1.38; p=0.006), haemorrhagic events (41% vs 20%, 95% CI 1.12 to 6.31; p=0.03), proteinuria (25% vs 3%, 95% CI 4.86 to 17.66; p<0.0001) and hypertension (40% vs 8%, 95% CI 3.66 to 7.88; p<0.0001). CONCLUSIONS Erlotinib plus bevacizumab for the treatment of patients with EGFRm+ advanced NSCLC was associated with significantly prolonged PFS compared with erlotinib alone, but the combination did not prolong OS.
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Affiliation(s)
- Wusheng Deng
- Department of Respiratory and Critical Care Medicine, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Ke Wang
- Department of Respiratory and Critical Care Medicine, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Yun Jiang
- Department of Respiratory and Critical Care Medicine, The First Affiliated Hospital of Shaoyang University, Shaoyang, China
| | - Dingbin Li
- Department of Orthopedic Trauma and Hand Surgery, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Chongxi Bao
- Department of Respiratory and Critical Care Medicine, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Jing Luo
- Department of Respiratory and Critical Care Medicine, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Liuyuan Liu
- Department of Respiratory and Critical Care Medicine, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Bing Huang
- Department of Respiratory and Critical Care Medicine, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Jinliang Kong
- Department of Respiratory and Critical Care Medicine, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
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Yu HA, Paz-Ares LG, Yang JCH, Lee KH, Garrido P, Park K, Kim JH, Lee DH, Mao H, Wijayawardana SR, Gao L, Hozak RR, Chao BH, Planchard D. Phase I Study of the Efficacy and Safety of Ramucirumab in Combination with Osimertinib in Advanced T790M-positive EGFR-mutant Non-small Cell Lung Cancer. Clin Cancer Res 2021; 27:992-1002. [PMID: 33046516 PMCID: PMC8793125 DOI: 10.1158/1078-0432.ccr-20-1690] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2020] [Revised: 07/07/2020] [Accepted: 10/06/2020] [Indexed: 11/16/2022]
Abstract
PURPOSE We report the final analysis of JVDL (NCT02789345), which examined the combination of the EGFR tyrosine kinase inhibitor (TKI) osimertinib plus the VEGFR2-directed antibody ramucirumab in patients with T790M-positive EGFR-mutant non-small cell lung cancer (NSCLC). PATIENTS AND METHODS This open-label, single-arm phase I study enrolled patients with EGFR T790M-positive NSCLC, who had progressed following EGFR TKI but were third-generation EGFR TKI-naïve. A dose-limiting toxicity (DLT) period with as-needed dose deescalation was followed by an expansion cohort. Patients received daily oral osimertinib and intravenous ramucirumab every 2 weeks until progression or discontinuation. RESULTS Twenty-five patients were enrolled. No DLTs were observed. Median follow-up time was 25.0 months. Common grade 3 or higher treatment-related adverse events (TRAE) were hypertension (8%) and platelet count decreased (16%); grade 5 TRAE (subdural hemorrhage) occurred in 1 patient. Patients with (N = 10) and without central nervous system (CNS) metastasis (N = 15) had similar safety outcomes. Five patients remain on treatment. Objective response rate (ORR) was 76%. Median duration of response was 13.4 months [90% confidence interval (CI): 9.6-21.2]. Median progression-free survival (PFS) was 11.0 months (90% CI: 5.5-19.3). Efficacy was observed in patients with and without CNS metastasis (ORR 60% and 87%; median PFS 10.9 and 14.7 months, respectively). Exploratory biomarker analyses in circulating tumor DNA suggested that on-treatment loss of EGFR Exon 19 deletion or L858R mutations, detectable at baseline, correlated with longer PFS, but on-treatment loss of T790M did not. Emergent genetic alterations postprogression included C797S, MET amplification, and EGFR amplification. CONCLUSIONS Ramucirumab plus osimertinib demonstrated encouraging safety and antitumor activity in T790M-positive EGFR-mutant NSCLC.See related commentary by Garon, p. 905.
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Affiliation(s)
- Helena A Yu
- Department of Medicine, Memorial Sloan Kettering Cancer Center and Weill Cornell Medical College, New York, New York.
| | - Luis G Paz-Ares
- Medical Oncology Department, University Hospital 12 de Octubre, Madrid, Spain
| | | | - Ki Hyeong Lee
- Division of Hematology and Oncology, Chungbuk National University Hospital, Chungbuk National University College of Medicine, Cheongju, Republic of Korea
| | - Pilar Garrido
- Medical Oncology Department, Hospital Ramón y Cajal, Madrid, Spain
| | - Keunchil Park
- Department of Medicine, Division of Hematology-Oncology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | - Joo-Hang Kim
- Division of Medical Oncology, Department of Internal Medicine, CHA Bundang Medical Center, Gyeonggi, Republic of Korea
| | - Dae Ho Lee
- Department of Oncology, Asan Medical Center, University of Ulsan College of Medicine Seoul, Seoul, Republic of Korea
| | - Huzhang Mao
- Eli Lilly and Company, Indianapolis, Indiana
| | | | - Ling Gao
- Eli Lilly and Company, Indianapolis, Indiana
| | | | - Bo H Chao
- Eli Lilly and Company, New York, New York
| | - David Planchard
- Department of Medical Oncology, Thoracic Unit, Gustave Roussy, Villejuif, France
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Zhang C, Kong FW, Wu WB, Zhang M, Yu GM, Wang X, Liu YY. First-line pemetrexed and carboplatin plus anlotinib for epidermal growth factor receptor wild-type and anaplastic lymphoma kinase-negative lung adenocarcinoma with brain metastasis: A case report and review of the literature. Medicine (Baltimore) 2020; 99:e22128. [PMID: 32899099 PMCID: PMC7478551 DOI: 10.1097/md.0000000000022128] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
Abstract
RATIONALE Brain metastasis (BM) is a serious complication in non-small cell lung cancer (NSCLC) patients. Pemetrexed is one of the preferred agents in nonsquamous NSCLC with BM; however, the traditional chemotherapy demonstrated limited efficacy partly due to drug resistance and the blood-brain barrier. PATIENT CONCERNS A 52-year-old male non-smoker was admitted for irritating cough, chest distress, and back pain. DIAGNOSES Epidermal growth factor receptor wild-type, anaplastic lymphoma kinase-negative primary lung adenocarcinoma with an asymptomatic solitary BM (cTxNxM1b, IVA). INTERVENTIONS Pemetrexed (500 mg/m of body surface area) and carboplatin (area under the curve of 5) were firstly administered every 3 weeks for 3 cycles, followed by pemetrexed/carboplatin plus anlotinib (12 mg daily; 2 weeks on and 1 week off) for another 3 cycles. Then maintenance anlotinib monotherapy was continued for a year, without unacceptable adverse events. OUTCOMES The BM was slightly enlarged after 3 cycles of pemetrexed/carboplatin; however, a complete remission was achieved after the combination therapy. His intracranial progression-free survival was more than 2 years. LESSONS Pemetrexed/carboplatin plus anlotinib could be considered for the treatment of epidermal growth factor receptor wild-type, anaplastic lymphoma kinase-negative lung adenocarcinoma with BM. Further well-designed trials are warranted to verify this occasional finding.
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Affiliation(s)
- Chu Zhang
- Department of Thoracic Surgery, Shaoxing People's Hospital (Shaoxing Hospital of Zhejiang University), Shaoxing
| | - Feng-Wei Kong
- Department of General Surgery, Xuzhou Infectious Disease Hospital
| | - Wen-Bin Wu
- Department of Respirology and Critical Care Medicine, Xuzhou Central Hospital, Xuzhou, China
| | - Miao Zhang
- Department of Respirology and Critical Care Medicine, Xuzhou Central Hospital, Xuzhou, China
| | - Guang-Mao Yu
- Department of Thoracic Surgery, Shaoxing People's Hospital (Shaoxing Hospital of Zhejiang University), Shaoxing
| | - Xiang Wang
- Department of Respirology and Critical Care Medicine, Xuzhou Central Hospital, Xuzhou, China
| | - Yuan-Yuan Liu
- Department of Respirology and Critical Care Medicine, Xuzhou Central Hospital, Xuzhou, China
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Riess JW, Nagpal S, Neal JW, Wakelee HA. A patient with anaplastic lymphoma kinase-positive non-small cell lung cancer with development of leptomeningeal carcinomatosis while on targeted treatment with crizotinib. J Natl Compr Canc Netw 2013; 11:389-94. [PMID: 23584342 PMCID: PMC6329611 DOI: 10.6004/jnccn.2013.0054] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Leptomeningeal carcinomatosis (LM) is an infrequent yet morbid and often fatal complication of non-small cell lung cancer (NSCLC). Management of LM is multimodal, often involving systemic chemotherapy, radiotherapy, and a variety of symptom management maneuvers to address elevated intracranial pressure, pain, and mood changes that can accompany the disease. It is increasingly recognized that tumors with actionable mutations in NSCLC, including epidermal growth factor receptor (EGFR) mutations and anaplastic lymphoma kinase (ALK) translocations, respond well to systemic therapy with tyrosine kinase inhibitors yet often progress in the central nervous system. More information is needed regarding the natural history and optimal management of LM in specific molecular subtypes of NSCLC. This case report summarizes the management of a patient with ALK-positive NSCLC who developed LM while on targeted treatment with crizotinib within the context of current NCCN Clinical Practice Guidelines in Oncology and recently published studies.
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Affiliation(s)
- Jonathan W Riess
- Department of Medicine, Division of Oncology, Division of Neuro-Oncology, Stanford Cancer Institute, Stanford University School of Medicine, Stanford, California 94305, USA.
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