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Miettinen H, Lohela J, Moradi S, Inget K, Nikkinen J, Myllylä T, Karhula SS, Korhonen V. Immediate Irradiation Induced Cerebral Water and Hemodynamic Response in Whole Brain Radiotherapy. Ann Biomed Eng 2024:10.1007/s10439-024-03663-1. [PMID: 39633157 DOI: 10.1007/s10439-024-03663-1] [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: 01/31/2024] [Accepted: 11/26/2024] [Indexed: 12/07/2024]
Abstract
PURPOSE Effects of clinical radiotherapy are often studied between or after irradiations. The current study's aim was to monitor an immediate irradiation response in cerebral water and hemodynamics in patients treated with whole brain radiotherapy (WBRT) and to assess the response's individuality. METHODS We used functional near-infrared spectroscopy (fNIRS) to monitor changes in cerebral water, oxyhemoglobin (HbO), and deoxyhemoglobin (HbR) during the irradiation of 31 patients (age 69.3 ± 12.5 years, 16 females) receiving WBRT. The radiation dose delivered to a patient during a single measurement was 4 Gy (total dose of 20 Gy in five fractions) for most patients and 3 Gy (total dose of 30 Gy in ten fractions) for three patients. RESULTS 106 patient recordings were analyzed. They showed an immediate irradiation induced increase in HbO and HbR, and decrease in cerebral water content (P < .001) as soon as 5 s after the start of irradiation. The radiation dose, age, and gender affected recorded signals. A smaller dose resulted in a steeper change in HbR (P < .01), but larger total change in HbO (P < .01). Younger age was associated with a more significant decrease in the water signal (P < .05). In contrast, female gender was associated with a greater total increase in HbO (P < .01) and HbR (P < .001) signals. CONCLUSION There is an immediate cerebral water and hemodynamic response to irradiation and this response shows dependency on the radiation dose, age, and gender. Better understanding about the immediate radiation response may help improve the patient outcome in clinical radiotherapy.
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Affiliation(s)
- Heli Miettinen
- Department of Diagnostic Radiology, Oulu University Hospital, Oulu, Finland.
- Research Unit of Health Sciences and Technology, University of Oulu, Oulu, Finland.
- Medical Research Center, Oulu, Finland.
| | - Jesse Lohela
- Department of Oncology and Radiotherapy, Oulu University Hospital, Oulu, Finland
- Research Unit of Health Sciences and Technology, University of Oulu, Oulu, Finland
- Medical Research Center, Oulu, Finland
| | - Sadegh Moradi
- Optoelectronics and Measurement Techniques Unit, University of Oulu, Oulu, Finland
| | - Kalle Inget
- Department of Oncology and Radiotherapy, Oulu University Hospital, Oulu, Finland
- Research Unit of Health Sciences and Technology, University of Oulu, Oulu, Finland
- Medical Research Center, Oulu, Finland
| | - Juha Nikkinen
- Department of Oncology and Radiotherapy, Oulu University Hospital, Oulu, Finland
- Research Unit of Health Sciences and Technology, University of Oulu, Oulu, Finland
- Medical Research Center, Oulu, Finland
| | - Teemu Myllylä
- Research Unit of Health Sciences and Technology, University of Oulu, Oulu, Finland
- Optoelectronics and Measurement Techniques Unit, University of Oulu, Oulu, Finland
| | - Sakari S Karhula
- Department of Oncology and Radiotherapy, Oulu University Hospital, Oulu, Finland
- Research Unit of Health Sciences and Technology, University of Oulu, Oulu, Finland
- Medical Research Center, Oulu, Finland
| | - Vesa Korhonen
- Department of Diagnostic Radiology, Oulu University Hospital, Oulu, Finland
- Research Unit of Health Sciences and Technology, University of Oulu, Oulu, Finland
- Medical Research Center, Oulu, Finland
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Oktavianda YD, Permata TBM. Role of memantine to mitigate radiation-induced cognitive dysfunction in brain metastasis patient receiving whole brain radiotherapy: a systematic review. Radiat Oncol J 2024; 42:281-294. [PMID: 39748529 DOI: 10.3857/roj.2024.00269] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2024] [Accepted: 04/29/2024] [Indexed: 01/04/2025] Open
Abstract
PURPOSE Identifying comprehensively the evidence of neuroprotective effects of memantine for preserving cognitive function in brain metastasis patients receiving whole brain radiotherapy (WBRT). METHODS We searched randomized clinical trials (RCTs) analyzing the effects of memantine to preserve cognitive function in patients with brain metastasis treated with WBRT, performed in some databases, including PubMed, Embase, and Cochrane Library. The protocol was registered at PROSPERO (CRD42023476632). We reported the selection process according to the Preferred Reporting Items for Systematic Review and Meta-Analysis guideline. The studies were appraised by using the revised Cochrane Risk of Bias tool for randomized trials (RoB 2.0). RESULTS We included three RCTs that met the eligibility criteria. No high risk of bias was found. Two articles compared WBRT + memantine to WBRT + placebo, and the other one compared hippocampal avoidance (HA)-WBRT + memantine to WBRT + memantine. There was no significant difference in characteristics among groups of treatment arms. The differences in cognitive function deterioration between treatment arms began to appear four months after initiated the treatment. The risk of cognitive failure was lower in patients receiving memantine compared to placebo. Moreover, combining HA-WBRT + memantine lowered the cognitive failure compared to standard WBRT + memantine. No article stated significant difference in quality of life (QoL) and survival outcomes in patients receiving memantine. CONCLUSION Although the evidence was still limited, memantine was reported to have the potential to mitigate radiation-induced cognitive dysfunction in patients with brain metastasis receiving WBRT. However, there was no evidence revealing the benefit of memantine for enhancing QoL and prolonging survival.
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Affiliation(s)
- Yoga Dwi Oktavianda
- Department of Radiotherapy, Faculty of Medicine Universitas Indonesia - Dr. Cipto Mangunkusumo Hospital, Jakarta, Indonesia
| | - Tiara Bunga Mayang Permata
- Department of Radiotherapy, Faculty of Medicine Universitas Indonesia - Dr. Cipto Mangunkusumo Hospital, Jakarta, Indonesia
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Xie Z, Zhang Y, Wei R, Li Y, Mei Z. Prognostic Nomograms for Elderly Patients with Small Cell Lung Cancer Brain Metastasis: A Surveillance, Epidemiology, and End Results Population-Based Study with Temporal External Validation. World Neurosurg 2024; 189:e632-e651. [PMID: 38945206 DOI: 10.1016/j.wneu.2024.06.137] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2024] [Accepted: 06/25/2024] [Indexed: 07/02/2024]
Abstract
OBJECTIVE This study aimed to pinpoint independent predictors influencing overall survival (OS) and cancer-specific survival (CSS) in elderly patients with small cell lung cancer (SCLC) brain metastasis (BM), and to create and validate nomograms for OS and CSS prediction. METHODS Data from elderly SCLC BM patients were extracted out of the Surveillance, Epidemiology, and End Results database, including 1200 patients identified from 2010 and 2015 who were randomly allocated into a training set and an internal validation set at a proportion of 7:3, and 666 patients diagnosed between 2018 and 2020 as a temporal external validation set. Independent predictors for OS and CSS were determined through univariate Cox analysis, least absolute shrinkage and selection operator analysis, and multivariate Cox analysis sequentially. Nomograms for OS and CSS were constructed, and validated by the internal and temporal external validation sets. RESULTS Age, N stage, chemotherapy, and liver metastasis were determined as independent predictors of OS and CSS, while radiotherapy and surgery were not. Nomograms were constructed based on these independent predictors. The results of the receiver operator characteristic curves, the areas under the curve and calibration curve demonstrated that the nomograms exhibited commendable discriminative ability and calibration. Moreover, decision curve analysis, net reclassification improvement, and integrated discrimination improvement also suggested that the nomograms possessed superior clinical usefulness and predictive capability relative to the TNM system. CONCLUSIONS Prognostic nomograms for elderly patients with SCLC BM have been developed, demonstrating good performance in terms of accuracy, reliability, and practicality.
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Affiliation(s)
- Zongzhou Xie
- Department of Oncology, Haikou City People's Hospital, Haikou, Hainan, China
| | - Yingjie Zhang
- Department of Orthodontics, Stomatological Hospital, School of Stomatology, Southern Medical University, Guangzhou, Guangdong, China
| | - Ruifu Wei
- Department of Oncology and Hematology, Dongfang People's Hospital, Dongfang, Hainan, China
| | - Yongfu Li
- Department of Oncology, The Second Affiliated Hospital of Hainan Medical University, Haikou, Hainan, China
| | - Zhenxin Mei
- Department of Oncology, The Second Affiliated Hospital of Hainan Medical University, Haikou, Hainan, China.
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Huang L, Chen S, Liu H, Meng L, Liu C, Wu X, Wang Y, Luo S, Tu H, Wang C, Zhang M, Gong X. PD-L1 inhibitors combined with whole brain radiotherapy in patients with small cell lung cancer brain metastases: Real-world evidence. Cancer Med 2024; 13:e7125. [PMID: 38613182 PMCID: PMC11015079 DOI: 10.1002/cam4.7125] [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: 08/01/2023] [Revised: 02/28/2024] [Accepted: 03/08/2024] [Indexed: 04/14/2024] Open
Abstract
BACKGROUND Numerous studies have demonstrated that brain metastases patients may benefit from intracranial radiotherapy combined with immune checkpoint inhibitors (ICIs). However, it is unclear whether this treatment is effective for patients with small cell lung cancer brain metastases (SCLC-BMs). METHODS We conducted a retrospective study by analyzing medical records of patients with SCLC-BMs from January 1, 2017 to June 1, 2022. Data related to median overall survival (mOS), median progression-free survival (mPFS), and intracranial progression-free survival (iPFS) were analyzed. RESULTS A total of 109 patients were enrolled, of which 60 received WBRT and 49 received WBRT-ICI. Compared to the WBRT alone cohort, the WBRT-ICI cohort showed longer mOS (20.4 months vs. 29.3 months, p = 0.021), mPFS (7.9 months vs. 15.1 months, p < 0.001), and iPFS (8.3 months vs. 16.5 months, p < 0.001). Furthermore, WBRT-ICI cohort had a better response rate for both BMs. (p = 0.035) and extracranial diseases (p < 0.001) compared to those receiving WBRT alone. Notably, the use of WBRT before ICI was associated with longer mOS compared to the use of WBRT after ICI (23.3 months for the ICI-WBRT group vs. 34.8 months for the WBRT-ICI group, p = 0.020). CONCLUSION Our results indicated that WBRT combined with immunotherapy improved survival in SCLC-BMs patients compared to WBRT monotherapy. Administering WBRT prior to ICI treatment is associated with improved survival outcomes compared to WBRT following ICI treatment, for patients with SCLC-BMs. These findings highlight the significance of conducting further prospective researches on combination strategies of intracranial radiotherapy and ICI in SCLC-BMs patients.
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Affiliation(s)
- Litang Huang
- Department of Radiation Oncology, Shanghai Pulmonary Hospital, School of MedicineTongji UniversityShanghaiChina
| | - Shen Chen
- Department of Oncology, Shanghai Pulmonary HospitalTongji University, School of MedicineShanghaiChina
| | - Hui Liu
- Department of Radiation Oncology, Shanghai Pulmonary Hospital, School of MedicineTongji UniversityShanghaiChina
| | - Lu Meng
- Department of Radiation Oncology, Shanghai Pulmonary Hospital, School of MedicineTongji UniversityShanghaiChina
| | - Chengxing Liu
- Department of Cardiology, Tongji HospitalTongji University, School of MedicineShanghaiChina
| | - Xiaoting Wu
- Department of Radiation Oncology, Shanghai Pulmonary Hospital, School of MedicineTongji UniversityShanghaiChina
| | - Yingying Wang
- Department of Radiation Oncology, Shanghai Pulmonary Hospital, School of MedicineTongji UniversityShanghaiChina
| | - Shilan Luo
- Department of Radiation Oncology, Shanghai Pulmonary Hospital, School of MedicineTongji UniversityShanghaiChina
| | - Hongbin Tu
- Department of Integrated TCM and Western Medicine, Shanghai Pulmonary HospitalTongji University, School of MedicineShanghaiChina
| | - Chunlei Wang
- Department of EndocrinologyThe Fourth Affiliated Hospital of Nantong UniversityJiangsuChina
| | - Ming Zhang
- Department of Integrated Traditional Chinese and Western MedicineShanghai Jiao Tong University School of Medicine, Shanghai Chest HospitalShanghaiChina
| | - Xiaomei Gong
- Department of Radiation Oncology, Shanghai Pulmonary Hospital, School of MedicineTongji UniversityShanghaiChina
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Ohtakara K, Arakawa S, Nakao M, Muramatsu H, Suzuki K. Twenty-Month Regression Following Concurrent Conventional Whole-Brain Irradiation and Chemoimmunotherapy for ≥3.8 cm Cerebellar Metastasis From Small Cell Lung Cancer. Cureus 2023; 15:e43759. [PMID: 37727186 PMCID: PMC10506730 DOI: 10.7759/cureus.43759] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/19/2023] [Indexed: 09/21/2023] Open
Abstract
Standard whole-brain radiotherapy (WBRT) alone for large brain metastases (BMs) from small cell lung cancer (SCLC) has limited efficacy and durability, and stereotactic radiosurgery (SRS) alone for symptomatic posterior fossa BMs >3 cm with satellite lesions is challenging. Herein, we describe the case of a 73-year-old female presenting with treatment-naïve SCLC and 15 symptomatic multiple BMs, including a ≥3.8-cm cerebellar mass (≥17.7 cm3) and two adjacent lesions; otherwise, the SCLC was confined to the thorax. The patient was initially treated concurrently with conventional WBRT (30 Gy in 10 fractions) without boost and chemoimmunotherapy (CIT) consisting of carboplatin, etoposide, and atezolizumab. Atezolizumab was excluded during irradiation. Five months after WBRT, the large cerebellar lesion had remarkably regressed, and the smaller lesions (≤17 mm) showed complete responses (CRs) without local progression at 20 months. However, six and 16 months after WBRT, the thoracic lesions had progressed, and although amrubicin was administered, four new BMs, including pons involvement, had developed, respectively. Despite the CRs of the four BMs following SRS (49.6 Gy in eight fractions) and the sustained regression of the thoracic lesions, meningeal dissemination and multiple new BMs were evident 3.5 months post-SRS. The small remnant of the large BM and/or newly developed BMs abutting the cerebrospinal fluid (CSF) space could have led to CSF dissemination, the presumed cause of the patient's death. Taken together, concurrent chemo-WBRT and subsequent CIT can provide excellent and durable tumor responses for SCLC BMs, but may not be fully sufficient for BMs ≥3.8 cm. Therefore, in cases with large lesions, focal dose escalation of the large lesions, consolidative thoracic radiotherapy, and dose de-escalation in the macroscopically unaffected brain region may prevent or attenuate CSF dissemination, new BM development, and adverse effects and thus should be considered.
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Affiliation(s)
- Kazuhiro Ohtakara
- Department of Radiation Oncology, Kainan Hospital Aichi Prefectural Welfare Federation of Agricultural Cooperatives, Yatomi, JPN
- Department of Radiology, Aichi Medical University, Nagakute, JPN
| | - Sosuke Arakawa
- Department of Respiratory Medicine, Nagoya City University East Medical Center, Nagoya, JPN
- Department of Respiratory Medicine, Kainan Hospital Aichi Prefectural Welfare Federation of Agricultural Cooperatives, Yatomi, JPN
| | - Makoto Nakao
- Department of Respiratory Medicine, Kainan Hospital Aichi Prefectural Welfare Federation of Agricultural Cooperatives, Yatomi, JPN
| | - Hideki Muramatsu
- Department of Respiratory Medicine, Kainan Hospital Aichi Prefectural Welfare Federation of Agricultural Cooperatives, Yatomi, JPN
| | - Kojiro Suzuki
- Department of Radiology, Aichi Medical University, Nagakute, JPN
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Cheng Y, Wang Q, Li K, Shi J, Han B, Wu L, Chen G, He J, Wang J, Qin H, Li X. Third-line or above anlotinib in relapsed and refractory small cell lung cancer patients with brain metastases: A post hoc analysis of ALTER1202, a randomized, double-blind phase 2 study. CANCER INNOVATION 2023; 2:181-190. [PMID: 38089404 PMCID: PMC10686170 DOI: 10.1002/cai2.43] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/21/2022] [Revised: 11/17/2022] [Accepted: 11/24/2022] [Indexed: 10/15/2024]
Abstract
Background The prognosis of patients with small cell lung cancer (SCLC) and brain metastases (BM) was poor. This study aimed to explore the efficacy and safety of anlotinib as third-line or above treatment in SCLC with BM. Methods This was a subgroup analysis of the ALTER1202 trial, which was a randomized, placebo-controlled trial aimed to evaluate the role of anlotinib as third-line treatment or above in patients with SCLC. This study included patients with BM at baseline. The efficacy and safety outcomes included progression-free survival (PFS), overall survival (OS), central nervous system (CNS), objective response rate (ORR), CNS disease control rate (DCR), time to CNS progression, and adverse events (AEs). Results Twenty-one and nine patients with BM were included in the anlotinib and placebo groups, respectively. The median PFS and OS were 3.8 months (95% confidence interval [CI]: 1.8-6.1) and 6.1 months (95% CI: 4.1-8.0) in the anlotinib group. Anlotinib was associated with a significant improvement in PFS (hazard ratio [HR] = 0.15, 95% CI: 0.04-0.51, p = 0.0005) and OS (HR = 0.26, 95% CI: 0.09-0.73, p = 0.0061) than placebo. Anlotinib significantly prolonged the time to CNS progression (p < 0.0001). The anlotinib group had a higher CNS DCR than placebo (95.2% vs. 22.2%, p = 0.0001). The most common grade 3 or higher AEs were increased lipase (19.0%), hypertension (14.3%), and hyponatremia (14.3%) in the anlotinib group. Conclusions Anlotinib proved to have potential CNS activity and a manageable toxicity profile in patients with SCLC and BM, significantly delaying CNS progression.
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Affiliation(s)
- Ying Cheng
- Department of Thoracic Medical OncologyJilin Cancer HospitalChangchunChina
| | - Qiming Wang
- Department of Internal MedicineAffiliated Cancer Hospital of Zhengzhou University, Henan Cancer HospitalZhengzhouChina
| | - Kai Li
- Department of Pulmonary OncologyTianjin Medical University Cancer HospitalTianjinChina
| | - Jianhua Shi
- Department of Medical OncologyLinyi Cancer HospitalLinyiChina
| | - Baohui Han
- Department of Respiratory Medicine, Shanghai Chest HospitalShanghai Jiaotong UniversityShanghaiChina
| | - Lin Wu
- Department of Thoracic Medical OncologyHunan Cancer HospitalChangshaChina
| | - Gongyan Chen
- Department of Respiratory MedicineHarbin Medical University Cancer HospitalHarbinChina
| | - Jianxing He
- Department of Thoracic SurgeryThe First Affiliated Hospital of Guangzhou Medical UniversityGuangzhouChina
| | - Jie Wang
- Department of Thoracic Medical OncologyCancer Hospital Chinese Academy of Medical SciencesBeijingChina
| | - Haifeng Qin
- Department of Pulmonary OncologyThe Fifth Medical Centre of Chinese PLA General HospitalBeijingChina
| | - Xiaoling Li
- Department of Medical OncologyLiaoning Cancer Hospital and InstituteShenyangChina
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Spiking Neural P System with Synaptic Vesicles and Applications in Multiple Brain Metastasis Segmentation. Inf Sci (N Y) 2023. [DOI: 10.1016/j.ins.2023.01.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
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Merie R, Gee H, Hau E, Vinod S. An Overview of the Role of Radiotherapy in the Treatment of Small Cell Lung Cancer - A Mainstay of Treatment or a Modality in Decline? Clin Oncol (R Coll Radiol) 2022; 34:741-752. [PMID: 36064636 DOI: 10.1016/j.clon.2022.08.024] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2022] [Revised: 06/16/2022] [Accepted: 08/10/2022] [Indexed: 01/31/2023]
Abstract
AIMS Small cell lung cancer (SCLC) accounts for about 15% of all lung cancers. Chemotherapy, immunotherapy and radiotherapy all play important roles in the management of SCLC. The aim of this study was to provide a comprehensive overview of the role and evidence of radiotherapy in the cure and palliation of SCLC. MATERIALS AND METHODS The search strategy included a search of the PubMed database, hand searches, reference lists of relevant review articles and relevant published abstracts. CLINICALTRIALS gov was also queried for relevant trials. RESULTS Thoracic radiotherapy improves overall survival in limited stage SCLC, but the timing and dose remain controversial. The role of thoracic radiotherapy in extensive stage SCLC with immunotherapy is the subject of several ongoing trials. Current evidence supports the use of prophylactic cranial irradiation (PCI) for limited stage SCLC but the evidence is equivocal in extensive stage SCLC. Whole brain radiotherapy is well established for the treatment of brain metastases but evidence is rapidly accumulating for the use of stereotactic radiosurgery. Further studies will define the role of PCI, whole brain radiotherapy and hippocampal avoidant PCI in the immunotherapy era. CONCLUSION Radiotherapy is an essential component in the multimodality management of SCLC. Technological advances have allowed safer delivery of radiotherapy with reduced toxicities. Discussion at multidisciplinary team meetings is important to ensure radiotherapy is considered and offered in appropriate patients.
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Affiliation(s)
- R Merie
- Icon Cancer Centre, Concord Repatriation General Hospital, Concord, NSW, Australia; South West Sydney Clinical Campuses, University of NSW, Liverpool, NSW, Australia.
| | - H Gee
- Sydney West Radiation Oncology Network (SWRON), Sydney, NSW, Australia; Sydney Medical School, Westmead Hospital, University of Sydney, Sydney, NSW, Australia; Children's Medical Research Institute (CMRI), University of Sydney, Sydney, NSW, Australia
| | - E Hau
- Sydney West Radiation Oncology Network (SWRON), Sydney, NSW, Australia; Sydney Medical School, Westmead Hospital, University of Sydney, Sydney, NSW, Australia; The Westmead Institute for Medical Research (WIMR), Westmead, NSW, Australia
| | - S Vinod
- South West Sydney Clinical Campuses, University of NSW, Liverpool, NSW, Australia; Cancer Therapy Centre, Liverpool Hospital, Liverpool, NSW, Australia; Ingham Institute for Applied Medical Research, Liverpool, NSW, Australia
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Lyu Q, Namjoshi SV, McTyre E, Topaloglu U, Barcus R, Chan MD, Cramer CK, Debinski W, Gurcan MN, Lesser GJ, Lin HK, Munden RF, Pasche BC, Sai KK, Strowd RE, Tatter SB, Watabe K, Zhang W, Wang G, Whitlow CT. A transformer-based deep-learning approach for classifying brain metastases into primary organ sites using clinical whole-brain MRI images. PATTERNS 2022; 3:100613. [PMID: 36419451 PMCID: PMC9676537 DOI: 10.1016/j.patter.2022.100613] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/30/2022] [Revised: 07/08/2022] [Accepted: 09/28/2022] [Indexed: 11/05/2022]
Abstract
Treatment decisions for brain metastatic disease rely on knowledge of the primary organ site and are currently made with biopsy and histology. Here, we develop a deep-learning approach for accurate non-invasive digital histology with whole-brain magnetic resonance imaging (MRI) data. Contrast-enhanced T1-weighted and fast spoiled gradient echo brain MRI exams (n = 1,582) were preprocessed and input to the proposed deep-learning workflow for tumor segmentation, modality transfer, and primary site classification into one of five classes. Tenfold cross-validation generated an overall area under the receiver operating characteristic curve (AUC) of 0.878 (95% confidence interval [CI]: 0.873,0.883). These data establish that whole-brain imaging features are discriminative enough to allow accurate diagnosis of the primary organ site of malignancy. Our end-to-end deep radiomic approach has great potential for classifying metastatic tumor types from whole-brain MRI images. Further refinement may offer an invaluable clinical tool to expedite primary cancer site identification for precision treatment and improved outcomes.
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Affiliation(s)
- Qing Lyu
- Department of Biomedical Engineering, Rensselaer Polytechnic Institute, Troy, NY, USA
| | - Sanjeev V. Namjoshi
- Comprehensive Cancer Center, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Cancer Biology, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Emory McTyre
- Brain Tumor Center of Excellence, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Radiology Informatics & Image Processing Laboratory, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Radiation Oncology, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Umit Topaloglu
- Comprehensive Cancer Center, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Cancer Biology, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Richard Barcus
- Radiology Informatics & Image Processing Laboratory, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Radiology, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Michael D. Chan
- Comprehensive Cancer Center, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Brain Tumor Center of Excellence, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Radiation Oncology, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Christina K. Cramer
- Comprehensive Cancer Center, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Brain Tumor Center of Excellence, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Radiation Oncology, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Waldemar Debinski
- Comprehensive Cancer Center, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Cancer Biology, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Brain Tumor Center of Excellence, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Metin N. Gurcan
- Comprehensive Cancer Center, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Internal Medicine, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Glenn J. Lesser
- Comprehensive Cancer Center, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Brain Tumor Center of Excellence, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Internal Medicine, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Hui-Kuan Lin
- Comprehensive Cancer Center, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Cancer Biology, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Reginald F. Munden
- Comprehensive Cancer Center, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Radiology, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Boris C. Pasche
- Comprehensive Cancer Center, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Cancer Biology, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Brain Tumor Center of Excellence, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Kiran K.S. Sai
- Comprehensive Cancer Center, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Brain Tumor Center of Excellence, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Radiology Informatics & Image Processing Laboratory, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Radiology, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Roy E. Strowd
- Comprehensive Cancer Center, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Brain Tumor Center of Excellence, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Internal Medicine, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Neurology, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Stephen B. Tatter
- Comprehensive Cancer Center, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Brain Tumor Center of Excellence, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Radiation Oncology, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Neurosurgery, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Kounosuke Watabe
- Comprehensive Cancer Center, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Cancer Biology, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Wei Zhang
- Comprehensive Cancer Center, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Cancer Biology, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Ge Wang
- Department of Biomedical Engineering, Rensselaer Polytechnic Institute, Troy, NY, USA
- Corresponding author
| | - Christopher T. Whitlow
- Comprehensive Cancer Center, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Brain Tumor Center of Excellence, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Radiology Informatics & Image Processing Laboratory, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Radiation Oncology, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Radiology, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Neurosurgery, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Neurology, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Biomedical Engineering, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Corresponding author
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Stokes M, Berfeld N, Gayle A, Descoteaux A, Rohrmoser O, Franks A. A systematic literature review of real-world treatment outcomes of small cell lung cancer. Medicine (Baltimore) 2022; 101:e29783. [PMID: 35777024 PMCID: PMC9239604 DOI: 10.1097/md.0000000000029783] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/05/2023] Open
Abstract
BACKGROUND Robust evidence from real-world studies is needed to aid decision-makers and other stakeholders in choosing the best treatment options for patients. The objective of this work was to assess real-world outcomes of treatment strategies for limited- and extensive-stage small cell lung cancer (SCLC) prior to the global introduction of immunotherapies for this disease. METHODS Searches were conducted in MEDLINE and Embase to identify articles published in English from October 1, 2015, through May 20, 2020. Searches were designed using a combination of Medical Subject Heading (Medline), Emtree (Embase subject headings), and free-text terms such as SCLC. Observational studies reporting data on outcomes of initial treatment strategies in patients with limited- and extensive-stage SCLC were included. Studies with limited sample sizes (<100 patients), enrolled all patients prior to 2010, or did not report outcomes for limited- and extensive-stage SCLC separately were excluded. Data were extracted into a predesigned template by a single researcher. All extractions were validated by a second researcher, with disagreements resolved via consensus. RESULTS Forty articles were included in this review. Most enrolled patients from the United States (n = 18 articles) or China (n = 12 articles). Most examined limited-stage (n = 27 articles) SCLC. All studies examined overall survival as the primary outcome. Articles investigating limited-stage SCLC reported outcomes for surgery, chemotherapy and/or radiotherapy, and adjuvant prophylactic cranial irradiation. In studies examining multiple treatment strategies, chemoradiotherapy was the most commonly utilized therapy (56%-82%), with chemotherapy used in 18% to 44% of patients. Across studies, median overall survival was generally higher for chemoradiotherapy (15-45 months) compared with chemotherapy alone (6.0-15.6 months). Studies of extensive-stage SCLC primarily reported on chemotherapy alone, consolidative thoracic radiotherapy, and radiotherapy for patients presenting with brain metastases. Overall survival was generally lower for patients receiving chemotherapy alone (median: 6.4-16.5 months; 3 years, 5%-14.9%) compared with chemotherapy in combination with consolidative thoracic radiotherapy (median: 12.1-18.0 months; 3 years, 15.0%-18.1%). Studies examining whole-brain radiotherapy for brain metastases reported lower median overall survival (5.6-8.7 months) compared with stereotactic radiosurgery (10.0-14.5 months). CONCLUSIONS Under current standard of care, which has remained relatively unchanged over the past few decades, prognosis remains poor for patients with SCLC.
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Affiliation(s)
| | | | - Alicia Gayle
- AstraZeneca, Cambridge, United Kingdom
- *Correspondence: Alicia Gayle, Epidemiology, AstraZeneca, OBU, Global Medical Affairs, Global Real World Evidence Generation, City House, 126–130 Hills Road, Cambridge CB2 1RY, United Kingdom (e-mail: )
| | | | | | - April Franks
- AstraZeneca, Gaithersburg, Maryland, United States
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11
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Sun L, Li B, Wang B, Li J, Li J. Afatinib in the treatment of brain metastases of lung cancer with one rare EGFR mutation: a two-case report. Anticancer Drugs 2022; 33:112-118. [PMID: 34261910 DOI: 10.1097/cad.0000000000001138] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
Brain metastasis is one of the common distant metastases of lung cancer. The prognosis of patients with brain metastasis is worse and the survival time is shorter. In this report, we described a rare mutation of EGFR G2607A (rs1050171) in two patients over 50 years of age with brain metastasis of lung cancer. These two patients were both treated with afatinib, followed up for 13 months and 45 months respectively. Both patients showed that the tumor subsided, the curative effect was identified as partial response (PR), no recurrence and progress occurred and still being under follow-up. Our study provides a support that afatinib may be a reasonable therapeutic option for patients with brain metastasis of lung cancer.
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Affiliation(s)
| | - Bing Li
- Department of Neurosurgery, Tianjin Huanhu Hospital, Tianjin Key Laboratory of Cerebral Vascular and Neurodegenerative Diseases, Tianjin Neurosurgical Institute, Tianjin, China
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12
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Vogelbaum MA, Brown PD, Messersmith H, Brastianos PK, Burri S, Cahill D, Dunn IF, Gaspar LE, Gatson NTN, Gondi V, Jordan JT, Lassman AB, Maues J, Mohile N, Redjal N, Stevens G, Sulman E, van den Bent M, Wallace HJ, Weinberg JS, Zadeh G, Schiff D. Treatment for Brain Metastases: ASCO-SNO-ASTRO Guideline. J Clin Oncol 2021; 40:492-516. [PMID: 34932393 DOI: 10.1200/jco.21.02314] [Citation(s) in RCA: 329] [Impact Index Per Article: 82.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
PURPOSE To provide guidance to clinicians regarding therapy for patients with brain metastases from solid tumors. METHODS ASCO convened an Expert Panel and conducted a systematic review of the literature. RESULTS Thirty-two randomized trials published in 2008 or later met eligibility criteria and form the primary evidentiary base. RECOMMENDATIONS Surgery is a reasonable option for patients with brain metastases. Patients with large tumors with mass effect are more likely to benefit than those with multiple brain metastases and/or uncontrolled systemic disease. Patients with symptomatic brain metastases should receive local therapy regardless of the systemic therapy used. For patients with asymptomatic brain metastases, local therapy should not be deferred unless deferral is specifically recommended in this guideline. The decision to defer local therapy should be based on a multidisciplinary discussion of the potential benefits and harms that the patient may experience. Several regimens were recommended for non-small-cell lung cancer, breast cancer, and melanoma. For patients with asymptomatic brain metastases and no systemic therapy options, stereotactic radiosurgery (SRS) alone should be offered to patients with one to four unresected brain metastases, excluding small-cell lung carcinoma. SRS alone to the surgical cavity should be offered to patients with one to two resected brain metastases. SRS, whole brain radiation therapy, or their combination are reasonable options for other patients. Memantine and hippocampal avoidance should be offered to patients who receive whole brain radiation therapy and have no hippocampal lesions and 4 months or more expected survival. Patients with asymptomatic brain metastases with either Karnofsky Performance Status ≤ 50 or Karnofsky Performance Status < 70 with no systemic therapy options do not derive benefit from radiation therapy.Additional information is available at www.asco.org/neurooncology-guidelines.
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Affiliation(s)
| | | | | | | | - Stuart Burri
- Levine Cancer Institute at Atrium Health, Charlotte, NC
| | - Dan Cahill
- Massachusetts General Hospital, Boston, MA
| | - Ian F Dunn
- Stephenson Cancer Center at the University of Oklahoma, Oklahoma City, OK
| | - Laurie E Gaspar
- University of Colorado School of Medicine, Aurora, CO.,University of Texas MD Anderson Cancer Center Northern Colorado, Greeley, CO
| | - Na Tosha N Gatson
- Banner MD Anderson Cancer Center, Phoenix, AZ.,Geisinger Neuroscience Institute. Danville, PA
| | - Vinai Gondi
- Northwestern Medicine Cancer Center Warrenville and Proton Center, Warrenville, IL
| | | | | | - Julia Maues
- Georgetown Breast Cancer Advocates, Washington, DC
| | - Nimish Mohile
- University of Rochester Medical Center, Rochester, NY
| | - Navid Redjal
- Capital Health Medical Center - Hopewell Campus, Princeton, NJ
| | | | | | - Martin van den Bent
- Brain Tumor Center at Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | | | | | | | - David Schiff
- University of Virginia Medical Center, Charlottesville, VA
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13
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Socha J, Rychter A, Kepka L. Management of brain metastases in elderly patients with lung cancer. J Thorac Dis 2021; 13:3295-3307. [PMID: 34164222 PMCID: PMC8182516 DOI: 10.21037/jtd-2019-rbmlc-05] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
The incidence of brain metastases (BM) is continuing to grow in the elderly population with lung cancer, but these patients are seriously under-represented in clinical trials. Thus, their treatment is not based on the evidence from randomized prospective studies. Age is a well recognized poor prognostic factor for survival in patients with BM from lung cancer, which is reflected in prognostic scales, but its impact on the patients' prognosis reflected by its value in gradually updated grading indices seems to decrease. The reason for poorer outcomes in the elderly is unknown—it may result from the influence of the age per se, simplified staging work-up and suboptimal treatment in this patient subgroup or the excess toxicity of the aggressive anticancer treatment secondary to the impaired physiological regulation mechanisms and comorbidities. The main goal of treatment of BM is to ameliorate neurological symptoms and delay neurological progression, with the focus on the improvement and maintenance of the patients’ quality of life. The possible treatment options for BM from lung cancer are whole-brain radiotherapy, stereotactic radiosurgery, surgery, chemotherapy, targeted therapies and best supportive care. The aim of this review is to summarize the problems related to the management of BM in elderly patients with lung cancer, to analyze the value of the above mentioned treatment options, and to provide an insight into the influence of age-related clinical factors on the patients’ outcomes.
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Affiliation(s)
- Joanna Socha
- Department of Radiotherapy, Military Institute of Medicine, Warsaw, Poland.,Department of Radiotherapy, Regional Oncology Centre, Czestochowa, Poland
| | - Anna Rychter
- Department of Radiotherapy, Military Institute of Medicine, Warsaw, Poland
| | - Lucyna Kepka
- Department of Radiotherapy, Military Institute of Medicine, Warsaw, Poland
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Kepka L, Socha J, Sas-Korczynska B. Radiotherapy for brain metastases from small-cell lung cancer in distinct clinical indications and scenarios. J Thorac Dis 2021; 13:3269-3278. [PMID: 34164219 PMCID: PMC8182529 DOI: 10.21037/jtd.2019.10.51] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2019] [Accepted: 10/14/2019] [Indexed: 12/25/2022]
Abstract
Management of brain metastases (BM) from small-cell lung cancer (SCLC) is complex and not supported by a strong evidence from prospective clinical trials. Owing to the different clinical and pathological characteristics of SCLC, patients with this histology were not included in the prospective studies on the value of whole-brain radiotherapy (WBRT) and local surgical or ablative radiation treatment like stereotactic radiosurgery (SRS). Chemotherapy also represents a major part of the armamentarium against BM from SCLC due to the well-recognized chemoresponsiveness of this cancer and the frequent presentation of BM with extracranial progression. WBRT in combination with chemotherapy has long been a standard approach in this setting. However, data on the neurocognitive toxicity and the lack of documented impact on overall survival of WBRT in the management of BM from other solid tumors, as well as the increasing availability of the stereotactic radiotherapy technologies, has led to the increasing use of SRS with omission of WBRT also in SCLC. In the current review the use of different modalities of radiotherapy and ways of combining radiotherapy with chemotherapy for BM from SCLC will be presented for distinct clinical situations: presentation of BM synchronous with primary, metachronous presentation of BM-without previous prophylactic cranial irradiation (PCI) vs. after PCI, and asymptomatic BM found at the staging before PCI.
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Affiliation(s)
- Lucyna Kepka
- Department of Radiotherapy, Military Institute of Medicine, Warsaw, Poland
| | - Joanna Socha
- Department of Radiotherapy, Military Institute of Medicine, Warsaw, Poland
| | - Beata Sas-Korczynska
- Department of Radiotherapy, Military Institute of Medicine, Warsaw, Poland
- Institute of Medical Sciences, Medical College of Rzeszow University, Rzeszow, Poland
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15
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Treatment of brain metastases in small cell lung cancer: Decision-making amongst a multidisciplinary panel of European experts. Radiother Oncol 2020; 149:84-88. [DOI: 10.1016/j.radonc.2020.04.015] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2020] [Revised: 03/24/2020] [Accepted: 04/14/2020] [Indexed: 02/06/2023]
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