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Liu C, Fang C, Shen D. Comparative survival analysis of stage T1-T2N0M0 lung squamous cell carcinoma and adenocarcinoma using SEER data, and nomogram analysis for early-stage lung squamous cell carcinoma. Transl Cancer Res 2025; 14:1691-1709. [PMID: 40224994 PMCID: PMC11985176 DOI: 10.21037/tcr-24-1602] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2024] [Accepted: 01/09/2025] [Indexed: 04/15/2025]
Abstract
Background Lung cancer is one of the most common malignant tumors worldwide. It is of great significance to conduct in-depth research on early lung cancer with a better prognosis. This study aimed to use the Surveillance, Epidemiology, and End Results (SEER) database to compare the clinicopathological characteristics and survival between early squamous cell carcinoma (SQCC) and adenocarcinoma (AC) under the same treatment model, and develop a nomogram for early lung SQCC. Methods This study examined 40,325 cases of stage T1-T2N0M0 lung SQCC and AC from 2004 to 2019. Propensity score matching (PSM) was used to reduce bias. Kaplan-Meier curves and Cox proportional hazards models were used for assessing lung cancer-specific survival (LCSS) and overall survival (OS) under various treatments. A nomogram for early-stage SQCC was constructed and validated using the concordance index (C-index), calibration curves, and decision curve analysis (DCA). Results In patients with T1-T2N0M0 non-small cell lung cancer (NSCLC), when only radiotherapy was performed, the LCSS of patients in the SQCC group was worse than that of the AC group [hazard ratio (HR) =1.20, 95% confidence interval (CI): 1.079-1.336, P<0.001], and same for 3-year LCSS (55.9% vs. 62.7%) and the 5-year LCSS (43.6% vs. 47.8%). The OS of patients in the SQCC group was worse than the AC group (HR =1.32, 95% CI: 1.215-1.429, P<0.001). When only surgical treatment was performed, no statistically significant difference was found in the LCSS between the two groups (HR =1.03, 95% CI: 0.965-1.092, P=0.41). The OS of patients in the SQCC group was worse than the AC group (HR =1.25, 95% CI: 1.200-1.309, P<0.001). Additionally, a nomogram was created to predict survival rates for early-stage lung SQCC patients. Conclusions The prognosis of patients with T1-T2N0M0 lung SQCC is worse than that of AC patients. Individualized treatment is recommended in the early stages.
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Affiliation(s)
- Chang Liu
- Department of Respiratory and Critical Care Medicine, People’s Hospital of Chongqing Liang Jiang New Area, Chongqing, China
| | - Cheng Fang
- Department of Broadcasting and Television, School of Tourism and Media, Chongqing Jiaotong University, Chongqing, China
| | - Dan Shen
- Department of Oncology, The Third Affiliated Hospital of Chongqing Medical University, Chongqing, China
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2
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Makita K, Hamamoto Y, Kanzaki H, Nagasaki K, Ueno T, Shigematsu H, Harada D, Ninomiya T, Kato Y, Sugawara Y, Kozuki T, Yamashita M. Features of late local failure of early‑stage non‑small cell lung cancer treated with stereotactic body radiotherapy. Oncol Lett 2025; 29:48. [PMID: 39564375 PMCID: PMC11574578 DOI: 10.3892/ol.2024.14794] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2024] [Accepted: 09/27/2024] [Indexed: 11/21/2024] Open
Abstract
Local failure of non-small cell lung cancer (NSCLC) treated with stereotactic body radiation therapy (SBRT) often occurs within 2 years and delayed local failure is uncommon. In the present study, features of late local failure (LLF; >2 years after SBRT) after SBRT were investigated and compared with those of early local failure (ELF; ≤2 years after SBRT) to explore whether these two local recurrence features have different prognostic implications. Patients who underwent SBRT for stage I-IIA NSCLC between July 2006 and March 2014 were retrospectively reviewed. Overall, 173 patients underwent SBRT for NSCLC. The median follow-up times after SBRT were 50 and 31 months for survival and computed tomography (CT) follow-up, respectively. LLF and ELF occurred in 7 and 13 patients, respectively. The median times to LLF and ELF were 42 months (range, 31-61 months) and 13 months (range, 4-16 months), respectively. Local-only failure occurred in 14% (1/7) of LLF cases and 77% (10/13) of ELF cases, which was significantly different (Fisher's exact test, P=0.02). Curative-intent salvage treatment was impossible in all of the LLF cases and 69% (9/13) of the ELF cases, which was significantly different (Fisher's exact test, P<0.01). The median survival times after local failure were 9 and 25 months for patients with LLF and ELF, respectively. Additionally, the 1-year overall survival rates after local failure were 29 and 83% in the LLF and ELF groups, respectively, which was significantly different (log-rank test, P<0.01 at 1-year). In summary, the prognosis after LLF was significantly unfavorable compared with after ELF. Curative-intent salvage treatment is often difficult for LLF due to metastases. Therefore, it seems reasonable to decrease the frequency of follow-up CT for detecting tumor recurrence after the first 2 years post-SBRT.
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Affiliation(s)
- Kenji Makita
- Department of Radiation Oncology, National Hospital Organization Shikoku Cancer Center, Matsuyama, Ehime 791-0280, Japan
- Department of Radiation Oncology, National Cancer Center Hospital East, Kashiwa, Chiba 277-8577, Japan
| | - Yasushi Hamamoto
- Department of Radiation Oncology, National Hospital Organization Shikoku Cancer Center, Matsuyama, Ehime 791-0280, Japan
| | - Hiromitsu Kanzaki
- Department of Radiation Oncology, National Hospital Organization Shikoku Cancer Center, Matsuyama, Ehime 791-0280, Japan
| | - Kei Nagasaki
- Department of Radiation Oncology, National Hospital Organization Shikoku Cancer Center, Matsuyama, Ehime 791-0280, Japan
| | - Tsuyoshi Ueno
- Department of Thoracic Surgery, National Hospital Organization Shikoku Cancer Center, Matsuyama, Ehime 791-0280, Japan
| | - Hisayuki Shigematsu
- Department of Thoracic Surgery, National Hospital Organization Shikoku Cancer Center, Matsuyama, Ehime 791-0280, Japan
| | - Daijiro Harada
- Department of Thoracic Oncology, National Hospital Organization Shikoku Cancer Center, Matsuyama, Ehime 791-0280, Japan
| | - Takashi Ninomiya
- Department of Thoracic Oncology, National Hospital Organization Shikoku Cancer Center, Matsuyama, Ehime 791-0280, Japan
| | - Yuka Kato
- Department of Thoracic Oncology, National Hospital Organization Shikoku Cancer Center, Matsuyama, Ehime 791-0280, Japan
| | - Yoshifumi Sugawara
- Department of Diagnostic Radiology, National Hospital Organization Shikoku Cancer Center, Matsuyama, Ehime 791-0280, Japan
| | - Toshiyuki Kozuki
- Department of Thoracic Oncology, National Hospital Organization Shikoku Cancer Center, Matsuyama, Ehime 791-0280, Japan
| | - Motohiro Yamashita
- Department of Thoracic Surgery, National Hospital Organization Shikoku Cancer Center, Matsuyama, Ehime 791-0280, Japan
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Buchberger DS, Khurana R, Bolen M, Videtic GMM. The Treatment of Patients with Early-Stage Non-Small Cell Lung Cancer Who Are Not Candidates or Decline Surgical Resection: The Role of Radiation and Image-Guided Thermal Ablation. J Clin Med 2024; 13:7777. [PMID: 39768701 PMCID: PMC11727850 DOI: 10.3390/jcm13247777] [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: 11/18/2024] [Revised: 12/10/2024] [Accepted: 12/16/2024] [Indexed: 01/16/2025] Open
Abstract
The standard of care for early-stage NSCLC has historically been surgical resection. Given the association of lung cancer with smoking, a large number of early-stage patients also have active smoking-related medical comorbidities such as COPD precluding surgery. The current approach for treating such inoperable patients is frequently considered to be stereotactic body radiation therapy (SBRT). SBRT (also known as stereotactic ablative radiation therapy or SABR) is a curative modality that precisely delivers very high dose radiation in few (typically <5) sessions. That said, because of their minimal invasiveness and repeatable nature, image-guided thermal ablation therapies such as radiofrequency ablation (RFA), microwave ablation (MWA), and cryoablation (CA) have also been used to treat early-stage lung tumors. For those patients deemed to have "high operative risk" (i.e., those who cannot tolerate lobectomy, but are candidates for sublobar resection), the appropriateness of potential alternatives [e.g., SBRT; ablation] to surgery is an active area of investigation. In the absence of completed randomized phase III trials, the approach to comparing outcomes between surgery, SBRT, or ablative therapies by their efficacy or equivalence is complex. An overview of the role of SBRT and other non-surgical modalities in the management of early-stage lung cancer is the subject of the present review.
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Affiliation(s)
- David S. Buchberger
- Department of Radiation Oncology, Taussig Cancer Institute, Cleveland Clinic, Cleveland, OH 44195, USA;
| | - Rishabh Khurana
- Department of Diagnostic Radiology, Cleveland Clinic, Cleveland, OH 44195, USA; (R.K.); (M.B.)
| | - Michael Bolen
- Department of Diagnostic Radiology, Cleveland Clinic, Cleveland, OH 44195, USA; (R.K.); (M.B.)
| | - Gregory M. M. Videtic
- Department of Radiation Oncology, Taussig Cancer Institute, Cleveland Clinic, Cleveland, OH 44195, USA;
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4
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Xie X, Zeng C, Wang F, Qiu G, Chen Z, Liu T, Lin X, Xie Z, Qin Y, Wang Y, Ma X, Liu M, Zhou C. Biological and clinical characteristics of non-small cell lung cancer non-specific subtype. Heliyon 2024; 10:e40092. [PMID: 39583818 PMCID: PMC11584612 DOI: 10.1016/j.heliyon.2024.e40092] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2024] [Revised: 10/28/2024] [Accepted: 11/01/2024] [Indexed: 11/26/2024] Open
Abstract
Background Non-small cell lung cancer-not otherwise specified (NSCLC-NOS) is a rare subtype of NSCLC that cannot be classified specifically based on morphology and/or special staining. This study aimed to explore the clinical features, biological and pathological characteristics, treatment, and prognosis of NSCLC-NOS. Methods This retrospective study included NSCLC-NOS patients diagnosed and treated between 2010 and 2022. Clinical features, gene expression, first-line treatment, and prognosis were analyzed. Kaplan-Meier methods were calculated and log-rank tests and univariable and multivariable Cox regression analyses were performed to determine the relationship between prognostic factors and survival. Results Of 105 NSCLC-NOS patients, most were male (92.4 %), smokers (78.1 %), with a median age of 64 years, and advanced stage (IIIc-IV, 72.4 %). Immunohistochemical analysis showed minimal expression of p40, NapsinA, and TTF-1, whereas cytokeratin (CK) was expressed in 100 % of cases. 20.5 % of 39 patients who underwent genetic testing had driver gene mutations, including EGFR, KRAS, and ROS1. Among 69 patients with complete treatment information, 58 received platinum-based chemotherapy, with paclitaxel being the most commonly used combination chemotherapy drug (n = 25), followed by pemetrexed (n = 21). The objective response rate (ORR) of paclitaxel was found to be higher compared to pemetrexed (83.3 % vs. 54.5 %, P = 0.296). Furthermore, the combination of paclitaxel with immunotherapy demonstrated superior benefits in comparison to pemetrexed (76.9 % vs. 50.0 %, P = 0.367). The median progression-free survival (PFS) for patients treated with monotherapy paclitaxel, the paclitaxel-immunotherapy combination, and the pemetrexed-immunotherapy combination were 6.6 months (95 % CI: 1.508-11.692; P = 0.017), 15.7 months (95 % CI: 14.071-17.329; P = 0.017), and 11.8 months (95 % CI: 10.279-13.321; P = 0.324), respectively. The median overall survival (OS) was 13.6 months. Anatomic location (P = 0.026) and immunotherapy use (P = 0.003) were associated with OS. Multivariate analysis confirmed that anatomical location and immunotherapy use were factors influencing the prognosis. Conclusion NSCLC-NOS is common in male smokers and often diagnosed at an advanced stage with low mutation rate. Paclitaxel with immunotherapy may have better benefits as a first-line treatment. Anatomic location and immunotherapy use are prognostic factors.
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Affiliation(s)
- Xiaohong Xie
- The First Affiliated Hospital of Guangzhou Medical University, National Center for Respiratory Medicine,National Clinical Research Center for Respiratory Disease,State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Health, Guangzhou, 510000, China
| | - Chen Zeng
- The First Affiliated Hospital of Guangzhou Medical University, National Center for Respiratory Medicine,National Clinical Research Center for Respiratory Disease,State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Health, Guangzhou, 510000, China
| | - Fei Wang
- The First Affiliated Hospital of Guangzhou Medical University, National Center for Respiratory Medicine,National Clinical Research Center for Respiratory Disease,State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Health, Guangzhou, 510000, China
| | - Guihuan Qiu
- The First Affiliated Hospital of Guangzhou Medical University, National Center for Respiratory Medicine,National Clinical Research Center for Respiratory Disease,State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Health, Guangzhou, 510000, China
| | - Ziyao Chen
- The First Affiliated Hospital of Guangzhou Medical University, National Center for Respiratory Medicine,National Clinical Research Center for Respiratory Disease,State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Health, Guangzhou, 510000, China
| | - Ting Liu
- The First Affiliated Hospital of Guangzhou Medical University, National Center for Respiratory Medicine,National Clinical Research Center for Respiratory Disease,State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Health, Guangzhou, 510000, China
| | - Xinqing Lin
- The First Affiliated Hospital of Guangzhou Medical University, National Center for Respiratory Medicine,National Clinical Research Center for Respiratory Disease,State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Health, Guangzhou, 510000, China
| | - Zhanhong Xie
- The First Affiliated Hospital of Guangzhou Medical University, National Center for Respiratory Medicine,National Clinical Research Center for Respiratory Disease,State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Health, Guangzhou, 510000, China
| | - Yinyin Qin
- The First Affiliated Hospital of Guangzhou Medical University, National Center for Respiratory Medicine,National Clinical Research Center for Respiratory Disease,State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Health, Guangzhou, 510000, China
| | - Yansheng Wang
- The First Affiliated Hospital of Guangzhou Medical University, National Center for Respiratory Medicine,National Clinical Research Center for Respiratory Disease,State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Health, Guangzhou, 510000, China
| | - Xiaodong Ma
- Institute for Brain Research and Rehabilitation, Guangdong Key Laboratory of Mental Health and Cognitive Science, Center for Studies of Psychological Application, South China Normal University, Guangzhou, China
| | - Ming Liu
- The First Affiliated Hospital of Guangzhou Medical University, National Center for Respiratory Medicine,National Clinical Research Center for Respiratory Disease,State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Health, Guangzhou, 510000, China
| | - Chengzhi Zhou
- The First Affiliated Hospital of Guangzhou Medical University, National Center for Respiratory Medicine,National Clinical Research Center for Respiratory Disease,State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Health, Guangzhou, 510000, China
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5
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Yan W, Ren Z, Chen X, Zhang R, Lv J, Verma V, Wu M, Chen D, Yu J. Potential Role of Lymphocyte CD44 in Determining Treatment Selection Between Stereotactic Body Radiation Therapy and Surgery for Early-Stage Non-Small Cell Lung Cancer. Int J Radiat Oncol Biol Phys 2024; 120:89-101. [PMID: 38447611 DOI: 10.1016/j.ijrobp.2024.02.048] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2023] [Revised: 02/03/2024] [Accepted: 02/12/2024] [Indexed: 03/08/2024]
Abstract
PURPOSE Stereotactic body radiation therapy (SBRT) versus surgery for operable early-stage non-small cell lung cancer (ES-NSCLC) remains highly debated. Herein, we used spatial proteomics to identify whether any molecular biomarker(s) associate with the efficacy of either modality, in efforts to optimize treatment selection between surgery and SBRT for this population. METHODS AND MATERIALS We evaluated biopsy tissue samples from 44 patients with ES-NSCLC treated with first-line SBRT (cohort 1) by GeoMx Digital Spatial Profiling (DSP) with a panel of 70 proteins in 5 spatial molecular compartments: tumor (panCK+), leukocyte (CD45+), lymphocyte (CD3+), macrophage (CD68+), and stroma (α-SMA+). To validate the findings in cohort 1, biopsy samples from 52 patients with ES-NSCLC who received SBRT (cohort 2) and 62 patients with ES-NSCLC who underwent surgery (cohort 3) were collected and analyzed by multiplex immunofluorescence (mIF). RESULTS In cohort 1, higher CD44 expression in the lymphocyte compartment was associated with poorer recurrence-free survival (RFS) (DSP: P < .001; mIF: P < .001) and higher recurrence rate (DSP: P = .001; mIF: P = .004). mIF data from cohort 2 validated these findings (P < .05 for all). From cohort 3, higher lymphocyte CD44 predicted higher RFS after surgery (P = .003). Intermodality comparisons demonstrated that SBRT was associated with significantly higher RFS over surgery in CD44-low patients (P < .001), but surgery was superior to SBRT in CD44-high cases (P = .016). CONCLUSIONS Lymphocyte CD44 may not only be a predictor of SBRT efficacy in this population but also an important biomarker (pending validation by large prospective data) that could better sharpen selection for SBRT versus surgery in ES-NSCLC.
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MESH Headings
- Humans
- Carcinoma, Non-Small-Cell Lung/radiotherapy
- Carcinoma, Non-Small-Cell Lung/pathology
- Carcinoma, Non-Small-Cell Lung/surgery
- Radiosurgery
- Hyaluronan Receptors/analysis
- Hyaluronan Receptors/metabolism
- Lung Neoplasms/radiotherapy
- Lung Neoplasms/pathology
- Lung Neoplasms/surgery
- Male
- Female
- Aged
- Lymphocytes
- Middle Aged
- Antigens, Differentiation, Myelomonocytic/analysis
- Antigens, Differentiation, Myelomonocytic/metabolism
- Antigens, CD/analysis
- Leukocyte Common Antigens/analysis
- Leukocyte Common Antigens/metabolism
- Aged, 80 and over
- CD3 Complex/analysis
- CD3 Complex/metabolism
- Neoplasm Staging
- Biomarkers, Tumor/analysis
- Patient Selection
- CD68 Molecule
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Affiliation(s)
- Weiwei Yan
- Cheeloo College of Medicine, Shandong University Cancer Center, Jinan, Shandong, China; Department of Radiation Oncology and Shandong Provincial Key Laboratory of Radiation Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan, Shandong, China
| | - Ziyuan Ren
- Cheeloo College of Medicine, Shandong University Cancer Center, Jinan, Shandong, China; Department of Radiation Oncology and Shandong Provincial Key Laboratory of Radiation Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan, Shandong, China
| | - Xi Chen
- Cheeloo College of Medicine, Shandong University Cancer Center, Jinan, Shandong, China; Department of Radiation Oncology and Shandong Provincial Key Laboratory of Radiation Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan, Shandong, China
| | - Ran Zhang
- Department of Radiation Oncology and Shandong Provincial Key Laboratory of Radiation Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan, Shandong, China
| | - Juncai Lv
- Department of Radiation Oncology and Shandong Provincial Key Laboratory of Radiation Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan, Shandong, China
| | - Vivek Verma
- Department of Radiation Oncology, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Meng Wu
- Department of Radiation Oncology and Shandong Provincial Key Laboratory of Radiation Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan, Shandong, China
| | - Dawei Chen
- Cheeloo College of Medicine, Shandong University Cancer Center, Jinan, Shandong, China; Department of Radiation Oncology and Shandong Provincial Key Laboratory of Radiation Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan, Shandong, China.
| | - Jinming Yu
- Cheeloo College of Medicine, Shandong University Cancer Center, Jinan, Shandong, China; Department of Radiation Oncology and Shandong Provincial Key Laboratory of Radiation Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan, Shandong, China.
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De Bruycker A, Schneiders F, Gulstene S, Moghanaki D, Louie A, Palma D, Senan S. Evaluation of chest CT-scans following lung stereotactic ablative radiotherapy: Challenges and new insights. Lung Cancer 2024; 193:107848. [PMID: 38908164 DOI: 10.1016/j.lungcan.2024.107848] [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: 03/30/2024] [Revised: 05/28/2024] [Accepted: 06/05/2024] [Indexed: 06/24/2024]
Abstract
Stereotactic ablative radiotherapy (SABR) is increasingly used for the treatment of early-stage non-small cell lung cancer (ES-NSCLC) and for pulmonary metastases. In patients with ES-NSCLC, SABR is highly successful with reported 5-year local control rates of approximately 90%. However, the assessment of local control following lung SABR can be challenging as radiological changes arising from radiation-induced lung injury (RILI) can be observed in up to 90% of patients. These so-called 'benign' radiological changes evolve with time and are often asymptomatic. Several radiological and metabolic features have been explored to help distinguish RILI from local recurrences (LR). These include the Response Evaluation Criteria for Solid Tumors (RECIST), high-risk features (HRF's) and maximum standardized uptake value (SUVmax) on FDG-PET-CT. However, use of some of these approaches have poor predictive values and low specificity for recurrence. A proposed new workflow for the evaluation of post-lung SABR radiological changes will be reviewed which uses the presence of so-called 'actionable radiological features' to trigger changes to imaging schedules and identifies the need for a multidisciplinary board review. Furthermore, this critical review of post-lung SABR imaging will highlight current challenges, new insights, and unknowns in this field.
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Affiliation(s)
| | - Famke Schneiders
- Department of Radiation Oncology, Amsterdam UMC, Location VUmc, the Netherlands
| | - Stephanie Gulstene
- Department of Radiation Oncology, London Health Sciences Centre, London, Ontario, Canada
| | - Drew Moghanaki
- Department of Radiation Oncology, David Geffen School of Medicine at UCLA, USA
| | - Alexander Louie
- Department of Radiation Oncology, University of Toronto, Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada
| | - David Palma
- Department of Radiation Oncology, London Health Sciences Centre, London, Ontario, Canada
| | - Suresh Senan
- Department of Radiation Oncology, Amsterdam UMC, Location VUmc, the Netherlands
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7
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Liu F, Farris MK, Ververs JD, Hughes RT, Munley MT. Histology-driven hypofractionated radiation therapy schemes for early-stage lung adenocarcinoma and squamous cell carcinoma. Radiother Oncol 2024; 195:110257. [PMID: 38548113 PMCID: PMC11098686 DOI: 10.1016/j.radonc.2024.110257] [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: 01/24/2024] [Revised: 03/06/2024] [Accepted: 03/21/2024] [Indexed: 04/02/2024]
Abstract
BACKGROUND AND PURPOSE Histology was found to be an important prognostic factor for local tumor control probability (TCP) after stereotactic body radiotherapy (SBRT) of early-stage non-small-cell lung cancer (NSCLC). A histology-driven SBRT approach has not been explored in routine clinical practice and histology-dependent fractionation schemes remain unknown. Here, we analyzed pooled histologic TCP data as a function of biologically effective dose (BED) to determine histology-driven fractionation schemes for SBRT and hypofractionated radiotherapy of two predominant early-stage NSCLC histologic subtypes adenocarcinoma (ADC) and squamous cell carcinoma (SCC). MATERIAL AND METHODS The least-χ2 method was used to fit the collected histologic TCP data of 8510 early-stage NSCLC patients to determine parameters for a well-developed radiobiological model per the Hypofractionated Treatment Effects in the Clinic (HyTEC) initiative. RESULTS A fit to the histologic TCP data yielded independent radiobiological parameter sets for radiotherapy of early-stage lung ADC and SCC. TCP increases steeply with BED and reaches an asymptotic maximal plateau, allowing us to determine model-independent optimal fractionation schemes of least doses in 1-30 fractions to achieve maximal tumor control for early-stage lung ADC and SCC, e.g., 30, 44, 48, and 51 Gy for ADC, and 32, 48, 54, and 58 Gy for SCC in 1, 3, 4, and 5 fractions, respectively. CONCLUSION We presented the first determination of histology-dependent radiobiological parameters and model-independent histology-driven optimal SBRT and hypofractionated radiation therapy schemes for early-stage lung ADC and SCC. SCC requires substantially higher radiation doses to maximize tumor control than ADC, plausibly attributed to tumor genetic diversity and microenvironment. The determined optimal SBRT schemes agree well with clinical practice for early-stage lung ADC. These proposed optimal fractionation schemes provide first insights for histology-based personalized radiotherapy of two predominant early-stage NSCLC subtypes ADC and SCC, which require further validation with large-scale histologic TCP data.
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Affiliation(s)
- Feng Liu
- Department of Radiation Oncology, Wake Forest University School of Medicine and Atrium Health Wake Forest Baptist Medical Center, Winston-Salem, NC 27157, USA.
| | - Michael K Farris
- Department of Radiation Oncology, Wake Forest University School of Medicine and Atrium Health Wake Forest Baptist Medical Center, Winston-Salem, NC 27157, USA
| | - James D Ververs
- Department of Radiation Oncology, Wake Forest University School of Medicine and Atrium Health Wake Forest Baptist Medical Center, Winston-Salem, NC 27157, USA
| | - Ryan T Hughes
- Department of Radiation Oncology, Wake Forest University School of Medicine and Atrium Health Wake Forest Baptist Medical Center, Winston-Salem, NC 27157, USA
| | - Michael T Munley
- Department of Radiation Oncology, Wake Forest University School of Medicine and Atrium Health Wake Forest Baptist Medical Center, Winston-Salem, NC 27157, USA
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8
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Puiu A, Gómez Tapia C, Weiss MER, Singh V, Kamen A, Siebert M. Prediction uncertainty estimates elucidate the limitation of current NSCLC subtype classification in representing mutational heterogeneity. Sci Rep 2024; 14:6779. [PMID: 38514696 PMCID: PMC10958018 DOI: 10.1038/s41598-024-57057-3] [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: 11/22/2023] [Accepted: 03/13/2024] [Indexed: 03/23/2024] Open
Abstract
The heterogeneous pathogenesis and treatment response of non-small cell lung cancer (NSCLC) has led clinical treatment decisions to be guided by NSCLC subtypes, with lung adenocarcinoma and lung squamous cell carcinoma being the most common subtypes. While histology-based subtyping remains challenging, NSCLC subtypes were found to be distinct at the transcriptomic level. However, unlike genomic alterations, gene expression is generally not assessed in clinical routine. Since subtyping of NSCLC has remained elusive using mutational data, we aimed at developing a neural network model that simultaneously learns from adenocarcinoma and squamous cell carcinoma samples of other tissue types and is regularized using a neural network model trained from gene expression data. While substructures of the expression-based manifold were captured in the mutation-based manifold, NSCLC classification accuracy did not significantly improve. However, performance was increased when rejecting inconclusive samples using an ensemble-based approach capturing prediction uncertainty. Importantly, SHAP analysis of misclassified samples identified co-occurring mutations indicative of both NSCLC subtypes, questioning the current NSCLC subtype classification to adequately represent inherent mutational heterogeneity. Since our model captures mutational patterns linked to clinical heterogeneity, we anticipate it to be suited as foundational model of genomic data for clinically relevant prognostic or predictive downstream tasks.
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Affiliation(s)
- Andrei Puiu
- Advanta, Siemens SRL, Brasov, 500007, Romania
- Automation and Information Technology, Transilvania University of Brasov, Brasov, 500174, Romania
| | - Carlos Gómez Tapia
- Digital Technology and Innovation, Siemens Healthineers, Erlangen, 91052, Germany
| | - Maximilian E R Weiss
- Digital Technology and Innovation, Siemens Healthineers, Erlangen, 91052, Germany
| | - Vivek Singh
- Digital Technology and Innovation, Siemens Healthineers, Princeton, 08540, USA
| | - Ali Kamen
- Digital Technology and Innovation, Siemens Healthineers, Princeton, 08540, USA
| | - Matthias Siebert
- Digital Technology and Innovation, Siemens Healthineers, Erlangen, 91052, Germany.
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Cheung BMF. Radiomics in stereotactic body radiotherapy for non-small cell lung cancer: a systematic review and radiomic quality score study. Radiat Oncol J 2024; 42:4-16. [PMID: 38549380 PMCID: PMC10982060 DOI: 10.3857/roj.2023.00612] [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: 07/11/2023] [Revised: 09/22/2023] [Accepted: 10/10/2023] [Indexed: 04/04/2024] Open
Abstract
PURPOSE Stereotactic body radiotherapy (SBRT) has been widely utilized for curative treatment of early-stage non-small cell lung cancer (NSCLC). It has achieved good local control rate comparable to surgery. Currently, no standard risk model exists for SBRT outcome or complication prediction. Radiomics has the potential to improve clinical outcome prognostication. Here, we reviewed the current literature on the radiomic analyses of thoracic SBRT through the use of radiomic quality score (RQS). MATERIALS AND METHODS Literature search was conducted on PubMed and Embase to retrieve radiomics studies on SBRT for early NSCLC. The literature search included studies up to June 2021. Only full papers published in peer reviewed journals were included. Studies that included metastatic lung cancers or non-lung cancers were excluded. Two independent investigators evaluated each study using the RQS and resolved discrepancies through discussion. RESULTS A total number of 25 studies were analysed. The mean RQS was 7.76 of a maximum score of 36. This corresponds to 21.56% of the maximum score. Lack of feature reduction strategies, external validation and open data sharing were identified as key limitations of the reviewed studies. Meanwhile, various common radiomic signatures across different studies such as gray level co-occurrence matrix Homogeneity and energy have been identified. Multiple robust radiomic models have also been reviewed that may improve outcome or complication prediction. CONCLUSION Radiomics in thoracic SBRT has a very promising future as a prognostication tool. However, larger multicenter prospective studies are required to confirm radiomic signatures. Improvement in future study methodologies can also facilitate its wider application.
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Schrand TV, Iovoli AJ, Almeida ND, Yu H, Malik N, Farrugia M, Singh AK. Differences between Survival Rates and Patterns of Failure of Patients with Lung Adenocarcinoma and Squamous Cell Carcinoma Who Received Single-Fraction Stereotactic Body Radiotherapy. Cancers (Basel) 2024; 16:755. [PMID: 38398146 PMCID: PMC10886818 DOI: 10.3390/cancers16040755] [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: 01/16/2024] [Revised: 02/07/2024] [Accepted: 02/08/2024] [Indexed: 02/25/2024] Open
Abstract
We investigated the survival and patterns of failure in adenocarcinoma (ADC) and squamous cell carcinoma (SCC) in early stage non-small cell lung cancer (NSCLC) treated with single-fraction stereotactic body radiation therapy (SF-SBRT) of 27-34 Gray. A single-institution retrospective review of patients with biopsy-proven early stage ADC or SCC undergoing definitive SF-SBRT between September 2008 and February 2023 was performed. The primary outcomes were overall survival (OS) and disease-free survival (DFS). The secondary outcomes included local failure (LF), nodal failure (NF), and distant failure (DF). Of 292 eligible patients 174 had adenocarcinoma and 118 had squamous cell carcinoma. There was no significant change in any outcome except distant failure. Patients with ADC were significantly more likely to experience distant failure than patients with SCC (p = 0.0081). In conclusion, while SF-SBRT produced similar LF, NF, DFS, and OS, the higher rate of distant failure in ADC patients suggests that ongoing trials of SBRT and systemic therapy combinations should report their outcomes by histology.
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Affiliation(s)
- Tyler V. Schrand
- Department of Radiation Medicine, Roswell Park Comprehensive Cancer Center, Buffalo, NY 14263, USA; (T.V.S.); (A.J.I.); (N.D.A.); (N.M.); (M.F.)
- Department of Chemistry, Bowling Green State University, Bowling Green, OH 43403, USA
| | - Austin J. Iovoli
- Department of Radiation Medicine, Roswell Park Comprehensive Cancer Center, Buffalo, NY 14263, USA; (T.V.S.); (A.J.I.); (N.D.A.); (N.M.); (M.F.)
| | - Neil D. Almeida
- Department of Radiation Medicine, Roswell Park Comprehensive Cancer Center, Buffalo, NY 14263, USA; (T.V.S.); (A.J.I.); (N.D.A.); (N.M.); (M.F.)
| | - Han Yu
- Department of Biostatistics and Bioinformatics, Roswell Park Comprehensive Cancer Center, Buffalo, NY 14263, USA;
| | - Nadia Malik
- Department of Radiation Medicine, Roswell Park Comprehensive Cancer Center, Buffalo, NY 14263, USA; (T.V.S.); (A.J.I.); (N.D.A.); (N.M.); (M.F.)
| | - Mark Farrugia
- Department of Radiation Medicine, Roswell Park Comprehensive Cancer Center, Buffalo, NY 14263, USA; (T.V.S.); (A.J.I.); (N.D.A.); (N.M.); (M.F.)
| | - Anurag K. Singh
- Department of Radiation Medicine, Roswell Park Comprehensive Cancer Center, Buffalo, NY 14263, USA; (T.V.S.); (A.J.I.); (N.D.A.); (N.M.); (M.F.)
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11
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Gee K, Yendamuri S. Lung cancer in females-sex-based differences from males in epidemiology, biology, and outcomes: a narrative review. Transl Lung Cancer Res 2024; 13:163-178. [PMID: 38405003 PMCID: PMC10891406 DOI: 10.21037/tlcr-23-744] [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] [Received: 11/15/2023] [Accepted: 01/19/2024] [Indexed: 02/27/2024]
Abstract
Background and Objective The role of biological sex is seldom considered in characterizing lung cancer, the deadliest cancer in both the United States and the world. Lung cancer has traditionally been regarded as a male disease; as such, research in female-specific phenomena is frequently conflicting or absent. Currently, disparities in lung cancer incidence are primarily driven by females, especially non-smokers and those of younger age. This narrative review provides insight into sex-specific characteristics of lung cancer, highlighting risk factors, diagnosis patterns, carcinogenesis, and treatment outcomes in females. Methods The PubMed database was searched on July 26, 2023 to identify research published between 2013 and 2023 in English. Sixty-three articles were considered relevant, and their full texts and citations were studied to compile information for this narrative review. Key Content and Findings Exposure-related risk factors, including personal tobacco use, are thought to impact female lung cancer risk more profoundly. However, studies on occupational exposures are underpowered to conclude risk in females. Data characterizing the effect of endogenous and exogenous hormonal exposures on female lung cancer risk remain two-sided. Screening guidelines are tailored to white males, exacerbating sex and race disparities. The effect of biological sex on carcinogenesis and the immune system response to cancer is not fully understood, though the female immune system clearly reacts more aggressively to lung cancer. In early-stage disease, females have greater survival in the perioperative setting and during follow-up of several years, attributed to favorable histopathology and healthier baseline status. Sex-specific response to systemic treatment continues to be optimized as lack of standardization in randomized trials makes interpreting results difficult when aggregated. Conclusions Biological sex plays a critical role in non-small cell lung cancer (NSCLC), though further study is needed to depict the complex web of factors that affect lung cancer risk, development, and outcomes. Female underrepresentation in studies has contributed to this lack of understanding. As these disparities are eliminated, we can move towards more effective treatment for both sexes in this pervasive yet deadly disease.
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Affiliation(s)
- Kaylan Gee
- Department of Thoracic Surgery, Roswell Park Comprehensive Cancer Center, Buffalo, NY, USA
- Department of Surgery, University of Tennessee Graduate School of Medicine, Knoxville, TN, USA
| | - Sai Yendamuri
- Department of Thoracic Surgery, Roswell Park Comprehensive Cancer Center, Buffalo, NY, USA
- Jacobs School of Medicine and Biomedical Sciences, State University of New York, Buffalo, NY, USA
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12
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Sebastian NT, Webb A, Shilo K, Robb R, Xu-Welliver M, Haglund K, Brownstein J, DeNicola GM, Shen C, Williams TM. A PI3K gene expression signature predicts for recurrence in early-stage non-small cell lung cancer treated with stereotactic body radiation therapy. Cancer 2023; 129:3971-3977. [PMID: 37560930 DOI: 10.1002/cncr.34983] [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: 04/14/2023] [Revised: 06/30/2023] [Accepted: 07/11/2023] [Indexed: 08/11/2023]
Abstract
INTRODUCTION Increasingly, early-stage non-small cell lung cancer (NSCLC) is treated with stereotactic body radiation therapy (SBRT). Although treatment is generally effective, a small subset of tumors will recur because of radioresistance. Preclinical studies suggested PI3K-AKT-mTOR activation mediates radioresistance. This study sought to validate this finding in tumor samples from patients who underwent SBRT for NSCLC. METHODS Patients with T1-3N0 NSCLC treated with SBRT at our institution were included. Total RNA of formalin-fixed paraffin-embedded tumor biopsy specimens (pretherapy) was isolated and analyzed using the Clariom D assay. Risk scores from a PI3K activity signature and four published NSCLC signatures were generated and dichotomized by the median. Kaplan-Meier curves and Cox regressions were used to analyze their association with recurrence and overall survival (OS). The PI3K signature was also tested in a data set of resected NSCLC for additional validation. RESULTS A total of 92 patients were included, with a median follow-up of 18.3 months for living patients. There was no association of any of the four published gene expression signatures with recurrence or OS. However, high PI3K risk score was associated with higher local recurrence (hazard ratio [HR], 11.72; 95% CI, 1.40-98.0; p = .023) and worse disease-free survival (DFS) (HR, 3.98; 95% CI, 1.57-10.09; p = .0035), but not OS (p = .49), regional recurrence (p = .15), or distant recurrence (p = .85). In the resected NSCLC data set (n = 361), high PI3K risk score was associated with decreased OS (log-rank p = .013) but not DFS (p = 0.54). CONCLUSIONS This study validates that higher PI3K activity, measured by gene expression, is associated with local recurrence and worse DFS in early-stage NSCLC patients treated with SBRT. This may be useful in prognostication and/or tailoring treatment, and merits further validation.
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Affiliation(s)
- Nikhil T Sebastian
- Department of Radiation Oncology, Emory University, Atlanta, Georgia, USA
| | - Amy Webb
- Department of Biomedical Informatics, The Ohio State University, Columbus, Ohio, USA
| | - Konstantin Shilo
- Department of Pathology, The Ohio State University Wexner Medical Center, Columbus, Ohio, USA
| | - Ryan Robb
- Department of Pharmacology, University of North Carolina School of Medicine, Chapel Hill, North Carolina, USA
| | - Meng Xu-Welliver
- Department of Radiation Oncology, Mayo Clinic, Rochester, Minnesota, USA
| | - Karl Haglund
- Department of Radiation Oncology, The Ohio State University Wexner Medical Center, Columbus, Ohio, USA
| | - Jeremy Brownstein
- Department of Radiation Oncology, The Ohio State University Wexner Medical Center, Columbus, Ohio, USA
| | - Gina M DeNicola
- Department of Metabolism and Physiology, Moffitt Cancer Center, Tampa, Florida, USA
| | - Changxian Shen
- Department of Radiation Oncology, City of Hope, Duarte, California, USA
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13
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Gensheimer MF, Gee H, Shirato H, Taguchi H, Snyder JM, Chin AL, Vitzthum LK, Maxim PG, Wakelee HA, Neal J, Das M, Chang DT, Kidd E, Hancock SL, Shultz DB, Horst KC, Le QT, Wong S, Brown E, Nguyen N, Liang R, Loo BW, Diehn M. Individualized Stereotactic Ablative Radiotherapy for Lung Tumors: The iSABR Phase 2 Nonrandomized Controlled Trial. JAMA Oncol 2023; 9:1525-1534. [PMID: 37707820 PMCID: PMC10502697 DOI: 10.1001/jamaoncol.2023.3495] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2023] [Accepted: 06/11/2023] [Indexed: 09/15/2023]
Abstract
Importance Stereotactic ablative radiotherapy (SABR) is used for treating lung tumors but can cause toxic effects, including life-threatening damage to central structures. Retrospective data suggested that small tumors up to 10 cm3 in volume can be well controlled with a biologically effective dose less than 100 Gy. Objective To assess whether individualizing lung SABR dose and fractionation by tumor size, location, and histological characteristics may be associated with local tumor control. Design, Setting, and Participants This nonrandomized controlled trial (the iSABR trial, so named for individualized SABR) was a phase 2 multicenter trial enrolling participants from November 15, 2011, to December 5, 2018, at academic medical centers in the US and Japan. Data were analyzed from December 9, 2020, to May 10, 2023. Patients were enrolled in 3 groups according to cancer type: initial diagnosis of non-small cell lung cancer (NSCLC) with an American Joint Committee on Cancer 7th edition T1-3N0M0 tumor (group 1), a T1-3N0M0 new primary NSCLC with a history of prior NSCLC or multiple NSCLCs (group 2), or lung metastases from NSCLC or another solid tumor (group 3). Intervention Up to 4 tumors were treated with once-daily SABR. The dose ranged from 25 Gy in 1 fraction for peripheral tumors with a volume of 0 to 10 cm3 to 60 Gy in 8 fractions for central tumors with a volume greater than 30 cm3. Main outcome Per-group freedom from local recurrence (same-lobe recurrence) at 1 year, with censoring at time of distant recurrence, death, or loss to follow-up. Results In total, 217 unique patients (median [IQR] age, 72 [64-80] years; 129 [59%] male; 150 [69%] current or former smokers) were enrolled (some multiple times). There were 240 treatment courses: 79 in group 1, 82 in group 2, and 79 in group 3. A total of 285 tumors (211 [74%] peripheral and 74 [26%] central) were treated. The most common dose was 25 Gy in 1 fraction (158 tumors). The median (range) follow-up period was 33 (2-109) months, and the median overall survival was 59 (95% CI, 49-82) months. Freedom from local recurrence at 1 year was 97% (90% CI, 91%-99%) for group 1, 94% (90% CI, 87%-97%) for group 2, and 96% (90% CI, 89%-98%) for group 3. Freedom from local recurrence at 5 years ranged from 83% to 93% in the 3 groups. The proportion of patients with grade 3 to 5 toxic effects was low, at 5% (including a single patient [1%] with grade 5 toxic effects). Conclusions and Relevance The results of this nonrandomized controlled trial suggest that individualized SABR (iSABR) used to treat lung tumors may allow minimization of treatment dose and is associated with excellent local control. Individualized dosing should be considered for use in future trials. Trial Registration ClinicalTrials.gov Identifier: NCT01463423.
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Affiliation(s)
- Michael F. Gensheimer
- Department of Radiation Oncology, Stanford University School of Medicine, Palo Alto, California
| | - Harriet Gee
- Sydney West Radiation Oncology Network, Sydney, New South Wales, Australia
- University of Sydney, Sydney, New South Wales, Australia
| | - Hiroki Shirato
- Department of Radiation Oncology, Faculty of Medicine, Hokkaido University, Sapporo, Japan
| | - Hiroshi Taguchi
- Department of Radiation Oncology, Faculty of Medicine, Hokkaido University, Sapporo, Japan
| | - John M. Snyder
- Department of Radiation Oncology, Stanford University School of Medicine, Palo Alto, California
| | - Alexander L. Chin
- Department of Radiation Oncology, Stanford University School of Medicine, Palo Alto, California
| | - Lucas K. Vitzthum
- Department of Radiation Oncology, Stanford University School of Medicine, Palo Alto, California
| | - Peter G. Maxim
- Department of Radiation Oncology, University of California Irvine, Irvine, California
| | - Heather A. Wakelee
- Department of Medicine, Stanford University School of Medicine, Stanford, California
| | - Joel Neal
- Department of Medicine, Stanford University School of Medicine, Stanford, California
| | - Millie Das
- Department of Medicine, Stanford University School of Medicine, Stanford, California
| | - Daniel T. Chang
- Department of Radiation Oncology, Stanford University School of Medicine, Palo Alto, California
| | - Elizabeth Kidd
- Department of Radiation Oncology, Stanford University School of Medicine, Palo Alto, California
| | - Steven L. Hancock
- Department of Radiation Oncology, Stanford University School of Medicine, Palo Alto, California
| | - David B. Shultz
- Department of Radiation Oncology, University of Toronto, Toronto, Ontario, Canada
| | - Kathleen C. Horst
- Department of Radiation Oncology, Stanford University School of Medicine, Palo Alto, California
| | - Quynh-Thu Le
- Department of Radiation Oncology, Stanford University School of Medicine, Palo Alto, California
| | - Samantha Wong
- Department of Radiation Oncology, Stanford University School of Medicine, Palo Alto, California
| | - Eleanor Brown
- Department of Radiation Oncology, Stanford University School of Medicine, Palo Alto, California
| | - Ngan Nguyen
- Department of Radiation Oncology, Stanford University School of Medicine, Palo Alto, California
| | - Rachel Liang
- Department of Radiation Oncology, Stanford University School of Medicine, Palo Alto, California
| | - Billy W. Loo
- Department of Radiation Oncology, Stanford University School of Medicine, Palo Alto, California
| | - Maximilian Diehn
- Department of Radiation Oncology, Stanford University School of Medicine, Palo Alto, California
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14
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Tvilum M, Lutz CM, Knap MM, Hoffmann L, Khalil AA, Holt MI, Kandi M, Schmidt HH, Appelt AL, Alber M, Møller DS. Different benefits of adaptive radiotherapy for different histologies of NSCLC. Acta Oncol 2023; 62:1426-1432. [PMID: 37796133 DOI: 10.1080/0284186x.2023.2260944] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2023] [Accepted: 09/14/2023] [Indexed: 10/06/2023]
Abstract
BACKGROUND Adenocarcinoma (AC) and squamous cell carcinoma (SCC) are the most frequent histological subtypes of non-small cell lung cancer (NSCLC). The aim of this study was to investigate how patients with AC and SCC benefit from image-guided adaptive radiotherapy (ART) with tumour match. MATERIAL AND METHODS Consecutive patients diagnosed with AC or SCC of the lung treated with definitive chemo-radiotherapy before and after the implementation of ART and tumour match were retrospectively included for analyses. Data collection included baseline patient and treatment characteristics in addition to clinical data on radiation pneumonitis (RP), failure, and survival. Patients were divided into four categories based on their histology and treatment before (n = 173 [89 AC and 84 SCC]) and after implementation of ART (n = 240 [141 AC and 99 SCC]). RESULTS Median follow-up was 5.7 years for AC and 6.3 years for SCC. Mean lung dose decreased for both histologies with ART, whereas mean heart dose only decreased for patients with AC. Incidences of grade 3 and 5 RP decreased for both histologies with ART. Loco-regional failure (LRF) rates decreased significantly for patients with SCC after ART (p = .04), no significant difference was observed for AC. Overall survival (OS) increased significantly for SCC after ART (p < .01): the 2-year OS increased from 31.0% (95% confidence interval [CI] [22.5-42.6]) to 54.5% (95% CI [45.6-65.3]). No significant effect on OS was observed for patients with AC. CONCLUSION ART and tumour match in the radiotherapeutic treatment of patients with locally advanced NSCLC primarily led to decreased LRF and improved OS for patients with SCC.
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Affiliation(s)
- Marie Tvilum
- Department of Oncology, Aarhus University Hospital, Aarhus, Denmark
- Danish Center for Particle Therapy, Aarhus University Hospital, Aarhus, Denmark
| | | | | | - Lone Hoffmann
- Department of Oncology, Aarhus University Hospital, Aarhus, Denmark
- Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
| | | | | | - Maria Kandi
- Department of Oncology, Aarhus University Hospital, Aarhus, Denmark
| | | | - Ane L Appelt
- Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK
- Leeds Cancer Centre, St James's University Hospital, Leeds, UK
| | - Markus Alber
- Department of Radiation Oncology, Heidelberg University Hospital, Heidelberg, Germany
- Heidelberg Institute for Radiation Oncology (HIRO), Heidelberg University Hospital, Heidelberg, Germany
| | - Ditte S Møller
- Department of Oncology, Aarhus University Hospital, Aarhus, Denmark
- Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
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15
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Wang Q, Cao H, Hou X, Wang D, Wang Z, Shang Y, Zhang S, Liu J, Ren C, Liu J. Cancer Stem-Like Cells-Oriented Surface Self-Assembly to Conquer Radioresistance. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2023; 35:e2302916. [PMID: 37288841 DOI: 10.1002/adma.202302916] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/29/2023] [Revised: 06/07/2023] [Indexed: 06/09/2023]
Abstract
Cancer stem-like cells (CSCs), capable of indefinite self-renewal and differentiation, are considered to be the root cause of tumor radiotherapy (RT) resistance. However, the CSCs-targeted therapy still remains to be a great challenge because they are commonly located in the deep tumor making drugs hard to approach, and their hypoxic and acidic niche can further aggravate radioresistance. Herein, based on the finding that hypoxic CSCs highly express carbonic anhydrase IX (CAIX) on the cell membrane, a CAIX-targeted induced in situ self-assembly system on the surface of CSC is reported to overcome hypoxic CSC-mediated radioresistance. Via the sequential processes of "monomer release-target accumulation-surface self-assembly", the constructed peptide-based drug delivery system (CA-Pt) exhibits the advantages of deep penetration, amplified CAIX inhibition, and enhanced cellular uptake, which greatly relieves the hypoxic and acidic microenvironment to promote the hypoxic CSC differentiation and combines with platinum to boost the RT-inducing DNA damage. In both lung cancer tumor mouse and zebrafish embryo models, CA-Pt treatment can effectively assist RT in suppressing tumor growth and preventing tumor invasion and metastasis. This study uses a surface-induced self-assembly strategy to differentiate hypoxic CSCs, which may provide a universal treatment strategy for overcoming tumor radioresistance.
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Affiliation(s)
- Qian Wang
- Key Laboratory of Radiopharmacokinetics for Innovative Drugs, Chinese Academy of Medical Sciences, Tianjin Key Laboratory of Radiation Medicine and Molecular Nuclear Medicine, Institute of Radiation Medicine, Chinese Academy of Medical Sciences & Peking Union Medical College, Tianjin, 300192, China
| | - Hongmei Cao
- Key Laboratory of Radiopharmacokinetics for Innovative Drugs, Chinese Academy of Medical Sciences, Tianjin Key Laboratory of Radiation Medicine and Molecular Nuclear Medicine, Institute of Radiation Medicine, Chinese Academy of Medical Sciences & Peking Union Medical College, Tianjin, 300192, China
| | - Xiaoxue Hou
- Key Laboratory of Radiopharmacokinetics for Innovative Drugs, Chinese Academy of Medical Sciences, Tianjin Key Laboratory of Radiation Medicine and Molecular Nuclear Medicine, Institute of Radiation Medicine, Chinese Academy of Medical Sciences & Peking Union Medical College, Tianjin, 300192, China
| | - Dianyu Wang
- Key Laboratory of Radiopharmacokinetics for Innovative Drugs, Chinese Academy of Medical Sciences, Tianjin Key Laboratory of Radiation Medicine and Molecular Nuclear Medicine, Institute of Radiation Medicine, Chinese Academy of Medical Sciences & Peking Union Medical College, Tianjin, 300192, China
| | - Zhilong Wang
- Key Laboratory of Radiopharmacokinetics for Innovative Drugs, Chinese Academy of Medical Sciences, Tianjin Key Laboratory of Radiation Medicine and Molecular Nuclear Medicine, Institute of Radiation Medicine, Chinese Academy of Medical Sciences & Peking Union Medical College, Tianjin, 300192, China
| | - Yue Shang
- Key Laboratory of Radiopharmacokinetics for Innovative Drugs, Chinese Academy of Medical Sciences, Tianjin Key Laboratory of Radiation Medicine and Molecular Nuclear Medicine, Institute of Radiation Medicine, Chinese Academy of Medical Sciences & Peking Union Medical College, Tianjin, 300192, China
| | - Shuqin Zhang
- Key Laboratory of Radiopharmacokinetics for Innovative Drugs, Chinese Academy of Medical Sciences, Tianjin Key Laboratory of Radiation Medicine and Molecular Nuclear Medicine, Institute of Radiation Medicine, Chinese Academy of Medical Sciences & Peking Union Medical College, Tianjin, 300192, China
| | - Jinjian Liu
- Key Laboratory of Radiopharmacokinetics for Innovative Drugs, Chinese Academy of Medical Sciences, Tianjin Key Laboratory of Radiation Medicine and Molecular Nuclear Medicine, Institute of Radiation Medicine, Chinese Academy of Medical Sciences & Peking Union Medical College, Tianjin, 300192, China
| | - Chunhua Ren
- Key Laboratory of Radiopharmacokinetics for Innovative Drugs, Chinese Academy of Medical Sciences, Tianjin Key Laboratory of Radiation Medicine and Molecular Nuclear Medicine, Institute of Radiation Medicine, Chinese Academy of Medical Sciences & Peking Union Medical College, Tianjin, 300192, China
| | - Jianfeng Liu
- Key Laboratory of Radiopharmacokinetics for Innovative Drugs, Chinese Academy of Medical Sciences, Tianjin Key Laboratory of Radiation Medicine and Molecular Nuclear Medicine, Institute of Radiation Medicine, Chinese Academy of Medical Sciences & Peking Union Medical College, Tianjin, 300192, China
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16
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Deng L, Yang J, Ren T, Jing M, Han T, Zhang B, Zhou J. Can spectral computed tomography (CT) replace perfusion CT to assess the histological classification of non-small cell lung cancer? Quant Imaging Med Surg 2023; 13:4960-4972. [PMID: 37581057 PMCID: PMC10423375 DOI: 10.21037/qims-22-1206] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2022] [Accepted: 05/12/2023] [Indexed: 08/16/2023]
Abstract
Background Non-small cell lung cancer (NSCLC) accounts for 80% of total lung cancer cases, it is necessary to distinguish the histological types of NSCLC. This study set out to investigate the correlation between spectral computed tomography (CT) and CT perfusion parameters in patients with NSCLC and to compare the differential diagnostic efficacy of these two imaging modalities for the histological classification of NSCLC. Methods A total of 62 eligible consecutive patients, including 32 with lung adenocarcinoma (LUAD) and 30 with lung squamous cell carcinoma (LUSC), who underwent "one-stop" spectral combined perfusion scan and pathologically confirmed NSCLC at Lanzhou University Second Hospital between September 2020 and December 2021 were prospectively enrolled. The spectral parameters of lesions in the arterial phase (AP) and venous phase (VP) [including iodine concentration (IC), effective atomic number (Zeff), CT40keV, and slope of the spectral curve (K70keV)] and perfusion parameters [blood flow (BF), blood volume (BV), surface permeability (PS), and mean transit time (MTT)] were assessed. Pearson or Spearman correlation analysis was performed to evaluate the correlation between the two imaging parameters, and the DeLong test was used to compare the diagnostic performance of the two imaging modalities. Results BV and BF were strongly correlated with spectral parameters CT40keV, IC, Zeff, and K70keV in the AP and VP (0.6 Conclusions Spectral parameters are significantly correlated with perfusion parameters in NSCLC, and spectral CT has a better diagnostic efficacy than perfusion CT in differentiating the histological classification of NSCLC.
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Affiliation(s)
- Liangna Deng
- Second Clinical School, Lanzhou University, Lanzhou, China
- Key Laboratory of Medical Imaging of Gansu Province, Lanzhou, China
- Department of Radiology, Lanzhou University Second Hospital, Lanzhou, China
- Gansu International Scientific and Technological Cooperation Base of Medical Imaging Artificial Intelligence, Lanzhou, China
| | - Jingjing Yang
- Second Clinical School, Lanzhou University, Lanzhou, China
- Key Laboratory of Medical Imaging of Gansu Province, Lanzhou, China
- Department of Radiology, Lanzhou University Second Hospital, Lanzhou, China
- Gansu International Scientific and Technological Cooperation Base of Medical Imaging Artificial Intelligence, Lanzhou, China
| | - Tiezhu Ren
- Second Clinical School, Lanzhou University, Lanzhou, China
- Key Laboratory of Medical Imaging of Gansu Province, Lanzhou, China
- Department of Radiology, Lanzhou University Second Hospital, Lanzhou, China
- Gansu International Scientific and Technological Cooperation Base of Medical Imaging Artificial Intelligence, Lanzhou, China
| | - Mengyuan Jing
- Second Clinical School, Lanzhou University, Lanzhou, China
- Key Laboratory of Medical Imaging of Gansu Province, Lanzhou, China
- Department of Radiology, Lanzhou University Second Hospital, Lanzhou, China
- Gansu International Scientific and Technological Cooperation Base of Medical Imaging Artificial Intelligence, Lanzhou, China
| | - Tao Han
- Second Clinical School, Lanzhou University, Lanzhou, China
- Key Laboratory of Medical Imaging of Gansu Province, Lanzhou, China
- Department of Radiology, Lanzhou University Second Hospital, Lanzhou, China
- Gansu International Scientific and Technological Cooperation Base of Medical Imaging Artificial Intelligence, Lanzhou, China
| | - Bin Zhang
- Second Clinical School, Lanzhou University, Lanzhou, China
- Key Laboratory of Medical Imaging of Gansu Province, Lanzhou, China
- Department of Radiology, Lanzhou University Second Hospital, Lanzhou, China
- Gansu International Scientific and Technological Cooperation Base of Medical Imaging Artificial Intelligence, Lanzhou, China
| | - Junlin Zhou
- Key Laboratory of Medical Imaging of Gansu Province, Lanzhou, China
- Department of Radiology, Lanzhou University Second Hospital, Lanzhou, China
- Gansu International Scientific and Technological Cooperation Base of Medical Imaging Artificial Intelligence, Lanzhou, China
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17
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Qin J, Yi S, Zhou H, Zeng C, Zou M, Zeng X, Yang Z, Huang Y. Efficacy of radiotherapy in combination with first-line immunotherapy and chemotherapy for advanced lung squamous cell carcinoma: a propensity score analysis. Front Immunol 2023; 14:1138025. [PMID: 37261356 PMCID: PMC10227428 DOI: 10.3389/fimmu.2023.1138025] [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: 01/05/2023] [Accepted: 05/02/2023] [Indexed: 06/02/2023] Open
Abstract
Aim To compare the efficacy and safety of radiotherapy in combination with immunotherapy after achieving disease control from the first-line combination therapy of platinum-based chemotherapy and immunotherapy for advanced lung squamous cell carcinoma (LUSC). Methods This study retrospectively evaluated the patients with advanced LUSC treated with the combination of radiotherapy with immunotherapy and chemotherapy (ICRT group, n = 52) or immunotherapy and chemotherapy (ICT group, n = 63) as the first-line treatment from April 2018 to April 2022. Using propensity score matching (PSM), 50 pairs were created, while the confounders and bias were controlled. The objective response rate (ORR), duration of overall response (DOR), progression-free survival (PFS), overall survival (OS), and adverse events were analyzed in the two groups. The PFS and OS were re-analyzed separately for patients treated with thoracic radiotherapy. Results After PSM, the median PFS (12.23 vs. 7.43 months; P <0.001) and median OS (19.7 vs. 12.9 months; P <0.001) were significantly longer in the ICRT group than those in the ICT group. Both the PFS and OS rates were also significantly higher in the ICRT group than those in the ICT group, except for the OS rates in the 6th and 12th months. The mDOR of the ICRT group patients (17.10 vs. 8.27 months; P <0.001) was significantly higher than that of the ICT group patients. The median PFS, median OS, and local control rate were significantly longer in the thoracic radiotherapy group than in the control group. Radiation pneumonia was the most common adverse effect after radiotherapy; however, no treatment-related deaths occurred. The Cox regression analysis showed that ECOG scores 0-1, presence of necrosis in the tumor, radiotherapy, and optimal efficacy better than the stable disease (SD) were independent factors, affecting the PFS, while the patients with recurrent post-operative, pre-treatment NLR, radiotherapy, and optimal efficacy better than SD were the independent factors, affecting the OS. Conclusions The combination of radiotherapy with systematic immunotherapy and chemotherapy for the advanced LUSC was effective with tolerable adverse effects.
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Affiliation(s)
- Jian Qin
- Department of Oncology, the Second Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Shouhui Yi
- Department of Oncology, the Second Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Hanjing Zhou
- Department of Oncology, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Chuan Zeng
- Department of Oncology, the Second Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Minghua Zou
- Department of Oncology, the Second Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Xuan Zeng
- Department of Oncology, the Second Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Zhenzhou Yang
- Department of Oncology, the Second Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Yusheng Huang
- Department of Oncology, the Second Affiliated Hospital of Chongqing Medical University, Chongqing, China
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Histologic Subtypes of Non-Small Cell Lung Cancer: Can We Further Personalize Radiation Therapy? Int J Radiat Oncol Biol Phys 2023; 115:906-908. [PMID: 36822787 DOI: 10.1016/j.ijrobp.2022.11.003] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2022] [Revised: 10/23/2022] [Accepted: 11/01/2022] [Indexed: 02/23/2023]
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19
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Kita N, Tomita N, Takaoka T, Sudo S, Tsuzuki Y, Okazaki D, Niwa M, Torii A, Takano S, Niimi A, Hiwatashi A. Comparison of Recurrence Patterns between Adenocarcinoma and Squamous Cell Carcinoma after Stereotactic Body Radiotherapy for Early-Stage Lung Cancer. Cancers (Basel) 2023; 15:cancers15030887. [PMID: 36765844 PMCID: PMC9913504 DOI: 10.3390/cancers15030887] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2022] [Revised: 01/29/2023] [Accepted: 01/29/2023] [Indexed: 02/04/2023] Open
Abstract
We compared recurrence patterns between adenocarcinoma (ADC) and squamous cell carcinoma (SCC) after stereotactic body radiotherapy (SBRT) for early-stage lung cancer. Patients with ADC and SCC histology, who were treated with SBRT for clinical stage IA1-IIA lung cancer at our institution, were included in the analysis. The rates of disease-free survival (DFS), overall survival (OS), local recurrence (LR), lymph node metastasis (LNM), and distant metastasis (DM) were calculated using the Kaplan-Meier method or the cumulative incidence function. Among the 204 patients analyzed, 138 and 66 were in the ADC and SCC groups, respectively. The median follow-up period was 60 months. The five-year DFS and OS rates were 57% vs. 41% and 69% vs. 48% in the ADC and SCC groups, respectively (p = 0.015 and 0.019, respectively). In the multivariate analysis, the histological type was not associated with DFS or OS. Five-year LR, LNM, and DM rates were 10% vs. 24%, 12% vs. 20%, and 25% vs. 27% in the ADC and SCC groups, respectively (p = 0.0067, 0.074, and 0.67, respectively). The multivariate analysis identified the histological type of SCC as an independent factor for LR (hazard ratio, 2.41; 95% confidence interval, 1.21-4.77; p = 0.012). The present results suggest that the risk of LR after SBRT is higher for SCC than for ADC.
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Affiliation(s)
- Nozomi Kita
- Department of Radiology, Nagoya City University Graduate School of Medical Sciences, 1 Kawasumi, Mizuho-cho, Mizuho-ku, Nagoya 467-8601, Aichi, Japan
| | - Natsuo Tomita
- Department of Radiology, Nagoya City University Graduate School of Medical Sciences, 1 Kawasumi, Mizuho-cho, Mizuho-ku, Nagoya 467-8601, Aichi, Japan
- Correspondence: ; Tel.: +81-52-853-8276
| | - Taiki Takaoka
- Department of Radiology, Nagoya City University Graduate School of Medical Sciences, 1 Kawasumi, Mizuho-cho, Mizuho-ku, Nagoya 467-8601, Aichi, Japan
| | - Shuou Sudo
- Department of Radiology, Nagoya City University Graduate School of Medical Sciences, 1 Kawasumi, Mizuho-cho, Mizuho-ku, Nagoya 467-8601, Aichi, Japan
| | - Yusuke Tsuzuki
- Department of Radiology, Nagoya City University Graduate School of Medical Sciences, 1 Kawasumi, Mizuho-cho, Mizuho-ku, Nagoya 467-8601, Aichi, Japan
| | - Dai Okazaki
- Department of Radiology, Nagoya City University Graduate School of Medical Sciences, 1 Kawasumi, Mizuho-cho, Mizuho-ku, Nagoya 467-8601, Aichi, Japan
| | - Masanari Niwa
- Department of Radiology, Nagoya City University Graduate School of Medical Sciences, 1 Kawasumi, Mizuho-cho, Mizuho-ku, Nagoya 467-8601, Aichi, Japan
| | - Akira Torii
- Department of Radiology, Nagoya City University Graduate School of Medical Sciences, 1 Kawasumi, Mizuho-cho, Mizuho-ku, Nagoya 467-8601, Aichi, Japan
| | - Seiya Takano
- Department of Radiology, Nagoya City University Graduate School of Medical Sciences, 1 Kawasumi, Mizuho-cho, Mizuho-ku, Nagoya 467-8601, Aichi, Japan
| | - Akio Niimi
- Department of Respiratory Medicine, Allergy and Clinical Immunology, Nagoya City University Graduate School of Medical Sciences, 1 Kawasumi, Mizuho-cho, Mizuho-ku, Nagoya 467-8601, Aichi, Japan
| | - Akio Hiwatashi
- Department of Radiology, Nagoya City University Graduate School of Medical Sciences, 1 Kawasumi, Mizuho-cho, Mizuho-ku, Nagoya 467-8601, Aichi, Japan
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Randall J, Teo PT, Lou B, Shah J, Patel J, Kamen A, Abazeed ME. Image-Based Deep Neural Network for Individualizing Radiotherapy Dose Is Transportable Across Health Systems. JCO Clin Cancer Inform 2023; 7:e2200100. [PMID: 36652661 PMCID: PMC10166468 DOI: 10.1200/cci.22.00100] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023] Open
Abstract
PURPOSE We developed a deep neural network that queries the lung computed tomography-derived feature space to identify radiation sensitivity parameters that can predict treatment failures and hence guide the individualization of radiotherapy dose. In this article, we examine the transportability of this model across health systems. METHODS This multicenter cohort-based registry included 1,120 patients with cancer in the lung treated with stereotactic body radiotherapy. Pretherapy lung computed tomography images from the internal study cohort (n = 849) were input into a multitask deep neural network to generate an image fingerprint score that predicts time to local failure. Deep learning (DL) scores were input into a regression model to derive iGray, an individualized radiation dose estimate that projects a treatment failure probability of < 5% at 24 months. We validated our findings in an external, holdout cohort (n = 271). RESULTS There were substantive differences in the baseline patient characteristics of the two study populations, permitting an assessment of model transportability. In the external cohort, radiation treatments in patients with high DL scores failed at a significantly higher rate with 3-year cumulative incidences of local failure of 28.5% (95% CI, 19.8 to 37.8) versus 10.2% (95% CI, 5.9 to 16.2; hazard ratio, 3.3 [95% CI, 1.74 to 6.49]; P < .001). A model that included DL score alone predicted treatment failures with a concordance index of 0.68 (95% CI, 0.59 to 0.77), which had a similar performance to a nested model derived from within the internal cohort (0.70 [0.64 to 0.75]). External cohort patients with iGray values that exceeded the delivered doses had proportionately higher rates of local failure (P < .001). CONCLUSION Our results support the development and implementation of new DL-guided treatment guidance tools in the image-replete and highly standardized discipline of radiation oncology.
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Affiliation(s)
- James Randall
- Digital Technology and Innovation, Siemens Healthineers, Princeton, NJ
| | - P Troy Teo
- Digital Technology and Innovation, Siemens Healthineers, Princeton, NJ
| | - Bin Lou
- Digital Technology and Innovation, Siemens Healthineers, Princeton, NJ
| | - Jainil Shah
- Diagnostic Imaging Computed Tomography, Siemens Healthineers, Malvern, PA
| | - Jyoti Patel
- Division of Hematology/Oncology, Northwestern University, Chicago, IL
| | - Ali Kamen
- Digital Technology and Innovation, Siemens Healthineers, Princeton, NJ
| | - Mohamed E Abazeed
- Digital Technology and Innovation, Siemens Healthineers, Princeton, NJ.,Robert H. Lurie Cancer Center, Northwestern University, Chicago, IL
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21
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Teo PT, Bajaj A, Randall J, Lou B, Shah J, Gopalakrishnan M, Kamen A, Abazeed ME. Deterministic small-scale undulations of image-based risk predictions from the deep learning of lung tumors in motion. Med Phys 2022; 49:7347-7356. [PMID: 35962958 PMCID: PMC10115400 DOI: 10.1002/mp.15869] [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: 11/09/2021] [Revised: 07/03/2022] [Accepted: 07/05/2022] [Indexed: 12/13/2022] Open
Abstract
INTRODUCTION Deep learning (DL) models that use medical images to predict clinical outcomes are poised for clinical translation. For tumors that reside in organs that move, however, the impact of motion (i.e., degenerated object appearance or blur) on DL model accuracy remains unclear. We examine the impact of tumor motion on an image-based DL framework that predicts local failure risk after lung stereotactic body radiotherapy (SBRT). METHODS We input pre-therapy free breathing (FB) computed tomography (CT) images from 849 patients treated with lung SBRT into a multitask deep neural network to generate an image fingerprint signature (or DL score) that predicts time-to-event local failure outcomes. The network includes a convolutional neural network encoder for extracting imaging features and building a task-specific fingerprint, a decoder for estimating handcrafted radiomic features, and a task-specific network for generating image signature for radiotherapy outcome prediction. The impact of tumor motion on the DL scores was then examined for a holdout set of 468 images from 39 patients comprising: (1) FB CT, (2) four-dimensional (4D) CT, and (3) maximum-intensity projection (MIP) images. Tumor motion was estimated using a 3D vector of the maximum distance traveled, and its association with DL score variance was assessed by linear regression. FINDINGS The variance and amplitude in 4D CT image-derived DL scores were associated with tumor motion (R2 = 0.48 and 0.46, respectively). Specifically, DL score variance was deterministic and represented by sinusoidal undulations in phase with the respiratory cycle. DL scores, but not tumor volumes, peaked near end-exhalation. The mean of the scores derived from 4D CT images and the score obtained from FB CT images were highly associated (Pearson r = 0.99). MIP-derived DL scores were significantly higher than 4D- or FB-derived risk scores (p < 0.0001). INTERPRETATION An image-based DL risk score derived from a series of 4D CT images varies in a deterministic, sinusoidal trajectory in a phase with the respiratory cycle. These results indicate that DL models of tumors in motion can be robust to fluctuations in object appearance due to movement and can guide standardization processes in the clinical translation of DL models for patients with lung cancer.
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Affiliation(s)
- P Troy Teo
- Department of Radiation Oncology, Northwestern University, Feinberg School of Medicine, Chicago, Illinois, USA
| | - Amishi Bajaj
- Department of Radiation Oncology, Northwestern University, Feinberg School of Medicine, Chicago, Illinois, USA
| | - James Randall
- Department of Radiation Oncology, Northwestern University, Feinberg School of Medicine, Chicago, Illinois, USA
| | - Bin Lou
- Digital Technology and Innovation Division, Siemens Healthineers, Princeton, New Jersey, USA
| | - Jainil Shah
- Diagnostic Imaging Computed Tomography, Siemens Healthineers, Malvern, Pennsylvania, USA
| | - Mahesh Gopalakrishnan
- Department of Radiation Oncology, Northwestern University, Feinberg School of Medicine, Chicago, Illinois, USA
| | - Ali Kamen
- Digital Technology and Innovation Division, Siemens Healthineers, Princeton, New Jersey, USA
| | - Mohamed E Abazeed
- Department of Radiation Oncology, Northwestern University, Feinberg School of Medicine, Chicago, Illinois, USA.,Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois, USA
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22
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Videtic GMM, Reddy CA, Woody NM, Stephans KL. Local Control With Single-Fraction Lung Stereotactic Body Radiotherapy is not influenced by Non-Small Cell Lung Cancer Histologic Subtype. Clin Lung Cancer 2022; 23:e428-e434. [PMID: 35750570 DOI: 10.1016/j.cllc.2022.05.014] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2022] [Revised: 05/26/2022] [Accepted: 05/28/2022] [Indexed: 01/27/2023]
Abstract
INTRODUCTION/BACKGROUND For early stage medically inoperable lung cancer treated with fractionated stereotactic body radiotherapy (SBRT), higher local failure is associated with squamous carcinoma (SqC) compared to adenocarcinoma (AC). This study explored whether histology influences single-fraction SBRT local control. MATERIALS AND METHODS We surveyed our prospective data registry from 12/2009 to 12/2019 for SF-SBRT cases with biopsy-proven AC or SqC only. Outcomes of interest included local (LF), nodal (NF), distant (DF) failure rates and overall survival (OS), as well as treatment-related toxicity. RESULTS For the 10-year interval surveyed, 113 patients met study criteria. There was no association between histology and dose received (34 Gy or 30 Gy). Median follow up was 22.9 months. Patient characteristics were balanced between histologic cohorts. Median tumor size was 1.9 cm. Comparing total AC vs. SqC cohorts, 2-year LF rates (%) were 7.3 vs. 9.6, respectively (P = .9805). In %, 2-year LF, NF, DF and OS rates for AC for 30 Gy and 34 Gy, respectively, were 10.8 vs. 6.4; 10.5 vs. 16.2; 15.8 vs. 13.0; 77.9 vs.71.2 (all P = non-significant). In %, 2-year LF, NF, DF, and OS rates for SqC for 30 Gy and 34 Gy, respectively, were 11.8 vs. 8.1; 5.9 vs. 18.0; 23.5 vs. 9.7; 70.6 vs. 77.1 (all P = non-significant). When considering toxicities, there were no grade 4/5 toxicities and no significant differences in any other toxicity rate by histology or dose. CONCLUSION SF-SBRT local control was not associated with histology, unlike fractionated schedules. This novel finding adds to the evolving understanding of this treatment schedule.
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Affiliation(s)
- Gregory M M Videtic
- Department of Radiation Oncology, Taussig Cancer Institute, Cleveland Clinic, Cleveland, OH.
| | - Chandana A Reddy
- Department of Radiation Oncology, Taussig Cancer Institute, Cleveland Clinic, Cleveland, OH
| | - Neil M Woody
- Department of Radiation Oncology, Taussig Cancer Institute, Cleveland Clinic, Cleveland, OH
| | - Kevin L Stephans
- Department of Radiation Oncology, Taussig Cancer Institute, Cleveland Clinic, Cleveland, OH
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23
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Watanabe S, Yamazaki H, Kimoto T, Shiomi H, Yamada K, Suzuki G. Potential benefit of dose‐escalated stereotactic body radiation therapy using CyberKnife for early‐stage primary lung cancer. Asia Pac J Clin Oncol 2022; 19:320-326. [DOI: 10.1111/ajco.13842] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2022] [Revised: 08/14/2022] [Accepted: 08/17/2022] [Indexed: 11/27/2022]
Affiliation(s)
- Shou Watanabe
- Department of Radiology, Graduate School of Medical Science Kyoto Prefectural University of Medicine Kamigyo‐ku Japan
| | - Hideya Yamazaki
- Department of Radiology, Graduate School of Medical Science Kyoto Prefectural University of Medicine Kamigyo‐ku Japan
- CyberKnife Center Soseikai Clinic Fushimi‐ku Japan
| | - Takuya Kimoto
- Department of Radiology, Graduate School of Medical Science Kyoto Prefectural University of Medicine Kamigyo‐ku Japan
| | - Hiroya Shiomi
- Department of Radiology, Graduate School of Medical Science Kyoto Prefectural University of Medicine Kamigyo‐ku Japan
| | - Kei Yamada
- Department of Radiology, Graduate School of Medical Science Kyoto Prefectural University of Medicine Kamigyo‐ku Japan
| | - Gen Suzuki
- Department of Radiology, Graduate School of Medical Science Kyoto Prefectural University of Medicine Kamigyo‐ku Japan
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Moraes FY, Abreu CE, Siqueira GS, Haddad CK, Degrande FA, Hopman WM, Neves-Junior WF, Gadia R, Carvalho HA. Applying PET-CT for predicting the efficacy of SBRT to inoperable early-stage lung adenocarcinoma: A Brazilian case-series. LANCET REGIONAL HEALTH. AMERICAS 2022; 11:100241. [PMID: 36778931 PMCID: PMC9903613 DOI: 10.1016/j.lana.2022.100241] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 06/18/2023]
Abstract
BACKGROUND Stereotactic body radiotherapy (SBRT) is a treatment option for early-stage inoperable primary lung cancer. Here we report a thorough description of the prognostic value of pre-SBRT SUVmax for predicting the efficacy of SBRT in early-stage lung adenocarcinoma. METHODS This is a retrospective study of consecutive cases of early-stage inoperable lung adenocarcinoma, staged with PET-CT, treated with SBRT between 2007 and 17. Kaplan-Meier (KM) curves were used to assess overall survival and compare time to event between those with PET-CT SUVmax values ≤ 5.0 and those > 5. Fisher's Exact tests and the Mann-Whitney U were used to compare the patient and clinical data of those with SUVmax≤5.0 and >5.0, and those with and without any failure. FINDINGS Amongst 50 lung carcinoma lesions, from 47 patients (34 (68%)-T1a or <T1b), estimated median overall survival from the KM was 44.9 months (95% confidence interval 35.5-54.3). Five experienced a local failure, which was inadequate for detecting differences between those with PET-CT SUVmax ≤5.0 and those >5 (p = 0.112). In addition, 5 experienced a regional failure and 4 a distant failure. Higher PET-CT SUVmax values before SBRT were associated with an increased risk of any failure (36% versus 0%, p = 0.0040 on Fisher's Exact test) and faster time to event (p = 0.010, log rank test). Both acute and late toxicities profile were acceptable. INTERPRETATION Patients with early-stage inoperable lung adenocarcinoma present good clinical outcomes when treated with SBRT. We raised the hypothesis that the value of PET-CT SUVmax before SBRT may be an important predictive factor in disease control. FUNDING None.
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Affiliation(s)
- Fabio Y. Moraes
- Instituto de Ensino e Pesquisa do Hospital Sírio Libanês, R. Prof. Daher Cutait, 69 - Bela Vista, São Paulo, SP 01308-060, Brazil
- Department of Oncology, Queen's University, Kingston, ON, Canada
| | | | | | - Cecilia K. Haddad
- Departamento de Radioterapia, Hospital Sírio Libanês, São Paulo, SP, Brazil
| | - Fabiana A.M. Degrande
- Departamento de Radioterapia, Hospital Sírio Libanês, São Paulo, SP, Brazil
- Departamento de Radioterapia, Hospital Santa Paula, São Paulo, SP, Brazil
| | - Wilma M. Hopman
- Department of Public Health Sciences, Queen's University, ON, Canada
| | | | - Rafael Gadia
- Departamento de Radioterapia, Hospital Sírio Libanês, Brasília, DF, Brazil
| | - Heloisa A. Carvalho
- Instituto de Ensino e Pesquisa do Hospital Sírio Libanês, R. Prof. Daher Cutait, 69 - Bela Vista, São Paulo, SP 01308-060, Brazil
- Departamento de Radioterapia, Hospital Sírio Libanês, São Paulo, SP, Brazil
- Departamento de Radiologia e Oncologia, Divisão de Radioterapia, Faculdade de Medicina FMUSP, Universidade de Sao Paulo, Sao Paulo, SP, Brazil
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Park HS, Detterbeck FC, Madoff DC, Bade BC, Kumbasar U, Mase VJ, Li AX, Blasberg JD, Woodard GA, Brandt WS, Decker RH. A guide for managing patients with stage I NSCLC: deciding between lobectomy, segmentectomy, wedge, SBRT and ablation-part 4: systematic review of evidence involving SBRT and ablation. J Thorac Dis 2022; 14:2412-2436. [PMID: 35813762 PMCID: PMC9264060 DOI: 10.21037/jtd-21-1826] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2021] [Accepted: 05/09/2022] [Indexed: 11/06/2022]
Abstract
Background Clinical decision-making for patients with stage I lung cancer is complex. It involves multiple options [lobectomy, segmentectomy, wedge, stereotactic body radiotherapy (SBRT), thermal ablation], weighing multiple outcomes (e.g., short-, intermediate-, long-term) and multiple aspects of each (e.g., magnitude of a difference, the degree of confidence in the evidence, and the applicability to the patient and setting at hand). A structure is needed to summarize the relevant evidence for an individual patient and to identify which outcomes have the greatest impact on the decision-making. Methods A PubMed systematic review from 2000-2021 of outcomes after SBRT or thermal ablation vs. resection is the focus of this paper. Evidence was abstracted from randomized trials and non-randomized comparisons with at least some adjustment for confounders. The analysis involved careful assessment, including characteristics of patients, settings, residual confounding etc. to expose degrees of uncertainty and applicability to individual patients. Evidence is summarized that provides an at-a-glance overall impression as well as the ability to delve into layers of details of the patients, settings and treatments involved. Results Short-term outcomes are meaningfully better after SBRT than resection. SBRT doesn't affect quality-of-life (QOL), on average pulmonary function is not altered, but a minority of patients may experience gradual late toxicity. Adjusted non-randomized comparisons demonstrate a clinically relevant detriment in long-term outcomes after SBRT vs. surgery. The short-term benefits of SBRT over surgery are accentuated with increasing age and compromised patients, but the long-term detriment remains. Ablation is associated with a higher rate of complications than SBRT, but there is little intermediate-term impact on quality-of-life or pulmonary function tests. Adjusted comparisons show a meaningful detriment in long-term outcomes after ablation vs. surgery; there is less difference between ablation and SBRT. Conclusions A systematic, comprehensive summary of evidence regarding Stereotactic Body Radiotherapy or thermal ablation vs. resection with attention to aspects of applicability, uncertainty and effect modifiers provides a foundation for a framework for individualized decision-making.
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Affiliation(s)
- Henry S. Park
- Department of Therapeutic Radiology, Yale University School of Medicine, New Haven, CT, USA
| | - Frank C. Detterbeck
- Department of Thoracic Surgery, Yale University School of Medicine, New Haven, CT, USA
| | - David C. Madoff
- Department of Radiology & Biomedical Imaging, Yale University School of Medicine, New Haven, CT, USA
| | - Brett C. Bade
- Department of Pulmonary Medicine, Yale University School of Medicine, New Haven, CT, USA
| | - Ulas Kumbasar
- Department of Thoracic Surgery, Hacettepe University School of Medicine, Ankara, Turkey
| | - Vincent J. Mase
- Department of Thoracic Surgery, Yale University School of Medicine, New Haven, CT, USA
| | - Andrew X. Li
- Department of General Surgery, Yale University School of Medicine, New Haven, CT, USA
| | - Justin D. Blasberg
- Department of Thoracic Surgery, Yale University School of Medicine, New Haven, CT, USA
| | - Gavitt A. Woodard
- Department of Thoracic Surgery, Yale University School of Medicine, New Haven, CT, USA
| | - Whitney S. Brandt
- Department of Cardiothoracic Surgery, Washington University School of Medicine, St Louis, MO, USA
| | - Roy H. Decker
- Department of Therapeutic Radiology, Yale University School of Medicine, New Haven, CT, USA
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Bucknell NW, Belderbos J, Palma DA, Iyengar P, Samson P, Chua K, Gomez D, McDonald F, Louie AV, Faivre-Finn C, Hanna GG, Siva S. Avoiding toxicity with lung radiation therapy: An IASLC perspective. J Thorac Oncol 2022; 17:961-973. [DOI: 10.1016/j.jtho.2022.05.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2022] [Revised: 05/10/2022] [Accepted: 05/12/2022] [Indexed: 11/25/2022]
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Ma T, Liu CW, Ahmed S, Yu N, Qi P, Stephans KL, Videtic GM, Xia P. Is adaptive planning necessary for patients with large tumor position displacements observed on daily image guidance during lung SBRT? Med Dosim 2022; 47:207-215. [DOI: 10.1016/j.meddos.2022.02.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2021] [Revised: 02/18/2022] [Accepted: 02/23/2022] [Indexed: 11/26/2022]
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Inagaki T, Doi H, Ishida N, Ri A, Tatsuno S, Wada Y, Uehara T, Inada M, Nakamatsu K, Hosono M, Nishimura Y. Escalated Maximum Dose in the Planning Target Volume Improves Local Control in Stereotactic Body Radiation Therapy for T1-2 Lung Cancer. Cancers (Basel) 2022; 14:933. [PMID: 35205682 PMCID: PMC8870557 DOI: 10.3390/cancers14040933] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2022] [Revised: 02/08/2022] [Accepted: 02/10/2022] [Indexed: 02/04/2023] Open
Abstract
Stereotactic body radiotherapy (SBRT) is a treatment option for early-stage lung cancer. The purpose of this study was to investigate the optimal dose distribution and prognostic factors for local control (LC) after SBRT for lung cancer. A total of 104 lung tumors from 100 patients who underwent SBRT using various treatment regimens were analyzed. Dose distributions were corrected to the biologically effective dose (BED). Clinical and dosimetric factors were tested for association with LC after SBRT. The median follow-up time was 23.8 months (range, 3.4-109.8 months) after SBRT. The 1- and 3-year LC rates were 95.7% and 87.7%, respectively. In univariate and multivariate analyses, pathologically confirmed squamous cell carcinoma (SQ), T2 tumor stage, and a Dmax < 125 Gy (BED10) were associated with worse LC. The LC rate was significantly lower in SQ than in non-SQ among tumors that received a Dmax < 125 Gy (BED10) (p = 0.016). However, there were no significant differences in LC rate between SQ and non-SQ among tumors receiving a Dmax ≥ 125 Gy (BED10) (p = 0.198). To conclude, SQ, T2 stage, and a Dmax < 125 Gy (BED10) were associated with poorer LC. LC may be improved by a higher Dmax of the planning target volume.
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Luo LM, Huang BT, Chen CZ, Wang Y, Su CH, Peng GB, Zeng CB, Wu YX, Wang RH, Huang K, Qiu ZH. A Combined Model to Improve the Prediction of Local Control for Lung Cancer Patients Undergoing Stereotactic Body Radiotherapy Based on Radiomic Signature Plus Clinical and Dosimetric Parameters. Front Oncol 2022; 11:819047. [PMID: 35174072 PMCID: PMC8841423 DOI: 10.3389/fonc.2021.819047] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2021] [Accepted: 12/31/2021] [Indexed: 02/05/2023] Open
Abstract
PURPOSE Stereotactic body radiotherapy (SBRT) is an important treatment modality for lung cancer patients, however, tumor local recurrence rate remains some challenge and there is no reliable prediction tool. This study aims to develop a prediction model of local control for lung cancer patients undergoing SBRT based on radiomics signature combining with clinical and dosimetric parameters. METHODS The radiomics model, clinical model and combined model were developed by radiomics features, incorporating clinical and dosimetric parameters and radiomics signatures plus clinical and dosimetric parameters, respectively. Three models were established by logistic regression (LR), decision tree (DT) or support vector machine (SVM). The performance of models was assessed by receiver operating characteristic curve (ROC) and DeLong test. Furthermore, a nomogram was built and was assessed by calibration curve, Hosmer-Lemeshow and decision curve. RESULTS The LR method was selected for model establishment. The radiomics model, clinical model and combined model showed favorite performance and calibration (Area under the ROC curve (AUC) 0.811, 0.845 and 0.911 in the training group, 0.702, 0.786 and 0.818 in the validation group, respectively). The performance of combined model was significantly superior than the other two models. In addition, Calibration curve and Hosmer-Lemeshow (training group: P = 0.898, validation group: P = 0.891) showed good calibration of combined nomogram and decision curve proved its clinical utility. CONCLUSIONS The combined model based on radiomics features plus clinical and dosimetric parameters can improve the prediction of 1-year local control for lung cancer patients undergoing SBRT.
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Affiliation(s)
- Li-Mei Luo
- Department of Radiation Oncology, Shantou University Medical College, Shantou, China
- Department of Radiation Oncology, Cancer Hospital of Shantou University Medical College, Shantou, China
| | - Bao-Tian Huang
- Department of Radiation Oncology, Cancer Hospital of Shantou University Medical College, Shantou, China
| | - Chuang-Zhen Chen
- Department of Radiation Oncology, Cancer Hospital of Shantou University Medical College, Shantou, China
| | - Ying Wang
- Department of Radiation Oncology, Shantou University Medical College, Shantou, China
- Department of Radiation Oncology, Cancer Hospital of Shantou University Medical College, Shantou, China
| | - Chuang-Huang Su
- Department of Radiation Oncology, Shantou Central Hospital, Shantou, China
| | - Guo-Bo Peng
- Department of Radiation Oncology, Meizhou People’s Hospital (Huangtang Hospital), Meizhou Academy of Medical Sciences, Meizhou, China
| | - Cheng-Bing Zeng
- Department of Radiation Oncology, Cancer Hospital of Shantou University Medical College, Shantou, China
| | - Yan-Xuan Wu
- Department of Radiation Oncology, Cancer Hospital of Shantou University Medical College, Shantou, China
| | - Ruo-Heng Wang
- Department of Radiation Oncology, Shantou University Medical College, Shantou, China
- Department of Radiation Oncology, Cancer Hospital of Shantou University Medical College, Shantou, China
| | - Kang Huang
- Department of Radiation Oncology, Shantou University Medical College, Shantou, China
- Department of Radiation Oncology, Cancer Hospital of Shantou University Medical College, Shantou, China
| | - Zi-Han Qiu
- Department of Otolaryngology-Head and Neck Surgery, The First Affiliated Hospital of Shantou University Medical College, Shantou, China
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Chieh-Wen L, Tianjun M, Tara G, Saeed A, Naichang Y, Kevin L. S, Gregory M. M. V, Ping X. Dosimetric impact of tumor position displacements between photon and proton stereotactic body radiation therapy for lung cancer. JOURNAL OF RADIOSURGERY AND SBRT 2022; 8:137-146. [PMID: 36275136 PMCID: PMC9489077] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Received: 10/22/2021] [Accepted: 01/19/2022] [Indexed: 01/03/2023]
Abstract
Purpose To investigate the impact of tumor position displacements (TPDs) on tumor dose coverage in photon and proton stereotactic body radiation therapy (SBRT) treatments for lung cancer patients. Methods From our institutional database of 2877 fractions from 770 lung cancer patients treated with photon SBRT in 2017-2021, 163 fractions from 88 patients with recorded iso-center shifts of >1.5 cm in any direction under kV-cone-beam CT guidance were identified. By double registrations with bony and tumor alignments, the difference between the iso-center shifts of these two alignments was categorized as TPDs. One fraction from each of 15 patients who had TPD magnitudes >3 mm were selected for this study. For each patient, one proton plan using intensity modulated proton therapy (IMPT) with robust optimization was generated retrospectively. All photon plans had V100%RX>99% of GTVs and V100%RX>98% of ITVs. Proton plans were evaluated with two worse-case scenario (voxelwise worst and worst scenario) using 5mm and 3.5% uncertainty to achieve the same planning goals as the corresponding photon plans. These two evaluation proton plans were named proton-1st and proton-2nd plans. The dosimetric effect of TPD was simulated by shifting tumor contours with the corresponding shift on patient specific planning CT and by recalculating the dose of the original plan. Results The range of magnitude of TPDs was 3.58-28.71 mm. In photon plans, TPDs did not impact tumor dose coverage, still achieving V100%RX of the GTV≥99% and V100%RX of the ITV≥98%. In proton plans for patients with TPDs>10 mm, inadequate target dose coverage was observed. More specifically, 8 fractions of proton-1st plans and 4 fractions of proton-2nd had V100%RX of the GTV<99% and V100%RX of the ITV<98%. Conclusions Adequate tumor dose coverage was achieved in photon SBRT for magnitude of TPDs up to 20 mm. TPDs had greater impact in proton SBRT and adaptive planning was needed when the magnitude of TPDs>10 mm to provide adequate tumor dose coverage.
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Affiliation(s)
- Liu Chieh-Wen
- Department of Radiation Oncology, Cleveland Clinic, 9500 Euclid Ave., Cleveland, OH 44195, USA
| | - Ma Tianjun
- Department of Radiation Medicine, MedStar Georgetown University Hospital, 3800 Reservoir Rd NW, Washington, DC 20007, USA
| | - Gray Tara
- Department of Radiation Oncology, Cleveland Clinic, 9500 Euclid Ave., Cleveland, OH 44195, USA
| | - Ahmed Saeed
- Department of Radiation Oncology, Cleveland Clinic, 9500 Euclid Ave., Cleveland, OH 44195, USA
| | - Yu Naichang
- Department of Radiation Oncology, Cleveland Clinic, 9500 Euclid Ave., Cleveland, OH 44195, USA
| | - Stephans Kevin L.
- Department of Radiation Oncology, Cleveland Clinic, 9500 Euclid Ave., Cleveland, OH 44195, USA
| | - Videtic Gregory M. M.
- Department of Radiation Oncology, Cleveland Clinic, 9500 Euclid Ave., Cleveland, OH 44195, USA
| | - Xia Ping
- Department of Radiation Oncology, Cleveland Clinic, 9500 Euclid Ave., Cleveland, OH 44195, USA
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Ubaldi L, Valenti V, Borgese RF, Collura G, Fantacci ME, Ferrera G, Iacoviello G, Abbate BF, Laruina F, Tripoli A, Retico A, Marrale M. Strategies to develop radiomics and machine learning models for lung cancer stage and histology prediction using small data samples. Phys Med 2021; 90:13-22. [PMID: 34521016 DOI: 10.1016/j.ejmp.2021.08.015] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/03/2021] [Revised: 08/21/2021] [Accepted: 08/28/2021] [Indexed: 02/09/2023] Open
Abstract
Predictive models based on radiomics and machine-learning (ML) need large and annotated datasets for training, often difficult to collect. We designed an operative pipeline for model training to exploit data already available to the scientific community. The aim of this work was to explore the capability of radiomic features in predicting tumor histology and stage in patients with non-small cell lung cancer (NSCLC). We analyzed the radiotherapy planning thoracic CT scans of a proprietary sample of 47 subjects (L-RT) and integrated this dataset with a publicly available set of 130 patients from the MAASTRO NSCLC collection (Lung1). We implemented intra- and inter-sample cross-validation strategies (CV) for evaluating the ML predictive model performances with not so large datasets. We carried out two classification tasks: histology classification (3 classes) and overall stage classification (two classes: stage I and II). In the first task, the best performance was obtained by a Random Forest classifier, once the analysis has been restricted to stage I and II tumors of the Lung1 and L-RT merged dataset (AUC = 0.72 ± 0.11). For the overall stage classification, the best results were obtained when training on Lung1 and testing of L-RT dataset (AUC = 0.72 ± 0.04 for Random Forest and AUC = 0.84 ± 0.03 for linear-kernel Support Vector Machine). According to the classification task to be accomplished and to the heterogeneity of the available dataset(s), different CV strategies have to be explored and compared to make a robust assessment of the potential of a predictive model based on radiomics and ML.
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Affiliation(s)
- L Ubaldi
- Physics Department, University of Pisa, Pisa, Italy; National Institute for Nuclear Physics (INFN), Pisa Division, Pisa, Italy
| | - V Valenti
- REM Radiation Therapy Center, Viagrande (CT), I-95029 Catania, Italy
| | - R F Borgese
- Physics and Chemistry Department "Emilio Segrè", University of Palermo, Palermo, Italy; National Institute for Nuclear Physics (INFN), Catania Division, Catania, Italy
| | - G Collura
- Physics and Chemistry Department "Emilio Segrè", University of Palermo, Palermo, Italy; National Institute for Nuclear Physics (INFN), Catania Division, Catania, Italy
| | - M E Fantacci
- Physics Department, University of Pisa, Pisa, Italy; National Institute for Nuclear Physics (INFN), Pisa Division, Pisa, Italy
| | - G Ferrera
- Radiation Oncology, ARNAS-Civico Hospital, Palermo, Italy
| | - G Iacoviello
- Medical Physics Department, ARNAS-Civico Hospital, Palermo, Italy
| | - B F Abbate
- Medical Physics Department, ARNAS-Civico Hospital, Palermo, Italy
| | - F Laruina
- Physics Department, University of Pisa, Pisa, Italy; National Institute for Nuclear Physics (INFN), Pisa Division, Pisa, Italy
| | - A Tripoli
- REM Radiation Therapy Center, Viagrande (CT), I-95029 Catania, Italy
| | - A Retico
- National Institute for Nuclear Physics (INFN), Pisa Division, Pisa, Italy
| | - M Marrale
- Physics and Chemistry Department "Emilio Segrè", University of Palermo, Palermo, Italy; National Institute for Nuclear Physics (INFN), Catania Division, Catania, Italy
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Verma V. Stereotactic radiotherapy for early-stage (T1-2N0) small cell lung cancer: Where are we now and where are we going? Lung Cancer 2021; 160:187-189. [PMID: 34399999 DOI: 10.1016/j.lungcan.2021.07.019] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2021] [Revised: 07/26/2021] [Accepted: 07/30/2021] [Indexed: 11/29/2022]
Affiliation(s)
- Vivek Verma
- Department of Radiation Oncology, The University of Texas M.D. Anderson Cancer Center, Houston, TX, USA.
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Khalil AA, Knap MM, Møller DS, Nyeng TB, Kjeldsen R, Hoffmann L. Local control after stereotactic body radiotherapy of centrally located lung tumours. Acta Oncol 2021; 60:1069-1073. [PMID: 33988493 DOI: 10.1080/0284186x.2021.1914345] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Affiliation(s)
- A. A. Khalil
- Department of Oncology, Aarhus University Hospital, Aarhus N, Denmark
| | - M. M. Knap
- Department of Oncology, Aarhus University Hospital, Aarhus N, Denmark
| | - D. S. Møller
- Department of Medical Physics, Aarhus University Hospital, Aarhus N, Denmark
| | - T. B. Nyeng
- Department of Medical Physics, Aarhus University Hospital, Aarhus N, Denmark
| | - R. Kjeldsen
- Department of Oncology, Aalborg University Hospital, Aarhus N, Denmark
| | - L. Hoffmann
- Department of Medical Physics, Aarhus University Hospital, Aarhus N, Denmark
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Jacobs CD, Mehta K, Gao J, Wang X, Salama JK, Kelsey CR, Torok JA. Nomogram Predicting Overall Survival Benefit of Stereotactic Ablative Radiotherapy for Early-Stage Non-Small Cell Lung Cancer. Clin Lung Cancer 2021; 23:177-184. [PMID: 34301453 DOI: 10.1016/j.cllc.2021.06.008] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2021] [Revised: 05/27/2021] [Accepted: 06/15/2021] [Indexed: 12/25/2022]
Abstract
OBJECTIVES To develop and validate a nomogram that predicts overall survival (OS) for patients with early-stage non-small cell lung cancer (NSCLC) treated with stereotactic ablative radiotherapy (SABR) vs. observation. MATERIALS AND METHODS Adults with biopsy-proven T1-T2N0 NCSLC treated with SABR (30-70 Gy in 1-10 fractions with biologically effective dose ≥100 Gy10) or observation between 2004 and 2015 in the National Cancer Database (NCDB) were identified. Propensity score was used to match SABR and observation cohorts on prognostic demographic and clinicopathologic factors identified by logistic regression. Using backward selection, a multivariable Cox proportional hazard was identified predicting 2- and 5-year OS via a nomogram. Model prediction accuracy was assessed by time-dependent receiver operating characteristic (ROC) curves and integrated area under the ROC curve (AUC) analysis. RESULTS A total of 22,073 adults met inclusion criteria and 4418 matched pairs (total n = 8836) were identified for nomogram development. The factors most strongly associated with improved OS on multivariable analysis included younger age (HR 0.82 by decade, P < .001), female sex (HR 0.81, P < .001), lower comorbidity index (HR 0.65 for 0 vs. ≥3, P < .001), smaller tumor size (HR 0.60 for ≤3 cm vs. 5.1-7 cm, P < .001), adenocarcinoma histology (P < .001), and receipt of SABR (P < .001). Interaction between SABR and histology was significantly associated with OS (P = .017). Relative to adenocarcinoma, patients with squamous cell carcinoma who were observed (HR 1.44, 95% CI 1.33-1.56) or treated with SABR (HR 1.24, 95% CI 1.14-1.35) had significantly worse OS. The nomogram demonstrated fair accuracy for predicting OS, with an integrated time-dependent AUC of 0.694 over the entire follow-up period. CONCLUSION This nomogram estimates OS at 2 and 5 years based on whether medically inoperable early-stage NSCLC patients receive SABR or elect for observation. Incorporation of other variables not captured within the NCDB may improve the model accuracy.
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Affiliation(s)
- Corbin D Jacobs
- Department of Radiation Oncology, Duke University Medical Center, Durham, NC
| | - Kurren Mehta
- Department of Internal Medicine, Duke University Hospital, Durham, NC
| | - Junheng Gao
- Department of Biostatistics and Bioinformatics, Duke University Medical Center, Durham, NC
| | - Xiaofei Wang
- Department of Biostatistics and Bioinformatics, Duke University Medical Center, Durham, NC
| | - Joseph K Salama
- Department of Radiation Oncology, Duke University Medical Center, Durham, NC
| | - Chris R Kelsey
- Department of Radiation Oncology, Duke University Medical Center, Durham, NC
| | - Jordan A Torok
- Department of Radiation Oncology, Duke University Medical Center, Durham, NC.
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Sun L, Li J, Li X, Yang X, Zhang S, Wang X, Wang N, Xu K, Jiang X, Zhang Y. A Combined RNA Signature Predicts Recurrence Risk of Stage I-IIIA Lung Squamous Cell Carcinoma. Front Genet 2021; 12:676464. [PMID: 34194476 PMCID: PMC8236863 DOI: 10.3389/fgene.2021.676464] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2021] [Accepted: 05/20/2021] [Indexed: 12/25/2022] Open
Abstract
Objective Recurrence remains the main cause of the poor prognosis in stage I-IIIA lung squamous cell carcinoma (LUSC) after surgical resection. In the present study, we aimed to identify the long non-coding RNAs (lncRNAs), microRNAs (miRNAs), and messenger RNAs (mRNAs) related to the recurrence of stage I-IIIA LUSC. Moreover, we constructed a risk assessment model to predict the recurrence of LUSC patients. Methods RNA sequencing data (including miRNAs, lncRNAs, and mRNAs) and relevant clinical information were obtained from The Cancer Genome Atlas (TCGA) database. The differentially expressed lncRNAs, miRNAs, and mRNAs were identified using the “DESeq2” package of the R language. Univariate Cox proportional hazards regression analysis and Kaplan-Meier curve were used to identify recurrence-related genes. Stepwise multivariate Cox regression analysis was carried out to establish a risk model for predicting recurrence in the training cohort. Moreover, Kaplan-Meier curves and receiver operating characteristic (ROC) curves were adopted to examine the predictive performance of the signature in the training cohort, validation cohort, and entire cohort. Results Based on the TCGA database, we analyzed the differentially expressed genes (DEGs) among 27 patients with recurrent stage I-IIIA LUSC and 134 patients with non-recurrent stage I-IIIA LUSC, and identified 431 lncRNAs, 36 miRNAs, and 746 mRNAs with different expression levels. Out of these DEGs, the optimal combination of DEGs was finally determined, and a nine-joint RNA molecular signature was constructed for clinical prediction of recurrence, including LINC02683, AC244517.5, LINC02418, LINC01322, AC011468.3, hsa-mir-6825, AC020637.1, AC027117.2, and SERPINB12. The ROC curve proved that the model had good predictive performance in predicting recurrence. The area under the curve (AUC) of the prognostic model for recurrence-free survival (RFS) was 0.989 at 3 years and 0.958 at 5 years (in the training set). The combined RNA signature also revealed good predictive performance in predicting the recurrence in the validation cohort and entire cohort. Conclusions In the present study, we constructed a nine-joint RNA molecular signature for recurrence prediction of stage I-IIIA LUSC. Collectively, our findings provided new and valuable clinical evidence for predicting the recurrence and targeted treatment of stage I-IIIA LUSC.
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Affiliation(s)
- Li Sun
- School of Public Health, Shandong First Medical University & Shandong Academy of Medical Sciences, Taian, China
| | - Juan Li
- Department of Clinical Laboratory, The Second Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China
| | - Xiaomeng Li
- School of Public Health, Shandong First Medical University & Shandong Academy of Medical Sciences, Taian, China.,Department of Hematology, Jining First People's Hospital, Jining, China
| | - Xuemei Yang
- Department of Clinical Laboratory, The Second Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China
| | - Shujun Zhang
- Department of Clinical Laboratory, The Second Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China
| | - Xue Wang
- School of Public Health, Shandong First Medical University & Shandong Academy of Medical Sciences, Taian, China
| | - Nan Wang
- School of Public Health, Shandong First Medical University & Shandong Academy of Medical Sciences, Taian, China
| | - Kanghong Xu
- School of Public Health, Shandong First Medical University & Shandong Academy of Medical Sciences, Taian, China
| | - Xinquan Jiang
- School of Public Health, Shandong First Medical University & Shandong Academy of Medical Sciences, Taian, China
| | - Yi Zhang
- Respiratory and Critical Care Medicine Department, Qilu Hospital, Shandong University, Jinan, China
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Tanaka M, Koji I, Fujioka I, Sato M, Hirose K, Kawaguchi H, Hatayama Y, Takai Y, Tsushima E, Aoki M. Impact of low iodine density tumor area ratio on the local control of non-small cell lung cancer through stereotactic body radiotherapy. JOURNAL OF RADIATION RESEARCH 2021; 62:448-456. [PMID: 33823009 PMCID: PMC8127655 DOI: 10.1093/jrr/rrab015] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/13/2020] [Revised: 01/06/2021] [Indexed: 05/09/2023]
Abstract
Lung cancer with low average iodine density measured via contrast-enhanced computed tomography (CT) using dual-energy CT technology has shown a reduced local control rate after stereotactic body radiotherapy (SBRT). The current study therefore investigated the relationship between low iodine density tumor area and its ratio and local recurrence after SBRT. Dual-energy CT was performed on the day before SBRT initiation, with a low iodine density tumor area being defined as that with an iodine density of <1.81 mg cm-3. The low iodine density tumor area, the ratio between the low iodine density tumor area and the entire tumor, and the local recurrence rate were then determined. No correlation was observed between the low iodine density tumor area and the local recurrence rate. However, tumors with a large low iodine density tumor area ratio showed an increased local recurrence rate, with the prognostic accuracy almost similar to that in previous studies using average iodine densities. Our results therefore suggest that the low iodine density tumor area ratio was a useful prognostic index after SBRT, with an accuracy comparable with that of the average iodine density.
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Affiliation(s)
- Mitsuki Tanaka
- Department of Radiation Oncology, Graduate School of Medicine, Hirosaki University, 5 Zaifu-cho, Hirosaki, Aomori, 036-8216 Japan
| | - Ichise Koji
- Department of Radiation Oncology, Graduate School of Medicine, Hirosaki University, 5 Zaifu-cho, Hirosaki, Aomori, 036-8216 Japan
| | - Ichitaro Fujioka
- Department of Radiation Oncology, Graduate School of Medicine, Hirosaki University, 5 Zaifu-cho, Hirosaki, Aomori, 036-8216 Japan
| | - Mariko Sato
- Department of Radiation Oncology, Graduate School of Medicine, Hirosaki University, 5 Zaifu-cho, Hirosaki, Aomori, 036-8216 Japan
- Department of Radiation Oncology, Southern Tohoku BNCT Research Center, 7-10 Yatsuyamada, Koriyama, Fukushima, 963-8052 Japan
| | - Katsumi Hirose
- Department of Radiation Oncology, Graduate School of Medicine, Hirosaki University, 5 Zaifu-cho, Hirosaki, Aomori, 036-8216 Japan
- Department of Radiation Oncology, Southern Tohoku BNCT Research Center, 7-10 Yatsuyamada, Koriyama, Fukushima, 963-8052 Japan
| | - Hideo Kawaguchi
- Department of Radiation Oncology, Graduate School of Medicine, Hirosaki University, 5 Zaifu-cho, Hirosaki, Aomori, 036-8216 Japan
| | - Yoshiomi Hatayama
- Department of Radiation Oncology, Graduate School of Medicine, Hirosaki University, 5 Zaifu-cho, Hirosaki, Aomori, 036-8216 Japan
| | - Yoshihiro Takai
- Department of Radiation Oncology, Graduate School of Medicine, Hirosaki University, 5 Zaifu-cho, Hirosaki, Aomori, 036-8216 Japan
- Department of Radiation Oncology, Southern Tohoku BNCT Research Center, 7-10 Yatsuyamada, Koriyama, Fukushima, 963-8052 Japan
| | - Eiki Tsushima
- Department of Physical Therapy, Graduate School of Health Sciences, Hirosaki University, 66-1 Hon-cho, Hirosaki, Aomori, 036-8564 Japan
| | - Masahiko Aoki
- Corresponding author. Department of Radiation Oncology, Hirosaki University Graduate School of Medicine, 5 Zaifu-cho, Hirosaki, Aomori, 036-8562 Japan. Tel: +81-172-39-5103; Fax: +81-172-33-5627; E-mail:
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Parzen JS, Almahariq MF, Quinn TJ, Siddiqui ZA, Thompson AB, Guerrero T, Lee K, Stevens C, Grills IS. Higher biologically effective dose is associated with improved survival in patients with squamous cell carcinoma of the lung treated with stereotactic body radiation therapy. Radiother Oncol 2021; 160:25-31. [PMID: 33892021 DOI: 10.1016/j.radonc.2021.04.010] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2021] [Revised: 04/08/2021] [Accepted: 04/12/2021] [Indexed: 12/25/2022]
Abstract
BACKGROUND Multiple studies have suggested that patients with early-stage SCC of the lung treated with SBRT are more susceptible to local failure compared to other NSCLC histologies. It is unknown if higher BED leads to improved outcomes in this patient population. We evaluated the effect of "high" BED versus "low" BED SBRT on overall survival (OS) in SCC and non-SCC NSCLC patients. METHODS The National Cancer Database was used to identify patients with cT1-2N0M0 NSCLC diagnosed between 2006-2016 treated with 3-5 fraction SBRT. Patients were grouped by BEDhigh (>150 Gy) and BEDlow (≤132 Gy). Univariate and multivariable analysis using Kaplan-Meier and Cox proportional hazards regression modeling were performed. Propensity-score matched analysis with inverse probability of treatment (IPTW) weighting was used to account for selection bias. RESULTS We identified 4,717 eligible SCC patients and 8,807 eligible non-SCC NSCLC patients. In SCC patients, BEDhigh was associated with improved OS in both univariate and multivariate analysis (MVA HR 0.84 95% CI 0.76-0.92, p < 0.001), with estimated IPTW-adjusted 3-year OS of 49% compared to 41% for the BEDlow group. In contrast, BEDhigh was not associated with improved OS compared to BEDlow for non-SCC NSCLC patients (MVA HR 0.94 95% CI 0.86-1.04, p = 0.23), with estimated IPTW-adjusted 3-year OS of 54% and 53%, respectively. CONCLUSIONS Our analysis suggests that in patients with early-stage NSCLC, SBRT regimens with BED > 150 Gy may confer a survival benefit in patients with SCC histology. Histology-based dose modification should be considered, and prospective validation may be warranted.
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Affiliation(s)
- Jacob S Parzen
- Beaumont Health, Department of Radiation Oncology, Royal Oak, United States
| | - Muayad F Almahariq
- Beaumont Health, Department of Radiation Oncology, Royal Oak, United States.
| | - Thomas J Quinn
- Beaumont Health, Department of Radiation Oncology, Royal Oak, United States
| | - Zaid A Siddiqui
- University of Pittsburgh Medical Center, Pittsburgh, United States
| | - Andrew B Thompson
- Beaumont Health, Department of Radiation Oncology, Royal Oak, United States
| | - Thomas Guerrero
- Beaumont Health, Department of Radiation Oncology, Royal Oak, United States
| | - Kuei Lee
- Beaumont Health, Department of Radiation Oncology, Royal Oak, United States
| | - Craig Stevens
- Beaumont Health, Department of Radiation Oncology, Royal Oak, United States
| | - Inga S Grills
- Beaumont Health, Department of Radiation Oncology, Royal Oak, United States
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McDermott RL, Mihai A, Dunne M, Keys M, O'Sullivan S, Thirion P, ElBeltagi N, Armstrong JG. Stereotactic Ablative Radiation Therapy for Large (≥5 cm) Non-small Cell Lung Carcinoma. Clin Oncol (R Coll Radiol) 2020; 33:292-299. [PMID: 33309479 DOI: 10.1016/j.clon.2020.11.026] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2020] [Revised: 10/28/2020] [Accepted: 11/25/2020] [Indexed: 12/25/2022]
Abstract
AIMS Stereotactic ablative radiation therapy (SABR) is a standard of care for medically inoperable early stage non-small cell lung carcinoma. Tumours greater than 5 cm have been excluded from randomised trials using SABR and, hence, it is not used as a standard for larger lung tumours. However, improvements in radiation therapy techniques and the success of SABR in treatment of early stage disease may allow safe delivery of ablative doses to larger tumours. We analysed our experience with tumours ≥5 cm to determine the efficacy and toxicity profile of SABR in this setting. MATERIALS AND METHODS We evaluated survival, control rates, patterns of failure and toxicity in patients with a tumour diameter larger than 5 cm that had no nodal or distant metastases treated with SABR technology. Patients had been treated in two centres since 2009 and were retrospectively analysed. All patients had positron emission tomography staging, were discussed at a tumour board and were documented to have no nodal or distant metastatic disease. Treatment outcomes were analysed using Kaplan-Meier estimates and compared using the Log-rank test. Cox regression was used to investigate the association between the survival outcomes and predictor variables. RESULTS In total, 86 patients were identified. Six patients had no follow-up imaging. Therefore, 80 patients were available for analysis. All patients were reclassified according to the updated AJCC eighth edition. The median follow-up was 19.6 months. No patients received neoadjuvant or concurrent systemic therapy. One patient received adjuvant systemic therapy. The median age at treatment was 77 years (range 58-91). Eighty-four per cent were stage T3N0M0 and 16% were staged T4N0M0. The median tumour diameter was 5.8 cm (range 5.0-9.3 cm). The median gross tumour volume, measured on a single phase of the respiratory cycle, was 45.7 cm3 (range 12.1-203.3 cm3). The median overall survival was 20.9 months (95% confidence interval 12.6-29.1 months). One-, 2- and 3-year overall survival was 71%, 48% and 32%, respectively. The median local failure-free survival was 19.5 months (95% confidence interval 14.4-24.6). The median disease-free survival was 15.1 months (95% confidence interval 9.9-20.4 months). Local control at 1, 2 and 3 years was 85% (95% confidence interval 76-94%), 71% (95% confidence interval 58-84%) and 57% (95% confidence interval 40-74%), respectively. Forty-four patients (55%) had any treatment failure (local, mediastinal, intrapulmonary or distant metastases). Out-of-field intrapulmonary disease progression was the most common mode of failure, occurring in 21 patients (26%). Local failure occurred in 19 patients (24%) - alone or in combination with other progression. Distant metastases occurred in 20 patients (25%). Neither histological subtype, tumour size nor gross tumour volume had a statistically significant effect on local failure-free survival. Two patients experienced grade 3 late dyspnoea. There were no other reported grade 3 or higher acute or late toxicities. CONCLUSION SABR for larger lung tumours ≥5 cm results in high local control and acceptable survival in patients with medically inoperable large non-small cell lung carcinoma treated with radiation alone. Such patients should be considered for SABR owing to fewer treatment fractions and acceptable toxicity. Local control analysis reveals a sustained pattern of local failure emphasising the need for long-term follow-up. Improvements in technical strategies are required to further improve local control.
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Affiliation(s)
- R L McDermott
- St Luke's Institute of Cancer Research, Rathgar, Dublin, Ireland; St Luke's Radiation Oncology Network, St Luke's Hospital, Rathgar, Dublin, Ireland.
| | - A Mihai
- Beacon Hospital, Sandyford, Dublin, Ireland
| | - M Dunne
- St Luke's Radiation Oncology Network, St Luke's Hospital, Rathgar, Dublin, Ireland
| | - M Keys
- St Luke's Radiation Oncology Network, St Luke's Hospital, Rathgar, Dublin, Ireland; St Luke's Radiation Oncology Network, St James' Hospital, Dublin, Ireland
| | - S O'Sullivan
- St Luke's Institute of Cancer Research, Rathgar, Dublin, Ireland; St Luke's Radiation Oncology Network, St Luke's Hospital, Rathgar, Dublin, Ireland
| | - P Thirion
- Beacon Hospital, Sandyford, Dublin, Ireland; St Luke's Radiation Oncology Network, St James' Hospital, Dublin, Ireland
| | - N ElBeltagi
- St Luke's Radiation Oncology Network, St Luke's Hospital, Rathgar, Dublin, Ireland
| | - J G Armstrong
- St Luke's Institute of Cancer Research, Rathgar, Dublin, Ireland; St Luke's Radiation Oncology Network, St Luke's Hospital, Rathgar, Dublin, Ireland; St Luke's Radiation Oncology Network, St James' Hospital, Dublin, Ireland
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Dong B, Zhu X, Shu Z, Ji Y, Lu F, Wang J, Chen M. Video-Assisted Thoracoscopic Lobectomy Versus Stereotactic Body Radiotherapy Treatment for Early-Stage Non-Small Cell Lung Cancer: A Propensity Score-Matching Analysis. Front Oncol 2020; 10:585709. [PMID: 33244457 PMCID: PMC7683774 DOI: 10.3389/fonc.2020.585709] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2020] [Accepted: 10/19/2020] [Indexed: 12/25/2022] Open
Abstract
Background Compared the overall outcomes of video-assisted thoracoscopic surgery (VATS) versus stereotactic body radiotherapy (SBRT) for stage I-II non-small cell lung cancer (NSCLC). Methods We retrospectively compared overall survival (OS), cancer-specific survival (CSS), locoregional control (LRC), and disease-free survival (DFS) at our institution between January 2012 and December 2016. Propensity score-matching was performed to reduce patient selection bias based on age, gender, Karnofsky performance score, Charlson comorbidity index, pulmonary function, and tumor diameter. Results A total of 567 patients treated with SBRT (n = 109) or surgery (n = 458) were included. Of those, 104 patients were matched for further analyses. Median follow-up was 44 months. At 3 and 5 years, OS was 88.6 and 79.9% for SBRT, and 94.2 and 91.6% for surgery (p = 0.097). There were no differences noted in 5-year CSS (83.7 vs. 91.6%, respectively; p = 0.270). The cumulative incidence of LRC at 3 and 5 years was comparable (93.5 and 93.5% vs. 94.0 and 85.9%, respectively; p = 0.621). Differences in the rates of disease-free survival at 5 years were not statistically significant (79.0 and 80.5%, respectively; p = 0.624). Conclusions This propensity score-matching analysis suggests that SBRT can be an alternative option to VATS lobectomy for stage I-II NSCLC.
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Affiliation(s)
- Baiqiang Dong
- Department of Radiation Oncology, Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Cancer and Basic Medicine (ICBM), Chinese Academy of Sciences, Hangzhou, China.,Department of Radiation Oncology, Zhejiang Key Laboratory of Radiobiology, Hangzhou, China
| | - Xuan Zhu
- Department of Radiation Oncology, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
| | - Zekai Shu
- Department of Radiation Oncology, Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Cancer and Basic Medicine (ICBM), Chinese Academy of Sciences, Hangzhou, China.,Department of Radiation Oncology, Zhejiang Key Laboratory of Radiobiology, Hangzhou, China
| | - Yongling Ji
- Department of Radiation Oncology, Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Cancer and Basic Medicine (ICBM), Chinese Academy of Sciences, Hangzhou, China.,Department of Radiation Oncology, Zhejiang Key Laboratory of Radiobiology, Hangzhou, China
| | - Fangxiao Lu
- Department of X-ray, Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Cancer and Basic Medicine (ICBM), Chinese Academy of Sciences, Hangzhou, China
| | - Jin Wang
- Department of Radiation Oncology, Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Cancer and Basic Medicine (ICBM), Chinese Academy of Sciences, Hangzhou, China.,Department of Radiation Oncology, Zhejiang Key Laboratory of Radiobiology, Hangzhou, China
| | - Ming Chen
- Department of Radiation Oncology, Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Cancer and Basic Medicine (ICBM), Chinese Academy of Sciences, Hangzhou, China.,Department of Radiation Oncology, Zhejiang Key Laboratory of Radiobiology, Hangzhou, China
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Kowalchuk RO, Waters MR, Baliga S, Richardson KM, Spencer KM, Larner JM, Kersh CR. Stereotactic body radiation therapy for empirically treated hypermetabolic lung lesions: a single-institutional experience identifying the Charlson score as a key prognostic factor. Transl Lung Cancer Res 2020; 9:1862-1872. [PMID: 33209608 PMCID: PMC7653131 DOI: 10.21037/tlcr-20-469] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Background Though pathologic evidence for non-small cell lung cancer (NSCLC) is preferred, many patients do not receive a biopsy prior to treatment with stereotactic body radiation therapy (SBRT). This study seeks to analyze the overall survival (OS), local control, and toxicity rates for such patients. Methods This retrospective review included patients empirically treated with SBRT for presumed non-metastatic NSCLC at a single institution. Inclusion criteria included a hypermetabolic pulmonary lesion noted on positron emission tomography (PET) imaging but no pathological evidence of NSCLC. Patients with another known metastatic tumor were excluded. Statistical analysis was conducted with Cox proportional hazards analysis, univariate analysis, and the Kaplan-Meier method. Results Ninety-one treatments in 90 unique patients met inclusion criteria. Patients were a median 77.9 years at the start of treatment and had a median Charlson score of 7. Pre-treatment standardized uptake value (SUV) was a median 4.5 and 1.5 after treatment. At a median follow-up of 12.9 months, 36-month local control of 91.3% was achieved. Twenty-four-month OS and progression-free survival were 65.4% and 44.8%, respectively. On univariate analysis, biologically effective dose (BED) ≥120 Gy was predictive of improved OS (P=0.001), with 36-month OS of 50.5% for patients with BED ≥120 Gy and only 31.6% for patients with BED <120 Gy. On Kaplan-Meier analysis, Charlson score ≥9 was predictive of decreased OS (P=0.04), and BED ≥120 Gy trended towards improved OS (P=0.08). Thirty-two cases of grade <3 toxicity were reported, and only two cases of grade 3 morbidity (fatigue) were noted. Conclusions Local control rates for empiric SBRT treatment for hypermetabolic, non-metastatic NSCLC are similar to those for biopsied NSCLC. OS is primarily dependent on a patient’s overall health status, which can be accurately assessed with the Charlson score. BED ≥120 Gy may also contribute to improved OS.
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Affiliation(s)
- Roman O Kowalchuk
- University of Virginia/Riverside, Radiosurgery Center, Newport News, VA, USA
| | - Michael R Waters
- University of Virginia/Riverside, Radiosurgery Center, Newport News, VA, USA
| | - Sujith Baliga
- Department of Radiation Oncology, The Ohio State University, Columbus, OH, USA
| | - K Martin Richardson
- University of Virginia/Riverside, Radiosurgery Center, Newport News, VA, USA
| | - Kelly M Spencer
- University of Virginia/Riverside, Radiosurgery Center, Newport News, VA, USA
| | - James M Larner
- Department of Radiation Oncology, University of Virginia, Charlottesville, VA, USA
| | - Charles R Kersh
- University of Virginia/Riverside, Radiosurgery Center, Newport News, VA, USA
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Rodrigues I, Figueiredo T, Gagean J, Ferreira C, Laranja A, Ramos T, Conde S, Moreira D, Cardia J. Prognostic factors and clinical outcomes after stereotactic radiotherapy for primary lung tumors. Rep Pract Oncol Radiother 2020; 25:943-950. [PMID: 33093813 DOI: 10.1016/j.rpor.2020.09.015] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2020] [Accepted: 09/21/2020] [Indexed: 12/25/2022] Open
Abstract
Aim To characterize the population treated with SBRT for early-stage primary lung tumors in our institution, determine their outcomes, and identify potential prognosis factors. Background Stereotactic radiotherapy (SBRT) is an alternative treatment for inoperable patients with early-stage lung cancer. It confers a local control rate around 90% at 3 years, and 2-3 year overall survival rates of 43-60% in this population. Materials and methods We retrospectively analyzed all patients treated in our department between 2012 and 2017 and evaluated local progression-free survival (L-PFS), nodal or distant progression-free survival (ND-PFS), global progression-free survival (G-PFS), overall survival (OS), and disease specific survival (DSS). Univariate (UVA) and multivariate (MVA) models were built to assess the influence of each variable. Results We identified 218 patients with 233 tumors. Most were male (78.9%) with a median age of 73 years. Median follow-up was 22 months. At 18 months, L-PFS was 93.7%, ND-PFS was 82.2%, G-PFS was 76.0%, DSS was 90.5%, and OS was 78.0% in ≤ T2 tumors. On UVA, T2 tumors were associated with lower L-PFS, G-PFS and DSS than T1, with no significant impact on ND-PFS or OS, an effect that persisted on MVA. On UVA, L-PFS and G-PFS were negatively influenced by female gender and a 5-fraction schedule was associated with worse G-PFS, which was not confirmed on MVA. Conclusion Our local and distant control rates and survival were similar to those previously reported. On MVA, T2 tumors displayed lower L-PFS, G-PFS and DSS, with no difference in OS.
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Affiliation(s)
- Isabel Rodrigues
- External Radiotherapy Department, Instituto Português de Oncologia do Porto Francisco Gentil, E.P.E., 4200-072 Porto, Portugal
| | - Tiago Figueiredo
- External Radiotherapy Department, Instituto Português de Oncologia do Porto Francisco Gentil, E.P.E., 4200-072 Porto, Portugal
| | - João Gagean
- External Radiotherapy Department, Instituto Português de Oncologia do Porto Francisco Gentil, E.P.E., 4200-072 Porto, Portugal
| | - Carolina Ferreira
- External Radiotherapy Department, Instituto Português de Oncologia do Porto Francisco Gentil, E.P.E., 4200-072 Porto, Portugal
| | - André Laranja
- External Radiotherapy Department, Instituto Português de Oncologia do Porto Francisco Gentil, E.P.E., 4200-072 Porto, Portugal
| | - Tiago Ramos
- External Radiotherapy Department, Instituto Português de Oncologia do Porto Francisco Gentil, E.P.E., 4200-072 Porto, Portugal
| | - Sofia Conde
- External Radiotherapy Department, Instituto Português de Oncologia do Porto Francisco Gentil, E.P.E., 4200-072 Porto, Portugal
| | - Diana Moreira
- External Radiotherapy Department, Instituto Português de Oncologia do Porto Francisco Gentil, E.P.E., 4200-072 Porto, Portugal
| | - Joana Cardia
- External Radiotherapy Department, Instituto Português de Oncologia do Porto Francisco Gentil, E.P.E., 4200-072 Porto, Portugal
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Upregulation of KCNQ1OT1 promotes resistance to stereotactic body radiotherapy in lung adenocarcinoma by inducing ATG5/ATG12-mediated autophagy via miR-372-3p. Cell Death Dis 2020; 11:883. [PMID: 33082306 PMCID: PMC7575601 DOI: 10.1038/s41419-020-03083-8] [Citation(s) in RCA: 37] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2020] [Revised: 08/23/2020] [Accepted: 08/27/2020] [Indexed: 12/22/2022]
Abstract
Stereotactic body radiotherapy (SBRT) has emerged as a standard treatment for non-small-cell lung cancer. However, its therapeutic advantages are limited with the development of SBRT resistance. The SBRT-resistant cell lines (A549/IR and H1975/IR) were established after exposure with hypofractionated irradiation. The differential lncRNAs were screened by microarray assay, then the expression was detected in LUAD tumor tissues and cell lines by qPCR. The influence on radiation response was assessed via in vitro and in vivo assays, and autophagy levels were evaluated by western blot and transmission electron microscopy. Bioinformatics prediction and rescue experiments were used to identify the pathways underlying SBRT resistance. High expression of KCNQ1OT1 was identified in LUAD SBRT-resistant cells and tissues, positively associated with a large tumor, advanced clinical stage, and a lower response rate to concurrent therapy. KCNQ1OT1 depletion significantly resensitized A549/IR and H1975/IR cells to radiation by inhibiting autophagy, which could be attenuated by miR-372-3p knockdown. Furthermore, autophagy-related 5 (ATG5) and autophagy-related 12 (ATG12) were confirmed as direct targets of miR-372-3p. Restoration of either ATG5 or ATG12 abrogated miR-372-3p-mediated autophagy inhibition and radiosensitivity. Our data describe that KCNQ1OT1 is responsible for SBRT resistance in LUAD through induction of ATG5- and ATG12-dependent autophagy via sponging miR-372-3p, which would be a potential strategy to enhance the antitumor effects of radiotherapy in LUAD.
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Sood S, Ganju R, Shen X, Napel MT, Wang F. Ultra-central Thoracic Re-irradiation Using 10-fraction Stereotactic Body Radiotherapy for Recurrent Non-small-cell Lung Cancer Tumors: Preliminary Toxicity and Efficacy Outcomes. Clin Lung Cancer 2020; 22:e301-e312. [PMID: 33132058 DOI: 10.1016/j.cllc.2020.05.010] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2020] [Revised: 04/22/2020] [Accepted: 05/10/2020] [Indexed: 12/25/2022]
Abstract
BACKGROUND We report our clinical outcomes of patients with recurrent non-small-cell lung cancer (NSCLC) tumors with ultra-central (UC) location treated with hypofractionated 10-fraction stereotactic body radiotherapy (hSBRT) in the context of thoracic re-irradiation. PATIENTS AND METHODS This study was conducted from 2009 to 2017 on 20 patients with recurrent NSCLC from previous thoracic radiation treatment who underwent hSBRT to 21 total UC located recurrent tumors. The planning target volumes (PTVs) that overlapped with previous treatment fields (within the 50% isodose line) were included in this analysis with endpoints of overall survival, tumor control, and toxicity. RESULTS The median follow-up time was 17.8 months. The median total dose of hSBRT and total biologically effective dose (BED10) were 65 Gy and 107.25 Gy, respectively. The median time from previous treatment was 14.6 months. The 1-year overall survival, progression-free survival, and local control rates were 68%, 35%, and 83%, respectively. The median time to local progression was 13.3 months. The most common toxicity was grade 2 or above pneumonitis (35%). One patient, whose tumor was abutting the esophagus, experienced grade 3 esophagitis. Two (10%) patients died from "unlikely" treatment-related hemorrhage from local tumor progression at 10 and 24 months after hSBRT. Bronchoscopic evaluation of 1 patient suggested endobronchial tumor progression, and clear radiographic evidence of treated hilar tumor progression was documented in the second patient's case. CONCLUSION Despite having a high-risk population with recurrent ultra-central NSCLC tumors in the setting of re-irradiation, our results demonstrate that ablative doses of hSBRT may serve as a feasible option for these challenging cases and concur with current reported literature.
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Affiliation(s)
- Sumit Sood
- Department of Radiation Oncology, University of Minnesota, Minneapolis, MN
| | - Rohit Ganju
- Department of Radiation Oncology, The University of Kansas Cancer Center, Kansas City, KS
| | - Xinglei Shen
- Department of Radiation Oncology, The University of Kansas Cancer Center, Kansas City, KS
| | - Mindi Ten Napel
- Department of Radiation Oncology, The University of Kansas Cancer Center, Kansas City, KS
| | - Fen Wang
- Department of Radiation Oncology, The University of Kansas Cancer Center, Kansas City, KS.
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Sahin B, Atalar B, Kaytan Saglam E, Akgun Z, Abacioglu U, Arifoglu A, Ozyar E, Yaprak G, Ozseker Isik N, Guney Y, Caglar HB, Karaman S, Igdem S, Selek U, Berber T, Oner Dincbas F, Sengoz M, Yucel S, Demiral AN, Akyurek S. Prognostic factors in medically inoperable early stage lung cancer patients treated with stereotactic ablative radiation therapy (SABR): Turkish Radiation Oncology Society Multicentric Study. CLINICAL RESPIRATORY JOURNAL 2020; 14:1050-1059. [PMID: 32749053 DOI: 10.1111/crj.13240] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/10/2020] [Revised: 05/30/2020] [Accepted: 07/27/2020] [Indexed: 12/25/2022]
Abstract
OBJECTIVE We identified factors influencing outcomes in patients with medically inoperable early stage lung cancer (MIESLC) treated with stereotactic ablative radiation therapy (SABR) at 14 centers in Turkey. MATERIALS AND METHODS We retrospectively analyzed 431 patients with stage I-II MIESLC treated with SABR from 2009 through 2017. Age; sex; performance score; imaging technique; tumor histology and size; disease stage radiation dose, fraction and biologically effective dose with an α/β ratio of 10 (BED10 ); tumor location and treatment center were evaluated for associations with overall survival (OS), local control (LC) and toxicity. RESULTS Median follow-up time was 27 months (range 1-115); median SABR dose was 54 Gy (range 30-70) given in a median three fractions (range 1-10); median BED10 was 151 Gy (range 48-180). Tumors were peripheral in 285 patients (66.1%), central in 69 (16%) and <1 cm from mediastinal structures in 77 (17.9%). Response was evaluated with PET/CT in most cases at a median 3 months after SABR. Response rates were: 48% complete, 36.7% partial, 7.9% stable and 7.4% progression. LC rates were 97.1% at 1 year, 92.6% at 2 years and 91.2% at 3 years; corresponding OS rates were 92.6%, 80.6% and 72.7%. On multivariate analysis, BED10 > 100 Gy (P = .011), adenocarcinoma (P = .025) and complete response on first evaluation (P = .007) predicted favorable LC. BED10 > 120 Gy (hazard ratio [HR] 1.9, 95% confidence interval [CI] 1.1-3.2, P = .019) and tumor size (<2 cm HR 1.9, 95% CI 1.3-3, P = .003) predicted favorable OS. No grade 4-5 acute side effects were observed; late effects were grade ≤3 pneumonitis (18 [4.2%]), chest wall pain (11 [2.5%]) and rib fracture (1 [0.2%]). CONCLUSION SABR produced encouraging results, with satisfactory LC and OS and minimal toxicity. BED10 > 120 Gy was needed for better LC and OS for large, non-adenocarcinoma tumors.
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Affiliation(s)
- Bilgehan Sahin
- Faculty of Medicine, Radiation Oncology Department, Acıbadem MAA University, Istanbul, Turkey
| | - Banu Atalar
- Faculty of Medicine, Radiation Oncology Department, Acıbadem MAA University, Istanbul, Turkey
| | - Esra Kaytan Saglam
- Radiation Oncology Department, Istanbul University Institute of Oncology, Istanbul, Turkey.,Radiation Oncology Department, Memorial Şişli Hospital, Istanbul, Turkey
| | - Zuleyha Akgun
- Radiation Oncology Department, Memorial Şişli Hospital, Istanbul, Turkey
| | - Ufuk Abacioglu
- Radiation Oncology Department, Acıbadem Altunizade Hospital, Istanbul, Turkey
| | - Alptekin Arifoglu
- Radiation Oncology Department, Acıbadem Altunizade Hospital, Istanbul, Turkey
| | - Enis Ozyar
- Faculty of Medicine, Radiation Oncology Department, Acıbadem MAA University, Istanbul, Turkey
| | - Gokhan Yaprak
- Radiation Oncology Department, University of Health Sciences Dr. Lütfi Kırdar Kartal Training and Research Hospital, Istanbul, Turkey
| | - Naciye Ozseker Isik
- Radiation Oncology Department, University of Health Sciences Dr. Lütfi Kırdar Kartal Training and Research Hospital, Istanbul, Turkey
| | - Yıldız Guney
- Radiation Oncology Department, Memorial Ankara Hospital, Ankara, Turkey
| | - Hale Basak Caglar
- Radiation Oncology Department, Anadolu Medical Center John Hopkins International, Istanbul, Turkey
| | - Sule Karaman
- Radiation Oncology Department, Istanbul University Institute of Oncology, Istanbul, Turkey
| | - Sefik Igdem
- Faculty of Medicine, Radiation Oncology Department, Bilim University, Istanbul, Turkey
| | - Ugur Selek
- Radiation Oncology Department, School of Medicine, Koc University, Istanbul, Turkey.,MD Anderson Cancer Center, University of Texas, Houston, TX, USA
| | - Tanju Berber
- Radiation Oncology Department, University of Health Sciences, Okmeydani Training and Research Hospital, Istanbul, Turkey
| | - Fazilet Oner Dincbas
- Faculty of Medicine, Radiation Oncology Department, Istanbul University-Cerrahpaşa, Istanbul, Turkey
| | - Meric Sengoz
- Faculty of Medicine, Radiation Oncology Department, Acıbadem MAA University, Istanbul, Turkey
| | - Serap Yucel
- Faculty of Medicine, Radiation Oncology Department, Acıbadem MAA University, Istanbul, Turkey
| | - Ayşe Nur Demiral
- Faculty of Medicine, Radiation Oncology Department, Dokuz Eylül University, Izmir, Turkey
| | - Serap Akyurek
- Faculty of Medicine, Radiation Oncology Department, Ankara University, Ankara, Turkey
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Ernani V, Appiah AK, Baine MJ, Smith LM, Ganti AK. The impact of histology in the outcomes of patients with early-stage non-small cell lung cancer (NSCLC) treated with stereotactic body radiation therapy (SBRT) and adjuvant chemotherapy. Cancer Treat Res Commun 2020; 24:100197. [PMID: 32777751 DOI: 10.1016/j.ctarc.2020.100197] [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: 02/12/2020] [Revised: 04/10/2020] [Accepted: 07/16/2020] [Indexed: 06/11/2023]
Abstract
INTRODUCTION Stereotactic body radiation therapy (SBRT) is the standard of care treatment for nonsurgical patients with early-stage non-small cell lung cancer (NSCLC). A recent report has indicated an improvement in overall survival (OS) with adjuvant chemotherapy in patients with tumors ≥ 4 cm treated with SBRT. We present a retrospective study evaluating the impact of histology in patients treated with SBRT and adjuvant chemotherapy. MATERIALS AND METHODS Patients (≥18 years) diagnosed with clinical stages I-II NSCLC from 2004 to 2013 were identified using the National Cancer Database (n = 12,055). The Kaplan-Meier method was used to estimate overall survival (OS) distributions and the log-rank test was used to compare distributions by treatment strategy. Clinical stages I and II were subdivided according to the TNM staging and log-rank tests was used to compare survival distributions by treatment strategy within each subgroup. We performed subgroup analysis for the three main NSCLC histologies (i.e., adenocarcinoma, squamous cell carcinoma (SCC), and large cell). RESULTS In patients with adenocarcinoma, SCC and, large cell carcinoma; adjuvant chemotherapy was associated with worse OS in tumors < 4 cm (P<.0001, P<.0099, and P=.0082, respectively). In patients with adenocarcinoma and tumor ≥ 4 cm, adjuvant chemotherapy was not associated with improved OS (P=.262); however, in patients with SCC and large cell, adjuvant chemotherapy improved OS (P<.0001, and P=.0129, respectively). CONCLUSION In patients with NSCLC ≥ 4 cm treated with SBRT, adjuvant chemotherapy was associated with improved OS in patients with SCC and large cell histologies.
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Affiliation(s)
- Vinicius Ernani
- Division of Oncology-Hematology, University of Nebraska Medical Center, Fred and Pamela Buffett Cancer Center, 986840 Nebraska Medical Center, Omaha, NE 68198-6840, USA.
| | - Adams Kusi Appiah
- Department of Biostatistics, University of Nebraska Medical Center, Omaha, NE, USA
| | - Michael J Baine
- Division of Radiation Oncology, University of Nebraska Medical Center, Fred and Pamela Buffett Cancer Center, Omaha, NE, USA
| | - Lynette M Smith
- Department of Biostatistics, University of Nebraska Medical Center, Omaha, NE, USA
| | - Apar Kishor Ganti
- Department of Internal Medicine, VA Nebraska Western Iowa Health Care System, Omaha, NE, USA
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Plodkowski AJ, Araujo-Filho JAB, Simmers CDA, Girshman J, Raj M, Zheng J, Rimner A, Ginsberg MS. Pre-treatment CT imaging in stage IIIA lung cancer: Can we predict local recurrence after definitive chemoradiotherapy? Clin Imaging 2020; 69:133-138. [PMID: 32721848 DOI: 10.1016/j.clinimag.2020.07.005] [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: 05/09/2020] [Revised: 06/19/2020] [Accepted: 07/13/2020] [Indexed: 11/16/2022]
Abstract
OBJECTIVES The aim of this study was to delineate computed tomography (CT) features of stage IIIA non-small cell lung cancers on pre-treatment staging studies and identify features that could predict local recurrence after definitive concurrent chemoradiotherapy. MATERIALS AND METHODS We retrospectively reviewed pre- and post-treatment CT scans for 91 patients with Stage IIIA non-small cell lung cancer undergoing definitive concurrent chemoradiotherapy. Pre-treatment CT qualitative features were evaluated by consensus. The primary endpoint was local recurrence as determined on post-treatment CT scans along with the radiotherapy fields. Local recurrence was defined as intrathoracic in-field and marginal as opposed to out-of-field failures. Competing risk regressions were used to examine associations between CT features and recurrence. RESULTS The median follow-up was 51.5 months (range 2.4-111.2). Median overall survival was 25.6 months (95% CI: 20.4-30). At last follow-up, 72 (79.1%) patients had died, 48 (52.7%) had in-field recurrence, and 30 (32.9%) presented with out-of-field recurrence. On pre-treatment CT scans, tumors presenting as pulmonary consolidations (hazard ratio = 2.34, 95% CI: 1.05-5.22; p 0.038) were more likely to have in-field failure. Tumors with 50-100% necrosis (hazard ratio = 0.15, 95% CI: 0.02-1.06) were associated with decreased out-of-field failure (overall p = 0.038). However, these were rare features in our sample which limit the ability of these features to be associated with such outcomes. CONCLUSIONS Pre-treatment CT features alone are limited in predicting locoregional recurrence. Larger studies using quantitative tools are needed to predict such outcomes.
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Affiliation(s)
- Andrew J Plodkowski
- Department of Radiology, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY 10065, USA.
| | | | - Cameron D A Simmers
- Department of Radiology, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY 10065, USA
| | - Jeffrey Girshman
- Department of Radiology, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY 10065, USA
| | - Micheal Raj
- Department of Radiology, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY 10065, USA
| | - Junting Zheng
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY 10065, USA
| | - Andreas Rimner
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY 10065, USA
| | - Michelle S Ginsberg
- Department of Radiology, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY 10065, USA
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Patel M, Colvin T, Kirkland RS, Marcrom S, Dobelbower M, Spencer SA, Boggs DH, Popple R, Shen S, Wei B, McDonald A. Reduced Margin Stereotactic Body Radiation Therapy for Early Stage Non-Small Cell Lung Cancers. Cureus 2020; 12:e8618. [PMID: 32676253 PMCID: PMC7362592 DOI: 10.7759/cureus.8618] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
Purpose Our study reports the clinical outcomes of patients treated with 5-mm isotropic margin, fiducial-guided stereotactic body radiation therapy (SBRT) for early stage non-small cell lung cancer (NSCLC). We also sought to assess the effect of histological subtype on local control. Methods We retrospectively reviewed the charts of all patients treated with SBRT for NSCLC between 2007 and 2017 at our institution. All patients who had implanted fiducial markers, planning target volume (PTV) margins of 5 mm or less, early stage disease (T1-T2, N0), and at least one follow-up CT were included in this analysis. Estimates of local control were generated using the Kaplan-Meier method, and differences between survival curves were assessed using the log-rank test. Results A total of 152 patients met the inclusion criteria for this analysis, with a median follow-up of 27.9 months. Patients received 54 Gy in three fractions for peripheral tumors and 48-52.5 Gy in four to five fractions for central tumors. NSCLC histology was adenocarcinoma in 69 (45.4%) cases, squamous cell carcinoma in 65 (42.8%) cases, and other or non-subtyped in 18 (11.8%) cases. Across the entire cohort, the two-year estimate of local control was 95.1%. When histology was considered, the two-year estimate of local control among patients with adenocarcinoma was 95.6% as compared with 85.0% for patients with other subtypes (p=0.044). Conclusions Fiducial-guided, isotropic 5-mm PTV margin for thoracic SBRT did not compromise local control compared with historical standards. In this series, patients with adenocarcinoma experienced improved local control compared with squamous cell carcinoma.
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Affiliation(s)
- Mayank Patel
- Radiation Oncology, University of Alabama at Birmingham School of Medicine, Birmingham, USA
| | - Tyler Colvin
- Internal Medicine, University of Alabama at Birmingham School of Medicine, Birmingham, USA
| | | | - Samuel Marcrom
- Radiation Oncology, University of Alabama at Birmingham School of Medicine, Birmingham, USA
| | - Michael Dobelbower
- Radiation Oncology, University of Alabama at Birmingham School of Medicine, Birmingham, USA
| | - Sharon A Spencer
- Radiation Oncology, University of Alabama at Birmingham School of Medicine, Birmingham, USA
| | - Drexell H Boggs
- Radiation Oncology, University of Alabama at Birmingham School of Medicine, Birmingham, USA
| | - Richard Popple
- Radiation Oncology, University of Alabama at Birmingham School of Medicine, Birmingham, USA
| | - Sui Shen
- Radiation Oncology, University of Alabama at Birmingham School of Medicine, Birmingham, USA
| | - Benjamin Wei
- Cardiothoracic Surgery, University of Alabama at Birmingham School of Medicine, Birmingham, USA
| | - Andrew McDonald
- Radiation Oncology, University of Alabama at Birmingham School of Medicine, Birmingham, USA
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48
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Chassagnon G, Martini K, Giraud P, Revel MP. Radiological assessment after stereotactic body radiation of lung tumours. Cancer Radiother 2020; 24:379-387. [PMID: 32534799 DOI: 10.1016/j.canrad.2020.04.009] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2020] [Accepted: 04/21/2020] [Indexed: 12/17/2022]
Abstract
The increasing use of stereotactic body radiation therapy for lung tumours comes along with new post-therapeutic imaging findings that should be known by physicians involved in patient follow-up. Radiation-induced lung injury is much more frequent than after conventional radiation therapy, it can also be delayed and has a different radiological presentation. Radiation-induced lung injury after stereotactic body radiation therapy involves the lung parenchyma surrounding the target tumour and appears as a dynamic process continuing for years after completion of the treatment. Thus, the radiological pattern and the severity of radiation-induced lung injury are prone to changes during follow-up, which can make it difficult to differentiate from local recurrence. Contrary to radiation-induced lung injury, local recurrence after stereotactic body radiation therapy is rare. Other complications mainly depend on tumour location and include airway complications, rib fractures and organizing pneumonia. The aim of this article is to provide a wide overview of radiological changes occurring after SBRT for lung tumours. Awareness of changes following stereotactic body radiation therapy should help avoiding unnecessary interventions for pseudo tumoral presentations.
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Affiliation(s)
- G Chassagnon
- Service de radiologie, hôpital Cochin, AP-HP, centre université de Paris, 27, rue du Faubourg-Saint-Jacques, 75014 Paris, France; Université de Paris, 12, rue de l'École-de-Médecine, 75006 Paris, France.
| | - K Martini
- Service de radiologie, hôpital Cochin, AP-HP, centre université de Paris, 27, rue du Faubourg-Saint-Jacques, 75014 Paris, France
| | - P Giraud
- Université de Paris, 12, rue de l'École-de-Médecine, 75006 Paris, France; Service de radiologie, hôpital européen Georges-Pompidou, AP-HP, centre université de Paris, 20, rue Leblanc, 75015 Paris, France
| | - M-P Revel
- Service de radiologie, hôpital Cochin, AP-HP, centre université de Paris, 27, rue du Faubourg-Saint-Jacques, 75014 Paris, France; Université de Paris, 12, rue de l'École-de-Médecine, 75006 Paris, France
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Elbanna M, Shiue K, Edwards D, Cerra-Franco A, Agrawal N, Hinton J, Mereniuk T, Huang C, Ryan JL, Smith J, Aaron VD, Burney H, Zang Y, Holmes J, Langer M, Zellars R, Lautenschlaeger T. Impact of Lung Parenchymal-Only Failure on Overall Survival in Early-Stage Lung Cancer Patients Treated With Stereotactic Ablative Radiotherapy. Clin Lung Cancer 2020; 22:e342-e359. [PMID: 32736936 DOI: 10.1016/j.cllc.2020.05.024] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2019] [Revised: 03/28/2020] [Accepted: 05/18/2020] [Indexed: 12/25/2022]
Abstract
INTRODUCTION The impact of lung parenchymal-only failure on patient survival after stereotactic ablative body radiotherapy (SABR) for early-stage non-small-cell lung cancer (NSCLC) remains unclear. PATIENTS AND METHODS The study population included 481 patients with early-stage NSCLC who were treated with 3- to 5-fraction SABR between 2000 and 2016. The primary study objective was to assess the impact of out-of-field lung parenchymal-only failure (OLPF) on overall survival (OS). RESULTS At a median follow-up of 5.9 years, the median OS was 2.7 years for all patients. Patients with OLPF did not have a significantly different OS compared to patients without failure (P = .0952, median OS 4.1 years with failure vs. 2.6 years never failure). Analysis in a 1:1 propensity score-matched cohort for Karnofsky performance status, comorbidity score, and smoking status showed no differences in OS between patients without failure and those with OLPF (P = .8). In subgroup analyses exploring the impact of time of failure on OS, patients with OLPF 6 months or more after diagnosis did not have significantly different OS compared to those without failure, when accounting for immortal time bias (P = .3, median OS 4.3 years vs. 3.5 years never failure). Only 7 patients in our data set experienced failure within 6 months of treatment, of which only 4 were confirmed to be true failures; therefore, limited data are available in our cohort on the impact of OLPF for ≤ 6 months on OS. CONCLUSION OLPF after SABR for early-stage NSCLC does not appear to adversely affect OS, especially if occurring at least 6 months after SABR. More studies are needed to understand if OLPF within 6 months of SABR is associated with adverse OS. These data are useful when discussing prognosis of lung parenchymal failures after initial SABR.
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Affiliation(s)
- May Elbanna
- Department of Radiation Oncology, Indiana University School of Medicine, Indianapolis, IN
| | - Kevin Shiue
- Department of Radiation Oncology, Indiana University School of Medicine, Indianapolis, IN
| | - Donna Edwards
- Department of Radiation Oncology, Indiana University School of Medicine, Indianapolis, IN
| | - Alberto Cerra-Franco
- Department of Radiation Oncology, Indiana University School of Medicine, Indianapolis, IN
| | - Namita Agrawal
- Department of Radiation Oncology, Indiana University School of Medicine, Indianapolis, IN
| | - Jason Hinton
- Department of Radiation Oncology, Indiana University School of Medicine, Indianapolis, IN
| | - Todd Mereniuk
- Department of Radiation Oncology, Indiana University School of Medicine, Indianapolis, IN
| | - Christina Huang
- Department of Radiation Oncology, Indiana University School of Medicine, Indianapolis, IN
| | - Joshua L Ryan
- Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, IN
| | - Jessica Smith
- Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, IN
| | - Vasantha D Aaron
- Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, IN
| | - Heather Burney
- Department of Biostatistics, Indiana University School of Medicine, Indianapolis, IN
| | - Yong Zang
- Department of Biostatistics, Indiana University School of Medicine, Indianapolis, IN
| | - Jordan Holmes
- Department of Radiation Oncology, Indiana University School of Medicine, Indianapolis, IN
| | - Mark Langer
- Department of Radiation Oncology, Indiana University School of Medicine, Indianapolis, IN
| | - Richard Zellars
- Department of Radiation Oncology, Indiana University School of Medicine, Indianapolis, IN
| | - Tim Lautenschlaeger
- Department of Radiation Oncology, Indiana University School of Medicine, Indianapolis, IN.
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50
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Ijsseldijk MA, Shoni M, Siegert C, Wiering B, van Engelenburg AKC, Tsai TC, Ten Broek RPG, Lebenthal A. Oncologic Outcomes of Surgery Versus SBRT for Non-Small-Cell Lung Carcinoma: A Systematic Review and Meta-analysis. Clin Lung Cancer 2020; 22:e235-e292. [PMID: 32912754 DOI: 10.1016/j.cllc.2020.04.017] [Citation(s) in RCA: 27] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2020] [Revised: 04/21/2020] [Accepted: 04/25/2020] [Indexed: 02/06/2023]
Abstract
BACKGROUND The optimal treatment of stage I non-small-cell lung carcinoma is subject to debate. The aim of this study was to compare overall survival and oncologic outcomes of lobar resection (LR), sublobar resection (SR), and stereotactic body radiotherapy (SBRT). METHODS A systematic review and meta-analysis of oncologic outcomes of propensity matched comparative and noncomparative cohort studies was performed. Outcomes of interest were overall survival and disease-free survival. The inverse variance method and the random-effects method for meta-analysis were utilized to assess the pooled estimates. RESULTS A total of 100 studies with patients treated for clinical stage I non-small-cell lung carcinoma were included. Long-term overall and disease-free survival after LR was superior over SBRT in all comparisons, and for most comparisons, SR was superior to SBRT. Noncomparative studies showed superior long-term overall and disease-free survival for both LR and SR over SBRT. Although the papers were heterogeneous and of low quality, results remained essentially the same throughout a large number of stratifications and sensitivity analyses. CONCLUSION Results of this systematic review and meta-analysis showed that LR has superior outcomes compared to SBRT for cI non-small-cell lung carcinoma. New trials are underway evaluating long-term results of SBRT in potentially operable patients.
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Affiliation(s)
- Michiel A Ijsseldijk
- Division of Surgery, Slingeland Ziekenhuis, Doetinchem, The Netherlands; Division of Surgery, Radboud University Medical Center, Nijmegen, The Netherlands.
| | - Melina Shoni
- Division of Thoracic Surgery, Brigham and Women's Hospital, Boston, MA
| | - Charles Siegert
- Division of Thoracic Surgery, Brigham and Women's Hospital, Boston, MA; Division of Thoracic Surgery, West Roxbury Veterans Administration, West Roxbury, MA
| | - Bastiaan Wiering
- Division of Surgery, Slingeland Ziekenhuis, Doetinchem, The Netherlands
| | | | - Thomas C Tsai
- Division of Thoracic Surgery, Brigham and Women's Hospital, Boston, MA
| | - Richard P G Ten Broek
- Division of Surgery, Slingeland Ziekenhuis, Doetinchem, The Netherlands; Division of Surgery, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Abraham Lebenthal
- Division of Thoracic Surgery, Brigham and Women's Hospital, Boston, MA; Division of Thoracic Surgery, West Roxbury Veterans Administration, West Roxbury, MA; Harvard Medical School, Boston, MA
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