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Novel Harmonization Method for Multi-Centric Radiomic Studies in Non-Small Cell Lung Cancer. Curr Oncol 2022; 29:5179-5194. [PMID: 35892979 PMCID: PMC9332210 DOI: 10.3390/curroncol29080410] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2022] [Revised: 07/08/2022] [Accepted: 07/14/2022] [Indexed: 01/06/2023] Open
Abstract
The purpose of this multi-centric work was to investigate the relationship between radiomic features extracted from pre-treatment computed tomography (CT), positron emission tomography (PET) imaging, and clinical outcomes for stereotactic body radiation therapy (SBRT) in early-stage non-small cell lung cancer (NSCLC). One-hundred and seventeen patients who received SBRT for early-stage NSCLC were retrospectively identified from seven Italian centers. The tumor was identified on pre-treatment free-breathing CT and PET images, from which we extracted 3004 quantitative radiomic features. The primary outcome was 24-month progression-free-survival (PFS) based on cancer recurrence (local/non-local) following SBRT. A harmonization technique was proposed for CT features considering lesion and contralateral healthy lung tissues using the LASSO algorithm as a feature selector. Models with harmonized CT features (B models) demonstrated better performances compared to the ones using only original CT features (C models). A linear support vector machine (SVM) with harmonized CT and PET features (A1 model) showed an area under the curve (AUC) of 0.77 (0.63–0.85) for predicting the primary outcome in an external validation cohort. The addition of clinical features did not enhance the model performance. This study provided the basis for validating our novel CT data harmonization strategy, involving delta radiomics. The harmonized radiomic models demonstrated the capability to properly predict patient prognosis.
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Lee P, Loo BW, Biswas T, Ding GX, El Naqa IM, Jackson A, Kong FM, LaCouture T, Miften M, Solberg T, Tome WA, Tai A, Yorke E, Li XA. Local Control After Stereotactic Body Radiation Therapy for Stage I Non-Small Cell Lung Cancer. Int J Radiat Oncol Biol Phys 2021; 110:160-171. [PMID: 30954520 PMCID: PMC9446070 DOI: 10.1016/j.ijrobp.2019.03.045] [Citation(s) in RCA: 32] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2019] [Revised: 02/06/2019] [Accepted: 03/27/2019] [Indexed: 02/07/2023]
Abstract
PURPOSE Numerous dose and fractionation schedules have been used to treat medically inoperable stage I non-small cell lung cancer (NSCLC) with stereotactic body radiation therapy (SBRT) or stereotactic ablative radiation therapy. We evaluated published experiences with SBRT to determine local control (LC) rates as a function of SBRT dose. METHODS AND MATERIALS One hundred sixty published articles reporting LC rates after SBRT for stage I NSCLC were identified. Quality of the series was assessed by evaluating the number of patients in the study, homogeneity of the dose regimen, length of follow-up time, and reporting of LC. Clinical data including 1, 2, 3, and 5-year tumor control probabilities for stages T1, T2, and combined T1 and T2 as a function of the biological effective dose were fitted to the linear quadratic, universal survival curve, and regrowth models. RESULTS Forty-six studies met inclusion criteria. As measured by the goodness of fit χ2/ndf, with ndf as the number of degrees of freedom, none of the models were ideal fits for the data. Of the 3 models, the regrowth model provides the best fit to the clinical data. For the regrowth model, the fitting yielded an α-to-β ratio of approximately 25 Gy for T1 tumors, 19 Gy for T2 tumors, and 21 Gy for T1 and T2 combined. To achieve the maximal LC rate, the predicted physical dose schemes when prescribed at the periphery of the planning target volume are 43 ± 1 Gy in 3 fractions, 47 ± 1 Gy in 4 fractions, and 50 ± 1 Gy in 5 fractions for combined T1 and T2 tumors. CONCLUSIONS Early-stage NSCLC is radioresponsive when treated with SBRT or stereotactic ablative radiation therapy. A steep dose-response relationship exists with high rates of durable LC when physical doses of 43-50 Gy are delivered in 3 to 5 fractions.
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Affiliation(s)
- Percy Lee
- Department of Radiation Oncology, David Geffen School of Medicine at UCLA, Los Angeles, California.
| | - Billy W Loo
- Department of Radiation Oncology, Stanford University, Stanford, California
| | - Tithi Biswas
- Department of Radiation Oncology, University Hospitals Case Medical Center, Cleveland, Ohio
| | - George X Ding
- Department of Radiation Oncology, Vanderbilt University School of Medicine, Nashville, Tennessee
| | - Issam M El Naqa
- Department of Radiation Oncology, University of Michigan School of Medicine, Ann Arbor, Michigan
| | - Andrew Jackson
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Feng-Ming Kong
- Department of Radiation Oncology, University Hospitals Cleveland Medical Center, Cleveland, Ohio
| | - Tamara LaCouture
- Department of Radiation Oncology, Jefferson Health New Jersey, Sewell, New Jersey
| | - Moyed Miften
- Department of Radiation Oncology, Colorado University School of Medicine, Aurora, Colorado
| | - Timothy Solberg
- Department of Radiation Oncology, University of California at San Francisco, San Francisco, California
| | - Wolfgang A Tome
- Department of Radiation Oncology, Albert Einstein College of Medicine, New York, New York
| | - An Tai
- Department of Radiation Oncology, Medical College of Wisconsin, Milwaukee, Wisconsin
| | - Ellen Yorke
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - X Allen Li
- Department of Radiation Oncology, Medical College of Wisconsin, Milwaukee, Wisconsin
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Oridonin Enhances Radiation-Induced Cell Death by Promoting DNA Damage in Non-Small Cell Lung Cancer Cells. Int J Mol Sci 2018; 19:ijms19082378. [PMID: 30104472 PMCID: PMC6121891 DOI: 10.3390/ijms19082378] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2018] [Accepted: 08/10/2018] [Indexed: 12/17/2022] Open
Abstract
Although many attempts have been made to improve the efficacy of radiotherapy to treat cancer, radiation resistance is still an obstacle in lung cancer treatment. Oridonin is a natural compound with promising antitumor efficacy that can trigger cancer cell death; however, its direct cellular targets, efficacy as a radiosensitizer, and underlying mechanisms of activity remain unclear. Herein, we report that oridonin exhibits additive cytotoxic and antitumor activity with radiation using the H460 non-small cell lung cancer cell lines. We assessed the effect of oridonin by proliferation, clonogenic, reactive oxygen species (ROS) production, DNA damage, and apoptosis assays. In vitro, oridonin enhanced the radiation-induced inhibition of cell growth and clonogenic survival. Oridonin also facilitated radiation-induced ROS production and DNA damage and enhanced apoptotic cell death. In vivo, the combination of oridonin and radiation effectively inhibited H460 xenograft tumor growth, with higher caspase-3 activation and H2A histone family member X (H2AX) phosphorylation compared with that of radiation alone. Our findings suggest that oridonin possesses a novel mechanism to enhance radiation therapeutic responses by increasing DNA damage and apoptosis. In conclusion, oridonin may be a novel small molecule to improve radiotherapy in non-small cell lung cancer.
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Zhang Q, Gao M, Luo G, Han X, Bao W, Cheng Y, Tian W, Yan M, Yang G, An J. Enhancement of Radiation Sensitivity in Lung Cancer Cells by a Novel Small Molecule Inhibitor That Targets the β-Catenin/Tcf4 Interaction. PLoS One 2016; 11:e0152407. [PMID: 27014877 PMCID: PMC4807779 DOI: 10.1371/journal.pone.0152407] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2015] [Accepted: 03/14/2016] [Indexed: 02/07/2023] Open
Abstract
Radiation therapy is an important treatment choice for unresectable advanced human lung cancers, and a critical adjuvant treatment for surgery. However, radiation as a lung cancer treatment remains far from satisfactory due to problems associated with radiation resistance in cancer cells and severe cytotoxicity to non-cancer cells, which arise at doses typically administered to patients. We have recently identified a promising novel inhibitor of β-catenin/Tcf4 interaction, named BC-23 (C21H14ClN3O4S), which acts as a potent cell death enhancer when used in combination with radiation. Sequential exposure of human p53-null non-small cell lung cancer (NSCLC) H1299 cells to low doses of x-ray radiation, followed 1 hour later by administration of minimally cytotoxic concentrations of BC-23, resulted in a highly synergistic induction of clonogenic cell death (combination index <1.0). Co-treatment with BC-23 at low concentrations effectively inhibits Wnt/β-catenin signaling and down-regulates c-Myc and cyclin D1 expression. S phase arrest and ROS generation are also involved in the enhancement of radiation effectiveness mediated by BC-23. BC-23 therefore represents a promising new class of radiation enhancer.
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Affiliation(s)
- Qinghao Zhang
- Department of Pharmacology, State University of New York, Upstate Medical University, Syracuse, New York, United States of America.,SUNY Upstate Cancer Research Institute, State University of New York, Upstate Medical University, Syracuse, New York, United States of America
| | - Mei Gao
- Department of Pharmacology, State University of New York, Upstate Medical University, Syracuse, New York, United States of America.,SUNY Upstate Cancer Research Institute, State University of New York, Upstate Medical University, Syracuse, New York, United States of America
| | - Guifen Luo
- Department of Pharmacology, State University of New York, Upstate Medical University, Syracuse, New York, United States of America.,SUNY Upstate Cancer Research Institute, State University of New York, Upstate Medical University, Syracuse, New York, United States of America
| | - Xiaofeng Han
- Department of Pharmacology, State University of New York, Upstate Medical University, Syracuse, New York, United States of America.,SUNY Upstate Cancer Research Institute, State University of New York, Upstate Medical University, Syracuse, New York, United States of America
| | - Wenjing Bao
- Department of Pharmacology, State University of New York, Upstate Medical University, Syracuse, New York, United States of America.,SUNY Upstate Cancer Research Institute, State University of New York, Upstate Medical University, Syracuse, New York, United States of America.,Department of Medicine, Liaoning University of Chinese Traditional Medicine, No. 33 Beiling Street, Huanggu District, Shenyang, China
| | - Yanyan Cheng
- Department of Pharmacology, State University of New York, Upstate Medical University, Syracuse, New York, United States of America.,SUNY Upstate Cancer Research Institute, State University of New York, Upstate Medical University, Syracuse, New York, United States of America.,Department of Medicine, Liaoning University of Chinese Traditional Medicine, No. 33 Beiling Street, Huanggu District, Shenyang, China
| | - Wang Tian
- Department of Pharmacology, State University of New York, Upstate Medical University, Syracuse, New York, United States of America.,SUNY Upstate Cancer Research Institute, State University of New York, Upstate Medical University, Syracuse, New York, United States of America
| | - Maocai Yan
- Sanford Burnham Prebys Medical Discovery Institute, La Jolla, California, United States of America
| | - Guanlin Yang
- Department of Medicine, Liaoning University of Chinese Traditional Medicine, No. 33 Beiling Street, Huanggu District, Shenyang, China
| | - Jing An
- Department of Pharmacology, State University of New York, Upstate Medical University, Syracuse, New York, United States of America.,SUNY Upstate Cancer Research Institute, State University of New York, Upstate Medical University, Syracuse, New York, United States of America.,Department of Medicine, University of California San Diego, La Jolla, California, United States of America
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Plasencia Martínez JM. Pulmonary radiofrequency ablation (Part 1): current state. RADIOLOGIA 2015; 57:275-86. [PMID: 25766072 DOI: 10.1016/j.rx.2014.12.009] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2014] [Revised: 12/11/2014] [Accepted: 12/13/2014] [Indexed: 02/08/2023]
Abstract
The risks involved in surgical treatment and conventional radiotherapy in patients with early lung cancer or lung metastases often make these treatments difficult to justify. However, on the other hand, it is also unacceptable to allow these lesions to evolve freely because, left untreated, these neoplasms will usually lead to the death of the patient. In recent years, alternative local therapies have been developed, such as pulmonary radiofrequency ablation, which has proven to increase survival with a minimal risk of complications. There are common recommendations for these treatments, and although the specific indications for using one technique or another have yet to be established, there are clearly defined situations that will determine the outcome of the treatment. It is important to know these situations, because appropriate patient selection is essential for therapeutic success. This article aims to describe the characteristics and constraints of pulmonary radiofrequency ablation and to outline its role in thoracic oncology in light of the current evidence.
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Affiliation(s)
- J M Plasencia Martínez
- Servicio de Radiología. Hospital General Universitario Morales Meseguer, Murcia, España.
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