• Title/Summary/Keyword: Lung Image

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Preliminary Application of Synthetic Computed Tomography Image Generation from Magnetic Resonance Image Using Deep-Learning in Breast Cancer Patients

  • Jeon, Wan;An, Hyun Joon;Kim, Jung-in;Park, Jong Min;Kim, Hyoungnyoun;Shin, Kyung Hwan;Chie, Eui Kyu
    • Journal of Radiation Protection and Research
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    • v.44 no.4
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    • pp.149-155
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    • 2019
  • Background: Magnetic resonance (MR) image guided radiation therapy system, enables real time MR guided radiotherapy (RT) without additional radiation exposure to patients during treatment. However, MR image lacks electron density information required for dose calculation. Image fusion algorithm with deformable registration between MR and computed tomography (CT) was developed to solve this issue. However, delivered dose may be different due to volumetric changes during image registration process. In this respect, synthetic CT generated from the MR image would provide more accurate information required for the real time RT. Materials and Methods: We analyzed 1,209 MR images from 16 patients who underwent MR guided RT. Structures were divided into five tissue types, air, lung, fat, soft tissue and bone, according to the Hounsfield unit of deformed CT. Using the deep learning model (U-NET model), synthetic CT images were generated from the MR images acquired during RT. This synthetic CT images were compared to deformed CT generated using the deformable registration. Pixel-to-pixel match was conducted to compare the synthetic and deformed CT images. Results and Discussion: In two test image sets, average pixel match rate per section was more than 70% (67.9 to 80.3% and 60.1 to 79%; synthetic CT pixel/deformed planning CT pixel) and the average pixel match rate in the entire patient image set was 69.8%. Conclusion: The synthetic CT generated from the MR images were comparable to deformed CT, suggesting possible use for real time RT. Deep learning model may further improve match rate of synthetic CT with larger MR imaging data.

Reproducibility evaluation of the use of pressure conserving abdominal compressor in lung and liver volumetric modulated arc therapy (흉복부 방사선 치료 시 압력 기반 복부압박장치 적용에 따른 치료 간 재현성 평가)

  • Park, ga yeon;Kim, joo ho;Shin, hyun kyung;Kim, min soo
    • The Journal of Korean Society for Radiation Therapy
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    • v.33
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    • pp.71-78
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    • 2021
  • Purpose: To evaluate the inter-fractional position and respiratory reproducibility of lung and liver tumors using pressure conserving type(P-type) abdominal compressor in volumetric modulated arc therapy(VMAT). Materials and methods: Six lung cancer patients and three liver cancer patients who underwent VMAT using a P-type abdominal compressor were included in this study. Cone-beam computed tomography(CBCT) images were acquired before each treatment and compared with planning CT images to evaluate the inter-fractional position reproducibility. The position variation was defined as the difference of position shift values between target matching and bone matching. 4-dimensional cone-beam computed tomography(4D CBCT) images were acquired weekly before treatment and compared with planning 4DCT images to evaluate the inter-fractional respiratory reproducibility. The respiratory variation was calculated by the magnitude of excursions by breathing. Results: The mean ± standard deviation(SD) of overall position variation values, 3D vector in the three translational directions were 1.1 ± 1.4 mm and 4.5 ± 2.8 mm for the lung and liver, respectively. The mean ± SD of respiratory variation values were 0.7 ± 3.4 mm (p = 0.195) in the lung and 3.6 ± 2.6 mm (p < 0.05) in the liver. Conclusion: The use of P-type compressor in lung and liver VMAT was effective for stable control of inter-fractional position and respiratory variation by reproduction of abdominal compression. Appropriate PTV margin must be considered in treatment planning, and image guidance before each treatment are required in order to obtain more stable reproducibility

A Case of Cervico-Thoracic Malignant Schwannoma with Lung Metastasis (폐전이를 보인 경-흉추 이행부 악성 신경초종 1례 - 증 례 보 고 -)

  • Park, Kyung Bum;Hwang, Soo Hyun;Kim, Joon Soo;Kim, Ki Jeong;Park, In Sung;Kim, Eun-Sang;Jung, Jin-Myung;Han, Jong Woo
    • Journal of Korean Neurosurgical Society
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    • v.30 no.11
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    • pp.1332-1335
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    • 2001
  • Acase of malignant schwannoma in the cervico-thoracic region with lung metastasis is presented. The patient was 55-year-old man presented with right arm weakness. Magnetic resonance image demonstrated lobulated enhancing soft tissue masses in spinal canal, neural foramen and right paraspinal space at C7-T1 level compressing the dural sac and spinal cord. Subtotal removal was performed and histological diagnosis of malignant schwannoma was made. Reoperation due to recurrence was done but subsequent metastasis to lung was observed.

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Feasibility of Shrinking Field Radiation Therapy through 18F-FDG PET/CT after 40 Gy for Stage III Non-Small Cell Lung Cancers

  • Ding, Xiu-Ping;Zhang, Jian;Li, Bao-Sheng;Li, Hong-Sheng;Wang, Zhong-Tang;Yi, Yan;Sun, Hong-Fu;Wang, Dong-Qing
    • Asian Pacific Journal of Cancer Prevention
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    • v.13 no.1
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    • pp.319-323
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    • 2012
  • Objective: To explore the feasibility of shrinking field technique after 40 Gy radiation through 18F-FDG PET/CT during treatment for patients with stage III non-small cell lung cancer (NSCLC). Methods: In 66 consecutive patients with local-advanced NSCLC, 18F-FDG PET/CT scanning was performed prior to treatment and repeated after 40 Gy. Conventionally fractionated IMRT or CRT plans to a median total dose of 66Gy (range, 60-78Gy) were generated. The target volumes were delineated in composite images of CT and PET. Plan 1 was designed for 40 Gy to the initial planning target volume (PTV) with a subsequent 20-28 Gy-boost to the shrunken PTV. Plan 2 was delivering the same dose to the initial PTV without shrinking field. Accumulated doses of normal tissues were calculated using deformable image registration during the treatment course. Results: The median GTV and PTV reduction were 35% and 30% after 40 Gy treatment. Target volume reduction was correlated with chemotherapy and sex. In plan 2, delivering the same dose to the initial PTV could have only been achieved in 10 (15.2%) patients. Significant differences (p<0.05) were observed regarding doses to the lung, spinal cord, esophagus and heart. Conclusions: Radiotherapy adaptive to tumor shrinkage determined by repeated 18F-FDG PET/CT after 40 Gy during treatment course might be feasible to spare more normal tissues, and has the potential to allow dose escalation and increased local control.

TGF-β1 Protein Expression in Non-Small Cell Lung Cancers is Correlated with Prognosis

  • Huang, Ai-Li;Liu, Shu-Guang;Qi, Wen-Juan;Zhao, Yun-Fei;Li, Yu-Mei;Lei, Bin;Sheng, Wen-Jie;Shen, Hong
    • Asian Pacific Journal of Cancer Prevention
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    • v.15 no.19
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    • pp.8143-8147
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    • 2014
  • To investigate the expression intensity and prognostic significance of TGF-${\beta}1$ protein in non-small cell lung cancer (NSCLC), immunohistochemistry was carried out in 194 cases of NSCLC and 24 cases of normal lung tissues by SP methods. The PU (positive unit) value was used to assess the TGF-${\beta}1$ protein expression in systematically selected fields under the microscope with Leica Q500MC image analysis. We found that the TGF-${\beta}1$ PU value was nearly two-fold higher in NSCLC than in normal lung tissues (p=0.000), being associated with TNM stages (p=0.000) and lymph node metastases (p=0.000), but not to patient age, gender, smoking history, tumor differentiation, histological subtype and tumor location (P>0.05). Univariate analysis indicated that patients with high TGF-${\beta}1$ protein expression and lymph node metastases demonstrated a poor prognosis (both p=0.000,). Multivariate analysis showed that TGF-${\beta}1$ protein expression (RR = 2.565, p=0.002) and lymph node metastases (RR=1.874, p=0.030) were also independent prognostic factors. Thus, TGF-${\beta}1$ protein expression may be correlated to oncogenesis and serve as an independent prognostic biomarker for NSCLC.

Nonrigid Lung Registration between End-Exhale and End-Inhale CT Scans Using a Demon Algorithm (데몬 알고리즘을 이용한 호기-흡기 CT 영상 비강체 폐 정합)

  • Yim, Ye-Ny;Hong, Helen;Shin, Yeong-Gil
    • Journal of KIISE:Software and Applications
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    • v.37 no.1
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    • pp.9-18
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    • 2010
  • This paper proposes a deformable registration method using a demon algorithm for aligning the lungs between end-exhale and end-inhale CT scans. The lungs are globally aligned by affine transformation and locally deformed by a demon algorithm. The use of floating gradient force allows a fast convergence in the lung regions with a weak gradient of the reference image. The active-cell-based demon algorithm helps to accelerate the registration process and reduce the probability of deformation folding because it avoids unnecessary computation of the displacement for well-matched lung regions. The performance of the proposed method was evaluated through comparisons of methods that use a reference gradient force or a combined gradient force as well as methods with and without active cells. The results show that the proposed method can accurately register lungs with large deformations and can reduce the processing time considerably.

A Case of Locally Advanced Well-Differentiated Fetal Adenocarcinoma of the Lung Treated with Concurrent Chemoradiation Therapy

  • Kyung, Chanhee;Kim, Sang Young;Lim, Beom Jin;Cha, Jung-Joon;Kim, Hyung Jung;Ahn, Chul Min;Park, Heejin;Cho, Eun Na;Chang, Yoon Soo
    • Tuberculosis and Respiratory Diseases
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    • v.74 no.5
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    • pp.226-230
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    • 2013
  • Fetal adenocarcinoma is a rare adenocarcinoma subtype of pulmonary blastoma. A 48-year-old male patient is being referred to our hospital due to progressive dyspnea. A chest X-ray showed a lung mass of unknown origin that was obstructing the right main bronchus. After relieving the airway obstruction with stent insertion via bronchoscopy, a diagnosis of fetal adenocarcinoma is being confirmed through thoracoscopic biopsy. Due to the locally advanced state of the lung cancer, it seemed to be inoperable, and concurrent chemo-radiation therapy was being administered with docetaxel. The stent was removed after improvements in the airway obstruction followed by a lung mass shrinkage. Comparing to other contexts which describe fetal adenocarcinoma as lower grade malignancy with low-associated mortality, herein, we describe a case of locally-advanced fetal adenocarcinoma (T4N3M0). This is the first documented case being treated with concurrent chemoradiation therapy. The followed-up image studies represent a partial response and the patient is currently under further observations.

The Use of FDG PET for Nodal Staging of Non-Small-Cell Lung Cancer (비소세포폐암 환자의 국소 림프절 전이 발견을 위한 FDG PET의 이용)

  • 백희종;박종호;최창운;임상무;최두환;조경자;원경준;조재일
    • Journal of Chest Surgery
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    • v.32 no.10
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    • pp.910-915
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    • 1999
  • Background: Positron emission tomography(PEFT) using fluorine-18 deoxyglucose(FDG), showing increased FDG uptake and retention in malignant cells, has been proven to be useful in differentiating malignant from benign tissues. We indertook the prospective study to compare the accuracy of the whole-body FDG PET with that of the conventional chest computed tomography(CT) for nodal staging of non-small-cell lung cancers(NSCLC). Material and Method: FDG PET and contrast enhanced CT were performed in 36 patients with potentially resectable NSCLC. Each Imaging study was evaluated independently, and nodal stations were localized according to the AJCC regional lymph nodes mapping system. Extensive lymph node dissection(1101 nodes) of ipsi- and contralateral mediastinal nodal stations was performed at thoracotomy and/or mediastinoscopy. Image findings were compared with the histopathologic staging results and were analyzed with the McNema test(p) and Kappa value(k). Result: The sensitivity, specificity, positive predictive value, and negative predictive value of CT for ipsilateral mediastinal nodal staging were 38%, 68%, 25%, 79%, and 61%, and those of PET were 88%, 71%, 47%, 95%, and 75%(p>0.05, K=0.29). When analyzed by individual nodal group(superior, aortopulmonary window, and inferior), the sensitivity, specificity, positive predictive value, and negative predictive value of CT were 27%, 82%, 22%, 85%, and 73%, and those of PET were 60%, 87%, 92%, and 82%(p<0.05, k=0.27). Conclusion: FDG PET in addition to CT appears to be superior to CT alone for mediastinal staging of non-small cell lung cancers.

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Effects of Sagan-tang and individual herbs on COPD Mice Model (만성폐쇄성폐질환 동물모델에 대한 射干湯 및 구성약물의 효과)

  • Han, Jong-Min;Yang, Won-Kyung;Kim, Seung-Hyeong;Park, Yang-Chun
    • Herbal Formula Science
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    • v.23 no.2
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    • pp.171-187
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    • 2015
  • Objective This study aimed to evaluate the effects of Sagan-tang (SGT) on COPD mouse model. Methods The study was carried out by two ways (in vitro, in vivo). In vitro RAW264.7 cells (mouse macrophage) were used and analysed by flow cytometry, ELISA, Western blot. In vivo LPS and CSS challenged mice were used and its BALF had been analysed by cytospin image, FACS, ELISA, lung tissue by real-time PCR. Results In vitro, SGT maintained 80-100% rate of viablilty on 10 ~ 500 ㎍/㎖ concentration. In ELISA analysis with RAW264.7 cells, SGT significantly decreased NO over 30 ㎍/㎖. In flow cytometry, SGT 100 ㎍/㎖ dosage group displayed a tendency for decrease ROS. In Western blot analysis, SGT 100 ㎍/㎖ dosage group decreased NF-κB. In ELISA analysis, SGT significantly decreased TNF-α, IL-6 over 200 ㎍/㎖. In vivo SGT 200 ㎎/㎏ dosage group, application of SGT significantly decreased increase of neutrophils, TNF-α, IL-6 in BALF, muc5AC, TGF-β, TNF-α, expression of mRNA in lung tissue and histological lung injury. Conclusion This Study suggests usability of SGT for COPD patients by controlling lung tissue injury.

Differential Absorption Analysis of Nonmagnetic Material in the Phantom using Dual CT

  • Kim, Ki-Youl;Lee, Hae-Kag;Cho, Jae-Hwan
    • Journal of Magnetics
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    • v.21 no.2
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    • pp.286-292
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    • 2016
  • This study evaluates the change of computer tomography (CT) number in the case of the metal artifact reduction (MAR) algorithm, using the phantom. The images were obtained from dual CT using a gammex 467 tissue characterization phantom, which is similar to human tissues. The test method was performed by dividing pre and post MAR algorithm and measured CT values of nonmagnetic materials within the phantom. In addition, the changes of CT values for each material were compared and analyzed after measuring CT values up to 140 keV, using the spectral HU curve followed by CT scan. As a result, in the cases of N rod (trabecular bone) and E rod (trabecular bone), the CT numbers decreased as keV increasing but were constant above 90 keV. In the cases of I rod (dense bone) and K rod (dense bone), the CT numbers also decreased as keV increased but were uniform above 90 keV. The CT numbers from 40 keV to 140 keV were consistent in the cases of J rod (liver), D rod (liver), L rod (muscle), and F rod (muscle). For A rod (adipose), G rod (adipose), B rod (breast) and O rod (breast), the CT numbers increased as keV increased but were constant after 90 keV. The CT numbers from 40 keV to 140 keV were consistent in the cases of C rod (lung (exhale)), P rod (lung (exhale)), M rod (lung (inhale)) and H rod (lung (exhale)). Conclusively, because dual CT exhibits no changes in image quality and is able to analyze nonmagnetic materials by measuring the CT values of various materials, it will be used in the future as a useful tool for the diagnosis of lesions.