Application and limitation of radiomics approach to prognostic prediction for lung stereotactic body radiotherapy using breath-hold CT images with random survival forest: A multi-institutional study.,Medical Physics

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Application and limitation of radiomics approach to prognostic prediction for lung stereotactic body radiotherapy using breath-hold CT images with random survival forest: A multi-institutional study.
Medical Physics ( IF 3.8 ) Pub Date : 2020-07-09 , DOI: 10.1002/mp.14380
Ryo Kakino _{1,

2,

3} , Mitsuhiro Nakamura _{1,

2} , Takamasa Mitsuyoshi _{2,

4} , Takashi Shintani _{2,

5} , Masaki Kokubo ₄ , Yoshiharu Negoro ₆ , Masato Fushiki ₇ , Masakazu Ogura ₈ , Satoshi Itasaka ₉ , Chikako Yamauchi ₁₀ , Shuji Otsu ₁₁ , Takashi Sakamoto ₁₂ , Masato Sakamoto ₅ , Norio Araki ₁₃ , Hideaki Hirashima _{2,

3} , Takanori Adachi _{1,

2} , Yukinori Matsuo ₂ , Takashi Mizowaki ₂

Affiliation

Division of Medical Physics, Department of Information Technology and Medical Engineering, Human Health Sciences, Graduate School of Medicine, Kyoto University, 53 Shogoin-Kawahara-cho, Sakyo-ku, Kyoto, 606-8507, Japan.
Department of Radiation Oncology and Image-applied Therapy, Kyoto University Hospital, 54 Shogoin-Kawahara-cho, Sakyo-ku, Kyoto, 606-8507, Japan.
Japan Society for the Promotion of Science, 5-3-1 Kojimachi, Chiyoda-ku, Tokyo, 102-0083, Japan.
Department of Radiation Oncology, Kobe City Medical Center General Hospital, 2-1-1, Minatojimaminamimachi, Chuo-ku, Kobe, Hyogo, 650-0047, Japan.
Department of Radiology, Japanese Red Cross Fukui Hospital, 2-4-1 Tsukimi, Fukui, 918-8501, Japan.
Department of Radiology, Tenri Hospital, 200 Mishima-cho, Tenri, Nara, 632-8552, Japan.
Department of Radiation Oncology, Nagahama City Hospital, 313 Oinui-cho, Nagahama, Shiga, 526-0043, Japan.
Department of Radiation Oncology, Kishiwada City Hospital, 1001 Gakuhara-cho, Kishiwada, Osaka, 596-8501, Japan.
Department of Radiation Oncology, Kurashiki Central Hospital, 1-1-1 Miwa, Kurashiki, Okayama, 710-8602, Japan.
Department of Radiation Oncology, Shiga General Hospital, 5-4-30 Moriyama, Shiga, 524-8524, Japan.
Department of Radiation Oncology, Kyoto City Hospital, 1-2 Mibuhigashitakada-cho, Nakagyo-ku, Kyoto, 604-8845, Japan.
Department of Radiation Oncology, Kyoto-Katsura Hospital, 17 Yamadahirao-cho, Nishikyo-ku, Kyoto, 615-8256, Japan.
Department of Radiation Oncology, National Hospital Organization Kyoto Medical Center, 1-1 Fukakusamukaihata-cho, Fushimi-ku, Kyoto, 612-8555, Japan.

To predict local recurrence (LR) and distant metastasis (DM) in early stage non‐small cell lung cancer (NSCLC) patients after stereotactic body radiotherapy (SBRT) in multiple institutions using breath‐hold computed tomography (CT)‐based radiomic features with random survival forest.

中文翻译：

放射线学方法在采用呼吸道屏息CT图像和随机生存森林的肺立体定向身体放疗预后预测中的应用和局限性：一项多机构研究。

使用基于屏气计算机断层扫描（CT）的放射学特征，在多个机构进行立体定向放射治疗（SBRT）后，预测早期非小细胞肺癌（NSCLC）患者的局部复发（LR）和远处转移（DM）随机生存森林。

更新日期：2020-07-09

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